R_basic5
York Lin
2018年02月08日
review
library(C50)
data(churn)
variable.list = !names(churnTrain) %in% c('state','area_code','account_length')
churnTrain=churnTrain[,variable.list]
set.seed(2)
#把資料分成training data 和 testing data
ind<-sample(1:2, size=nrow(churnTrain), replace=T, prob=c(0.7, 0.3))
trainset=churnTrain[ind==1,]
testset=churnTrain[ind==2,]
library('rpart')
churn.rp<-rpart(churn ~., data=trainset)
min_row = which.min(churn.rp$cptable[,"xerror"])
churn.cp = churn.rp$cptable[min_row, "CP"]
prune.tree=prune(churn.rp, cp=churn.cp)
plot(prune.tree, margin=0.1)
text(prune.tree, all=TRUE, use.n=TRUE, cex=0.7)
產生confusion matrix
predictions <-predict(prune.tree, testset, type='class')
table(predictions,testset$churn)##
## predictions yes no
## yes 95 14
## no 46 863#install.packages('caret')
#install.packages('e1071')
library('caret')## Loading required package: lattice## Loading required package: ggplot2library('e1071')
confusionMatrix(table(predictions, testset$churn))## Confusion Matrix and Statistics
##
##
## predictions yes no
## yes 95 14
## no 46 863
##
## Accuracy : 0.9411
## 95% CI : (0.9248, 0.9547)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : 2.786e-16
##
## Kappa : 0.727
## Mcnemar's Test P-Value : 6.279e-05
##
## Sensitivity : 0.67376
## Specificity : 0.98404
## Pos Pred Value : 0.87156
## Neg Pred Value : 0.94939
## Prevalence : 0.13851
## Detection Rate : 0.09332
## Detection Prevalence : 0.10707
## Balanced Accuracy : 0.82890
##
## 'Positive' Class : yes
## ?confusionMatrix## Help on topic 'confusionMatrix' was found in the following
## packages:
##
## Package Library
## caret /Library/Frameworks/R.framework/Versions/3.3/Resources/library
## ModelMetrics /Library/Frameworks/R.framework/Versions/3.3/Resources/library
##
##
## Using the first match ...ctree
#install.packages("party")
library('party')## Loading required package: grid## Loading required package: mvtnorm## Loading required package: modeltools## Loading required package: stats4## Loading required package: strucchange## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: sandwichctree.model = ctree(churn ~ . , data = trainset)
plot(ctree.model, margin=0.1)
daycharge.model = ctree(churn ~ total_day_charge + international_plan, data = trainset)
plot(daycharge.model)
ctree.predict = predict(ctree.model ,testset)
table(ctree.predict, testset$churn)##
## ctree.predict yes no
## yes 99 15
## no 42 862confusionMatrix(table(ctree.predict, testset$churn))## Confusion Matrix and Statistics
##
##
## ctree.predict yes no
## yes 99 15
## no 42 862
##
## Accuracy : 0.944
## 95% CI : (0.9281, 0.9573)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.7449
## Mcnemar's Test P-Value : 0.0005736
##
## Sensitivity : 0.70213
## Specificity : 0.98290
## Pos Pred Value : 0.86842
## Neg Pred Value : 0.95354
## Prevalence : 0.13851
## Detection Rate : 0.09725
## Detection Prevalence : 0.11198
## Balanced Accuracy : 0.84251
##
## 'Positive' Class : yes
## C5.0
#install.packages("C50")
library(C50)
c50.model = C5.0(churn ~., data=trainset)
?C5.0Control
c=C5.0Control(minCases = 20)
c50.model = C5.0(churn ~., data=trainset,control = c)
summary(c50.model)##
## Call:
## C5.0.formula(formula = churn ~ ., data = trainset, control = c)
##
##
## C5.0 [Release 2.07 GPL Edition] Wed Feb 7 14:36:16 2018
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 2315 cases (17 attributes) from undefined.data
##
## Decision tree:
##
## number_customer_service_calls > 3:
## :...total_day_minutes <= 160.1: yes (71/10)
## : total_day_minutes > 160.1: no (108/32)
## number_customer_service_calls <= 3:
## :...international_plan = yes:
## :...total_intl_calls <= 2: yes (41)
## : total_intl_calls > 2:
## : :...total_intl_minutes <= 13.1: no (134/13)
## : total_intl_minutes > 13.1: yes (34)
## international_plan = no:
## :...total_day_minutes <= 224.1: no (1564/45)
## total_day_minutes > 224.1:
## :...voice_mail_plan = yes: no (97/4)
## voice_mail_plan = no:
## :...total_eve_charge <= 17.47:
## :...total_day_minutes <= 278.4: no (124/10)
## : total_day_minutes > 278.4: yes (20/5)
## total_eve_charge > 17.47:
## :...total_day_minutes > 264: yes (46)
## total_day_minutes <= 264:
## :...total_eve_charge > 22.04: yes (29/4)
## total_eve_charge <= 22.04:
## :...total_night_charge <= 9.04: no (23/1)
## total_night_charge > 9.04: yes (24/9)
##
##
## Evaluation on training data (2315 cases):
##
## Decision Tree
## ----------------
## Size Errors
##
## 13 133( 5.7%) <<
##
##
## (a) (b) <-classified as
## ---- ----
## 237 105 (a): class yes
## 28 1945 (b): class no
##
##
## Attribute usage:
##
## 100.00% number_customer_service_calls
## 92.27% international_plan
## 90.97% total_day_minutes
## 15.68% voice_mail_plan
## 11.49% total_eve_charge
## 9.03% total_intl_calls
## 7.26% total_intl_minutes
## 2.03% total_night_charge
##
##
## Time: 0.0 secsplot(c50.model)
c50.predict = predict(c50.model,testset)
table(c50.predict, testset$churn)##
## c50.predict yes no
## yes 97 15
## no 44 862confusionMatrix(table(c50.predict, testset$churn))## Confusion Matrix and Statistics
##
##
## c50.predict yes no
## yes 97 15
## no 44 862
##
## Accuracy : 0.942
## 95% CI : (0.9259, 0.9556)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.7342
## Mcnemar's Test P-Value : 0.0002671
##
## Sensitivity : 0.68794
## Specificity : 0.98290
## Pos Pred Value : 0.86607
## Neg Pred Value : 0.95143
## Prevalence : 0.13851
## Detection Rate : 0.09528
## Detection Prevalence : 0.11002
## Balanced Accuracy : 0.83542
##
## 'Positive' Class : yes
## caret cross-validation
#install.packages("caret")
library(caret)
control=trainControl(method="repeatedcv", number=10, repeats=3)
model =train(churn~., data=trainset, method="rpart", trControl=control)
model## CART
##
## 2315 samples
## 16 predictor
## 2 classes: 'yes', 'no'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times)
## Summary of sample sizes: 2083, 2084, 2084, 2083, 2083, 2084, ...
## Resampling results across tuning parameters:
##
## cp Accuracy Kappa
## 0.05555556 0.9094397 0.5684438
## 0.07456140 0.8670969 0.2451373
## 0.07602339 0.8623394 0.1985036
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was cp = 0.05555556.predictions = predict(model, testset)
table(predictions,testset$churn)##
## predictions yes no
## yes 64 10
## no 77 867find importance variable
library('caret')
importance = varImp(model, scale=FALSE)
importance## rpart variable importance
##
## Overall
## number_customer_service_calls 116.015
## total_day_minutes 106.988
## total_day_charge 100.648
## international_planyes 86.789
## voice_mail_planyes 25.974
## total_eve_charge 23.097
## total_eve_minutes 23.097
## number_vmail_messages 19.885
## total_intl_minutes 6.347
## total_intl_charge 0.000
## total_eve_calls 0.000
## total_intl_calls 0.000
## total_day_calls 0.000
## total_night_minutes 0.000
## total_night_charge 0.000
## total_night_calls 0.000plot(importance)
ROC
#install.packages("ROCR")
library(ROCR)## Loading required package: gplots##
## Attaching package: 'gplots'## The following object is masked from 'package:stats':
##
## lowesspredictions <-predict(churn.rp, testset, type="prob")
head(predictions)## yes no
## 2 0.02877238 0.97122762
## 5 0.05084746 0.94915254
## 6 0.05084746 0.94915254
## 8 0.05084746 0.94915254
## 13 0.02877238 0.97122762
## 16 0.95522388 0.04477612pred.to.roc<-predictions[, 1]
head(pred.to.roc)## 2 5 6 8 13 16
## 0.02877238 0.05084746 0.05084746 0.05084746 0.02877238 0.95522388pred.rocr<-prediction(pred.to.roc, testset$churn)
pred.rocr## An object of class "prediction"
## Slot "predictions":
## [[1]]
## 2 5 6 8 13 16
## 0.02877238 0.05084746 0.05084746 0.05084746 0.02877238 0.95522388
## 17 23 29 33 34 37
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238
## 41 45 46 47 50 54
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 56 57 58 60 61 62
## 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238 0.11764706
## 65 76 78 86 87 89
## 0.02877238 0.02877238 0.85915493 0.02877238 0.85915493 0.02877238
## 91 103 104 107 112 115
## 0.02877238 0.02877238 0.02877238 0.11764706 0.02877238 0.02877238
## 116 117 119 123 124 126
## 1.00000000 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 132 134 138 146 153 155
## 0.02877238 0.15584416 0.02877238 0.11162791 0.02877238 0.65000000
## 157 161 162 164 168 171
## 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 174 176 181 183 184 186
## 0.02877238 0.11162791 0.15584416 0.02877238 0.02877238 0.02877238
## 188 193 201 204 206 211
## 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 213 215 222 226 227 229
## 0.02877238 1.00000000 0.02877238 0.02877238 0.02877238 0.11764706
## 230 233 235 241 244 245
## 0.02877238 0.02877238 0.05084746 0.02877238 0.11162791 0.02877238
## 246 251 255 261 265 269
## 0.02877238 0.85915493 0.05084746 0.02877238 0.11162791 0.02877238
## 271 272 273 275 277 282
## 0.02877238 0.02877238 0.02877238 0.02877238 0.05084746 0.02877238
## 286 289 293 295 301 304
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 305 309 313 319 332 333
## 0.02877238 0.02877238 0.02877238 0.11162791 0.95522388 0.85915493
## 339 340 341 342 343 348
## 0.72222222 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238
## 354 356 357 369 371 378
## 0.02877238 0.02877238 0.05084746 0.02877238 0.02877238 0.02877238
## 389 390 391 392 398 400
## 0.02877238 0.02877238 0.02877238 0.02877238 0.72222222 0.02877238
## 405 406 410 412 417 420
## 0.15584416 0.05084746 0.02877238 0.02877238 1.00000000 0.02877238
## 421 425 432 433 436 438
## 0.02877238 0.02877238 0.02877238 0.11162791 0.11162791 0.16666667
## 439 443 447 452 455 456
## 0.02877238 0.02877238 0.02877238 0.11162791 0.72222222 0.11162791
## 458 459 461 466 468 476
## 0.02877238 0.02877238 0.11162791 1.00000000 0.02877238 0.02877238
## 480 482 483 484 485 487
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.05084746
## 489 490 494 498 506 509
## 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 517 520 521 524 530 532
## 0.02877238 0.02877238 0.11162791 0.02877238 0.05084746 0.02877238
## 533 536 537 540 542 544
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 548 550 551 555 560 561
## 0.85915493 0.15584416 0.15584416 0.02877238 0.02877238 0.02877238
## 563 565 569 571 573 574
## 0.02877238 0.11162791 0.68421053 0.02877238 0.05084746 0.11162791
## 576 577 583 586 589 590
## 0.11764706 0.02877238 0.02877238 0.02877238 0.85915493 0.02877238
## 596 605 609 611 615 617
## 0.02877238 0.02877238 0.02877238 0.11162791 0.11162791 0.05084746
## 620 628 633 642 643 645
## 0.95522388 0.15584416 0.02877238 0.02877238 0.02877238 0.02877238
## 648 651 653 655 657 661
## 0.02877238 0.11162791 0.02877238 0.02877238 0.02877238 0.72222222
## 664 667 669 673 676 677
## 0.02877238 0.11162791 0.11162791 0.02877238 0.11162791 0.11162791
## 678 689 695 697 701 702
## 0.02877238 0.11764706 0.85915493 0.02877238 0.02877238 0.02877238
## 703 707 709 711 715 717
## 0.02877238 0.02877238 0.05084746 0.02877238 0.02877238 0.05084746
## 721 722 723 726 728 734
## 0.02877238 0.85915493 0.02877238 0.02877238 0.11162791 0.11162791
## 735 743 747 754 755 759
## 0.05084746 0.15584416 0.02877238 0.02877238 0.02877238 0.11764706
## 760 764 769 777 778 779
## 0.02877238 0.02877238 0.11162791 0.11162791 0.05084746 0.15584416
## 783 785 787 792 795 798
## 0.11162791 0.11764706 0.02877238 0.02877238 0.02877238 1.00000000
## 799 800 806 809 814 817
## 0.02877238 0.02877238 0.02877238 0.05084746 0.02877238 0.11162791
## 820 830 833 837 838 841
## 0.02877238 0.02877238 0.95522388 0.02877238 0.05084746 0.02877238
## 845 846 847 849 851 853
## 0.02877238 0.11764706 0.02877238 0.11162791 0.16666667 0.02877238
## 855 858 864 866 867 868
## 0.02877238 0.02877238 0.02877238 0.15584416 0.02877238 0.02877238
## 874 890 892 895 906 908
## 0.02877238 0.02877238 0.02877238 0.85915493 0.65000000 0.02877238
## 909 915 917 922 929 932
## 0.15584416 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238
## 934 937 938 941 943 945
## 1.00000000 0.02877238 0.11162791 0.02877238 0.11162791 0.15584416
## 946 954 956 962 966 968
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 969 974 978 981 985 988
## 0.02877238 0.02877238 0.85915493 0.02877238 0.02877238 0.11764706
## 992 998 1003 1008 1011 1015
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238
## 1019 1022 1026 1027 1030 1033
## 0.11162791 0.02877238 0.72222222 0.02877238 0.02877238 0.11162791
## 1034 1035 1036 1039 1043 1044
## 0.02877238 0.02877238 0.02877238 0.85915493 0.05084746 0.02877238
## 1048 1050 1051 1053 1054 1057
## 0.02877238 0.02877238 0.02877238 0.05084746 0.02877238 0.02877238
## 1065 1067 1068 1072 1073 1076
## 0.05084746 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1077 1079 1086 1087 1091 1094
## 0.02877238 0.95522388 0.11162791 0.02877238 0.02877238 0.02877238
## 1099 1103 1105 1107 1108 1111
## 0.02877238 0.65000000 0.15584416 0.02877238 0.02877238 0.02877238
## 1112 1115 1117 1120 1121 1125
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1131 1132 1133 1135 1136 1137
## 0.02877238 0.11162791 0.02877238 0.02877238 0.11162791 0.11764706
## 1141 1142 1143 1144 1146 1148
## 0.02877238 0.02877238 0.85915493 0.02877238 0.02877238 0.11162791
## 1149 1150 1153 1157 1159 1160
## 0.02877238 0.05084746 0.02877238 0.02877238 0.05084746 0.02877238
## 1163 1164 1167 1172 1174 1179
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1186 1188 1190 1193 1209 1211
## 0.02877238 0.02877238 0.02877238 0.15584416 0.02877238 0.16666667
## 1212 1214 1215 1216 1217 1222
## 0.02877238 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238
## 1224 1226 1227 1228 1232 1233
## 0.02877238 0.02877238 0.02877238 0.02877238 0.95522388 0.11162791
## 1236 1242 1243 1246 1249 1252
## 0.15584416 0.15584416 0.05084746 0.02877238 0.05084746 0.02877238
## 1256 1257 1260 1262 1263 1266
## 0.02877238 0.02877238 0.02877238 0.02877238 0.65000000 0.11162791
## 1267 1270 1273 1276 1279 1291
## 0.02877238 0.85915493 0.15584416 0.02877238 0.72222222 0.11162791
## 1294 1296 1300 1301 1303 1306
## 0.02877238 0.02877238 0.95522388 0.02877238 0.95522388 0.02877238
## 1309 1310 1316 1322 1323 1325
## 0.02877238 0.05084746 0.11162791 0.02877238 1.00000000 0.02877238
## 1326 1329 1332 1333 1339 1347
## 0.85915493 0.02877238 0.02877238 0.11162791 0.02877238 1.00000000
## 1368 1384 1385 1386 1390 1396
## 0.05084746 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1397 1399 1401 1406 1407 1411
## 0.15584416 0.02877238 0.02877238 0.85915493 0.02877238 0.02877238
## 1412 1414 1422 1423 1424 1425
## 0.02877238 0.02877238 0.11162791 0.02877238 0.05084746 0.02877238
## 1426 1427 1431 1433 1437 1439
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238
## 1444 1445 1446 1450 1451 1454
## 0.05084746 0.02877238 0.02877238 0.15584416 0.02877238 0.11162791
## 1455 1460 1461 1462 1463 1465
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1469 1471 1476 1477 1483 1484
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.05084746
## 1485 1487 1495 1497 1500 1508
## 1.00000000 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1510 1528 1529 1531 1532 1538
## 0.11162791 0.02877238 0.02877238 0.11162791 0.85915493 0.85915493
## 1540 1541 1546 1550 1554 1560
## 0.05084746 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 1564 1569 1573 1574 1575 1580
## 0.02877238 0.02877238 0.02877238 0.02877238 0.05084746 0.02877238
## 1581 1596 1597 1599 1600 1604
## 0.72222222 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1606 1613 1615 1617 1618 1628
## 0.02877238 0.02877238 0.72222222 0.02877238 0.05084746 0.02877238
## 1636 1638 1642 1643 1645 1650
## 0.85915493 0.11162791 0.05084746 0.02877238 0.02877238 0.02877238
## 1658 1659 1660 1663 1669 1673
## 0.02877238 0.02877238 0.02877238 0.85915493 0.02877238 0.02877238
## 1678 1681 1682 1683 1684 1685
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1686 1694 1702 1704 1705 1708
## 0.02877238 0.02877238 0.95522388 0.02877238 0.95522388 0.85915493
## 1709 1713 1714 1718 1719 1721
## 0.15584416 0.15584416 0.85915493 0.02877238 0.16666667 0.02877238
## 1725 1727 1728 1730 1731 1736
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1738 1743 1754 1759 1761 1763
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1765 1766 1771 1775 1777 1788
## 0.11162791 0.85915493 0.02877238 0.11162791 0.02877238 0.02877238
## 1795 1800 1803 1813 1821 1824
## 0.95522388 0.02877238 0.15584416 0.95522388 0.02877238 0.11162791
## 1825 1827 1828 1829 1831 1835
## 0.02877238 0.02877238 0.02877238 0.02877238 0.68421053 0.02877238
## 1836 1837 1838 1841 1843 1848
## 0.15584416 0.02877238 1.00000000 0.11162791 0.95522388 0.02877238
## 1850 1852 1856 1858 1859 1866
## 0.68421053 0.15584416 0.02877238 0.02877238 0.72222222 0.85915493
## 1869 1873 1875 1876 1882 1889
## 0.02877238 0.05084746 0.02877238 0.02877238 0.95522388 0.02877238
## 1892 1894 1902 1907 1911 1912
## 0.02877238 0.11162791 0.02877238 0.02877238 0.02877238 0.15584416
## 1915 1916 1926 1930 1932 1937
## 0.02877238 0.02877238 0.02877238 0.02877238 0.05084746 0.02877238
## 1938 1939 1940 1941 1946 1961
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238
## 1962 1966 1968 1972 1982 1983
## 0.02877238 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238
## 1985 1987 1988 1990 1991 1992
## 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 1996 2000 2003 2008 2011 2014
## 0.11162791 0.02877238 0.02877238 0.11162791 0.02877238 0.02877238
## 2019 2023 2025 2027 2029 2032
## 0.02877238 0.02877238 0.02877238 0.02877238 0.68421053 0.85915493
## 2034 2037 2038 2042 2043 2046
## 0.02877238 0.11162791 0.02877238 0.02877238 0.72222222 0.15584416
## 2051 2055 2057 2059 2060 2063
## 0.02877238 0.02877238 0.02877238 0.02877238 0.95522388 0.02877238
## 2065 2069 2070 2075 2077 2078
## 0.02877238 0.02877238 0.11162791 0.02877238 0.15584416 0.11162791
## 2079 2080 2096 2097 2102 2110
## 0.02877238 0.11162791 0.11162791 0.11162791 0.02877238 0.02877238
## 2112 2116 2122 2125 2128 2131
## 0.02877238 1.00000000 0.02877238 0.02877238 0.02877238 0.11162791
## 2133 2139 2141 2145 2147 2153
## 0.02877238 0.02877238 0.65000000 0.02877238 0.05084746 0.05084746
## 2154 2157 2161 2163 2165 2167
## 0.02877238 0.11162791 1.00000000 0.02877238 1.00000000 0.02877238
## 2168 2178 2180 2182 2189 2194
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791
## 2196 2199 2200 2208 2211 2212
## 0.02877238 0.11162791 0.11162791 0.02877238 0.95522388 0.15584416
## 2213 2219 2224 2233 2238 2243
## 0.11162791 0.85915493 0.65000000 0.02877238 0.15584416 0.02877238
## 2245 2246 2250 2257 2258 2259
## 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238 0.95522388
## 2261 2262 2269 2270 2274 2282
## 0.11764706 0.15584416 0.02877238 0.02877238 0.02877238 0.02877238
## 2283 2285 2288 2289 2290 2292
## 0.02877238 0.02877238 0.16666667 0.02877238 0.05084746 0.02877238
## 2293 2295 2297 2305 2313 2316
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 2319 2320 2321 2323 2325 2328
## 0.02877238 0.11764706 0.02877238 0.15584416 0.85915493 0.65000000
## 2331 2332 2340 2343 2344 2351
## 0.02877238 0.02877238 0.02877238 0.02877238 1.00000000 0.02877238
## 2354 2355 2356 2360 2362 2369
## 0.05084746 0.95522388 0.11162791 0.02877238 0.02877238 0.11162791
## 2370 2372 2374 2377 2379 2381
## 0.65000000 0.02877238 0.11162791 0.95522388 0.02877238 0.65000000
## 2382 2386 2393 2396 2397 2399
## 0.02877238 0.02877238 0.02877238 0.15584416 0.05084746 0.02877238
## 2407 2413 2416 2427 2428 2436
## 0.02877238 0.68421053 0.85915493 0.02877238 0.02877238 0.11764706
## 2440 2441 2444 2445 2448 2449
## 0.02877238 0.02877238 0.02877238 0.15584416 0.02877238 0.11162791
## 2452 2454 2456 2468 2470 2472
## 0.95522388 0.02877238 0.02877238 0.05084746 0.02877238 0.02877238
## 2474 2475 2476 2477 2480 2482
## 0.02877238 0.02877238 0.02877238 0.02877238 1.00000000 0.02877238
## 2485 2487 2488 2492 2495 2496
## 0.02877238 0.02877238 0.02877238 0.02877238 0.11162791 0.02877238
## 2497 2507 2508 2509 2512 2523
## 0.02877238 0.11162791 0.02877238 0.02877238 0.02877238 0.02877238
## 2524 2527 2529 2533 2539 2544
## 0.02877238 1.00000000 0.02877238 0.02877238 0.02877238 0.02877238
## 2549 2551 2552 2555 2556 2561
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 2565 2569 2571 2574 2579 2580
## 0.02877238 0.05084746 0.02877238 0.68421053 0.02877238 0.02877238
## 2582 2583 2584 2585 2590 2592
## 0.85915493 0.02877238 0.02877238 0.02877238 0.02877238 0.72222222
## 2593 2598 2600 2602 2604 2605
## 0.15584416 0.02877238 0.72222222 0.02877238 0.11764706 0.02877238
## 2606 2611 2614 2616 2617 2619
## 0.72222222 0.02877238 0.11162791 0.02877238 0.02877238 0.05084746
## 2620 2623 2632 2634 2635 2636
## 1.00000000 0.85915493 0.02877238 0.02877238 0.02877238 0.02877238
## 2637 2640 2643 2645 2647 2651
## 0.02877238 0.02877238 0.05084746 0.02877238 0.15584416 0.02877238
## 2655 2656 2658 2660 2661 2662
## 0.02877238 0.02877238 0.11162791 0.02877238 0.95522388 0.11162791
## 2665 2666 2668 2671 2678 2688
## 1.00000000 0.05084746 0.02877238 0.02877238 0.68421053 1.00000000
## 2689 2697 2700 2705 2710 2712
## 0.02877238 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238
## 2714 2718 2720 2725 2728 2730
## 0.02877238 0.02877238 0.02877238 0.16666667 0.05084746 0.02877238
## 2740 2743 2752 2753 2754 2756
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 2761 2768 2770 2772 2780 2782
## 1.00000000 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 2783 2785 2786 2787 2791 2793
## 0.02877238 0.11162791 0.15584416 0.85915493 0.02877238 0.02877238
## 2795 2798 2801 2803 2810 2812
## 0.05084746 0.02877238 1.00000000 0.02877238 0.02877238 0.02877238
## 2813 2822 2823 2827 2835 2837
## 0.02877238 0.11162791 0.05084746 0.02877238 0.02877238 0.02877238
## 2838 2839 2840 2850 2851 2855
## 0.02877238 0.02877238 0.95522388 0.11162791 0.02877238 0.02877238
## 2862 2865 2866 2868 2869 2872
## 0.15584416 0.11162791 0.02877238 0.11162791 1.00000000 0.02877238
## 2874 2877 2878 2881 2882 2891
## 0.02877238 0.11162791 0.02877238 0.11162791 0.02877238 0.11162791
## 2892 2900 2905 2906 2908 2910
## 0.02877238 0.02877238 0.05084746 0.02877238 0.02877238 0.02877238
## 2920 2923 2938 2940 2944 2948
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.72222222
## 2951 2954 2955 2960 2962 2963
## 0.02877238 0.15584416 0.02877238 0.11162791 0.15584416 0.11162791
## 2966 2973 2975 2981 2982 2984
## 0.02877238 0.02877238 0.02877238 0.72222222 0.02877238 0.02877238
## 2985 2992 2996 2997 2998 3002
## 0.02877238 0.05084746 0.02877238 0.02877238 0.11162791 0.02877238
## 3005 3008 3013 3016 3018 3026
## 0.02877238 0.02877238 0.02877238 0.02877238 0.15584416 0.02877238
## 3027 3032 3034 3037 3038 3043
## 0.15584416 0.05084746 0.02877238 0.02877238 0.02877238 0.02877238
## 3048 3049 3050 3051 3057 3061
## 0.02877238 0.02877238 0.02877238 0.85915493 0.11162791 0.02877238
## 3063 3064 3069 3071 3072 3073
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.68421053
## 3084 3091 3092 3097 3098 3099
## 0.11162791 0.02877238 0.02877238 0.11764706 0.02877238 0.02877238
## 3107 3110 3112 3115 3116 3123
## 0.02877238 0.05084746 0.02877238 0.02877238 0.15584416 0.02877238
## 3125 3127 3129 3131 3132 3135
## 0.11162791 0.11162791 0.02877238 0.02877238 0.15584416 0.02877238
## 3140 3143 3144 3150 3152 3154
## 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238 0.02877238
## 3155 3159 3165 3168 3169 3176
## 0.02877238 0.02877238 0.02877238 0.11162791 0.72222222 0.11764706
## 3180 3184 3190 3193 3196 3198
## 0.02877238 0.02877238 1.00000000 0.02877238 0.02877238 0.11162791
## 3200 3207 3217 3218 3223 3226
## 0.02877238 0.02877238 0.02877238 0.11162791 0.05084746 0.11162791
## 3227 3229 3232 3235 3245 3254
## 0.11162791 0.15584416 0.02877238 0.02877238 0.11162791 0.02877238
## 3258 3259 3260 3261 3267 3270
## 0.02877238 0.11162791 0.02877238 0.11162791 0.02877238 0.05084746
## 3277 3279 3285 3290 3292 3296
## 0.11162791 0.11162791 0.02877238 0.02877238 1.00000000 0.11162791
## 3301 3302 3307 3311 3315 3316
## 0.02877238 0.95522388 0.02877238 0.02877238 0.02877238 0.02877238
## 3323 3325 3329 3333
## 0.95522388 0.02877238 0.02877238 0.72222222
##
##
## Slot "labels":
## [[1]]
## [1] no no no no no yes no no no no yes no no no no no no
## [18] no no no yes no no no no no yes no yes no no no no no
## [35] no no yes no no no no no no no no no no no yes no no
## [52] no no no no no no no no no no no no no no no no yes
## [69] no no no no no no no no no yes no yes no no no no no
## [86] no no no no no no no no no no no no no no no yes yes
## [103] no no yes no no no no no no no no no no no no no yes
## [120] yes no no no no yes no no no no no no yes no no no no
## [137] yes yes no no no yes no no no no no no no no no no no
## [154] no no no no no no no no no no no no no no no yes no
## [171] yes no no no no no no no no no no no no no yes no no
## [188] no no no no no yes no no no no no no no no no no yes
## [205] no no no no no no no no no no no no no no no no no
## [222] no no yes no no no no no no no no no no no no no no
## [239] no no no no no no no yes no no no no no no no no yes
## [256] no no no no no yes no no no no no no no no no no no
## [273] no yes yes no no yes no no no no yes no no no no yes no
## [290] no no no no no yes no yes no no yes no no no no no no
## [307] yes no no no no no no no no yes no no no no no no no
## [324] no no no no no no no no yes no no no no no yes no no
## [341] no no no no no no no no no no no no no yes no no yes
## [358] no no no no no no no no no no no no no no no no no
## [375] no yes no no no no no no no no no no no no yes yes no
## [392] no no no no no no no no no no no no yes no no yes no
## [409] no no yes no yes no no no no no yes no yes no no no no
## [426] yes no no no no no no no no no yes no no no no no no
## [443] no no no no no no no no no no no no no no yes no no
## [460] no no no no no no no no no yes no no no no no no no
## [477] yes yes yes yes no no no no no no no no no no no no no
## [494] no no no no no no no yes no no no yes no no no no no
## [511] no no no yes no no no no no no no no no no yes no yes
## [528] yes no no yes no yes no no no no no no no no no no no
## [545] no no yes yes no no no no yes no no no no no no no no
## [562] no no no no no yes no yes no yes yes no yes no yes no no
## [579] no no yes no no yes no no no no no no no no no no no
## [596] no yes no no no no yes no no no no yes no no no no no
## [613] no no no no no no no no no no yes no yes no no no no
## [630] no no no no no yes no no no yes no yes no no no no no
## [647] no no no yes no no no no no no no no no no no no yes
## [664] no yes no no no no no no no no no no no yes no no yes
## [681] no no yes no no no no no no yes no no no no no no no
## [698] no no no no no no no no no no no no no no no yes yes
## [715] no no no no yes no no yes no no no no yes no no yes no
## [732] yes no no no no no no no yes yes no no no no no no no
## [749] no no yes no no no no no no no no no yes no no no no
## [766] no no no no no no no no no no yes no no no no no no
## [783] no no no no no no no yes no no yes no no no no yes no
## [800] no yes no no no no no no no no no yes no no no no no
## [817] no no no no no no no no no no yes no yes no no no yes
## [834] yes no yes no no no no no no no yes no no no no no no
## [851] no no yes no no no no no no yes yes yes no no yes no yes
## [868] no no no no no no no no no no no yes no no no no no
## [885] yes no yes no no no no no no no no no no no no no no
## [902] no no no no yes yes no no no yes no no yes no yes no no
## [919] no no no no no no no no no no no no no no no no no
## [936] no no no no yes no no no no no yes no yes no no no no
## [953] no no no no no no no no no no no no no no no no no
## [970] no yes no no no no no yes no no no yes no no no no no
## [987] no no no no yes no no no no no no no no no no no no
## [1004] no no no yes no no yes no no no no yes no no no
## Levels: no < yes
##
##
## Slot "cutoffs":
## [[1]]
## 3292 3323 3051 3333 3073
## Inf 1.00000000 0.95522388 0.85915493 0.72222222 0.68421053
## 2381 2725 3229 3176 3296 3270
## 0.65000000 0.16666667 0.15584416 0.11764706 0.11162791 0.05084746
## 3329
## 0.02877238
##
##
## Slot "fp":
## [[1]]
## [1] 0 0 2 5 12 14 18 21 56 70 174 228 877
##
##
## Slot "tp":
## [[1]]
## [1] 0 24 51 79 89 95 100 103 111 113 124 125 141
##
##
## Slot "tn":
## [[1]]
## [1] 877 877 875 872 865 863 859 856 821 807 703 649 0
##
##
## Slot "fn":
## [[1]]
## [1] 141 117 90 62 52 46 41 38 30 28 17 16 0
##
##
## Slot "n.pos":
## [[1]]
## [1] 141
##
##
## Slot "n.neg":
## [[1]]
## [1] 877
##
##
## Slot "n.pos.pred":
## [[1]]
## [1] 0 24 53 84 101 109 118 124 167 183 298 353 1018
##
##
## Slot "n.neg.pred":
## [[1]]
## [1] 1018 994 965 934 917 909 900 894 851 835 720 665 0perf.rocr<-performance(pred.rocr, measure ="auc", x.measure="cutoff")
perf.tpr.rocr<-performance(pred.rocr, "tpr","fpr")
plot(perf.tpr.rocr,main=paste("AUC:",(perf.rocr@y.values)))
model comparison
#rpart
library('rpart')
churn.rp<-rpart(churn ~., data=trainset)
#ctree
#install.packages("party")
library('party')
ctree.model = ctree(churn ~ . , data = trainset)
#C5.0
library(C50)
c50.model = C5.0(churn ~., data=trainset)
rp.predict.prob = predict(churn.rp, testset,type='prob')
c50.predict.prob = predict(c50.model,testset,type='prob')
ctree.predict.prob = sapply(predict(ctree.model ,testset,type='prob'),function(e){unlist(e)[1]})
rp.prediction = prediction(rp.predict.prob[,1],testset$churn)
c50.prediction = prediction(c50.predict.prob[,1],testset$churn)
ctree.prediction = prediction(ctree.predict.prob,testset$churn)
rp.performance = performance(rp.prediction, "tpr","fpr")
c50.performance = performance(c50.prediction, "tpr","fpr")
ctree.performance = performance(ctree.prediction, "tpr","fpr")
plot(rp.performance,col='red')
plot(c50.performance, add=T,col='green')
plot(ctree.performance, add=T,col='blue')
補充：隨機森林(Random Forest)
library(randomForest)## randomForest 4.6-12## Type rfNews() to see new features/changes/bug fixes.##
## Attaching package: 'randomForest'## The following object is masked from 'package:ggplot2':
##
## marginforest <- randomForest(churn ~., data = trainset, ntree=200,importance=T, proximity=T)
rf.predict.prob <- predict(forest, testset, type="prob")
rf.prediction <- prediction(rf.predict.prob[,1], as.factor(testset$churn))
rf.auc <- performance(rf.prediction, measure = "auc", x.measure = "cutoff")
rf.performance <- performance(rf.prediction, "tpr","fpr")
# Roc curve
plot(rp.performance,main='ROC Curve', col=1)
legend(0.7, 0.2, c('rpart', 'randomforest'), 1:2)
plot(rf.performance, col=2, add=TRUE)
分群問題
距離計算
x =c(0, 0, 1, 1, 1, 1)
y =c(1, 0, 1, 1, 0, 1)
#euclidean
?dist
rbind(x,y)## [,1] [,2] [,3] [,4] [,5] [,6]
## x 0 0 1 1 1 1
## y 1 0 1 1 0 1dist(rbind(x,y), method ="euclidean")## x
## y 1.414214sqrt(sum((x-y)^2))## [1] 1.414214dist(rbind(x,y), method ="minkowski", p=2)## x
## y 1.414214#city block
dist(rbind(x,y), method ="manhattan")## x
## y 2sum(abs(x-y))## [1] 2dist(rbind(x,y), method ="minkowski", p=1)## x
## y 2Hierarchical Clustering
聚合式(bottom-up)
setwd('~/lecture/riii')
customer=read.csv('data/customer.csv',header=TRUE)
head(customer)## ID Visit.Time Average.Expense Sex Age
## 1 1 3 5.7 0 10
## 2 2 5 14.5 0 27
## 3 3 16 33.5 0 32
## 4 4 5 15.9 0 30
## 5 5 16 24.9 0 23
## 6 6 3 12.0 0 15str(customer)## 'data.frame': 60 obs. of 5 variables:
## $ ID : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Visit.Time : int 3 5 16 5 16 3 12 14 6 3 ...
## $ Average.Expense: num 5.7 14.5 33.5 15.9 24.9 12 28.5 18.8 23.8 5.3 ...
## $ Sex : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Age : int 10 27 32 30 23 15 33 27 16 11 ...#數值變數作正規化
customer_s =scale(customer[,-1])
?scale
#正規化後的變數平均數為0, 標準差為1
round(mean(customer_s[,2]),3)## [1] 0round(sd(customer_s[,2]),3)## [1] 1?hclust
hc=hclust(dist(customer_s, method="euclidean"), method="ward.D2")
plot(hc,hang =-0.01, cex=0.7)
hc3 =hclust(dist(customer, method="euclidean"), method="single")
plot(hc3, hang =-0.01, cex=0.8)
cutree
fit =cutree(hc, k =4)
fit## [1] 1 1 2 1 2 1 2 2 1 1 1 2 2 1 1 1 2 1 2 3 4 3 4 3 3 4 4 3 4 4 4 3 3 3 4
## [36] 4 3 4 4 4 4 4 4 4 3 3 4 4 4 3 4 3 3 4 4 4 3 4 4 3table(fit)## fit
## 1 2 3 4
## 11 8 16 25plot(hc, hang =-0.01, cex=0.7)
rect.hclust(hc, k =4, border="red")
rect.hclust(hc, k =3, border="blue")
c_1 = customer[fit == 1,]
summary(c_1)## ID Visit.Time Average.Expense Sex Age
## Min. : 1.000 Min. :3.000 Min. : 4.60 Min. :0 Min. : 9
## 1st Qu.: 5.000 1st Qu.:3.500 1st Qu.: 7.15 1st Qu.:0 1st Qu.:12
## Median :10.000 Median :5.000 Median :14.50 Median :0 Median :16
## Mean : 9.636 Mean :4.909 Mean :12.71 Mean :0 Mean :17
## 3rd Qu.:14.500 3rd Qu.:6.000 3rd Qu.:16.00 3rd Qu.:0 3rd Qu.:20
## Max. :18.000 Max. :8.000 Max. :23.80 Max. :0 Max. :30分裂式階層式(top-down)
#install.packages('cluster')
library(cluster)
?diana
dv =diana(customer_s, metric ="euclidean")
summary(dv)## Merge:
## [,1] [,2]
## [1,] -24 -50
## [2,] -28 -46
## [3,] -7 -13
## [4,] -30 -35
## [5,] -21 -40
## [6,] -54 -58
## [7,] -23 -26
## [8,] -1 -10
## [9,] 7 -51
## [10,] -27 -59
## [11,] 5 -39
## [12,] -32 -45
## [13,] -8 -12
## [14,] -2 -4
## [15,] -14 -18
## [16,] 11 -43
## [17,] -44 -49
## [18,] 9 -56
## [19,] -37 -60
## [20,] -6 -11
## [21,] -29 -48
## [22,] -5 -19
## [23,] 10 -36
## [24,] -42 17
## [25,] -25 12
## [26,] 18 -41
## [27,] 21 -38
## [28,] 13 -17
## [29,] -34 -52
## [30,] 16 6
## [31,] 8 20
## [32,] 26 4
## [33,] 19 -57
## [34,] -47 -55
## [35,] 25 -53
## [36,] 24 -31
## [37,] 30 36
## [38,] -3 3
## [39,] -9 15
## [40,] -33 33
## [41,] 32 23
## [42,] 22 28
## [43,] 31 -15
## [44,] 37 27
## [45,] -20 40
## [46,] -22 35
## [47,] 44 34
## [48,] 14 39
## [49,] 1 29
## [50,] 45 2
## [51,] 38 42
## [52,] 43 -16
## [53,] 46 49
## [54,] 52 48
## [55,] 47 41
## [56,] 50 53
## [57,] 54 55
## [58,] 51 56
## [59,] 57 58
## Order of objects:
## [1] 1 10 6 11 15 16 2 4 9 14 18 21 40 39 43 54 58 42 44 49 31 29 48
## [24] 38 47 55 23 26 51 56 41 30 35 27 59 36 3 7 13 5 19 8 12 17 20 33
## [47] 37 60 57 28 46 22 25 32 45 53 24 50 34 52
## Height:
## [1] 0.11775833 0.92338041 0.50974266 1.47360965 2.04722777 2.51250579
## [7] 0.36355872 1.79099892 1.08967479 0.39308959 3.57679780 0.00000000
## [13] 0.21833707 0.44391855 0.80354844 0.08334529 0.98499722 0.70126085
## [19] 0.44921797 0.98499722 1.48962560 0.55960408 0.76573069 1.77868059
## [25] 0.97891452 2.79693737 0.09525176 0.12305649 0.48657744 0.76517620
## [31] 0.93270565 0.00000000 1.28196769 0.16054657 0.60321756 5.85655734
## [37] 1.07657773 0.00000000 1.98611220 0.59473487 1.44920797 0.33912975
## [43] 0.78523518 3.88572195 1.51921913 1.18521332 0.50902071 0.97225583
## [49] 1.91123321 0.00000000 3.39304108 1.52798723 0.72296652 0.31544012
## [55] 0.98335831 2.45910026 0.00000000 1.85224545 0.79085454
## Divisive coefficient:
## [1] 0.9117911
##
## 1770 dissimilarities, summarized :
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 1.8447 2.5716 2.5949 3.3545 5.8566
## Metric : euclidean
## Number of objects : 60
##
## Available components:
## [1] "order" "height" "dc" "merge" "diss" "call" "data"plot(dv)
fit2 =cutree(dv,k=4)
c_1 = customer[fit2 ==1,]
summary(c_1)## ID Visit.Time Average.Expense Sex Age
## Min. : 1.000 Min. :3.000 Min. : 4.60 Min. :0 Min. : 9
## 1st Qu.: 5.000 1st Qu.:3.500 1st Qu.: 7.15 1st Qu.:0 1st Qu.:12
## Median :10.000 Median :5.000 Median :14.50 Median :0 Median :16
## Mean : 9.636 Mean :4.909 Mean :12.71 Mean :0 Mean :17
## 3rd Qu.:14.500 3rd Qu.:6.000 3rd Qu.:16.00 3rd Qu.:0 3rd Qu.:20
## Max. :18.000 Max. :8.000 Max. :23.80 Max. :0 Max. :30k-means
str(customer_s)## num [1:60, 1:4] -1.202 -0.757 1.692 -0.757 1.692 ...
## - attr(*, "dimnames")=List of 2
## ..$ : NULL
## ..$ : chr [1:4] "Visit.Time" "Average.Expense" "Sex" "Age"
## - attr(*, "scaled:center")= Named num [1:4] 8.4 17.058 0.683 21.433
## ..- attr(*, "names")= chr [1:4] "Visit.Time" "Average.Expense" "Sex" "Age"
## - attr(*, "scaled:scale")= Named num [1:4] 4.492 8.399 0.469 9.285
## ..- attr(*, "names")= chr [1:4] "Visit.Time" "Average.Expense" "Sex" "Age"set.seed(22)
fit =kmeans(customer_s, centers=4)
?kmeans
barplot(t(fit$centers), beside =TRUE,xlab="cluster", ylab="value")
?barplot
fit$centers## Visit.Time Average.Expense Sex Age
## 1 1.3302016 1.0155226 -1.4566845 0.5591307
## 2 -0.7771737 -0.5178412 -1.4566845 -0.4774599
## 3 0.8571173 0.9887331 0.6750489 1.0505015
## 4 -0.6322632 -0.7299063 0.6750489 -0.6411604投影至二維空間
#install.packages("cluster")
library(cluster)
clusplot(customer_s, fit$cluster, color=TRUE, shade=TRUE)
par(mfrow= c(1,2))
clusplot(customer_s, fit$cluster, color=TRUE, shade=TRUE)
rect(-0.7,-1.7, 2.2,-1.2, border = "orange", lwd=2)
clusplot(customer_s, fit$cluster, color = TRUE, xlim = c(-0.7,2.2), ylim = c(-1.7,-1.2))
#了解component 成分為何
pca =princomp(customer_s)
pca$loadings##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4
## Visit.Time -0.576 -0.601 0.554
## Average.Expense -0.602 -0.146 -0.785
## Sex 0.989 -0.133
## Age -0.550 0.148 0.775 0.274
##
## Comp.1 Comp.2 Comp.3 Comp.4
## SS loadings 1.00 1.00 1.00 1.00
## Proportion Var 0.25 0.25 0.25 0.25
## Cumulative Var 0.25 0.50 0.75 1.00Evaluating model
#silhouette
par(mfrow= c(1,1))
set.seed(22)
library(cluster)
km =kmeans(customer_s, 4)
kms=silhouette(km$cluster,dist(customer_s))
summary(kms)## Silhouette of 60 units in 4 clusters from silhouette.default(x = km$cluster, dist = dist(customer_s)) :
## Cluster sizes and average silhouette widths:
## 8 11 16 25
## 0.5464597 0.4080823 0.3794910 0.5164434
## Individual silhouette widths:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.1931 0.4030 0.4890 0.4641 0.5422 0.6333plot(kms)
選擇k-means最佳k值
#within sum of squares
nk=2:10
set.seed(22)
WSS =sapply(nk, function(k){set.seed(22);kmeans(customer_s, centers=k)$tot.withinss})
WSS## [1] 123.49224 93.08341 61.34890 48.76431 43.08965 40.25820 29.58014
## [8] 26.97709 24.99510plot(x=nk, y=WSS, type="l", xlab="number of k", ylab="within sum of squares")
#install.packages("fpc")
#install.packages("robustbase", repos="http://R-Forge.R-project.org")
library(fpc)
?cluster.stats
cluster.stats(dist(customer_s), kmeans(customer_s, centers=2)$cluster)## $n
## [1] 60
##
## $cluster.number
## [1] 2
##
## $cluster.size
## [1] 24 36
##
## $min.cluster.size
## [1] 24
##
## $noisen
## [1] 0
##
## $diameter
## [1] 3.885722 3.576798
##
## $average.distance
## [1] 2.045880 1.798055
##
## $median.distance
## [1] 2.243328 1.996810
##
## $separation
## [1] 0.9276315 0.9276315
##
## $average.toother
## [1] 3.351368 3.351368
##
## $separation.matrix
## [,1] [,2]
## [1,] 0.0000000 0.9276315
## [2,] 0.9276315 0.0000000
##
## $ave.between.matrix
## [,1] [,2]
## [1,] 0.000000 3.351368
## [2,] 3.351368 0.000000
##
## $average.between
## [1] 3.351368
##
## $average.within
## [1] 1.873552
##
## $n.between
## [1] 864
##
## $n.within
## [1] 906
##
## $max.diameter
## [1] 3.885722
##
## $min.separation
## [1] 0.9276315
##
## $within.cluster.ss
## [1] 123.4922
##
## $clus.avg.silwidths
## 1 2
## 0.3827935 0.4454536
##
## $avg.silwidth
## [1] 0.4203896
##
## $g2
## NULL
##
## $g3
## NULL
##
## $pearsongamma
## [1] 0.6564321
##
## $dunn
## [1] 0.2387282
##
## $dunn2
## [1] 1.638105
##
## $entropy
## [1] 0.6730117
##
## $wb.ratio
## [1] 0.559041
##
## $ch
## [1] 52.84097
##
## $cwidegap
## [1] 2.148705 2.131733
##
## $widestgap
## [1] 2.148705
##
## $sindex
## [1] 1.010004
##
## $corrected.rand
## NULL
##
## $vi
## NULLWSS =sapply(nk, function(k){set.seed(22);cluster.stats(dist(customer_s), kmeans(customer_s, centers=k)$cluster)$within.cluster.ss})
SW =sapply(2:10,function(k){set.seed(22);cluster.stats(dist(customer_s),kmeans(customer_s, centers=k)$cluster)$avg.silwidth})
WSS## [1] 123.49224 93.08341 61.34890 48.76431 43.08965 40.25820 29.58014
## [8] 26.97709 24.99510plot(x=nk, y=WSS, type="l", xlab="number of k", ylab="within sum of squares")
#average silhouette
nk=2:10
SW =sapply(nk, function(k){set.seed(22);cluster.stats(dist(customer_s), kmeans(customer_s, centers=k)$cluster)$avg.silwidth})
plot(x=nk, y=SW, type="l", xlab="number of clusers", ylab="average silhouette width")
nk[which.max(SW)]## [1] 4model comparison
single_c=hclust(dist(customer_s), method="single")
hc_single=cutree(single_c, k =4)
complete_c=hclust(dist(customer_s), method="complete")
hc_complete=cutree(complete_c, k =4)
set.seed(22)
km =kmeans(customer_s, 4)
cs=cluster.stats(dist(customer_s),km$cluster)
cs[c("within.cluster.ss","avg.silwidth")]## $within.cluster.ss
## [1] 61.3489
##
## $avg.silwidth
## [1] 0.4640587q =sapply(
list(kmeans=km$cluster,
hc_single=hc_single,
hc_complete=hc_complete), function(c)cluster.stats(dist(customer_s),c)[c("within.cluster.ss","avg.silwidth")])
q## kmeans hc_single hc_complete
## within.cluster.ss 61.3489 136.0092 65.94076
## avg.silwidth 0.4640587 0.2481926 0.4255961density-based method-DBSCAN
#install.packages("mlbench")
# mlbench package provides many methods to generate simulated data with different shapes and sizes.
#In this example, we generate a Cassini problem graph
library(mlbench)
#install.packages("fpc")
library(fpc)
set.seed(2)
p = mlbench.cassini(500)
plot(p$x)
?mlbench.cassini
ds = dbscan(data = dist(p$x),eps= 0.2, MinPts = 2, method="dist")
ds## dbscan Pts=500 MinPts=2 eps=0.2
## 1 2 3
## seed 200 200 100
## total 200 200 100plot(ds, p$x)
y = matrix(0,nrow=3,ncol=2)
y[1,] = c(0,0)
y[2,] = c(0,-1.5)
y[3,] = c(1,1)
y## [,1] [,2]
## [1,] 0 0.0
## [2,] 0 -1.5
## [3,] 1 1.0predict(ds, p$x, y)## [1] 3 1 2其他分類方法
k-nearest neighbor classifer
library(C50)
data(churn)
#選擇建模變數
variable.list = !names(churnTrain) %in% c('state','area_code','account_length')
churnTrain=churnTrain[,variable.list]
set.seed(2)
#把資料分成training data 和 testing data
ind<-sample(1:2, size=nrow(churnTrain), replace=T, prob=c(0.7, 0.3))
trainset=churnTrain[ind==1,]
testset=churnTrain[ind==2,]
#install.packages("class")
library(class)
head(trainset)## international_plan voice_mail_plan number_vmail_messages
## 1 no yes 25
## 3 no no 0
## 4 yes no 0
## 7 no yes 24
## 9 no no 0
## 10 yes yes 37
## total_day_minutes total_day_calls total_day_charge total_eve_minutes
## 1 265.1 110 45.07 197.4
## 3 243.4 114 41.38 121.2
## 4 299.4 71 50.90 61.9
## 7 218.2 88 37.09 348.5
## 9 184.5 97 31.37 351.6
## 10 258.6 84 43.96 222.0
## total_eve_calls total_eve_charge total_night_minutes total_night_calls
## 1 99 16.78 244.7 91
## 3 110 10.30 162.6 104
## 4 88 5.26 196.9 89
## 7 108 29.62 212.6 118
## 9 80 29.89 215.8 90
## 10 111 18.87 326.4 97
## total_night_charge total_intl_minutes total_intl_calls
## 1 11.01 10.0 3
## 3 7.32 12.2 5
## 4 8.86 6.6 7
## 7 9.57 7.5 7
## 9 9.71 8.7 4
## 10 14.69 11.2 5
## total_intl_charge number_customer_service_calls churn
## 1 2.70 1 no
## 3 3.29 0 no
## 4 1.78 2 no
## 7 2.03 3 no
## 9 2.35 1 no
## 10 3.02 0 nolevels(trainset$international_plan) = list("0"="no", "1"="yes")
levels(trainset$voice_mail_plan) = list("0"="no", "1"="yes")
levels(testset$international_plan) = list("0"="no", "1"="yes")
levels(testset$voice_mail_plan) = list("0"="no", "1"="yes")
head(trainset)## international_plan voice_mail_plan number_vmail_messages
## 1 0 1 25
## 3 0 0 0
## 4 1 0 0
## 7 0 1 24
## 9 0 0 0
## 10 1 1 37
## total_day_minutes total_day_calls total_day_charge total_eve_minutes
## 1 265.1 110 45.07 197.4
## 3 243.4 114 41.38 121.2
## 4 299.4 71 50.90 61.9
## 7 218.2 88 37.09 348.5
## 9 184.5 97 31.37 351.6
## 10 258.6 84 43.96 222.0
## total_eve_calls total_eve_charge total_night_minutes total_night_calls
## 1 99 16.78 244.7 91
## 3 110 10.30 162.6 104
## 4 88 5.26 196.9 89
## 7 108 29.62 212.6 118
## 9 80 29.89 215.8 90
## 10 111 18.87 326.4 97
## total_night_charge total_intl_minutes total_intl_calls
## 1 11.01 10.0 3
## 3 7.32 12.2 5
## 4 8.86 6.6 7
## 7 9.57 7.5 7
## 9 9.71 8.7 4
## 10 14.69 11.2 5
## total_intl_charge number_customer_service_calls churn
## 1 2.70 1 no
## 3 3.29 0 no
## 4 1.78 2 no
## 7 2.03 3 no
## 9 2.35 1 no
## 10 3.02 0 nochurn.knn = knn(trainset[,! names(trainset) %in% c("churn")], testset[,! names(testset) %in% c("churn")], trainset$churn, k=3)
summary(churn.knn)## yes no
## 77 941table(testset$churn, churn.knn)## churn.knn
## yes no
## yes 44 97
## no 33 844library('caret')
library('e1071')
confusionMatrix(table(testset$churn, churn.knn))## Confusion Matrix and Statistics
##
## churn.knn
## yes no
## yes 44 97
## no 33 844
##
## Accuracy : 0.8723
## 95% CI : (0.8502, 0.8922)
## No Information Rate : 0.9244
## P-Value [Acc > NIR] : 1
##
## Kappa : 0.339
## Mcnemar's Test P-Value : 3.286e-08
##
## Sensitivity : 0.57143
## Specificity : 0.89692
## Pos Pred Value : 0.31206
## Neg Pred Value : 0.96237
## Prevalence : 0.07564
## Detection Rate : 0.04322
## Detection Prevalence : 0.13851
## Balanced Accuracy : 0.73417
##
## 'Positive' Class : yes
## #use caret package
library('caret')
control=trainControl(method="repeatedcv", number=10, repeats=1)
train(churn~., data=trainset, method="knn", trControl=control)## k-Nearest Neighbors
##
## 2315 samples
## 16 predictor
## 2 classes: 'yes', 'no'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 1 times)
## Summary of sample sizes: 2084, 2084, 2083, 2083, 2084, 2083, ...
## Resampling results across tuning parameters:
##
## k Accuracy Kappa
## 5 0.8773380 0.3507780
## 7 0.8807882 0.3588336
## 9 0.8820831 0.3537381
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 9.naive bayes
example - https://www.youtube.com/watch?v=ZAfarappAO0
library('e1071')
classifier=naiveBayes(trainset[, !names(trainset) %in% c("churn")], trainset$churn)
classifier##
## Naive Bayes Classifier for Discrete Predictors
##
## Call:
## naiveBayes.default(x = trainset[, !names(trainset) %in% c("churn")],
## y = trainset$churn)
##
## A-priori probabilities:
## trainset$churn
## yes no
## 0.1477322 0.8522678
##
## Conditional probabilities:
## international_plan
## trainset$churn 0 1
## yes 0.70467836 0.29532164
## no 0.93512418 0.06487582
##
## voice_mail_plan
## trainset$churn 0 1
## yes 0.8333333 0.1666667
## no 0.7045109 0.2954891
##
## number_vmail_messages
## trainset$churn [,1] [,2]
## yes 5.099415 11.80618
## no 8.674607 14.03670
##
## total_day_minutes
## trainset$churn [,1] [,2]
## yes 205.8877 69.10294
## no 174.2555 50.16357
##
## total_day_calls
## trainset$churn [,1] [,2]
## yes 101.0234 22.02903
## no 100.5509 19.67038
##
## total_day_charge
## trainset$churn [,1] [,2]
## yes 35.00143 11.747587
## no 29.62402 8.527769
##
## total_eve_minutes
## trainset$churn [,1] [,2]
## yes 213.7269 51.92206
## no 199.6197 50.53780
##
## total_eve_calls
## trainset$churn [,1] [,2]
## yes 101.4123 19.48658
## no 99.9478 20.16161
##
## total_eve_charge
## trainset$churn [,1] [,2]
## yes 18.16702 4.413058
## no 16.96789 4.295730
##
## total_night_minutes
## trainset$churn [,1] [,2]
## yes 205.4640 47.11434
## no 201.4184 51.34049
##
## total_night_calls
## trainset$churn [,1] [,2]
## yes 100.2573 20.32690
## no 100.0193 19.68094
##
## total_night_charge
## trainset$churn [,1] [,2]
## yes 9.245994 2.12038
## no 9.063882 2.31040
##
## total_intl_minutes
## trainset$churn [,1] [,2]
## yes 10.73684 2.752784
## no 10.15119 2.819086
##
## total_intl_calls
## trainset$churn [,1] [,2]
## yes 4.134503 2.487395
## no 4.514445 2.394724
##
## total_intl_charge
## trainset$churn [,1] [,2]
## yes 2.899386 0.7432760
## no 2.741343 0.7611755
##
## number_customer_service_calls
## trainset$churn [,1] [,2]
## yes 2.204678 1.808803
## no 1.441460 1.150114bayes.table = table(predict(classifier, testset[,!names(testset) %in% c("churn")]), testset$churn)
bayes.table##
## yes no
## yes 68 45
## no 73 832library('caret')
library('e1071')
confusionMatrix(bayes.table)## Confusion Matrix and Statistics
##
##
## yes no
## yes 68 45
## no 73 832
##
## Accuracy : 0.8841
## 95% CI : (0.8628, 0.9031)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : 0.01880
##
## Kappa : 0.4701
## Mcnemar's Test P-Value : 0.01294
##
## Sensitivity : 0.4823
## Specificity : 0.9487
## Pos Pred Value : 0.6018
## Neg Pred Value : 0.9193
## Prevalence : 0.1385
## Detection Rate : 0.0668
## Detection Prevalence : 0.1110
## Balanced Accuracy : 0.7155
##
## 'Positive' Class : yes
## #use caret package
library('caret')
control=trainControl(method="repeatedcv", number=10, repeats=1)
train(churn~., data=trainset, method="nb", trControl=control)## Loading required package: klaR## Loading required package: MASS## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
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## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 97## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 98## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 99## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 100## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 101## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 102## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 103## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 104## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 105## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 106## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 107## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 108## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 109## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 110## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 111## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 112## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 113## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 114## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 115## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 116## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 117## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 118## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 119## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 120## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 121## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 122## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 123## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 124## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 125## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 126## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 127## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 128## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 129## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 130## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 131## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 132## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 133## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 134## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 135## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 136## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 137## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 138## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 139## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 140## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 141## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 142## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 143## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 144## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 145## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 146## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 147## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 148## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 149## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 150## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 151## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 152## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 153## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 154## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 155## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 156## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 157## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 158## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 159## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 160## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 161## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 162## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 163## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 164## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 165## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 166## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 167## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 168## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 169## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 170## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 171## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 172## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 173## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 174## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 175## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 176## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 177## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 178## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 179## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 180## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 181## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 182## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 183## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 184## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 185## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 186## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 187## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 188## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 189## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 190## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 191## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 192## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 193## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 194## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 195## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 196## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 197## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 198## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 199## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 200## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 201## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 202## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 203## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 204## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 205## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 206## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 207## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 208## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 209## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 210## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 211## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 212## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 213## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 214## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 215## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 216## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 217## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 218## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 219## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 220## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 221## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 222## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 223## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 224## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 225## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 226## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 227## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 228## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 229## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 230## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 231## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 232## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 1## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 2## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 3## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 4## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 5## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 6## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 7## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 8## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 9## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 10## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 11## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 12## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 13## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 14## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 15## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 16## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 17## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 18## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 19## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 20## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 21## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 22## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 23## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 24## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 25## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 26## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 27## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 28## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 29## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 30## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 31## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 32## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 33## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 34## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 35## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 36## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 37## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 38## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 39## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 40## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 41## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 42## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 43## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 44## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 45## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 46## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 47## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 48## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 49## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 50## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 51## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 52## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 53## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 54## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 55## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 56## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 57## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 58## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 59## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 60## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 61## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 62## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 63## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 64## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 65## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 66## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 67## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 68## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 69## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 70## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 71## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 72## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 73## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 74## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 75## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 76## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 77## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 78## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 79## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 80## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 81## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 82## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 83## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 84## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 85## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 86## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 87## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 88## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 89## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 90## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 91## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 92## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 93## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 94## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 95## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
## observation 96## Warning in FUN(X[[i]], ...): Numerical 0 probability for all classes with
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## observation 232## Naive Bayes
##
## 2315 samples
## 16 predictor
## 2 classes: 'yes', 'no'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 1 times)
## Summary of sample sizes: 2083, 2084, 2084, 2083, 2083, 2084, ...
## Resampling results across tuning parameters:
##
## usekernel Accuracy Kappa
## FALSE 0.8691129 0.4821912
## TRUE 0.8708427 0.2149513
##
## Tuning parameter 'fL' was held constant at a value of 0
## Tuning
## parameter 'adjust' was held constant at a value of 1
## Accuracy was used to select the optimal model using the largest value.
## The final values used for the model were fL = 0, usekernel = TRUE
## and adjust = 1.support vector machine
- https://c3h3notes.wordpress.com/2010/10/25/r%E4%B8%8A%E7%9A%84libsvm-package-e1071-%E5%8F%83%E6%95%B8%E7%AF%87/
- https://www.zhihu.com/question/21883548
#install.packages('e1071')
library('e1071')
model = svm(churn~., data = trainset, kernel="linear", cost=1, gamma = 1/ncol(trainset))
summary(model)##
## Call:
## svm(formula = churn ~ ., data = trainset, kernel = "linear",
## cost = 1, gamma = 1/ncol(trainset))
##
##
## Parameters:
## SVM-Type: C-classification
## SVM-Kernel: linear
## cost: 1
## gamma: 0.05882353
##
## Number of Support Vectors: 819
##
## ( 477 342 )
##
##
## Number of Classes: 2
##
## Levels:
## yes nosvm.pred = predict(model, testset[, !names(testset) %in% c("churn")])
svm.table=table(svm.pred, testset$churn)
svm.table##
## svm.pred yes no
## yes 0 0
## no 141 877confusionMatrix(svm.table)## Confusion Matrix and Statistics
##
##
## svm.pred yes no
## yes 0 0
## no 141 877
##
## Accuracy : 0.8615
## 95% CI : (0.8387, 0.8821)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : 0.5224
##
## Kappa : 0
## Mcnemar's Test P-Value : <2e-16
##
## Sensitivity : 0.0000
## Specificity : 1.0000
## Pos Pred Value : NaN
## Neg Pred Value : 0.8615
## Prevalence : 0.1385
## Detection Rate : 0.0000
## Detection Prevalence : 0.0000
## Balanced Accuracy : 0.5000
##
## 'Positive' Class : yes
## tuned = tune.svm(churn~., data = trainset, gamma = 10^(-6:-1), cost = 10^(1:2))
summary(tuned)##
## Parameter tuning of 'svm':
##
## - sampling method: 10-fold cross validation
##
## - best parameters:
## gamma cost
## 0.01 100
##
## - best performance: 0.07904165
##
## - Detailed performance results:
## gamma cost error dispersion
## 1 1e-06 10 0.14768995 0.03103317
## 2 1e-05 10 0.14768995 0.03103317
## 3 1e-04 10 0.14768995 0.03103317
## 4 1e-03 10 0.14768995 0.03103317
## 5 1e-02 10 0.09241864 0.02006972
## 6 1e-01 10 0.08811950 0.00764379
## 7 1e-06 100 0.14768995 0.03103317
## 8 1e-05 100 0.14768995 0.03103317
## 9 1e-04 100 0.14768995 0.03103317
## 10 1e-03 100 0.11918010 0.02967178
## 11 1e-02 100 0.07904165 0.01714644
## 12 1e-01 100 0.11662562 0.01519247model.tuned = svm(churn~., data = trainset, gamma = tuned$best.parameters$gamma, cost = tuned$best.parameters$cost)
summary(model.tuned)##
## Call:
## svm(formula = churn ~ ., data = trainset, gamma = tuned$best.parameters$gamma,
## cost = tuned$best.parameters$cost)
##
##
## Parameters:
## SVM-Type: C-classification
## SVM-Kernel: radial
## cost: 100
## gamma: 0.01
##
## Number of Support Vectors: 547
##
## ( 304 243 )
##
##
## Number of Classes: 2
##
## Levels:
## yes nosvm.tuned.pred = predict(model.tuned, testset[, !names(testset) %in% c("churn")])
svm.tuned.table=table(svm.tuned.pred, testset$churn)
svm.tuned.table##
## svm.tuned.pred yes no
## yes 95 24
## no 46 853library('caret')
library('e1071')
confusionMatrix(svm.tuned.table)## Confusion Matrix and Statistics
##
##
## svm.tuned.pred yes no
## yes 95 24
## no 46 853
##
## Accuracy : 0.9312
## 95% CI : (0.9139, 0.946)
## No Information Rate : 0.8615
## P-Value [Acc > NIR] : 1.56e-12
##
## Kappa : 0.6917
## Mcnemar's Test P-Value : 0.01207
##
## Sensitivity : 0.67376
## Specificity : 0.97263
## Pos Pred Value : 0.79832
## Neg Pred Value : 0.94883
## Prevalence : 0.13851
## Detection Rate : 0.09332
## Detection Prevalence : 0.11690
## Balanced Accuracy : 0.82320
##
## 'Positive' Class : yes
## 其他補充
Linear Regression
hypothesis
- 變數之間是線性關係
- 殘差為常態分佈
- 殘差具有隨機性
- 殘差具有變異數齊一性
load("Statistics/mlb11.Rdata")
str(mlb11)## 'data.frame': 30 obs. of 12 variables:
## $ team : Factor w/ 30 levels "Arizona Diamondbacks",..: 28 4 10 13 26 18 19 16 9 12 ...
## $ runs : int 855 875 787 730 762 718 867 721 735 615 ...
## $ at_bats : int 5659 5710 5563 5672 5532 5600 5518 5447 5544 5598 ...
## $ hits : int 1599 1600 1540 1560 1513 1477 1452 1422 1429 1442 ...
## $ homeruns : int 210 203 169 129 162 108 222 185 163 95 ...
## $ bat_avg : num 0.283 0.28 0.277 0.275 0.273 0.264 0.263 0.261 0.258 0.258 ...
## $ strikeouts : int 930 1108 1143 1006 978 1085 1138 1083 1201 1164 ...
## $ stolen_bases: int 143 102 49 153 57 130 147 94 118 118 ...
## $ wins : int 96 90 95 71 90 77 97 96 73 56 ...
## $ new_onbase : num 0.34 0.349 0.34 0.329 0.341 0.335 0.343 0.325 0.329 0.311 ...
## $ new_slug : num 0.46 0.461 0.434 0.415 0.425 0.391 0.444 0.425 0.41 0.374 ...
## $ new_obs : num 0.8 0.81 0.773 0.744 0.766 0.725 0.788 0.75 0.739 0.684 ...#簡單線性回歸
correlation = cor(mlb11$runs, mlb11$at_bats)
correlation## [1] 0.610627plot(mlb11$at_bats, mlb11$runs)
m1 = lm(runs ~ at_bats, data = mlb11)
abline(m1,col='red')
summary(m1)##
## Call:
## lm(formula = runs ~ at_bats, data = mlb11)
##
## Residuals:
## Min 1Q Median 3Q Max
## -125.58 -47.05 -16.59 54.40 176.87
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2789.2429 853.6957 -3.267 0.002871 **
## at_bats 0.6305 0.1545 4.080 0.000339 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 66.47 on 28 degrees of freedom
## Multiple R-squared: 0.3729, Adjusted R-squared: 0.3505
## F-statistic: 16.65 on 1 and 28 DF, p-value: 0.0003388#殘差分析
par(mfrow=c(2,2))
plot(m1)
#檢定殘差是否為常態分配
#H0:殘差為常態分配
library(car)
durbinWatsonTest(m1)## lag Autocorrelation D-W Statistic p-value
## 1 0.1930585 1.524211 0.162
## Alternative hypothesis: rho != 0#檢定各殘差變異數是否相等
#H0:各殘差變異數相等
ncvTest(m1)## Non-constant Variance Score Test
## Variance formula: ~ fitted.values
## Chisquare = 0.01429033 Df = 1 p = 0.9048458#predict
p_data = data.frame(at_bats=c(4500,5000,5500))
predict(m1, p_data, interval = "confidence", level = 0.95)## fit lwr upr
## 1 48.23208 -276.7232 373.1874
## 2 363.50708 195.9317 531.0824
## 3 678.78208 652.8329 704.7312#多元線性回歸
var_list = !names(mlb11) %in% c("team","new_onbase","new_slug","new_obs")
new_mlb = mlb11[,var_list]
fit = lm(formula = wins ~ . , data = new_mlb)
summary(fit)##
## Call:
## lm(formula = wins ~ ., data = new_mlb)
##
## Residuals:
## Min 1Q Median 3Q Max
## -15.6011 -4.6579 0.1635 3.4020 18.1654
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.226e+01 1.136e+03 0.081 0.936
## runs 8.683e-02 6.143e-02 1.413 0.172
## at_bats -4.732e-03 2.033e-01 -0.023 0.982
## hits -2.520e-01 7.915e-01 -0.318 0.753
## homeruns 1.130e-01 9.085e-02 1.244 0.227
## bat_avg 1.282e+03 4.405e+03 0.291 0.774
## strikeouts -2.603e-02 1.973e-02 -1.319 0.201
## stolen_bases -4.039e-02 6.063e-02 -0.666 0.512
##
## Residual standard error: 8.149 on 22 degrees of freedom
## Multiple R-squared: 0.6134, Adjusted R-squared: 0.4904
## F-statistic: 4.987 on 7 and 22 DF, p-value: 0.001686vif(fit)## runs at_bats hits homeruns bat_avg
## 11.213697 115.178732 2074.593681 4.565031 1376.520371
## strikeouts stolen_bases
## 1.984270 1.432213fit2 = lm(wins ~ runs + at_bats + homeruns + strikeouts + stolen_bases, data = new_mlb)
summary(fit2)##
## Call:
## lm(formula = wins ~ runs + at_bats + homeruns + strikeouts +
## stolen_bases, data = new_mlb)
##
## Residuals:
## Min 1Q Median 3Q Max
## -15.2380 -4.4761 -0.4547 3.0306 20.0584
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 450.81197 135.25713 3.333 0.00278 **
## runs 0.06805 0.03890 1.750 0.09297 .
## at_bats -0.07333 0.02492 -2.943 0.00710 **
## homeruns 0.13307 0.07501 1.774 0.08873 .
## strikeouts -0.02521 0.01609 -1.567 0.13027
## stolen_bases -0.02932 0.05291 -0.554 0.58455
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 7.841 on 24 degrees of freedom
## Multiple R-squared: 0.6095, Adjusted R-squared: 0.5282
## F-statistic: 7.493 on 5 and 24 DF, p-value: 0.0002332vif(fit2)## runs at_bats homeruns strikeouts stolen_bases
## 4.854210 1.868211 3.360902 1.425556 1.177888fit3 = lm(wins ~ runs + at_bats + homeruns, data = new_mlb)
summary(fit3)##
## Call:
## lm(formula = wins ~ runs + at_bats + homeruns, data = new_mlb)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.0973 -4.2934 -0.9551 3.7537 22.7201
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 341.95249 122.70338 2.787 0.00981 **
## runs 0.07776 0.03538 2.198 0.03706 *
## at_bats -0.06032 0.02410 -2.503 0.01894 *
## homeruns 0.12021 0.07010 1.715 0.09825 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.007 on 26 degrees of freedom
## Multiple R-squared: 0.5589, Adjusted R-squared: 0.508
## F-statistic: 10.98 on 3 and 26 DF, p-value: 7.688e-05vif(fit3)## runs at_bats homeruns
## 3.852360 1.676242 2.815015plot(fit3)
p_data = data.frame(runs=c(700),at_bats=c(5500),homeruns=c(300))
predict(fit3, p_data, interval = "confidence", level = 0.95)## fit lwr upr
## 1 100.7054 79.69622 121.7145