DA5030 Decision Trees
Dauby, Ray
10-22-24
Question 2
# file path of the data file
filepath <- "bank-term-deposit-marketing-full.csv"
# Read the CSV file into a data frame
df <- read.csv(filepath, sep = ";", header = T, stringsAsFactors = T)Question 3
# Show the first five rows of df
head(df, 5)# Show data summary
summary(df)## age job marital education
## Min. :18.00 blue-collar:9732 divorced: 5207 primary : 6851
## 1st Qu.:33.00 management :9458 married :27214 secondary:23202
## Median :39.00 technician :7597 single :12790 tertiary :13301
## Mean :40.94 admin. :5171 unknown : 1857
## 3rd Qu.:48.00 services :4154
## Max. :95.00 retired :2264
## (Other) :6835
## default balance housing loan contact
## no :44396 Min. : -8019 no :20081 no :37967 cellular :29285
## yes: 815 1st Qu.: 72 yes:25130 yes: 7244 telephone: 2906
## Median : 448 unknown :13020
## Mean : 1362
## 3rd Qu.: 1428
## Max. :102127
##
## day month duration campaign
## Min. : 1.00 may :13766 Min. : 0.0 Min. : 1.000
## 1st Qu.: 8.00 jul : 6895 1st Qu.: 103.0 1st Qu.: 1.000
## Median :16.00 aug : 6247 Median : 180.0 Median : 2.000
## Mean :15.81 jun : 5341 Mean : 258.2 Mean : 2.764
## 3rd Qu.:21.00 nov : 3970 3rd Qu.: 319.0 3rd Qu.: 3.000
## Max. :31.00 apr : 2932 Max. :4918.0 Max. :63.000
## (Other): 6060
## pdays previous poutcome y
## Min. : -1.0 Min. : 0.0000 failure: 4901 no :39922
## 1st Qu.: -1.0 1st Qu.: 0.0000 other : 1840 yes: 5289
## Median : -1.0 Median : 0.0000 success: 1511
## Mean : 40.2 Mean : 0.5803 unknown:36959
## 3rd Qu.: -1.0 3rd Qu.: 0.0000
## Max. :871.0 Max. :275.0000
## # Show data size
str(df)## 'data.frame': 45211 obs. of 17 variables:
## $ age : int 58 44 33 47 33 35 28 42 58 43 ...
## $ job : Factor w/ 12 levels "admin.","blue-collar",..: 5 10 3 2 12 5 5 3 6 10 ...
## $ marital : Factor w/ 3 levels "divorced","married",..: 2 3 2 2 3 2 3 1 2 3 ...
## $ education: Factor w/ 4 levels "primary","secondary",..: 3 2 2 4 4 3 3 3 1 2 ...
## $ default : Factor w/ 2 levels "no","yes": 1 1 1 1 1 1 1 2 1 1 ...
## $ balance : int 2143 29 2 1506 1 231 447 2 121 593 ...
## $ housing : Factor w/ 2 levels "no","yes": 2 2 2 2 1 2 2 2 2 2 ...
## $ loan : Factor w/ 2 levels "no","yes": 1 1 2 1 1 1 2 1 1 1 ...
## $ contact : Factor w/ 3 levels "cellular","telephone",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ day : int 5 5 5 5 5 5 5 5 5 5 ...
## $ month : Factor w/ 12 levels "apr","aug","dec",..: 9 9 9 9 9 9 9 9 9 9 ...
## $ duration : int 261 151 76 92 198 139 217 380 50 55 ...
## $ campaign : int 1 1 1 1 1 1 1 1 1 1 ...
## $ pdays : int -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 ...
## $ previous : int 0 0 0 0 0 0 0 0 0 0 ...
## $ poutcome : Factor w/ 4 levels "failure","other",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ y : Factor w/ 2 levels "no","yes": 1 1 1 1 1 1 1 1 1 1 ...# Check for NA values in the df
any_na <- any(is.na(df))
print(any_na)## [1] FALSE# Bar plot for target variable 'y'
ggplot(df, aes(x = y)) +
geom_bar(fill = "steelblue") +
labs(title = "Distribution of Subscriptions to Term Deposits",
x = "Subscribed to Term Deposit (y)",
y = "Count")
# Box plot for balance
ggplot(df, aes(x = y, y = balance)) +
geom_boxplot(fill = "steelblue") +
labs(title = "Balance by Subscription Status",
x = "Subscribed to Term Deposit (y)",
y = "Balance")
# Histogram for age
ggplot(df, aes(x = age)) +
geom_histogram(binwidth = 5, fill = "steelblue", color = "black") +
labs(title = "Age Distribution",
x = "Age",
y = "Frequency")
# Create a pair plot for selected features
ggpairs(df[, c("age", "duration", "y")],
aes(color = y, alpha = 0.5))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
There are no missing values in the loaded dataset, so they do not need to be handled. If there were missing data, I could impute a mean value or remove NAs, however decision trees tend to be relatively robust to missing values and outliers, so manual handling of this type of value may be unnecessary.
Question 4
# Set a seed for reproducibility
set.seed(123)
# Create a partition for the target variable 'y'
train_index <- createDataPartition(df$y, p = 0.8, list = FALSE)
# Split the data into training and validation sets
train_set <- df[train_index, ]
validation_set <- df[-train_index, ]
# Check target variable distribution
print(prop.table(table(train_set$y)) * 100)##
## no yes
## 88.2997 11.7003print(prop.table(table(validation_set$y)) * 100)##
## no yes
## 88.30882 11.69118Question 5
str(train_set)## 'data.frame': 36170 obs. of 17 variables:
## $ age : int 58 44 33 47 33 35 28 42 58 43 ...
## $ job : Factor w/ 12 levels "admin.","blue-collar",..: 5 10 3 2 12 5 5 3 6 10 ...
## $ marital : Factor w/ 3 levels "divorced","married",..: 2 3 2 2 3 2 3 1 2 3 ...
## $ education: Factor w/ 4 levels "primary","secondary",..: 3 2 2 4 4 3 3 3 1 2 ...
## $ default : Factor w/ 2 levels "no","yes": 1 1 1 1 1 1 1 2 1 1 ...
## $ balance : int 2143 29 2 1506 1 231 447 2 121 593 ...
## $ housing : Factor w/ 2 levels "no","yes": 2 2 2 2 1 2 2 2 2 2 ...
## $ loan : Factor w/ 2 levels "no","yes": 1 1 2 1 1 1 2 1 1 1 ...
## $ contact : Factor w/ 3 levels "cellular","telephone",..: 3 3 3 3 3 3 3 3 3 3 ...
## $ day : int 5 5 5 5 5 5 5 5 5 5 ...
## $ month : Factor w/ 12 levels "apr","aug","dec",..: 9 9 9 9 9 9 9 9 9 9 ...
## $ duration : int 261 151 76 92 198 139 217 380 50 55 ...
## $ campaign : int 1 1 1 1 1 1 1 1 1 1 ...
## $ pdays : int -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 ...
## $ previous : int 0 0 0 0 0 0 0 0 0 0 ...
## $ poutcome : Factor w/ 4 levels "failure","other",..: 4 4 4 4 4 4 4 4 4 4 ...
## $ y : Factor w/ 2 levels "no","yes": 1 1 1 1 1 1 1 1 1 1 ...# Fit the decision tree model using Gini Index
model <- rpart(y ~ ., data = train_set, method = "class", parms = list(split = "gini"))
# Print the model summary
print(model)## n= 36170
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 36170 4232 no (0.88299696 0.11700304)
## 2) duration< 551.5 32519 2563 no (0.92118454 0.07881546)
## 4) poutcome=failure,other,unknown 31451 1898 no (0.93965216 0.06034784) *
## 5) poutcome=success 1068 403 yes (0.37734082 0.62265918)
## 10) duration< 132 196 40 no (0.79591837 0.20408163) *
## 11) duration>=132 872 247 yes (0.28325688 0.71674312) *
## 3) duration>=551.5 3651 1669 no (0.54286497 0.45713503)
## 6) duration< 827.5 2213 826 no (0.62675102 0.37324898)
## 12) poutcome=failure,other,unknown 2107 740 no (0.64878975 0.35121025) *
## 13) poutcome=success 106 20 yes (0.18867925 0.81132075) *
## 7) duration>=827.5 1438 595 yes (0.41376912 0.58623088) *levels(train_set$job)## [1] "admin." "blue-collar" "entrepreneur" "housemaid"
## [5] "management" "retired" "self-employed" "services"
## [9] "student" "technician" "unemployed" "unknown"Question 6
# Visualize the tree using rpart.plot
rpart.plot(model, main = "Decision Tree for Subscription", type = 1, extra = 1)
Question 7
# Generate predictions on the validation set
predictions <- predict(model, validation_set, type = "class")
# Create a confusion matrix
conf_matrix <- confusionMatrix(predictions, validation_set$y)
print(conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction no yes
## no 7767 707
## yes 217 350
##
## Accuracy : 0.8978
## 95% CI : (0.8914, 0.904)
## No Information Rate : 0.8831
## P-Value [Acc > NIR] : 5.031e-06
##
## Kappa : 0.3805
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Sensitivity : 0.9728
## Specificity : 0.3311
## Pos Pred Value : 0.9166
## Neg Pred Value : 0.6173
## Prevalence : 0.8831
## Detection Rate : 0.8591
## Detection Prevalence : 0.9373
## Balanced Accuracy : 0.6520
##
## 'Positive' Class : no
## # Extract performance metrics
accuracy <- conf_matrix$overall['Accuracy']
# True Positive Rate
true_positive_rate <- conf_matrix$byClass['Sensitivity']
# True Negative Rate
true_negative_rate <- conf_matrix$byClass['Specificity'] The overall accuracy of the rpart model was 0.8977989, and the true positive rate was 0.9728206, and the true negative rate was 0.3311258. Class imbalance may have affected the results because the ratio of the majority class to the minority class is very high, which may cause the model to be more accurate when predicting for the majority class than the minority class.
Question 8
# Plot the complexity parameter
plotcp(model)
# Prune the tree based on the optimal cp value
best_cp <- model$cptable[which.min(model$cptable[, "xerror"]), "CP"]
# Prune the tree using the best cp value
pruned_model <- prune(model, cp = best_cp)
# Visualize the pruned tree
rpart.plot(pruned_model, main = "Pruned Decision Tree", type = 1, extra = 1)
# Generate predictions on the validation set with the pruned model
pruned_predictions <- predict(pruned_model, validation_set, type = "class")
pruned_conf_matrix <- confusionMatrix(pruned_predictions, validation_set$y)
# Extract performance metrics for the pruned model
pruned_accuracy <- pruned_conf_matrix$overall['Accuracy']
# True Positive Rate
pruned_sensitivity <- pruned_conf_matrix$byClass['Sensitivity']
# True Negative Rate
pruned_specificity <- pruned_conf_matrix$byClass['Specificity']There were no identifiable changes between the pruned and unpruned trees, which indicates that the original cp was the best one that could be identified. The accuracy of the unpruned model was 0.8977989, as compared to the pruned model’s accuracy of 0.8977989. The unpruned TPR was 0.9728206 and the pruned TPR was 0.9728206, while the unpruned TNR was 0.3311258 and the pruned TNR was 0.3311258.
Question 9
train_set$y <- as.factor(train_set$y)
validation_set$y <- as.factor(validation_set$y)
# Boosted with 20 trials
c50.model <- C5.0(train_set[-17], train_set$y, trials = 20, rules = F)
summary(c50.model)##
## Call:
## C5.0.default(x = train_set[-17], y = train_set$y, trials = 20, rules = F)
##
##
## C5.0 [Release 2.07 GPL Edition] Wed Aug 13 16:41:33 2025
## -------------------------------
##
## Class specified by attribute `outcome'
##
## Read 36170 cases (17 attributes) from undefined.data
##
## ----- Trial 0: -----
##
## Decision tree:
##
## poutcome = success:
## :...duration <= 132: no (196/40)
## : duration > 132:
## : :...housing = yes:
## : :...month in {aug,dec,jun,mar,oct,sep}:
## : : :...campaign <= 3: yes (101/16)
## : : : campaign > 3: no (8/3)
## : : month in {apr,feb,jan,jul,may,nov}:
## : : :...job in {entrepreneur,retired,self-employed}: no (8/3)
## : : job in {student,unknown}: yes (1)
## : : job = housemaid:
## : : :...balance <= 1676: yes (2)
## : : : balance > 1676: no (2)
## : : job = unemployed:
## : : :...contact in {cellular,unknown}: yes (4)
## : : : contact = telephone: no (1)
## : : job = services:
## : : :...marital = divorced: yes (2)
## : : : marital = married: no (10/5)
## : : : marital = single:
## : : : :...month in {apr,feb,jan,jul}: no (3)
## : : : month in {may,nov}: yes (3)
## : : job = technician:
## : : :...month in {jan,jul}: yes (3)
## : : : month = apr:
## : : : :...age <= 50: no (5/1)
## : : : : age > 50: yes (3)
## : : : month = feb:
## : : : :...campaign <= 1: yes (6/2)
## : : : : campaign > 1: no (2)
## : : : month = may:
## : : : :...day <= 5: yes (3)
## : : : : day > 5: no (12/1)
## : : : month = nov:
## : : : :...age <= 43: yes (3)
## : : : age > 43: no (2)
## : : job = admin.:
## : : :...day <= 15: yes (18/4)
## : : : day > 15:
## : : : :...day <= 20: no (8)
## : : : day > 20:
## : : : :...pdays <= 119: no (3/1)
## : : : pdays > 119: yes (7/1)
## : : job = blue-collar:
## : : :...education in {tertiary,unknown}: no (3/1)
## : : : education = primary:
## : : : :...previous > 1: no (12)
## : : : : previous <= 1:
## : : : : :...age <= 43: no (2)
## : : : : age > 43: yes (2)
## : : : education = secondary:
## : : : :...marital = divorced: no (3/1)
## : : : marital = married:
## : : : :...previous <= 1: no (5/1)
## : : : : previous > 1: yes (9/1)
## : : : marital = single:
## : : : :...balance <= 211: no (3)
## : : : balance > 211: yes (3)
## : : job = management:
## : : :...marital = divorced:
## : : :...month in {apr,feb,jan,jul,may}: no (5)
## : : : month = nov: yes (1)
## : : marital in {married,single}:
## : : :...day > 6: yes (29/9)
## : : day <= 6:
## : : :...contact in {cellular,unknown}: no (10/3)
## : : contact = telephone: yes (1)
## : housing = no:
## : :...duration > 212: yes (525/88)
## : duration <= 212:
## : :...contact = unknown: yes (0)
## : contact = telephone: no (11/4)
## : contact = cellular:
## : :...previous > 7: yes (14)
## : previous <= 7:
## : :...balance <= 2408: yes (139/43)
## : balance > 2408:
## : :...education in {primary,secondary}: no (14/5)
## : education = unknown: yes (2)
## : education = tertiary:
## : :...day <= 10: no (7)
## : day > 10:
## : :...pdays > 141: yes (5)
## : pdays <= 141:
## : :...pdays <= 93: yes (4/1)
## : pdays > 93: no (4)
## poutcome in {failure,other,unknown}:
## :...duration <= 410:
## :...age <= 60:
## : :...month in {aug,jan,jul,jun,may,nov}:
## : : :...day <= 4:
## : : : :...contact = unknown: no (817/3)
## : : : : contact in {cellular,telephone}:
## : : : : :...duration <= 161: no (309/19)
## : : : : duration > 161:
## : : : : :...month in {aug,jan,may}: no (139/24)
## : : : : month in {jul,jun,nov}:
## : : : : :...education = unknown: no (2)
## : : : : education = primary:
## : : : : :...duration <= 184: yes (2)
## : : : : : duration > 184: no (7)
## : : : : education = secondary:
## : : : : :...poutcome in {failure,other}: no (17/4)
## : : : : : poutcome = unknown:
## : : : : : :...loan = no: yes (54/17)
## : : : : : loan = yes: no (4)
## : : : : education = tertiary:
## : : : : :...marital = divorced: yes (5/1)
## : : : : marital = married: no (41/16)
## : : : : marital = single:
## : : : : :...poutcome = other: yes (2)
## : : : : poutcome = failure:
## : : : : :...job = admin.: yes (1)
## : : : : : job in {blue-collar,entrepreneur,
## : : : : : housemaid,management,
## : : : : : retired,self-employed,
## : : : : : services,student,
## : : : : : technician,unemployed,
## : : : : : unknown}: no (3)
## : : : : poutcome = unknown:
## : : : : :...age <= 31: yes (18/6)
## : : : : age > 31: no (8/1)
## : : : day > 4:
## : : : :...poutcome in {failure,other}:
## : : : :...pdays <= 374: no (2732/145)
## : : : : pdays > 374:
## : : : : :...duration <= 157: no (32/3)
## : : : : duration > 157:
## : : : : :...loan = no: yes (44/8)
## : : : : loan = yes: no (3)
## : : : poutcome = unknown:
## : : : :...duration <= 183: no (12616/67)
## : : : duration > 183:
## : : : :...contact = unknown:
## : : : :...month in {jan,jul,jun,may}: no (3078/7)
## : : : : month in {aug,nov}:
## : : : : :...day <= 13: yes (4)
## : : : : day > 13: no (7)
## : : : contact in {cellular,telephone}:
## : : : :...month = jun:
## : : : :...balance > 3164: yes (12/1)
## : : : : balance <= 3164:
## : : : : :...marital = married: yes (27/12)
## : : : : marital in {divorced,
## : : : : single}: no (32/11)
## : : : month in {aug,jan,jul,may,nov}:
## : : : :...age > 25: no (4215/163)
## : : : age <= 25:
## : : : :...month in {jul,may}: no (101/12)
## : : : month in {aug,jan,nov}:
## : : : :...marital = married: no (1)
## : : : marital in {divorced,
## : : : single}: yes (21/7)
## : : month in {dec,mar,oct,sep}:
## : : :...duration <= 125:
## : : : :...duration <= 78: no (124/1)
## : : : : duration > 78:
## : : : : :...marital in {married,single}: no (162/28)
## : : : : marital = divorced:
## : : : : :...month in {dec,sep}: no (4)
## : : : : month in {mar,oct}:
## : : : : :...loan = no: yes (10/2)
## : : : : loan = yes:
## : : : : :...education in {primary,secondary,
## : : : : : unknown}: no (3)
## : : : : education = tertiary: yes (1)
## : : : duration > 125:
## : : : :...duration <= 200:
## : : : :...job in {entrepreneur,services}: yes (10)
## : : : : job in {admin.,blue-collar,housemaid,management,
## : : : : : retired,self-employed,student,technician,
## : : : : : unemployed,unknown}:
## : : : : :...month in {dec,sep}: no (71/13)
## : : : : month = oct:
## : : : : :...campaign > 1: no (27/4)
## : : : : : campaign <= 1:
## : : : : : :...day <= 21: no (32/9)
## : : : : : day > 21: yes (19/5)
## : : : : month = mar:
## : : : : :...job = unknown: yes (0)
## : : : : job in {admin.,blue-collar,housemaid,retired,
## : : : : : self-employed,technician,
## : : : : : unemployed}: no (40/15)
## : : : : job = management:
## : : : : :...poutcome in {failure,other}: no (4/1)
## : : : : : poutcome = unknown: yes (11/1)
## : : : : job = student:
## : : : : :...contact = unknown: no (0)
## : : : : contact = telephone: yes (2)
## : : : : contact = cellular:
## : : : : :...balance <= 1352: no (6)
## : : : : balance > 1352: yes (3/1)
## : : : duration > 200:
## : : : :...marital = divorced: yes (24/3)
## : : : marital in {married,single}:
## : : : :...contact = unknown:
## : : : :...month = dec: no (2)
## : : : : month in {mar,oct,sep}: yes (7)
## : : : contact = telephone:
## : : : :...month in {dec,mar,oct}: no (23/5)
## : : : : month = sep:
## : : : : :...day <= 7: no (3)
## : : : : day > 7: yes (9/1)
## : : : contact = cellular:
## : : : :...job = admin.: no (39/18)
## : : : job in {blue-collar,entrepreneur,housemaid,
## : : : : student,unemployed,
## : : : : unknown}: yes (71/24)
## : : : job = retired:
## : : : :...month in {dec,mar,sep}: yes (6/1)
## : : : : month = oct: no (2)
## : : : job = self-employed:
## : : : :...duration <= 296: yes (5)
## : : : : duration > 296: no (7/1)
## : : : job = management:
## : : : :...campaign > 2: yes (14)
## : : : : campaign <= 2:
## : : : : :...month in {dec,oct,sep}: no (51/18)
## : : : : month = mar: yes (29/12)
## : : : job = services:
## : : : :...marital = single: yes (9)
## : : : : marital = married:
## : : : : :...campaign <= 2: no (4/1)
## : : : : campaign > 2: yes (3)
## : : : job = technician:
## : : : :...campaign > 3: no (4)
## : : : campaign <= 3:
## : : : :...marital = married: yes (24/5)
## : : : marital = single:
## : : : :...education in {primary,secondary,
## : : : : unknown}: no (9/2)
## : : : education = tertiary: yes (11/4)
## : : month in {apr,feb}:
## : : :...day > 20:
## : : :...duration <= 199: no (202/33)
## : : : duration > 199: yes (135/55)
## : : day <= 20:
## : : :...housing = yes:
## : : :...duration <= 70: no (323)
## : : : duration > 70:
## : : : :...month = apr: no (965/27)
## : : : month = feb:
## : : : :...day <= 9: no (561/10)
## : : : day > 9:
## : : : :...education in {primary,
## : : : : tertiary}: no (17/7)
## : : : education in {secondary,
## : : : unknown}: yes (18/5)
## : : housing = no:
## : : :...day <= 9:
## : : :...month = feb: no (744/40)
## : : : month = apr:
## : : : :...loan = yes: yes (6/1)
## : : : loan = no:
## : : : :...education in {primary,secondary,
## : : : : tertiary}: no (76/19)
## : : : education = unknown: yes (7/2)
## : : day > 9:
## : : :...duration <= 108: no (57/7)
## : : duration > 108:
## : : :...month = feb: yes (48/12)
## : : month = apr:
## : : :...poutcome in {failure,other}: no (20/2)
## : : poutcome = unknown:
## : : :...job in {entrepreneur,retired,
## : : : self-employed,student,
## : : : unknown}: no (16/4)
## : : job in {housemaid,services,
## : : : technician}: yes (22/9)
## : : job = blue-collar:
## : : :...marital in {divorced,
## : : : : married}: no (7/1)
## : : : marital = single: yes (2)
## : : job = unemployed:
## : : :...day <= 14: yes (3)
## : : : day > 14: no (4/1)
## : : job = admin.:
## : : :...day <= 15: yes (2)
## : : : day > 15: [S1]
## : : job = management:
## : : :...balance <= 44: no (4)
## : : balance > 44:
## : : :...age <= 49: yes (13/2)
## : : age > 49: no (2)
## : age > 60:
## : :...duration <= 126: no (165/10)
## : duration > 126:
## : :...education = unknown: no (40/7)
## : education in {primary,secondary,tertiary}:
## : :...duration > 361:
## : :...contact in {telephone,unknown}: yes (6)
## : : contact = cellular:
## : : :...age <= 64: yes (9)
## : : age > 64:
## : : :...education = secondary: no (5)
## : : education = tertiary: yes (1)
## : : education = primary:
## : : :...pdays > 79: no (2)
## : : pdays <= 79:
## : : :...age <= 75: yes (9/1)
## : : age > 75: no (2)
## : duration <= 361:
## : :...poutcome = other:
## : :...balance <= 19850: no (23/7)
## : : balance > 19850: yes (2)
## : poutcome = failure:
## : :...previous <= 7: no (60/12)
## : : previous > 7:
## : : :...job = housemaid: no (1)
## : : job in {admin.,blue-collar,entrepreneur,
## : : management,retired,self-employed,
## : : services,student,technician,unemployed,
## : : unknown}: yes (3)
## : poutcome = unknown:
## : :...job in {blue-collar,housemaid,services,student,
## : : unemployed,unknown}: no (23/7)
## : job in {entrepreneur,
## : : self-employed}: yes (4/1)
## : job = technician:
## : :...marital = divorced: yes (1)
## : : marital in {married,single}: no (4)
## : job = admin.:
## : :...contact = unknown: yes (0)
## : : contact = telephone: no (2)
## : : contact = cellular:
## : : :...marital in {divorced,single}: no (2)
## : : marital = married: yes (5)
## : job = management:
## : :...day <= 8: yes (9/3)
## : : day > 8:
## : : :...contact in {telephone,
## : : : unknown}: no (4)
## : : contact = cellular:
## : : :...month in {apr,dec,jan,jul,jun,nov,oct,
## : : : sep}: yes (7)
## : : month in {aug,feb,mar,
## : : may}: no (8/1)
## : job = retired:
## : :...month in {dec,jan,jul,jun,may}: no (43/8)
## : month = apr:
## : :...housing = no: yes (28/13)
## : : housing = yes: no (2)
## : month = feb:
## : :...day <= 8: no (14/3)
## : : day > 8: yes (14/4)
## : month = mar:
## : :...age <= 80: yes (6)
## : : age > 80: no (5/1)
## : month = oct:
## : :...contact = cellular: yes (14/6)
## : : contact in {telephone,
## : : unknown}: no (6)
## : month = sep:
## : :...education = primary: no (14/5)
## : : education in {secondary,
## : : tertiary}: yes (6/1)
## : month = nov:
## : :...marital = single: no (0)
## : : marital = divorced: yes (4/1)
## : : marital = married:
## : : :...age <= 77: no (6)
## : : age > 77: yes (3/1)
## : month = aug:
## : :...marital in {divorced,single}: no (4)
## : marital = married:
## : :...duration <= 198: no (12/1)
## : duration > 198: [S2]
## duration > 410:
## :...duration > 647:
## :...duration <= 827:
## : :...contact in {telephone,unknown}:
## : : :...poutcome in {failure,other}: yes (10/4)
## : : : poutcome = unknown: no (374/103)
## : : contact = cellular:
## : : :...month in {jan,nov}: no (116/41)
## : : month in {jun,oct}: yes (33/11)
## : : month = dec:
## : : :...pdays <= 186: yes (3)
## : : : pdays > 186: no (2)
## : : month = mar:
## : : :...day <= 18: yes (3)
## : : : day > 18: no (3)
## : : month = sep:
## : : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : : retired,self-employed,services,technician,
## : : : : unemployed,unknown}: no (7/1)
## : : : job in {management,student}: yes (7/1)
## : : month = apr:
## : : :...default = yes: yes (4)
## : : : default = no:
## : : : :...day <= 20: no (76/15)
## : : : day > 20:
## : : : :...pdays <= 247: yes (12/1)
## : : : pdays > 247: no (2)
## : : month = feb:
## : : :...loan = yes: no (5)
## : : : loan = no:
## : : : :...poutcome in {failure,other}: yes (13/3)
## : : : poutcome = unknown:
## : : : :...day <= 10: no (33/12)
## : : : day > 10: yes (5)
## : : month = aug:
## : : :...job in {admin.,entrepreneur,management,
## : : : : self-employed}: yes (48/18)
## : : : job in {housemaid,retired,student,unemployed,
## : : : : unknown}: no (15/2)
## : : : job = blue-collar:
## : : : :...day <= 5: no (2)
## : : : : day > 5: yes (6)
## : : : job = services:
## : : : :...age <= 51: no (2)
## : : : : age > 51: yes (2)
## : : : job = technician:
## : : : :...day > 18: no (14/3)
## : : : day <= 18:
## : : : :...education in {primary,secondary,
## : : : : unknown}: yes (10/1)
## : : : education = tertiary:
## : : : :...age <= 41: no (3)
## : : : age > 41: yes (3)
## : : month = may:
## : : :...balance > 3576: yes (16/1)
## : : : balance <= 3576:
## : : : :...job in {admin.,management,student,
## : : : : unknown}: yes (38/11)
## : : : job in {entrepreneur,housemaid,self-employed,
## : : : : technician}: no (24/7)
## : : : job = retired:
## : : : :...balance <= 845: yes (2)
## : : : : balance > 845: no (2)
## : : : job = services:
## : : : :...housing = no: no (2)
## : : : : housing = yes: yes (13/4)
## : : : job = unemployed:
## : : : :...marital = married: yes (2)
## : : : : marital in {divorced,single}: no (3)
## : : : job = blue-collar:
## : : : :...poutcome = failure: yes (7/2)
## : : : poutcome = other: no (3)
## : : : poutcome = unknown:
## : : : :...loan = no: no (20/6)
## : : : loan = yes:
## : : : :...campaign <= 1: yes (3)
## : : : campaign > 1: no (3/1)
## : : month = jul:
## : : :...job in {admin.,entrepreneur,student}: yes (27/10)
## : : job in {retired,unemployed,unknown}: no (6/2)
## : : job = housemaid:
## : : :...age <= 46: no (2)
## : : : age > 46: yes (2)
## : : job = self-employed:
## : : :...day <= 24: no (4/1)
## : : : day > 24: yes (3)
## : : job = services:
## : : :...day <= 9: yes (4)
## : : : day > 9:
## : : : :...day <= 26: no (14/1)
## : : : day > 26: yes (4/1)
## : : job = technician:
## : : :...education in {primary,tertiary}: yes (9/1)
## : : : education = unknown: no (1)
## : : : education = secondary:
## : : : :...duration <= 688: no (4)
## : : : duration > 688: yes (11/3)
## : : job = management:
## : : :...age > 52: yes (3)
## : : : age <= 52:
## : : : :...marital = divorced: yes (2)
## : : : marital in {married,single}:
## : : : :...campaign <= 3: no (19/1)
## : : : campaign > 3: yes (6/2)
## : : job = blue-collar:
## : : :...housing = yes: no (17/3)
## : : housing = no:
## : : :...marital = divorced: no (1)
## : : marital = single:
## : : :...campaign <= 5: yes (7/1)
## : : : campaign > 5: no (2)
## : : marital = married:
## : : :...day <= 15: no (6)
## : : day > 15:
## : : :...loan = no: yes (3)
## : : loan = yes: [S3]
## : duration > 827:
## : :...marital in {divorced,single}:
## : :...poutcome = other: no (26/10)
## : : poutcome in {failure,unknown}:
## : : :...contact = cellular: yes (396/121)
## : : contact = telephone: no (26/13)
## : : contact = unknown:
## : : :...marital = divorced: yes (47/14)
## : : marital = single:
## : : :...job in {admin.,entrepreneur,housemaid,retired,
## : : : self-employed,student}: yes (20/3)
## : : job in {management,unemployed,
## : : : unknown}: no (22/9)
## : : job = technician:
## : : :...education in {secondary,
## : : : : unknown}: no (19/6)
## : : : education in {primary,
## : : : tertiary}: yes (11/3)
## : : job = blue-collar:
## : : :...education in {primary,
## : : : : tertiary}: yes (8/2)
## : : : education = unknown: no (2)
## : : : education = secondary:
## : : : :...month in {apr,aug,dec,feb,jan,jul,mar,
## : : : : may,nov,oct,
## : : : : sep}: no (11/2)
## : : : month = jun: yes (2)
## : : job = services:
## : : :...education = primary: yes (2)
## : : education in {tertiary,
## : : : unknown}: no (2)
## : : education = secondary:
## : : :...age <= 26: yes (2)
## : : age > 26: no (8/1)
## : marital = married:
## : :...month in {aug,dec,mar}: yes (112/43)
## : month in {jan,oct,sep}: no (44/15)
## : month = apr:
## : :...day <= 18: no (44/18)
## : : day > 18: yes (26/4)
## : month = feb:
## : :...balance <= 948: no (22/6)
## : : balance > 948:
## : : :...duration <= 975: no (5/1)
## : : duration > 975: yes (7)
## : month = jun:
## : :...loan = no:
## : : :...job = entrepreneur: yes (8/2)
## : : : job in {self-employed,services,student,technician,
## : : : : unemployed,unknown}: no (18/8)
## : : : job = admin.:
## : : : :...balance <= 223: yes (4)
## : : : : balance > 223: no (6/1)
## : : : job = blue-collar:
## : : : :...balance <= 338: no (8/1)
## : : : : balance > 338: yes (9/1)
## : : : job = housemaid:
## : : : :...duration <= 1102: yes (2)
## : : : : duration > 1102: no (4)
## : : : job = management:
## : : : :...duration <= 1792: no (9/1)
## : : : : duration > 1792: yes (3)
## : : : job = retired:
## : : : :...campaign <= 1: yes (7/1)
## : : : campaign > 1: no (2)
## : : loan = yes:
## : : :...campaign <= 5: yes (10)
## : : campaign > 5:
## : : :...education in {primary,secondary,
## : : : unknown}: no (3)
## : : education = tertiary: yes (2)
## : month = nov:
## : :...job in {admin.,blue-collar,student,
## : : : unknown}: yes (21/7)
## : : job in {housemaid,retired,self-employed,services,
## : : : unemployed}: no (19/5)
## : : job = entrepreneur:
## : : :...poutcome in {failure,unknown}: yes (3)
## : : : poutcome = other: no (2)
## : : job = management:
## : : :...education in {primary,secondary,
## : : : : unknown}: yes (5)
## : : : education = tertiary: no (14/6)
## : : job = technician:
## : : :...campaign > 1: yes (9/2)
## : : campaign <= 1:
## : : :...duration <= 935: yes (2)
## : : duration > 935: no (7)
## : month = may:
## : :...contact = cellular: yes (63/23)
## : : contact = telephone: no (5)
## : : contact = unknown:
## : : :...job in {entrepreneur,self-employed,student,
## : : : technician,unemployed,
## : : : unknown}: no (27/7)
## : : job = housemaid: yes (1)
## : : job = admin.:
## : : :...age <= 40: no (4/1)
## : : : age > 40: yes (2)
## : : job = retired:
## : : :...education = primary: yes (2)
## : : : education in {secondary,tertiary,
## : : : unknown}: no (4/1)
## : : job = blue-collar:
## : : :...loan = no: yes (47/21)
## : : : loan = yes:
## : : : :...duration <= 1001: no (7)
## : : : duration > 1001: yes (3)
## : : job = management:
## : : :...housing = no: yes (2)
## : : : housing = yes:
## : : : :...loan = no: no (12/2)
## : : : loan = yes: yes (4/1)
## : : job = services:
## : : :...balance <= -4: yes (3)
## : : balance > -4:
## : : :...duration <= 1426: no (10/1)
## : : duration > 1426: yes (3/1)
## : month = jul:
## : :...contact = telephone: yes (19/4)
## : contact = unknown: no (1)
## : contact = cellular:
## : :...loan = yes:
## : :...education in {secondary,unknown}: yes (23/4)
## : : education = primary:
## : : :...age <= 52: yes (6)
## : : : age > 52: no (3)
## : : education = tertiary:
## : : :...age <= 33: yes (2)
## : : age > 33: no (5)
## : loan = no:
## : :...job in {entrepreneur,management,self-employed,
## : : services}: no (33/13)
## : job in {housemaid,retired,student,unemployed,
## : : unknown}: yes (17/3)
## : job = admin.:
## : :...education in {primary,secondary,
## : : : unknown}: yes (6/1)
## : : education = tertiary: no (2)
## : job = technician:
## : :...age <= 37: no (4)
## : : age > 37: yes (6/1)
## : job = blue-collar:
## : :...housing = no: no (2)
## : housing = yes:
## : :...education in {tertiary,
## : : unknown}: no (0)
## : education = primary:
## : :...balance <= 228: yes (4)
## : : balance > 228: no (5/1)
## : education = secondary:
## : :...duration <= 962: no (3)
## : duration > 962: yes (2)
## duration <= 647:
## :...month in {dec,mar,oct,sep}:
## :...duration <= 487: yes (59/11)
## : duration > 487:
## : :...poutcome = other:
## : :...age <= 27: no (2)
## : : age > 27: yes (7)
## : poutcome = unknown:
## : :...housing = no: no (42/19)
## : : housing = yes: yes (7/1)
## : poutcome = failure:
## : :...education in {primary,unknown}: no (4)
## : education = tertiary:
## : :...campaign <= 1: yes (4)
## : : campaign > 1: no (2)
## : education = secondary:
## : :...marital = divorced: yes (1)
## : marital = married: no (5)
## : marital = single:
## : :...duration <= 520: no (2)
## : duration > 520: yes (2)
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...age > 60:
## :...job in {admin.,blue-collar,housemaid,self-employed,
## : : services,student}: yes (8/1)
## : job in {entrepreneur,technician,unemployed,
## : : unknown}: no (5/1)
## : job = management:
## : :...housing = no: no (6/1)
## : : housing = yes: yes (2)
## : job = retired:
## : :...month in {apr,feb,jun}: yes (21/8)
## : month in {jul,may}: no (12/4)
## : month = aug:
## : :...contact in {cellular,unknown}: yes (13/3)
## : : contact = telephone: no (4/1)
## : month = jan:
## : :...pdays <= 45: yes (2)
## : : pdays > 45: no (2)
## : month = nov:
## : :...marital = divorced: yes (2)
## : marital in {married,single}: no (5)
## age <= 60:
## :...pdays > 364:
## :...month in {apr,aug,feb,jan,jul}: yes (8)
## : month in {jun,nov}: no (2)
## : month = may:
## : :...marital = divorced: no (2/1)
## : marital = single: yes (8/1)
## : marital = married:
## : :...campaign <= 3: no (9/1)
## : campaign > 3: yes (2)
## pdays <= 364:
## :...contact = unknown:
## :...default = no: no (909/88)
## : default = yes:
## : :...marital in {divorced,married}: no (16)
## : marital = single:
## : :...month in {apr,aug,feb,jan,jul,jun,
## : : nov}: yes (6/1)
## : month = may: no (1)
## contact in {cellular,telephone}:
## :...month = jun: yes (42/13)
## month in {apr,feb,jan,jul,nov}:
## :...housing = yes: no (707/98)
## : housing = no:
## : :...month in {feb,jan,jul,nov}: no (578/119)
## : month = apr:
## : :...job in {blue-collar,
## : : retired}: no (9)
## : job in {student,
## : : unknown}: yes (8/1)
## : job in {admin.,entrepreneur,housemaid,
## : : management,self-employed,
## : : services,technician,unemployed}:
## : :...day > 26: yes (27/2)
## : day <= 26: [S4]
## month in {aug,may}:
## :...duration <= 551:
## :...balance <= 0: no (73/3)
## : balance > 0:
## : :...campaign > 1: no (339/65)
## : campaign <= 1:
## : :...day <= 16: no (108/29)
## : day > 16: yes (29/7)
## duration > 551:
## :...marital = divorced: no (27/8)
## marital = single: yes (66/26)
## marital = married:
## :...job in {admin.,
## : unemployed}: yes (13/5)
## job in {housemaid,management,student,
## : technician,
## : unknown}: no (53/23)
## job = entrepreneur: [S5]
## job = retired:
## :...duration <= 615: no (5)
## : duration > 615: yes (7/1)
## job = self-employed:
## :...age <= 33: yes (2)
## : age > 33: no (4)
## job = services:
## :...age <= 46: yes (4)
## : age > 46: no (5)
## job = blue-collar:
## :...day <= 11: no (13)
## day > 11:
## :...pdays <= 255: yes (18/5)
## pdays > 255: no (3)
##
## SubTree [S1]
##
## marital in {divorced,married}: no (6)
## marital = single: yes (1)
##
## SubTree [S2]
##
## education = primary: no (1)
## education = secondary: yes (6)
## education = tertiary:
## :...balance <= 3364: yes (2)
## balance > 3364: no (2)
##
## SubTree [S3]
##
## education in {primary,tertiary,unknown}: no (2)
## education = secondary: yes (5/2)
##
## SubTree [S4]
##
## education in {secondary,unknown}: yes (16/6)
## education in {primary,tertiary}: no (11/3)
##
## SubTree [S5]
##
## education = primary: no (1)
## education in {secondary,tertiary,unknown}: yes (4)
##
## ----- Trial 1: -----
##
## Decision tree:
##
## duration > 365:
## :...pdays > 371: yes (67.5/10.8)
## : pdays <= 371:
## : :...duration > 456:
## : :...contact = telephone:
## : : :...month in {dec,mar,oct,sep}: yes (97.7/9.2)
## : : : month in {apr,aug,feb,jan,jul,jun,may,nov}:
## : : : :...age > 79: no (20.4/3.1)
## : : : age <= 79:
## : : : :...previous > 3: no (25.8/7.2)
## : : : previous <= 3:
## : : : :...loan = yes: no (49.7/20.4)
## : : : loan = no:
## : : : :...campaign > 8: yes (20.4/0.8)
## : : : campaign <= 8:
## : : : :...campaign <= 4: yes (203.1/68.5)
## : : : campaign > 4: no (27/8)
## : : contact in {cellular,unknown}:
## : : :...default = yes:
## : : :...age > 56: no (7.2)
## : : : age <= 56:
## : : : :...campaign <= 5: yes (121.9/35.7)
## : : : campaign > 5: no (13.6/4.1)
## : : default = no:
## : : :...duration > 817:
## : : :...poutcome in {other,success}:
## : : : :...contact = unknown: no (4.1)
## : : : : contact = cellular:
## : : : : :...age <= 59: yes (123.3/33.1)
## : : : : age > 59: no (25.3/3.8)
## : : : poutcome in {failure,unknown}:
## : : : :...month in {apr,feb,jan,jul,jun,mar,oct,sep}:
## : : : :...marital in {divorced,single}:
## : : : : :...poutcome = failure: no (51.3/9.2)
## : : : : : poutcome = unknown:
## : : : : : :...month in {apr,feb,jan,jul,mar,
## : : : : : : sep}: no (306.1/92.2)
## : : : : : month in {jun,oct}: yes (81.6/34.8)
## : : : : marital = married:
## : : : : :...job in {entrepreneur,housemaid,retired,
## : : : : : student}: no (76.9/28)
## : : : : job in {admin.,blue-collar,management,
## : : : : : self-employed,services,technician,
## : : : : : unemployed,unknown}:
## : : : : :...duration > 937: yes (315/78.3)
## : : : : duration <= 937:
## : : : : :...age <= 29: no (8.5)
## : : : : age > 29: yes (114.8/45.7)
## : : : month in {aug,dec,may,nov}:
## : : : :...day > 29: yes (38.9/8)
## : : : day <= 29:
## : : : :...balance <= 821:
## : : : :...education = unknown: no (31.2/0.8)
## : : : : education in {primary,secondary,
## : : : : : tertiary}:
## : : : : :...campaign > 4: no (80.4/11.5)
## : : : : campaign <= 4: [S1]
## : : : balance > 821:
## : : : :...contact = unknown: yes (124.6/50.4)
## : : : contact = cellular:
## : : : :...day <= 11: no (97.4/22.3)
## : : : day > 11: [S2]
## : : duration <= 817:
## : : :...balance > 8251:
## : : :...campaign <= 8: no (137.6/40.9)
## : : : campaign > 8: yes (8.3)
## : : balance <= 8251:
## : : :...month in {feb,jun,mar,nov,sep}:
## : : :...previous > 5: yes (29.9/3.1)
## : : : previous <= 5:
## : : : :...pdays > 185: no (78.5/26.5)
## : : : pdays <= 185:
## : : : :...duration <= 481: no (100.5/38.9)
## : : : duration > 481:
## : : : :...poutcome = success: yes (12.3)
## : : : poutcome in {failure,other,unknown}:
## : : : :...housing = yes: [S3]
## : : : housing = no: [S4]
## : : month in {apr,aug,dec,jan,jul,may,oct}:
## : : :...day > 29:
## : : :...poutcome = success: yes (12.9)
## : : : poutcome in {failure,other,unknown}:
## : : : :...duration > 719: yes (55.2/4.6)
## : : : duration <= 719:
## : : : :...balance <= 250: yes (76.2/22.3)
## : : : balance > 250: no (100.3/38.9)
## : : day <= 29:
## : : :...housing = no:
## : : :...poutcome = failure: no (48.6/18.5)
## : : : poutcome = other: yes (43.8/10.3)
## : : : poutcome in {success,unknown}:
## : : : :...age > 47:
## : : : :...age <= 48: no (19.8/1.5)
## : : : : age > 48:
## : : : : :...campaign > 3: no (65.8/16)
## : : : : campaign <= 3: [S5]
## : : : age <= 47:
## : : : :...balance <= 51:
## : : : :...month in {apr,dec,
## : : : : : may}: no (24.4/0.8)
## : : : : month in {aug,jan,jul,oct}: [S6]
## : : : balance > 51: [S7]
## : : housing = yes:
## : : :...marital in {divorced,single}:
## : : :...previous > 1: no (71.2/20.6)
## : : : previous <= 1:
## : : : :...duration > 724:
## : : : :...month in {apr,dec,jan,may,
## : : : : : oct}: yes (126.1/22.3)
## : : : : month in {aug,
## : : : : jul}: no (16.7/3.8)
## : : : duration <= 724: [S8]
## : : marital = married:
## : : :...duration <= 460: yes (32.5/7.7)
## : : duration > 460:
## : : :...duration <= 468: no (27.7)
## : : duration > 468:
## : : :...campaign > 5: no (44.2/3.1)
## : : campaign <= 5: [S9]
## : duration <= 456:
## : :...age <= 22: yes (39.2/6.4)
## : age > 22:
## : :...contact = unknown: no (537.9/54.5)
## : contact in {cellular,telephone}:
## : :...balance <= -160: no (52.8)
## : balance > -160:
## : :...campaign > 6: no (43.3/1.5)
## : campaign <= 6:
## : :...campaign > 4:
## : :...education in {primary,secondary,
## : : : tertiary}: yes (119.7/45.6)
## : : education = unknown: no (6.4)
## : campaign <= 4:
## : :...day > 28:
## : :...age <= 59: no (127.2/21.8)
## : : age > 59: yes (6.9/0.8)
## : day <= 28:
## : :...poutcome = other:
## : :...duration > 443: no (12.9)
## : : duration <= 443:
## : : :...day <= 7: no (20.6/4.9)
## : : day > 7: yes (103.9/28.2)
## : poutcome in {failure,success,unknown}:
## : :...job in {blue-collar,
## : : housemaid}: no (227.8/52.9)
## : job in {admin.,entrepreneur,management,
## : : retired,self-employed,services,
## : : student,technician,unemployed,
## : : unknown}:
## : :...campaign > 3: no (93.5/25.3)
## : campaign <= 3:
## : :...day > 23:
## : :...month in {apr,mar,may,
## : : : nov}: yes (48.7/3.1)
## : : month in {aug,dec,feb,jan,
## : : jul,jun,oct,
## : : sep}: no (100.1/43.1)
## : day <= 23:
## : :...duration > 442:
## : :...loan = no: yes (122.5/43.3)
## : : loan = yes: no (8.5/0.8)
## : duration <= 442:
## : :...age > 58: yes (112.5/49.2)
## : age <= 58: [S10]
## duration <= 365:
## :...month in {dec,mar,oct,sep}:
## :...duration <= 79: no (123.5/9)
## : duration > 79:
## : :...campaign > 4: no (62.5/17.5)
## : campaign <= 4:
## : :...contact = unknown: yes (30.4/5.4)
## : contact in {cellular,telephone}:
## : :...job in {admin.,management,self-employed,services,
## : : unemployed}:
## : :...loan = yes: no (50.2/23.4)
## : : loan = no:
## : : :...education in {primary,unknown}: no (23.3/10.8)
## : : education = secondary:
## : : :...poutcome = failure: no (27.8/11.3)
## : : : poutcome in {other,success,
## : : : unknown}: yes (198.1/46.5)
## : : education = tertiary:
## : : :...age > 56: yes (42.5/4.6)
## : : age <= 56:
## : : :...previous > 6: no (23.2/4.6)
## : : previous <= 6:
## : : :...pdays > 185: no (70.2/27.3)
## : : pdays <= 185:
## : : :...balance <= 1221: yes (214/53.1)
## : : balance > 1221:
## : : :...campaign <= 1: no (81.1/33)
## : : campaign > 1: yes (60.5/20.9)
## : job in {blue-collar,entrepreneur,housemaid,retired,student,
## : : technician,unknown}:
## : :...month = mar:
## : :...duration <= 229: yes (117.1/32.3)
## : : duration > 229: no (58.7/18.7)
## : month in {dec,oct,sep}:
## : :...day <= 7: no (106.8/22.9)
## : day > 7:
## : :...month = sep:
## : :...campaign > 3: no (8.7/0.8)
## : : campaign <= 3:
## : : :...age <= 31: no (49.5/18.5)
## : : age > 31: yes (102.8/23.2)
## : month in {dec,oct}:
## : :...age > 72: yes (50/15.7)
## : age <= 72:
## : :...pdays > 256: yes (13.6/2.3)
## : pdays <= 256:
## : :...age <= 25: yes (26.5/8)
## : age > 25:
## : :...housing = yes: no (41.4/6.9)
## : housing = no:
## : :...day <= 11: no (16.7/0.8)
## : day > 11: [S11]
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...age > 60:
## :...contact = unknown: no (10.8)
## : contact in {cellular,telephone}:
## : :...balance > 5381: no (52.9/4.6)
## : balance <= 5381:
## : :...month = apr: no (121.7/30.4)
## : month = may: yes (26.5/3.8)
## : month in {aug,feb,jan,jul,jun,nov}:
## : :...age > 73: no (91.3/23.6)
## : age <= 73:
## : :...marital = divorced: yes (35.3/8.5)
## : marital = single: no (5.4)
## : marital = married:
## : :...day > 25: yes (47.7/7.7)
## : day <= 25:
## : :...duration <= 92: no (16.1)
## : duration > 92:
## : :...day > 17: no (31.6/5.4)
## : day <= 17:
## : :...campaign > 4: yes (18.8/2.3)
## : campaign <= 4:
## : :...balance > 3998: no (12.9/0.8)
## : balance <= 3998:
## : :...month in {aug,feb,jan,jun,
## : : nov}: yes (122/41.3)
## : month = jul: no (14.4/2.3)
## age <= 60:
## :...contact = unknown:
## :...pdays <= 162: no (6423/70.7)
## : pdays > 162: yes (33.7/13.1)
## contact in {cellular,telephone}:
## :...duration <= 106: no (5053.2/201.5)
## duration > 106:
## :...month = jun:
## :...contact = telephone: no (43/8)
## : contact = cellular:
## : :...education = primary: no (21.6/7.2)
## : education = unknown: yes (22.7/3.1)
## : education = tertiary:
## : :...age <= 29: no (52.8/17.5)
## : : age > 29:
## : : :...marital = divorced: no (28.3/10.6)
## : : marital in {married,
## : : single}: yes (218/67.5)
## : education = secondary:
## : :...job in {entrepreneur,housemaid,retired,
## : : unknown}: no (29.4/3.1)
## : job in {admin.,blue-collar,management,
## : : self-employed,services,student,
## : : technician,unemployed}:
## : :...previous > 5: yes (17/2.3)
## : previous <= 5:
## : :...day > 20: no (15.7/1.5)
## : day <= 20:
## : :...pdays > 120: yes (22.7/3.1)
## : pdays <= 120:
## : :...balance > 3494: no (17/0.8)
## : balance <= 3494:
## : :...previous <= 2: yes (147.1/60.3)
## : previous > 2: no (11/1.5)
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...default = yes: no (180.1/0.8)
## default = no:
## :...loan = yes: no (1714.9/112.7)
## loan = no:
## :...job = student:
## :...housing = yes: no (52.8/9)
## : housing = no:
## : :...day > 27: no (34.2/8.7)
## : day <= 27:
## : :...contact = telephone: no (23.2/9)
## : contact = cellular:
## : :...month in {apr,jan,
## : : jul}: yes (85.3/13.8)
## : month in {aug,feb,may,nov}:
## : :...pdays <= 84: no (98.6/41.5)
## : pdays > 84: yes (78/22.1)
## job in {admin.,blue-collar,entrepreneur,
## : housemaid,management,retired,
## : self-employed,services,technician,
## : unemployed,unknown}:
## :...housing = no:
## :...pdays > 26:
## : :...contact = telephone: no (51.2/12.9)
## : : contact = cellular: [S12]
## : pdays <= 26:
## : :...campaign > 1:
## : :...month in {aug,jul,
## : : : nov}: no (1763.7/137.6)
## : : month in {apr,feb,jan,may}: [S13]
## : campaign <= 1:
## : :...day > 27: no (174.4/28.1)
## : day <= 27:
## : :...balance <= 43: no (166.8/27.1)
## : balance > 43:
## : :...day > 24: yes (96.4/34.4)
## : day <= 24:
## : :...duration <= 177: [S14]
## : duration > 177: [S15]
## housing = yes:
## :...previous > 2:
## :...month in {aug,
## : : jul}: yes (91/16.7)
## : month in {apr,feb,jan,may,nov}:
## : :...balance <= 1541: no (381/35.6)
## : balance > 1541:
## : :...pdays <= 100: yes (43.1/14.4)
## : pdays > 100: no (122.2/35.4)
## previous <= 2:
## :...day <= 4:
## :...month in {apr,feb,jan,jul,
## : : nov}: no (179.3/23)
## : month in {aug,
## : may}: yes (64.4/21.5)
## day > 4: [S16]
##
## SubTree [S1]
##
## job in {admin.,student,unemployed}: yes (34.7/9.8)
## job in {blue-collar,entrepreneur,housemaid,management,retired,self-employed,
## services,technician,unknown}: no (569/150.2)
##
## SubTree [S2]
##
## job in {entrepreneur,retired,services,student}: yes (27/2.3)
## job in {admin.,blue-collar,housemaid,management,self-employed,technician,
## : unemployed,unknown}:
## :...day <= 14: yes (23.6/8.3)
## day > 14:
## :...pdays > 107: no (29.4/3.1)
## pdays <= 107:
## :...poutcome = failure: yes (4.1)
## poutcome = unknown:
## :...housing = no: no (76.3/16.9)
## housing = yes: yes (54.6/23)
##
## SubTree [S3]
##
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : services,technician,unknown}: yes (499.6/141.4)
## job in {housemaid,student,unemployed}: no (19.5/4.1)
##
## SubTree [S4]
##
## education = primary: no (77.2/27.9)
## education in {secondary,tertiary,unknown}:
## :...month = sep: yes (45.4/6.9)
## month in {feb,jun,mar,nov}:
## :...age <= 31: no (55.1/18.5)
## age > 31: yes (420.3/144.1)
##
## SubTree [S5]
##
## marital in {divorced,married}: yes (218/93.3)
## marital = single: no (22.7/5.7)
##
## SubTree [S6]
##
## marital in {divorced,single}: yes (92.7/36.5)
## marital = married: no (61.7/21.9)
##
## SubTree [S7]
##
## education in {primary,unknown}: yes (71.9/21.8)
## education = secondary:
## :...campaign > 4: yes (28.3/6.1)
## : campaign <= 4:
## : :...marital = divorced: no (11.8/0.8)
## : marital in {married,single}: yes (244.4/104.3)
## education = tertiary:
## :...poutcome = success: yes (11.5)
## poutcome = unknown:
## :...job in {retired,unknown}: yes (0)
## job in {admin.,entrepreneur,housemaid,services}: no (10.8/0.8)
## job in {blue-collar,management,self-employed,student,technician,
## : unemployed}:
## :...duration <= 673: yes (210.1/51.6)
## duration > 673: no (40.9/16)
##
## SubTree [S8]
##
## poutcome = success: yes (10.3/0.8)
## poutcome in {failure,other,unknown}:
## :...day > 22: no (88.6/23.7)
## day <= 22:
## :...age <= 25: no (40.6/7.2)
## age > 25:
## :...month in {apr,aug}: no (91.9/38)
## month in {dec,jan,jul,oct}: yes (78.8/26.1)
## month = may:
## :...education in {primary,tertiary}: yes (135.8/54)
## education = unknown: no (15.5/4.9)
## education = secondary:
## :...day <= 5: no (12.1)
## day > 5:
## :...day <= 15: yes (122/45.9)
## day > 15: no (39.9/8.3)
##
## SubTree [S9]
##
## campaign > 2: yes (265.9/122.7)
## campaign <= 2:
## :...campaign > 1: no (266.9/63.9)
## campaign <= 1:
## :...day > 19: no (103.6/32)
## day <= 19:
## :...month in {apr,oct}: no (49.1/18.1)
## month in {aug,dec,jan,jul}: yes (62.1/17.7)
## month = may:
## :...day > 14: yes (48.4/13.4)
## day <= 14:
## :...education in {primary,unknown}: no (23.8/3.1)
## education in {secondary,tertiary}:
## :...loan = no: yes (125.9/56.2)
## loan = yes: no (11.5/3.1)
##
## SubTree [S10]
##
## education = primary: no (24.9/1.5)
## education in {secondary,tertiary,unknown}:
## :...job in {retired,self-employed,services}: no (76.2/11)
## job in {admin.,entrepreneur,management,student,technician,unemployed,
## : unknown}:
## :...day <= 3: yes (66.4/28.2)
## day > 3:
## :...default = yes: yes (4.9/0.8)
## default = no:
## :...marital = divorced: no (49.9/6.4)
## marital in {married,single}:
## :...month = jan: yes (12.4)
## month in {apr,jul,jun,mar,nov,sep}:
## :...duration > 415: no (59.9/2.3)
## : duration <= 415:
## : :...age <= 30: yes (47.4/16.4)
## : age > 30: no (128.9/29.1)
## month in {aug,dec,feb,may,oct}:
## :...pdays > 182: no (26.5/3.1)
## pdays <= 182:
## :...pdays > 57: yes (28.8/2.3)
## pdays <= 57:
## :...campaign <= 2: yes (172.7/82)
## campaign > 2: no (26.4/4.9)
##
## SubTree [S11]
##
## marital = divorced: yes (8/0.8)
## marital in {married,single}:
## :...job in {blue-collar,retired,student,unknown}: no (75.9/16.4)
## job in {entrepreneur,housemaid,technician}: yes (71.6/31.4)
##
## SubTree [S12]
##
## poutcome = unknown: no (0)
## poutcome = other:
## :...age > 57: no (11.3)
## : age <= 57:
## : :...balance <= 692: no (50.9/22.2)
## : balance > 692: yes (112.2/21.5)
## poutcome in {failure,success}:
## :...job in {housemaid,unemployed}: yes (56.6/13.1)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : services,technician,unknown}:
## :...pdays <= 99:
## :...day > 28: no (38.9/7.7)
## : day <= 28:
## : :...campaign > 2: no (37.9/12.6)
## : campaign <= 2:
## : :...pdays <= 86: no (34.5/10.6)
## : pdays > 86: yes (176.5/40.6)
## pdays > 99:
## :...duration <= 188: no (186.4/34.5)
## duration > 188:
## :...pdays > 335: no (49.4/8.5)
## pdays <= 335:
## :...education in {primary,secondary}: no (97.9/35.7)
## education = unknown: yes (8.7/1.5)
## education = tertiary:
## :...duration <= 362: yes (116.7/46)
## duration > 362: no (8.3)
##
## SubTree [S13]
##
## contact = telephone: no (62.6/4.1)
## contact = cellular:
## :...day > 27: no (109/16.2)
## day <= 27:
## :...day > 19: yes (84.8/24.1)
## day <= 19:
## :...balance <= 122: no (49.8/6.4)
## balance > 122:
## :...education in {primary,secondary,unknown}: no (131.8/48)
## education = tertiary: yes (122/50.5)
##
## SubTree [S14]
##
## poutcome = success: yes (4.1)
## poutcome in {failure,other,unknown}:
## :...month = apr: yes (61.6/22.4)
## month in {aug,feb,jan,jul,may,nov}: no (252.4/36.9)
##
## SubTree [S15]
##
## day > 20: no (68.4/7.2)
## day <= 20:
## :...job in {entrepreneur,self-employed}: no (26.4/1.5)
## job in {admin.,blue-collar,housemaid,management,retired,services,
## : technician,unemployed,unknown}:
## :...education = primary: no (32.9/8.3)
## education = secondary:
## :...contact = cellular: no (194.8/93.7)
## : contact = telephone: yes (10.6/1.5)
## education in {tertiary,unknown}:
## :...day <= 2: no (18.3/5.7)
## day > 2: yes (223.9/66.4)
##
## SubTree [S16]
##
## education = primary: no (474.5/11.3)
## education in {secondary,tertiary,unknown}:
## :...duration <= 213:
## :...campaign > 2: no (476.3/0.8)
## : campaign <= 2:
## : :...month in {apr,aug,feb}: no (302/59.1)
## : month in {jan,jul,may,nov}:
## : :...month = jul: no (224.7)
## : month in {jan,may,nov}:
## : :...day > 22: no (81.6/13.9)
## : day <= 22:
## : :...day > 14: no (276.2)
## : day <= 14:
## : :...month = may: no (281.6/4.1)
## : month in {jan,nov}: yes (35.1/3.8)
## duration > 213:
## :...month in {jul,nov}: no (453.5/43.6)
## month in {apr,aug,feb,jan,may}:
## :...contact = telephone: no (28.4/0.8)
## contact = cellular:
## :...day <= 5: no (46.1)
## day > 5:
## :...duration <= 216: yes (28.8/12.3)
## duration > 216:
## :...pdays > 257: no (158.8/15.2)
## pdays <= 257:
## :...age > 42: no (143.5/33.5)
## age <= 42:
## :...duration <= 267: no (203.5/26.3)
## duration > 267:
## :...day <= 7: no (25.4)
## day > 7:
## :...month = jan: no (12.3)
## month = feb: yes (12.1/1.5)
## month in {apr,aug,may}:
## :...campaign > 4: yes (19.3/6.9)
## campaign <= 4: [S17]
##
## SubTree [S17]
##
## job in {housemaid,retired,unknown}: no (0)
## job in {entrepreneur,management,unemployed}: yes (64.9/26.1)
## job in {admin.,blue-collar,self-employed,services,technician}:
## :...previous <= 0: no (115.2/14.7)
## previous > 0: yes (18.5/5.4)
##
## ----- Trial 2: -----
##
## Decision tree:
##
## poutcome = success:
## :...default = yes: no (2.8)
## : default = no:
## : :...month in {dec,jun,may,nov,oct}:
## : :...marital = divorced: no (113.9/41.5)
## : : marital in {married,single}:
## : : :...previous <= 2:
## : : :...age <= 26: yes (27.1/4)
## : : : age > 26:
## : : : :...campaign > 2: no (50.6/10.2)
## : : : campaign <= 2:
## : : : :...duration > 624: yes (21.6/1.2)
## : : : duration <= 624:
## : : : :...education in {primary,secondary,
## : : : : tertiary}: no (286.9/119.1)
## : : : education = unknown: yes (10.9/1.2)
## : : previous > 2:
## : : :...day > 27: yes (18.1)
## : : day <= 27:
## : : :...day > 24: no (58.4/17.2)
## : : day <= 24:
## : : :...age > 60: no (40.6/13.2)
## : : age <= 60:
## : : :...pdays <= 302: yes (220/69.8)
## : : pdays > 302: no (12.1/0.6)
## : month in {apr,aug,feb,jan,jul,mar,sep}:
## : :...duration <= 197:
## : :...pdays <= 66: yes (22.9/1.8)
## : : pdays > 66:
## : : :...previous > 2:
## : : :...age <= 36: no (81.6/10.8)
## : : : age > 36: yes (106/45.2)
## : : previous <= 2:
## : : :...balance > 3676: yes (42.9/5.3)
## : : balance <= 3676:
## : : :...month = jan: no (11.2)
## : : month in {apr,aug,feb,jul,mar,sep}:
## : : :...job in {admin.,entrepreneur,housemaid,
## : : : management,retired,technician,
## : : : unemployed}: no (130.4/62)
## : : job in {blue-collar,self-employed,services,
## : : student,unknown}: yes (49.6/5.5)
## : duration > 197:
## : :...pdays <= 78: no (30.4/4.9)
## : pdays > 78:
## : :...age <= 56: yes (498.9/121.7)
## : age > 56:
## : :...pdays > 424: no (9.5)
## : pdays <= 424:
## : :...job in {student,unknown}: yes (0)
## : job in {housemaid,services}: no (9.9)
## : job in {admin.,blue-collar,entrepreneur,management,
## : : retired,self-employed,technician,
## : : unemployed}:
## : :...marital in {divorced,single}: yes (17.2/0.6)
## : marital = married:
## : :...education = unknown: yes (13.6)
## : education in {primary,secondary,tertiary}:
## : :...previous > 9: no (7.2/0.6)
## : previous <= 9:
## : :...duration <= 686: yes (108.3/30.4)
## : duration > 686: no (16.2/3.1)
## poutcome in {failure,other,unknown}:
## :...duration <= 202:
## :...month in {aug,dec,jan,jul,jun,may,nov}:
## : :...poutcome in {failure,other}:
## : : :...month in {jan,may,nov}:
## : : : :...pdays > 102: no (1079.7/41.9)
## : : : : pdays <= 102:
## : : : : :...day <= 8: no (31.6)
## : : : : day > 8:
## : : : : :...day <= 14: yes (52.7/14)
## : : : : day > 14: no (87.4/18.7)
## : : : month in {aug,dec,jul,jun}:
## : : : :...education = unknown: no (16.9)
## : : : education in {primary,secondary,tertiary}:
## : : : :...duration <= 153:
## : : : :...balance <= 9039: no (240.5/56.5)
## : : : : balance > 9039: yes (11.8/0.6)
## : : : duration > 153:
## : : : :...duration > 199: no (15/3.3)
## : : : duration <= 199:
## : : : :...campaign > 3: no (12.8/3.3)
## : : : campaign <= 3:
## : : : :...day <= 2: no (28.9/12.1)
## : : : day > 2: yes (139.1/28.9)
## : : poutcome = unknown:
## : : :...job = student:
## : : :...housing = yes: no (43.4)
## : : : housing = no:
## : : : :...day > 26: no (18.6)
## : : : day <= 26:
## : : : :...age <= 29: yes (107.1/46.2)
## : : : age > 29: no (19.5)
## : : job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : : : retired,self-employed,services,technician,unemployed,
## : : : unknown}:
## : : :...duration <= 127: no (5588.9/114.5)
## : : duration > 127:
## : : :...contact = unknown:
## : : :...month in {aug,dec,jan,jul,jun,may}: no (1424.3/5.6)
## : : : month = nov: yes (17.3/0.6)
## : : contact in {cellular,telephone}:
## : : :...month in {aug,dec,jul,may,nov}: no (2147.7/209.1)
## : : month in {jan,jun}:
## : : :...job in {entrepreneur,housemaid,self-employed,
## : : : services,unemployed,
## : : : unknown}: no (62/4)
## : : job in {admin.,blue-collar,management,retired,
## : : : technician}:
## : : :...contact = telephone: no (17.9/2.2)
## : : contact = cellular:
## : : :...education = unknown: yes (6.6)
## : : education = primary: no (7.3)
## : : education in {secondary,tertiary}:
## : : :...balance <= 1662: no (166.3/53.3)
## : : balance > 1662: yes (73.5/23)
## : month in {apr,feb,mar,oct,sep}:
## : :...duration <= 64: no (362.7/12.1)
## : duration > 64:
## : :...day <= 7:
## : :...job in {entrepreneur,housemaid,services,unemployed,
## : : : unknown}: no (119.8)
## : : job in {admin.,blue-collar,management,retired,
## : : : self-employed,student,technician}:
## : : :...duration <= 124: no (259.9/24.7)
## : : duration > 124:
## : : :...balance <= 90: no (55.7/3.3)
## : : balance > 90:
## : : :...month in {apr,mar}: yes (100.4/34.6)
## : : month in {feb,oct,sep}:
## : : :...contact in {telephone,
## : : : unknown}: no (21.9/0.6)
## : : contact = cellular:
## : : :...pdays > 176: no (58.8/5.6)
## : : pdays <= 176:
## : : :...pdays > 97: yes (20.5/1.8)
## : : pdays <= 97:
## : : :...age <= 25: yes (13/1.8)
## : : age > 25:
## : : :...duration > 200: yes (9.5/0.6)
## : : duration <= 200:
## : : :...previous > 1: no (10.9)
## : : previous <= 1: [S1]
## : day > 7:
## : :...month = feb:
## : :...contact = unknown: no (3.4)
## : : contact in {cellular,telephone}:
## : : :...education = unknown: no (18.1/2.8)
## : : education in {primary,secondary,tertiary}:
## : : :...campaign > 2: no (80.9/34.5)
## : : campaign <= 2:
## : : :...age <= 51: yes (177/38.1)
## : : age > 51: no (33.4/13.8)
## : month in {apr,mar,oct,sep}:
## : :...age <= 29:
## : :...day > 27: no (21.3/0.6)
## : : day <= 27:
## : : :...contact in {telephone,unknown}: no (7.1/1.2)
## : : contact = cellular:
## : : :...marital in {divorced,
## : : : married}: no (46/15.4)
## : : marital = single:
## : : :...month in {apr,oct,sep}: yes (158.4/46.9)
## : : month = mar: no (33.7/11.1)
## : age > 29:
## : :...job in {blue-collar,self-employed,student,
## : : unknown}: no (196/33.7)
## : job in {admin.,entrepreneur,housemaid,management,
## : : retired,services,technician,unemployed}:
## : :...education = unknown: no (35.3/2.2)
## : education in {primary,secondary,tertiary}:
## : :...month = mar:
## : :...day <= 13: yes (41.1/8.7)
## : : day > 13: no (95.8/42.2)
## : month in {apr,oct,sep}:
## : :...previous > 3: yes (67.7/31.1)
## : previous <= 3:
## : :...campaign > 3: no (55.2/6.2)
## : campaign <= 3:
## : :...housing = yes: [S2]
## : housing = no:
## : :...loan = yes: no (9.2)
## : loan = no: [S3]
## duration > 202:
## :...month in {dec,mar,oct,sep}:
## :...campaign > 2:
## : :...month = dec: no (44.7/18.5)
## : : month in {mar,oct,sep}:
## : : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : management,retired,services,
## : : : student}: yes (160.4/22.9)
## : : job in {self-employed,technician,unemployed,
## : : unknown}: no (20.3/5.3)
## : campaign <= 2:
## : :...contact = unknown: no (14.8/7.1)
## : contact = telephone:
## : :...previous > 3: no (13.1/0.6)
## : : previous <= 3:
## : : :...loan = yes: yes (10.7)
## : : loan = no:
## : : :...duration <= 1730: yes (133.2/41.9)
## : : duration > 1730: no (8.8)
## : contact = cellular:
## : :...job in {admin.,blue-collar,self-employed,services,
## : : unemployed,unknown}: yes (251.5/94.3)
## : job in {entrepreneur,housemaid,retired,student,
## : : technician}: no (328/141.7)
## : job = management:
## : :...education = unknown: yes (17.9/2.8)
## : education in {primary,secondary,tertiary}:
## : :...day <= 5: yes (31.3/7.9)
## : day > 5:
## : :...housing = yes: yes (52.2/23.9)
## : housing = no:
## : :...pdays > 285: no (12.2)
## : pdays <= 285:
## : :...month in {dec,mar,oct}: no (108.7/34.3)
## : month = sep: yes (59.7/24.9)
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...duration > 524:
## :...duration <= 666:
## : :...contact in {telephone,unknown}: no (816.2/264)
## : : contact = cellular:
## : : :...education in {primary,secondary,unknown}:
## : : :...campaign <= 1: no (493.1/230.4)
## : : : campaign > 1:
## : : : :...previous > 3: no (28.3/3.4)
## : : : previous <= 3:
## : : : :...job in {entrepreneur,housemaid,management,
## : : : : student}: yes (86.4/35.7)
## : : : job in {admin.,blue-collar,retired,
## : : : : self-employed,services,technician,
## : : : : unemployed,unknown}:
## : : : :...campaign <= 6: no (569.6/170.4)
## : : : campaign > 6: yes (33.8/15)
## : : education = tertiary:
## : : :...pdays > 162: yes (84.6/16.5)
## : : pdays <= 162:
## : : :...month = jan: no (15.3)
## : : month in {apr,aug,feb,jul,jun,may,nov}:
## : : :...day > 29: yes (36.2/8.9)
## : : day <= 29:
## : : :...default = yes: yes (9.4/2.2)
## : : default = no:
## : : :...campaign <= 4: no (454.6/184.5)
## : : campaign > 4: yes (65.3/24.5)
## : duration > 666:
## : :...marital = married:
## : :...balance > 12039: no (32.4/0.6)
## : : balance <= 12039:
## : : :...age > 60: yes (69.6/24.1)
## : : age <= 60:
## : : :...job in {blue-collar,entrepreneur,housemaid,
## : : : retired,self-employed,
## : : : unknown}: no (1085/454.5)
## : : job in {student,unemployed}: yes (76.2/34.3)
## : : job = admin.:
## : : :...duration <= 1326: no (161.2/56.4)
## : : : duration > 1326: yes (15.7/0.6)
## : : job = management:
## : : :...poutcome in {failure,
## : : : : unknown}: no (503.3/211.1)
## : : : poutcome = other: yes (27.9/6.1)
## : : job = services:
## : : :...day > 25: yes (37.9/9.5)
## : : : day <= 25:
## : : : :...duration <= 831: no (67.9/13.5)
## : : : duration > 831: yes (120.5/53.5)
## : : job = technician:
## : : :...education in {primary,
## : : : tertiary}: yes (101.9/32.9)
## : : education = unknown: no (8.5)
## : : education = secondary:
## : : :...default = yes: yes (6.6)
## : : default = no:
## : : :...duration > 1369: yes (28.3/3.9)
## : : duration <= 1369:
## : : :...age <= 32: yes (46.9/16.4)
## : : age > 32:
## : : :...day <= 26: no (134.8/32.7)
## : : day > 26: yes (29.6/10.2)
## : marital in {divorced,single}:
## : :...day > 29: yes (111.6/32)
## : day <= 29:
## : :...poutcome = other: no (84/31.9)
## : poutcome in {failure,unknown}:
## : :...previous > 2: yes (76.2/25.6)
## : previous <= 2:
## : :...age > 54: no (130.4/46.4)
## : age <= 54:
## : :...previous > 0: no (105.7/34.1)
## : previous <= 0:
## : :...balance > 4259:
## : :...balance > 12634: yes (15.7/1.2)
## : : balance <= 12634:
## : : :...month in {apr,aug,
## : : : feb}: yes (23.2/6.6)
## : : month in {jan,jul,jun,may,
## : : nov}: no (106/25.3)
## : balance <= 4259:
## : :...balance > 3478: yes (28.5/2.8)
## : balance <= 3478: [S4]
## duration <= 524:
## :...contact = unknown:
## :...poutcome = other: yes (6.2/0.6)
## : poutcome in {failure,unknown}:
## : :...duration <= 370:
## : :...month in {aug,feb,nov}: yes (15.9/4.9)
## : : month in {apr,jan,jul,jun,may}: no (1578.4/22.3)
## : duration > 370:
## : :...month in {apr,aug,feb}: yes (12.1)
## : month in {jan,jul,may,nov}: no (546/63)
## : month = jun:
## : :...age <= 27: yes (22.1/5.9)
## : age > 27:
## : :...day > 17: no (70.2/14.4)
## : day <= 17:
## : :...duration <= 520: no (226.2/58.7)
## : duration > 520: yes (7.2/0.6)
## contact in {cellular,telephone}:
## :...pdays > 478: yes (29.7/0.6)
## pdays <= 478:
## :...job = student:
## :...loan = yes: no (5)
## : loan = no:
## : :...age > 32: no (20.5/3.4)
## : age <= 32:
## : :...housing = yes: no (33.3/11.2)
## : housing = no:
## : :...campaign > 2: yes (55.5/10.9)
## : campaign <= 2:
## : :...balance <= 98: no (29.4/6.1)
## : balance > 98:
## : :...month in {apr,aug,jul,jun,may,
## : : nov}: yes (134/29.8)
## : month in {feb,
## : jan}: no (30.5/7.8)
## job in {admin.,blue-collar,entrepreneur,housemaid,
## : management,retired,self-employed,services,
## : technician,unemployed,unknown}:
## :...housing = yes:
## :...previous > 2:
## : :...month in {aug,jul,jun}: yes (51.6/14)
## : : month = jan: no (18.7)
## : : month in {apr,feb,may,nov}:
## : : :...duration > 435: yes (73.3/28.1)
## : : duration <= 435:
## : : :...balance <= 1534: no (205.8/34.3)
## : : balance > 1534: yes (85.1/40.8)
## : previous <= 2:
## : :...education in {primary,
## : : unknown}: no (468.9/75.3)
## : education in {secondary,tertiary}:
## : :...age <= 29:
## : :...month in {aug,feb,
## : : : nov}: yes (53.9/17.2)
## : : month = jun: no (4.5)
## : : month in {apr,jan,jul,may}:
## : : :...poutcome = other: yes (17.7/6.7)
## : : poutcome in {failure,unknown}:
## : : :...pdays > 107: no (25.8)
## : : pdays <= 107: [S5]
## : age > 29:
## : :...duration <= 266: no (688.6/91.5)
## : duration > 266:
## : :...day > 22:
## : :...balance <= 4515: no (231.8/58.8)
## : : balance > 4515: yes (17.6/4.3)
## : day <= 22: [S6]
## housing = no:
## :...loan = yes: no (524.4/106.8)
## loan = no:
## :...balance <= 61:
## :...poutcome in {failure,
## : : unknown}: no (576.5/124.9)
## : poutcome = other: yes (29.8/12.1)
## balance > 61:
## :...balance > 12980: no (64.4/9.5)
## balance <= 12980:
## :...poutcome in {failure,other}: [S7]
## poutcome = unknown:
## :...month in {apr,jun,may}: [S8]
## month in {aug,feb,jan,jul,nov}:
## :...day > 17:
## :...age > 61: yes (44.1/18.4)
## : age <= 61:
## : :...balance > 2371: [S9]
## : balance <= 2371: [S10]
## day <= 17: [S11]
##
## SubTree [S1]
##
## job in {admin.,blue-collar,management,retired,self-employed,
## : student}: no (132.4/32.1)
## job = technician: yes (41.2/15.6)
##
## SubTree [S2]
##
## contact = cellular: no (202.5/29.4)
## contact in {telephone,unknown}: yes (37.2/8.1)
##
## SubTree [S3]
##
## job in {admin.,unemployed}: no (36.9/4)
## job in {entrepreneur,housemaid,management,retired,services,technician}:
## :...age > 78: no (19/1.2)
## age <= 78:
## :...marital = divorced: yes (52.1/12.1)
## marital in {married,single}:
## :...education = primary: no (52.4/11.7)
## education in {secondary,tertiary}:
## :...month = sep: no (26.7/6.6)
## month in {apr,oct}:
## :...poutcome in {failure,unknown}: yes (196.3/91.1)
## poutcome = other: no (12.3/2.2)
##
## SubTree [S4]
##
## job in {entrepreneur,housemaid,unknown}: no (64.3/26.6)
## job in {retired,self-employed,student,unemployed}: yes (179.4/67.8)
## job = admin.:
## :...marital = divorced: no (35.8/15.8)
## : marital = single: yes (103.3/34.8)
## job = services:
## :...age <= 39: yes (107.5/23.6)
## : age > 39: no (43.7/14.5)
## job = management:
## :...balance <= 1: no (50.7/13)
## : balance > 1:
## : :...month in {apr,jan,nov}: yes (37.6/6.7)
## : month in {aug,feb,jul,jun,may}:
## : :...marital = divorced: yes (52.6/19.8)
## : marital = single:
## : :...contact in {cellular,telephone}: no (116.6/45.2)
## : contact = unknown: yes (45.5/17.9)
## job = technician:
## :...education in {primary,unknown}: no (15.5/0.6)
## : education in {secondary,tertiary}:
## : :...loan = yes: no (45.9/16.3)
## : loan = no:
## : :...housing = no: yes (92.7/45)
## : housing = yes:
## : :...marital = divorced: no (14.4/4.4)
## : marital = single: yes (140.6/35.9)
## job = blue-collar:
## :...default = yes: no (5/0.6)
## default = no:
## :...month in {aug,jun}: yes (24.4/2.8)
## month in {apr,feb,jan,jul,may,nov}:
## :...loan = yes: yes (44.9/10.6)
## loan = no:
## :...education = tertiary: yes (4.4)
## education = unknown: no (6.1)
## education in {primary,secondary}:
## :...balance <= -10: yes (32/3.3)
## balance > -10:
## :...age > 38: yes (50.1/16.8)
## age <= 38:
## :...balance <= 2052: no (117/32.7)
## balance > 2052: yes (8.8)
##
## SubTree [S5]
##
## poutcome = failure: yes (9.5/0.6)
## poutcome = unknown:
## :...age <= 23: yes (28/11.2)
## age > 23: no (294.5/72.2)
##
## SubTree [S6]
##
## contact = telephone: no (42.9)
## contact = cellular:
## :...loan = yes: no (219.5/33.2)
## loan = no:
## :...day > 18: no (178.7/24.4)
## day <= 18:
## :...campaign <= 2: no (692.3/156)
## campaign > 2:
## :...month in {apr,jan,jun}: yes (42.5/13)
## month in {aug,feb,jul,may,nov}:
## :...day <= 5: yes (23.7/8.3)
## day > 5: no (172/39)
##
## SubTree [S7]
##
## education = unknown: yes (27.2/2.4)
## education in {primary,secondary,tertiary}:
## :...month in {apr,jan}: no (94.9/23.4)
## month in {aug,feb,jul,jun,may,nov}:
## :...balance > 3684: no (78/26)
## balance <= 3684:
## :...duration > 379: yes (119.4/30.1)
## duration <= 379:
## :...age <= 32: yes (86.3/23.8)
## age > 32:
## :...duration > 359: no (15.6/0.6)
## duration <= 359:
## :...day <= 2: no (12.5/0.6)
## day > 2:
## :...duration > 344: yes (19.9)
## duration <= 344:
## :...age > 65: yes (22.1/2.8)
## age <= 65:
## :...previous > 7: no (10.8)
## previous <= 7:
## :...education = primary: no (15.3/2.2)
## education in {secondary,tertiary}:
## :...balance <= 1910: no (117.3/53)
## balance > 1910: yes (45.5/10.7)
##
## SubTree [S8]
##
## contact = telephone: yes (61.5/19.2)
## contact = cellular:
## :...day > 27: yes (139.7/45.3)
## day <= 27:
## :...day <= 1: yes (28.6/6.7)
## day > 1:
## :...education = secondary: no (282.6/107.9)
## education in {primary,tertiary,unknown}:
## :...age > 50: yes (68.7/14.2)
## age <= 50:
## :...marital in {divorced,married}: no (103.3/33.8)
## marital = single: yes (116.9/51.6)
##
## SubTree [S9]
##
## job in {entrepreneur,services,unemployed,unknown}: no (20.3)
## job in {admin.,blue-collar,housemaid,management,retired,self-employed,
## : technician}:
## :...duration <= 440: no (120.5/43.8)
## duration > 440: yes (48.9/10.3)
##
## SubTree [S10]
##
## job in {admin.,self-employed}: no (64.3/0.6)
## job in {blue-collar,entrepreneur,housemaid,management,retired,services,
## : technician,unemployed,unknown}:
## :...duration <= 331: no (225.6/31.1)
## duration > 331:
## :...age > 55: no (30.5)
## age <= 55:
## :...balance <= 159: yes (39.8/12.6)
## balance > 159:
## :...month in {feb,jan}: no (30.5)
## month in {aug,jul,nov}:
## :...duration <= 373: yes (52.8/18.3)
## duration > 373: no (114.1/25.9)
##
## SubTree [S11]
##
## month = jan: yes (37.3/2.4)
## month in {aug,feb,jul,nov}:
## :...marital = divorced:
## :...duration <= 221: no (10.2)
## : duration > 221: yes (131.3/54)
## marital in {married,single}:
## :...day <= 3:
## :...month in {aug,jul,nov}: yes (38.5/7.9)
## : month = feb: no (120.3/52.5)
## day > 3:
## :...day <= 5:
## :...campaign > 2: no (9.5)
## : campaign <= 2:
## : :...contact = telephone: yes (6.7/2.2)
## : contact = cellular:
## : :...balance > 2757: no (17.2)
## : balance <= 2757:
## : :...balance <= 1605: no (120.9/21.6)
## : balance > 1605: yes (34.1/10.9)
## day > 5:
## :...education in {tertiary,unknown}:
## :...contact = cellular: no (312.1/94.4)
## : contact = telephone: yes (18/5.3)
## education in {primary,secondary}:
## :...job in {entrepreneur,self-employed,
## : unknown}: no (20.9)
## job in {admin.,blue-collar,housemaid,management,retired,
## : services,technician,unemployed}:
## :...campaign <= 1: yes (124.1/44.5)
## campaign > 1:
## :...day > 12: no (76.9/19.9)
## day <= 12:
## :...age <= 24: yes (11.8/0.6)
## age > 24:
## :...duration <= 226: no (18.1)
## duration > 226:
## :...day <= 11: no (108.2/50.3)
## day > 11: yes (40.6/11.8)
##
## ----- Trial 3: -----
##
## Decision tree:
##
## duration <= 205:
## :...poutcome = success:
## : :...duration <= 62: no (31.2/2.7)
## : : duration > 62:
## : : :...previous <= 2:
## : : :...loan = yes: no (32.2/13.9)
## : : : loan = no:
## : : : :...month in {apr,aug,dec,feb,jun,mar,nov,
## : : : : sep}: yes (362.8/115.9)
## : : : month in {jan,jul,may,oct}: no (96.1/39.1)
## : : previous > 2:
## : : :...duration <= 82: no (29.5/4.5)
## : : duration > 82:
## : : :...duration <= 92: yes (27.6/4.3)
## : : duration > 92:
## : : :...pdays > 184: no (64.3/8.7)
## : : pdays <= 184:
## : : :...pdays > 179: yes (46.4/13.3)
## : : pdays <= 179:
## : : :...contact in {telephone,unknown}: no (12.2)
## : : contact = cellular:
## : : :...previous <= 5: no (160.4/49.4)
## : : previous > 5: yes (47.9/13.5)
## : poutcome in {failure,other,unknown}:
## : :...month in {apr,dec,feb,jan,mar,oct,sep}:
## : :...default = yes: no (17.5)
## : : default = no:
## : : :...duration <= 74: no (466.1/34.8)
## : : duration > 74:
## : : :...contact = unknown: yes (40.2/15.2)
## : : contact in {cellular,telephone}:
## : : :...month in {mar,sep}:
## : : :...contact = telephone: no (43.1/11.6)
## : : : contact = cellular:
## : : : :...poutcome = other: no (38.5/10.1)
## : : : poutcome in {failure,unknown}:
## : : : :...duration > 172: yes (105.2/31.4)
## : : : duration <= 172:
## : : : :...month = sep: no (134.6/51.8)
## : : : month = mar:
## : : : :...age <= 33: no (103.7/36.4)
## : : : age > 33: yes (152.4/55.7)
## : : month in {apr,dec,feb,jan,oct}:
## : : :...balance <= -1: no (61.2)
## : : balance > -1:
## : : :...housing = yes:
## : : :...pdays > 342: yes (29.4/13)
## : : : pdays <= 342:
## : : : :...day <= 7: no (234/18.8)
## : : : day > 7:
## : : : :...month in {apr,dec,jan}:
## : : : :...age > 32: no (292.4/31.5)
## : : : : age <= 32:
## : : : : :...age <= 31: no (85.8/9)
## : : : : age > 31: yes (46.7/13.9)
## : : : month in {feb,oct}:
## : : : :...campaign > 4: no (9.2)
## : : : campaign <= 4:
## : : : :...duration > 190: no (10)
## : : : duration <= 190:
## : : : :...age <= 44: yes (117.5/53.3)
## : : : age > 44: no (45.7/12.2)
## : : housing = no:
## : : :...day > 27:
## : : :...pdays <= 256: no (233.7/50.1)
## : : : pdays > 256: yes (13.4/3.3)
## : : day <= 27:
## : : :...day <= 6: no (355.3/96.5)
## : : day > 6:
## : : :...month = feb: [S1]
## : : month in {apr,dec,jan,oct}:
## : : :...age > 36: no (386/105.1)
## : : age <= 36:
## : : :...duration > 178: yes (54.1/9)
## : : duration <= 178:
## : : :...duration > 160: no (67.8/16.8)
## : : duration <= 160:
## : : :...age <= 20: no (11.6)
## : : age > 20: [S2]
## : month in {aug,jul,jun,may,nov}:
## : :...campaign > 3: no (2308.7/41)
## : campaign <= 3:
## : :...contact = unknown:
## : :...month in {aug,jul,nov}: no (165.4/55.6)
## : : month in {jun,may}:
## : : :...poutcome in {failure,unknown}: no (2163.8/18.7)
## : : poutcome = other: yes (11.4/1.8)
## : contact in {cellular,telephone}:
## : :...day <= 3:
## : :...loan = yes: no (13.6)
## : : loan = no:
## : : :...month in {aug,nov}: yes (49.7/11.7)
## : : month in {jul,jun,may}: no (224.6/75.1)
## : day > 3:
## : :...duration <= 123: no (2152.6/126.9)
## : duration > 123:
## : :...balance <= -1: no (149.5)
## : balance > -1:
## : :...loan = yes: no (278.4/16.2)
## : loan = no:
## : :...housing = yes: no (811.9/119.9)
## : housing = no:
## : :...month = jun: yes (119.4/45.1)
## : month in {aug,jul,may,nov}:
## : :...poutcome = other: yes (47.9/18.2)
## : poutcome in {failure,unknown}: [S3]
## duration > 205:
## :...duration > 521:
## :...previous > 10: yes (44.6/9.9)
## : previous <= 10:
## : :...previous > 8: no (26.5/5.1)
## : previous <= 8:
## : :...poutcome = success:
## : :...contact = unknown: no (2.7)
## : : contact in {cellular,telephone}:
## : : :...loan = yes: no (16.9/5.4)
## : : loan = no:
## : : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : management,retired,self-employed,services,
## : : : unemployed,unknown}: yes (209.2/45.1)
## : : job in {student,technician}: no (46.6/19.2)
## : poutcome in {failure,other,unknown}:
## : :...campaign <= 1:
## : :...duration > 1689: no (73.5/22.5)
## : : duration <= 1689:
## : : :...duration > 1431: yes (89/16.6)
## : : duration <= 1431:
## : : :...contact in {cellular,telephone}:
## : : :...age <= 27:
## : : : :...loan = yes: no (41.6/12.6)
## : : : : loan = no:
## : : : : :...pdays > 342: no (21.6/4.2)
## : : : : pdays <= 342:
## : : : : :...day > 28: no (16.1/2.7)
## : : : : day <= 28:
## : : : : :...balance <= 604: no (77.6/34.4)
## : : : : balance > 604: yes (75.3/13.6)
## : : : age > 27:
## : : : :...job in {entrepreneur,housemaid,retired,
## : : : : self-employed,student,
## : : : : unemployed,
## : : : : unknown}: yes (485.4/181)
## : : : job = blue-collar:
## : : : :...marital = divorced: no (35.7/12.8)
## : : : : marital in {married,
## : : : : single}: yes (411/121.1)
## : : : job = services:
## : : : :...marital = divorced: yes (40.6/5.9)
## : : : : marital in {married,
## : : : : single}: no (99.4/43.4)
## : : : job = admin.:
## : : : :...contact = telephone: no (1.8)
## : : : : contact = cellular:
## : : : : :...month in {apr,aug,dec,jan,jul,
## : : : : : jun,mar,may,nov,oct,
## : : : : : sep}: yes (196.6/55.6)
## : : : : month = feb: no (6.5)
## : : : job = management:
## : : : :...age <= 32: yes (95.3/22.8)
## : : : : age > 32: [S4]
## : : : job = technician:
## : : : :...education = primary: no (7.4)
## : : : education in {secondary,tertiary,
## : : : : unknown}:
## : : : :...day <= 7: yes (72/12.2)
## : : : day > 7: [S5]
## : : contact = unknown:
## : : :...balance > 3354: no (65.5/13.2)
## : : balance <= 3354:
## : : :...duration > 1176: yes (39.9/8.7)
## : : duration <= 1176:
## : : :...education in {primary,
## : : : unknown}: yes (168.8/70.6)
## : : education = tertiary: no (114.9/43.6)
## : : education = secondary:
## : : :...month in {apr,aug,dec,feb,jan,
## : : : jul,mar,nov,oct,
## : : : sep}: no (7.6)
## : : month in {jun,may}: [S6]
## : campaign > 1:
## : :...campaign > 17: no (32.8/7.5)
## : campaign <= 17:
## : :...duration > 979:
## : :...pdays > 146: no (104.6/36.7)
## : : pdays <= 146:
## : : :...month = dec: yes (0)
## : : month in {jul,mar,oct}:
## : : :...balance <= 4908: yes (329/86.3)
## : : : balance > 4908: no (17.2/3.7)
## : : month in {apr,aug,feb,jan,jun,may,nov,sep}:
## : : :...job in {admin.,entrepreneur,
## : : : self-employed,student,
## : : : unknown}: yes (161.8/47.6)
## : : job in {housemaid,retired,services,
## : : : unemployed}: no (186.9/76.5)
## : : job = technician:
## : : :...duration > 1735: no (31.2/4.6)
## : : : duration <= 1735:
## : : : :...duration <= 1134: no (61.2/17.4)
## : : : duration > 1134: yes (85.3/20.9)
## : : job = management:
## : : :...month in {jan,sep}: no (11.4)
## : : : month in {apr,aug,feb,jun,may,nov}:
## : : : :...age <= 34: yes (69.7/15.8)
## : : : age > 34:
## : : : :...age <= 45: no (73.2/27.5)
## : : : age > 45: yes (75.7/22.7)
## : : job = blue-collar:
## : : :...balance > 5427: yes (14.4)
## : : balance <= 5427: [S7]
## : duration <= 979:
## : :...month in {dec,oct}: yes (42.8/11.2)
## : month in {jan,mar,sep}: no (137.6/48.4)
## : month = feb:
## : :...job in {admin.,housemaid,self-employed,
## : : : services,student,
## : : : unknown}: yes (46/4.6)
## : : job in {blue-collar,entrepreneur,
## : : management,retired,technician,
## : : unemployed}: no (136.6/38)
## : month = apr:
## : :...housing = no: yes (73.5/20.9)
## : : housing = yes:
## : : :...day > 23: yes (20.6/5.5)
## : : day <= 23:
## : : :...loan = yes: yes (22.4/6.1)
## : : loan = no:
## : : :...age <= 29: yes (7.3/1)
## : : age > 29: no (120/16.8)
## : month = nov:
## : :...age <= 33: no (38.7)
## : : age > 33:
## : : :...job in {self-employed,student,
## : : : unknown}: no (30.7)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,services,
## : : : technician,unemployed}:
## : : :...education = tertiary: yes (77.3/23.5)
## : : education = unknown: no (1.8)
## : : education in {primary,secondary}:
## : : :...pdays > 155: no (12.6)
## : : pdays <= 155:
## : : :...duration <= 548: no (10.1)
## : : duration > 548:
## : : :...balance <= 5372: no (114/50.1)
## : : balance > 5372: yes (24.5/2.3)
## : month = aug:
## : :...poutcome in {failure,
## : : : other}: yes (13.8/0.5)
## : : poutcome = unknown:
## : : :...job in {housemaid,
## : : : student}: no (18.4)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : retired,self-employed,services,
## : : : technician,unemployed,unknown}:
## : : :...balance <= -1: no (34.8/5.9)
## : : balance > -1: [S8]
## : month = jul:
## : :...duration <= 550: no (74/14.6)
## : : duration > 550:
## : : :...job in {retired,self-employed,
## : : : student}: yes (59.7/11.1)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,services,technician,
## : : : unemployed,unknown}:
## : : :...education = primary: yes (116.9/51.1)
## : : education = unknown: no (32.4/12.4)
## : : education = tertiary:
## : : :...campaign <= 7: yes (111.9/46.7)
## : : : campaign > 7: no (25.2/3.6)
## : : education = secondary:
## : : :...job in {management,unemployed,
## : : : unknown}: no (14.9)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : services,technician}:
## : : :...balance > 1765: yes (51.1/16.9)
## : : balance <= 1765: [S9]
## : month = jun:
## : :...poutcome in {failure,
## : : : other}: yes (7.4)
## : : poutcome = unknown:
## : : :...education = unknown: no (23.2/0.5)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...job in {services,
## : : : unknown}: no (26.2)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,
## : : : self-employed,student,
## : : : technician,unemployed}:
## : : :...duration > 713: no (151.3/56.9)
## : : duration <= 713:
## : : :...campaign > 12: yes (14.9)
## : : campaign <= 12: [S10]
## : month = may:
## : :...day <= 4: yes (46.7/4.6)
## : day > 4:
## : :...previous > 2: no (65.9/21.6)
## : previous <= 2:
## : :...pdays > 60: yes (86.5/23.9)
## : pdays <= 60:
## : :...balance <= 243: [S11]
## : balance > 243:
## : :...housing = no: no (61.2/21)
## : housing = yes:
## : :...loan = yes: no (34.5/12.2)
## : loan = no: [S12]
## duration <= 521:
## :...contact = unknown:
## :...month = jan: no (0)
## : month in {apr,aug,feb,mar,oct,sep}: yes (39.9/2.1)
## : month in {dec,jul,jun,may,nov}:
## : :...poutcome = success: no (0)
## : poutcome = other: yes (4.5)
## : poutcome in {failure,unknown}:
## : :...duration <= 370: no (1270.9/32)
## : duration > 370:
## : :...day > 28: no (42.8)
## : day <= 28:
## : :...job in {retired,self-employed,student,
## : : unknown}: no (37)
## : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : management,services,technician,unemployed}:
## : :...month in {dec,jul,nov}: no (15.1/4.8)
## : month = jun:
## : :...day <= 4: no (55.1/7.6)
## : : day > 4:
## : : :...housing = no: no (115.9/38.2)
## : : housing = yes: yes (112.7/47.9)
## : month = may:
## : :...duration <= 413: no (92.8)
## : duration > 413:
## : :...duration <= 415: yes (16.2/2)
## : duration > 415:
## : :...education in {primary,secondary,
## : : tertiary}: no (268.7/54.9)
## : education = unknown: yes (18.8/6.9)
## contact in {cellular,telephone}:
## :...poutcome = success:
## :...job in {blue-collar,services,unemployed,
## : : unknown}: yes (208.7/71.7)
## : job in {entrepreneur,housemaid,self-employed,
## : : student}: no (141.5/62.5)
## : job = admin.:
## : :...pdays <= 79: no (7.4)
## : : pdays > 79: yes (139.7/53.6)
## : job = retired:
## : :...campaign <= 1: yes (89.3/11.4)
## : : campaign > 1: no (62.7/26.5)
## : job = technician:
## : :...previous > 6: yes (11.1)
## : : previous <= 6:
## : : :...month in {apr,feb,jan,jun,mar,may,nov,oct,
## : : : sep}: no (155.8/70)
## : : month in {aug,dec,jul}: yes (22.8)
## : job = management:
## : :...previous <= 1: yes (77.1/7.7)
## : previous > 1:
## : :...pdays <= 38: no (12)
## : pdays > 38:
## : :...age > 65: yes (13.5)
## : age <= 65:
## : :...age > 59: no (11.9/0.5)
## : age <= 59:
## : :...duration <= 496: yes (156.4/61)
## : duration > 496: no (14.3/0.5)
## poutcome in {failure,other,unknown}:
## :...pdays > 386:
## :...contact = cellular: yes (123.6/35.3)
## : contact = telephone: no (15.1/5.4)
## pdays <= 386:
## :...balance <= -1:
## :...pdays > 360: yes (25.3/9.7)
## : pdays <= 360:
## : :...job in {blue-collar,housemaid,management,retired,
## : : self-employed,services,student,
## : : unknown}: no (237.8/21.9)
## : job in {admin.,entrepreneur,technician,unemployed}:
## : :...age <= 27: yes (21.8/7.6)
## : age > 27: no (153.7/29.4)
## balance > -1:
## :...month in {dec,jun,mar,oct,sep}:
## :...contact = telephone:
## : :...job in {entrepreneur,student,
## : : : unknown}: no (35.5/0.5)
## : : job in {admin.,blue-collar,housemaid,
## : : : management,retired,self-employed,
## : : : services,technician,unemployed}:
## : : :...day <= 7: no (51.2/11.8)
## : : day > 7:
## : : :...campaign > 4: yes (10.8)
## : : campaign <= 4:
## : : :...age <= 53: yes (38.7/8.7)
## : : age > 53: no (85.8/32.4)
## : contact = cellular:
## : :...loan = yes: yes (74.4/23.2)
## : loan = no:
## : :...job in {entrepreneur,housemaid,retired,
## : : student,technician,unknown}:
## : :...education = unknown: no (49/22)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...balance > 3373: yes (75.8/9.4)
## : : balance <= 3373:
## : : :...day <= 28: yes (387.7/133.3)
## : : day > 28: no (26.7/8.7)
## : job in {admin.,blue-collar,management,
## : : self-employed,services,unemployed}:
## : :...age <= 28: yes (116.3/39.5)
## : age > 28:
## : :...age <= 32: no (174.4/47.9)
## : age > 32:
## : :...pdays > 197: yes (45.7/8.5)
## : pdays <= 197:
## : :...campaign <= 2: no (351/142.3)
## : campaign > 2: yes (81.9/22.1)
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...pdays > 271:
## :...month in {jan,nov}: yes (13.7/0.5)
## : month in {apr,aug,feb,jul,may}:
## : :...day <= 22: no (524/82.4)
## : day > 22: yes (38.4/16.2)
## pdays <= 271:
## :...housing = no:
## :...age <= 25:
## : :...poutcome = failure: yes (18.9/3.7)
## : : poutcome in {other,unknown}:
## : : :...day <= 4: no (10.4/0.5)
## : : day > 4:
## : : :...balance > 1777: yes (36.2)
## : : balance <= 1777:
## : : :...balance > 1326: no (10.3)
## : : balance <= 1326: [S13]
## : age > 25:
## : :...pdays > 67:
## : :...education = tertiary: [S14]
## : : education in {primary,secondary,
## : : : unknown}:
## : : :...pdays > 256: yes (18.5/3)
## : : pdays <= 256: [S15]
## : pdays <= 67:
## : :...day <= 3:
## : :...marital = single: no (102.2/41.1)
## : : marital in {divorced,married}:
## : : :...age > 63: no (33.9/9.7)
## : : age <= 63: [S16]
## : day > 3:
## : :...loan = yes: [S17]
## : loan = no:
## : :...month in {apr,feb,may}:
## : :...age <= 27: no (82.3/19.3)
## : : age > 27: [S18]
## : month in {aug,jan,jul,nov}:
## : :...age > 76: yes (25.4/2.6)
## : age <= 76: [S19]
## housing = yes:
## :...month = jan: no (70.2/7.1)
## month in {apr,aug,feb,jul,may,nov}:
## :...job in {housemaid,
## : unknown}: no (40.5/4.5)
## job in {admin.,blue-collar,
## : entrepreneur,management,
## : retired,self-employed,services,
## : student,technician,unemployed}:
## :...age > 59: yes (43.8/17)
## age <= 59:
## :...day > 21:
## :...month in {apr,feb,may,nov}: [S20]
## : month in {aug,jul}: [S21]
## day <= 21:
## :...day > 18: no (310.7/43)
## day <= 18:
## :...duration > 456: [S22]
## duration <= 456: [S23]
##
## SubTree [S1]
##
## job in {admin.,blue-collar,entrepreneur,management,retired,student,technician,
## : unemployed,unknown}: yes (184.8/56)
## job in {housemaid,self-employed,services}: no (32.5/6.3)
##
## SubTree [S2]
##
## poutcome in {failure,other}: no (34.6/5.3)
## poutcome = unknown:
## :...marital = divorced: yes (4.5)
## marital in {married,single}:
## :...duration <= 91: no (17.7)
## duration > 91: yes (163.4/57.1)
##
## SubTree [S3]
##
## job in {self-employed,unknown}: no (30.8)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,services,
## : student,technician,unemployed}:
## :...duration > 183:
## :...previous > 1: no (17.4)
## : previous <= 1:
## : :...balance <= 265: no (45.5/4.5)
## : balance > 265:
## : :...education = unknown: no (4.8)
## : education in {primary,secondary,tertiary}:
## : :...month = jul: no (13.2/2.7)
## : month in {aug,may,nov}:
## : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : management,retired,services,
## : : technician}: yes (140.3/39.4)
## : job in {student,unemployed}: no (10.8)
## duration <= 183:
## :...education = unknown: yes (50.2/24.5)
## education in {primary,secondary,tertiary}:
## :...poutcome = failure: no (122.8/46)
## poutcome = unknown:
## :...job in {housemaid,management,retired,student}: no (215/26.8)
## job in {admin.,blue-collar,entrepreneur,services,technician,
## : unemployed}:
## :...balance > 3846: yes (38.7/15)
## balance <= 3846:
## :...marital = married: no (114.7/11.9)
## marital in {divorced,single}:
## :...duration <= 125: yes (14.4/2.5)
## duration > 125: no (110.8/33.2)
##
## SubTree [S4]
##
## education = secondary: no (40.4/11.9)
## education = primary: yes (9.6)
## education in {tertiary,unknown}:
## :...balance <= 78: no (75.4/23.6)
## balance > 78: yes (297.1/116)
##
## SubTree [S5]
##
## poutcome = other: yes (15.8/1.8)
## poutcome in {failure,unknown}:
## :...duration <= 773: yes (132.1/44)
## duration > 773: no (93.1/38)
##
## SubTree [S6]
##
## job in {entrepreneur,housemaid,self-employed,student,unknown}: no (14.1)
## job in {admin.,blue-collar,management,retired,services,technician,unemployed}:
## :...default = yes: yes (9.7/1.8)
## default = no:
## :...age <= 31: yes (117.6/42.5)
## age > 31:
## :...day <= 4: yes (12.3)
## day > 4: no (227.9/90.1)
##
## SubTree [S7]
##
## marital = divorced: yes (2.5)
## marital = single: no (51/22)
## marital = married:
## :...balance > 2716: yes (10.1)
## balance <= 2716:
## :...duration > 1809: no (9.8)
## duration <= 1809:
## :...balance <= 2120: yes (151.2/52.8)
## balance > 2120: no (9)
##
## SubTree [S8]
##
## marital = divorced: yes (47.2/12.8)
## marital in {married,single}:
## :...age > 57: no (48.4/14.5)
## age <= 57:
## :...balance > 462:
## :...campaign <= 2: no (106.1/49.5)
## : campaign > 2: yes (142.9/42.6)
## balance <= 462:
## :...contact = unknown: no (0)
## contact = telephone: yes (3.7)
## contact = cellular:
## :...campaign <= 2: yes (104.2/37.5)
## campaign > 2: no (116.9/34.1)
##
## SubTree [S9]
##
## campaign > 6: yes (40.3/15.4)
## campaign <= 6:
## :...age > 52: no (23.2)
## age <= 52:
## :...contact = telephone: no (7.4)
## contact in {cellular,unknown}:
## :...age > 46: yes (26.8/6.6)
## age <= 46:
## :...day <= 8: yes (44.2/15.3)
## day > 8: no (163.8/43.3)
##
## SubTree [S10]
##
## contact = cellular: yes (22.3/2.7)
## contact = telephone: no (5/0.5)
## contact = unknown:
## :...balance > 2876: no (18.1)
## balance <= 2876:
## :...marital = divorced: no (23.9/4.8)
## marital in {married,single}:
## :...balance > 1736: yes (21.5)
## balance <= 1736:
## :...job in {admin.,entrepreneur,housemaid,retired,self-employed,
## : unemployed}: no (42.7/7.5)
## job in {blue-collar,management,student,
## technician}: yes (148/42.3)
##
## SubTree [S11]
##
## education = unknown: no (12.4)
## education in {primary,secondary,tertiary}:
## :...day <= 8: no (80.2/19.2)
## day > 8:
## :...duration <= 540: yes (19.5/2.5)
## duration > 540:
## :...job in {admin.,housemaid,management,retired,student,unemployed,
## : unknown}: no (59.8/9)
## job in {blue-collar,entrepreneur,self-employed,services,technician}:
## :...campaign > 4: no (41.9/8.5)
## campaign <= 4:
## :...education in {primary,tertiary}: no (41/14.3)
## education = secondary: yes (99.6/33.4)
##
## SubTree [S12]
##
## contact = cellular:
## :...campaign <= 5: yes (129.4/22.1)
## : campaign > 5: no (6.9)
## contact in {telephone,unknown}:
## :...day <= 17: no (117.8/39.2)
## day > 17:
## :...age > 49: yes (18.6)
## age <= 49:
## :...balance <= 403: no (23.2/4.8)
## balance > 403: yes (164.8/44.1)
##
## SubTree [S13]
##
## campaign > 2: yes (35.1/8.9)
## campaign <= 2:
## :...day <= 8: no (15.2)
## day > 8: yes (116/54.2)
##
## SubTree [S14]
##
## job = blue-collar: yes (0)
## job in {entrepreneur,housemaid,retired,unknown}: no (25.2/2.7)
## job in {admin.,management,self-employed,services,student,technician,unemployed}:
## :...campaign > 2: no (63.7/28.9)
## campaign <= 2:
## :...duration > 378: yes (57.7/2)
## duration <= 378:
## :...day <= 4: yes (24.4)
## day > 4:
## :...previous <= 1: no (23/5.3)
## previous > 1: yes (110.3/31.4)
##
## SubTree [S15]
##
## marital = divorced: no (13.7)
## marital in {married,single}:
## :...balance > 4798: no (18)
## balance <= 4798:
## :...duration > 475: no (17.6/0.5)
## duration <= 475:
## :...day > 27: no (25.5/3.2)
## day <= 27:
## :...pdays <= 91: yes (32.4/3.3)
## pdays > 91:
## :...duration <= 382: no (117.2/33.4)
## duration > 382: yes (49.8/13.4)
##
## SubTree [S16]
##
## duration > 457: yes (22.5/0.5)
## duration <= 457:
## :...job in {admin.,blue-collar,housemaid,management,retired,self-employed,
## : student,unknown}: yes (110.4/25.4)
## job in {entrepreneur,services,technician,unemployed}: no (25.3/3.7)
##
## SubTree [S17]
##
## job in {blue-collar,housemaid,self-employed,services,student,unemployed,
## : unknown}: no (100.7/4.8)
## job in {admin.,entrepreneur,management,retired,technician}:
## :...campaign > 4: no (17.6)
## campaign <= 4:
## :...default = yes: yes (6.8/2)
## default = no:
## :...age > 49: no (43/3.7)
## age <= 49:
## :...balance > 16125: yes (7.1)
## balance <= 16125:
## :...duration <= 214: yes (18.5/4)
## duration > 214: no (113/33.4)
##
## SubTree [S18]
##
## campaign > 6: yes (29/5.4)
## campaign <= 6:
## :...marital = married:
## :...job = student: yes (0)
## : job in {entrepreneur,housemaid,retired,self-employed,technician,
## : : unknown}:
## : :...education = primary: no (38.7/17)
## : : education in {secondary,tertiary,unknown}: yes (182.6/43)
## : job in {admin.,blue-collar,management,services,unemployed}:
## : :...duration <= 222: no (22.1)
## : duration > 222:
## : :...balance <= 56: no (11.7)
## : balance > 56:
## : :...age <= 54: no (151/61.4)
## : age > 54: yes (44.1/14.5)
## marital in {divorced,single}:
## :...default = yes: yes (5.8/1)
## default = no:
## :...job in {entrepreneur,housemaid,services}: no (30.3/1.8)
## job in {admin.,blue-collar,management,retired,self-employed,
## : student,technician,unemployed,unknown}:
## :...contact = telephone: no (25.9/6.2)
## contact = cellular:
## :...month = apr: yes (111.3/38)
## month in {feb,may}:
## :...duration <= 215: yes (17.3/2.8)
## duration > 215:
## :...education = primary: no (22.3/1.8)
## education in {secondary,tertiary,unknown}:
## :...balance <= 297: no (32.8/3.2)
## balance > 297:
## :...balance <= 457: yes (20.8/1)
## balance > 457: no (110.7/34.9)
##
## SubTree [S19]
##
## duration <= 218: no (96.3/10.2)
## duration > 218:
## :...job in {self-employed,unknown}: no (73.5/7.1)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : services,student,technician,unemployed}:
## :...day <= 16:
## :...day <= 4: no (55.2/4.8)
## : day > 4:
## : :...month in {jan,nov}: yes (98.1/31.9)
## : month in {aug,jul}:
## : :...job in {admin.,blue-collar,housemaid,
## : : retired}: no (266.8/87.8)
## : job in {entrepreneur,services,student,
## : : unemployed}: yes (116.1/51.6)
## : job = management:
## : :...education in {primary,unknown}: yes (15/3.1)
## : : education in {secondary,tertiary}: no (234.7/84.8)
## : job = technician:
## : :...balance <= 5145: no (179.6/71)
## : balance > 5145: yes (16.5/2)
## day > 16:
## :...job in {entrepreneur,student}: no (33.1/0.5)
## job in {admin.,blue-collar,housemaid,management,retired,services,
## : technician,unemployed}:
## :...contact = telephone: no (58.5/8)
## contact = cellular:
## :...balance > 2486:
## :...day <= 20: no (69/15.4)
## : day > 20: yes (99.4/32.5)
## balance <= 2486:
## :...marital = divorced: no (115.5/48.5)
## marital in {married,single}:
## :...default = yes: yes (18.5/9.2)
## default = no:
## :...duration <= 224: yes (26.6/10.2)
## duration > 224:
## :...duration <= 360: no (235.2/30.7)
## duration > 360:
## :...balance > 347: no (112.9/19.1)
## balance <= 347:
## :...month = nov: yes (18.1/2)
## month in {aug,jan,jul}:
## :...duration <= 518: no (115.3/38.8)
## duration > 518: yes (9.6)
##
## SubTree [S20]
##
## previous > 3: yes (11.2)
## previous <= 3:
## :...previous <= 2: yes (150.1/41.6)
## previous > 2: no (13.4/2.7)
##
## SubTree [S21]
##
## marital = divorced: no (20.2)
## marital in {married,single}:
## :...job in {admin.,blue-collar,entrepreneur,retired,self-employed,student,
## : unemployed}: no (71.4/5.3)
## job in {management,services,technician}:
## :...duration <= 247: no (19.6)
## duration > 247:
## :...duration > 458: no (18.8)
## duration <= 458:
## :...month = aug: no (17.9/4.8)
## month = jul: yes (114.8/48.6)
##
## SubTree [S22]
##
## balance <= 47: no (24.5)
## balance > 47:
## :...month in {apr,feb,jul,nov}: no (147/57.5)
## month in {aug,may}:
## :...balance > 5737: no (7.2)
## balance <= 5737:
## :...previous > 3: yes (9.8)
## previous <= 3:
## :...day <= 11: no (46/19.2)
## day > 11: yes (87.2/19.7)
##
## SubTree [S23]
##
## duration <= 213: no (49.6)
## duration > 213:
## :...age > 56: no (32)
## age <= 56:
## :...pdays > 175:
## :...month in {apr,aug,jul,may}: yes (75.7/23.8)
## : month in {feb,nov}: no (56.5/11.6)
## pdays <= 175:
## :...pdays > 141: no (81.9/5.3)
## pdays <= 141:
## :...day > 17:
## :...month in {apr,aug,jul,may,nov}: no (167/65.2)
## : month = feb: yes (13)
## day <= 17:
## :...job in {retired,self-employed}: no (36.5/4.8)
## job = student: yes (22.2/8)
## job in {admin.,blue-collar,entrepreneur,management,
## : services,technician,unemployed}:
## :...poutcome = failure: no (52.8/19.4)
## poutcome = other: yes (8.1/3.3)
## poutcome = unknown:
## :...balance > 4752: no (35.9)
## balance <= 4752:
## :...day > 15: no (116.6/12.4)
## day <= 15:
## :...month in {feb,may}: no (445.4/89.9)
## month = nov: yes (19/2.6)
## month in {apr,aug,jul}:
## :...contact = telephone: no (12.4)
## contact = cellular:
## :...balance <= 50: no (31.5)
## balance > 50:
## :...job in {services,
## : unemployed}: no (15.5)
## job in {admin.,blue-collar,
## : entrepreneur,
## : management,technician}: [S24]
##
## SubTree [S24]
##
## marital = divorced: yes (26.9/8.2)
## marital in {married,single}:
## :...age <= 36: yes (120.4/55.2)
## age > 36: no (73.1/15.6)
##
## ----- Trial 4: -----
##
## Decision tree:
##
## duration <= 129:
## :...poutcome = success:
## : :...contact = telephone: no (15.1)
## : : contact in {cellular,unknown}:
## : : :...pdays > 98:
## : : :...month in {apr,aug,dec,jan,jul,jun,may,nov}: no (137.9/19.7)
## : : : month in {feb,mar,oct,sep}: yes (74/33.8)
## : : pdays <= 98:
## : : :...campaign > 3: no (11.3)
## : : campaign <= 3:
## : : :...age > 54: no (13)
## : : age <= 54:
## : : :...balance <= 218: no (35.6/9.9)
## : : balance > 218: yes (107.1/24.1)
## : poutcome in {failure,other,unknown}:
## : :...month in {apr,feb,mar,oct,sep}:
## : :...duration <= 60:
## : : :...day <= 26: no (205.7)
## : : : day > 26: yes (25.2/10.5)
## : : duration > 60:
## : : :...education = unknown: no (42.5/2.2)
## : : education in {primary,secondary,tertiary}:
## : : :...housing = yes:
## : : :...duration <= 65: yes (27.3/9.3)
## : : : duration > 65: no (458.9/85.7)
## : : housing = no:
## : : :...job in {entrepreneur,self-employed,services,unemployed,
## : : : unknown}: no (113.9/17.3)
## : : job in {admin.,blue-collar,housemaid,management,
## : : : retired,student,technician}:
## : : :...previous > 0: no (119.4/31.6)
## : : previous <= 0:
## : : :...marital = divorced: yes (56.9/20.9)
## : : marital in {married,single}:
## : : :...month in {apr,feb,oct}:
## : : :...job in {admin.,management,retired,
## : : : : student}: no (254.6/73.4)
## : : : job in {blue-collar,housemaid,
## : : : technician}: yes (108.4/52.4)
## : : month in {mar,sep}:
## : : :...education = primary: no (8.6)
## : : education in {secondary,
## : : tertiary}: yes (121/44.9)
## : month in {aug,dec,jan,jul,jun,may,nov}:
## : :...age <= 24:
## : :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : : : retired,self-employed,services,student,technician,
## : : : unknown}: no (128.3/36.9)
## : : job = unemployed: yes (15.5/0.8)
## : age > 24:
## : :...previous > 1:
## : :...day <= 2: yes (24.8/7.9)
## : : day > 2:
## : : :...duration <= 78: no (170.6)
## : : duration > 78:
## : : :...contact = unknown: yes (10.5/0.4)
## : : contact in {cellular,telephone}:
## : : :...job in {admin.,blue-collar,entrepreneur,
## : : : housemaid,retired,services,
## : : : unemployed}: no (94.4)
## : : job in {management,self-employed,student,
## : : : technician,unknown}:
## : : :...housing = no: yes (87.8/38)
## : : housing = yes: no (63.4/8.5)
## : previous <= 1:
## : :...day <= 4:
## : :...contact in {telephone,unknown}: no (143)
## : : contact = cellular:
## : : :...job in {admin.,housemaid,services,student,
## : : : unemployed}: yes (57.4/18.2)
## : : job in {blue-collar,entrepreneur,management,
## : : retired,self-employed,technician,
## : : unknown}: no (76.8/12)
## : day > 4:
## : :...marital = married: no (2393.6/37.3)
## : marital in {divorced,single}:
## : :...balance <= 150: no (504.8)
## : balance > 150:
## : :...balance > 989: no (402.4/16)
## : balance <= 989:
## : :...campaign > 3: no (132.9)
## : campaign <= 3:
## : :...month in {aug,dec,jan,
## : : may}: no (253.7/20.9)
## : month in {jul,jun,nov}:
## : :...day <= 15: yes (90.8/36.4)
## : day > 15: no (80.5/5.8)
## duration > 129:
## :...poutcome = success:
## :...age <= 23: yes (69.8/8)
## : age > 23:
## : :...month = oct:
## : :...job in {admin.,entrepreneur}: no (42/15.6)
## : : job in {blue-collar,housemaid,management,retired,self-employed,
## : : services,student,technician,unemployed,
## : : unknown}: yes (207.7/40.7)
## : month in {apr,aug,dec,feb,jan,jul,jun,mar,may,nov,sep}:
## : :...day <= 4: yes (257.5/86)
## : day > 4:
## : :...day <= 8:
## : :...job in {blue-collar,housemaid,
## : : : self-employed}: no (45.4/2.7)
## : : job in {admin.,entrepreneur,management,retired,
## : : : services,student,technician,unemployed,unknown}:
## : : :...month in {aug,feb,jun,mar,nov}: yes (100.7/35.1)
## : : month in {apr,dec,jan,jul,may,sep}:
## : : :...pdays <= 290: no (115.3/18.3)
## : : pdays > 290: yes (27.6/8.7)
## : day > 8:
## : :...day <= 9: yes (70.5/11.3)
## : day > 9:
## : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : student}:
## : :...month in {dec,mar}: yes (14.8)
## : : month in {apr,jan,jul,sep}:
## : : :...day <= 13: yes (7.9)
## : : : day > 13: no (148.5/35.3)
## : : month in {aug,feb,jun,may,nov}:
## : : :...age > 56: yes (16.6)
## : : age <= 56:
## : : :...loan = yes: no (10.6/1.5)
## : : loan = no:
## : : :...duration > 620: yes (10.8)
## : : duration <= 620:
## : : :...pdays > 372: yes (11.4)
## : : pdays <= 372:
## : : :...balance <= 81: yes (8.8)
## : : balance > 81: [S1]
## : job in {management,retired,self-employed,services,
## : : technician,unemployed,unknown}:
## : :...previous > 7: yes (34.9/2.1)
## : previous <= 7:
## : :...month in {feb,jul,sep}: yes (182.7/39.1)
## : month in {apr,aug,dec,jan,jun,mar,may,nov}:
## : :...duration > 664: yes (55.7/12)
## : duration <= 664:
## : :...housing = yes:
## : :...day <= 20: no (110.5/33.8)
## : : day > 20: yes (56.1/19.6)
## : housing = no:
## : :...loan = yes: no (16.2/4.7)
## : loan = no: [S2]
## poutcome in {failure,other,unknown}:
## :...duration <= 393:
## :...contact = unknown:
## : :...month in {apr,aug,dec,jan,jul,jun,may,sep}: no (2116.7/66.3)
## : : month in {feb,mar,nov,oct}: yes (67.1/19.6)
## : contact in {cellular,telephone}:
## : :...default = yes: no (119.1/6.6)
## : default = no:
## : :...balance <= -1:
## : :...month in {apr,aug,dec,feb,jan,jul,jun,may,nov,
## : : : sep}: no (398.3/42.3)
## : : month in {mar,oct}: yes (12.6/1.9)
## : balance > -1:
## : :...month in {dec,jun,mar,oct,sep}:
## : :...previous > 9: no (45.3/12.5)
## : : previous <= 9:
## : : :...previous > 4: yes (120.3/44.3)
## : : previous <= 4:
## : : :...job in {entrepreneur,unemployed,
## : : : unknown}: no (111.5/49.4)
## : : job in {housemaid,self-employed,
## : : : services}: yes (220.6/94.9)
## : : job = blue-collar:
## : : :...loan = no: no (118.3/45.3)
## : : : loan = yes: yes (10.3)
## : : job = student:
## : : :...education in {primary,tertiary,
## : : : : unknown}: yes (103.1/45.6)
## : : : education = secondary: no (102/29)
## : : job = retired:
## : : :...contact = telephone: yes (84.6/32.6)
## : : : contact = cellular:
## : : : :...duration > 318: no (37.4/6.5)
## : : : duration <= 318:
## : : : :...poutcome = other: yes (10.5)
## : : : poutcome in {failure,unknown}:
## : : : :...duration <= 292: no (147.7/62.6)
## : : : duration > 292: yes (13.6)
## : : job = technician:
## : : :...education in {primary,
## : : : : unknown}: yes (14.9)
## : : : education in {secondary,tertiary}:
## : : : :...marital = divorced: yes (32.4/7.3)
## : : : marital in {married,single}:
## : : : :...balance > 656: no (189.1/51.7)
## : : : balance <= 656:
## : : : :...duration <= 263: no (103.1/48.4)
## : : : duration > 263: yes (28.6)
## : : job = admin.:
## : : :...pdays > 353: no (20.5/3.4)
## : : : pdays <= 353:
## : : : :...balance <= 1: no (17.5/1.9)
## : : : balance > 1:
## : : : :...day > 30: yes (10.3)
## : : : day <= 30:
## : : : :...day > 27: no (31.4/4.3)
## : : : day <= 27:
## : : : :...age <= 30: no (57.6/17.4)
## : : : age > 30: yes (173.2/56.6)
## : : job = management:
## : : :...age > 56: yes (54.8/12.2)
## : : age <= 56:
## : : :...day <= 2: yes (76.2/19.9)
## : : day > 2:
## : : :...poutcome = other: no (32.5/6.5)
## : : poutcome in {failure,unknown}:
## : : :...age > 37: [S3]
## : : age <= 37:
## : : :...housing = yes: yes (87/29.5)
## : : housing = no: [S4]
## : month in {apr,aug,feb,jan,jul,may,nov}:
## : :...pdays > 373:
## : :...loan = no: yes (122.5/42.2)
## : : loan = yes: no (6.3)
## : pdays <= 373:
## : :...age > 60:
## : :...education = unknown: no (53.7/13.8)
## : : education in {primary,secondary,tertiary}:
## : : :...poutcome in {failure,
## : : : other}: no (102/44.5)
## : : poutcome = unknown:
## : : :...marital = divorced: yes (79.7/27)
## : : marital = single: no (2)
## : : marital = married: [S5]
## : age <= 60:
## : :...housing = yes:
## : :...month = jul:
## : : :...day <= 6: yes (26.7/6.6)
## : : : day > 6: [S6]
## : : month in {apr,aug,feb,jan,may,nov}:
## : : :...day > 21:
## : : :...month in {jan,
## : : : : nov}: no (92.6)
## : : : month in {apr,aug,feb,may}:
## : : : :...previous > 3: yes (18.2/0.8)
## : : : previous <= 3: [S7]
## : : day <= 21:
## : : :...day > 18: no (336.3/31.7)
## : : day <= 18:
## : : :...month = jan: yes (24.4/2.5)
## : : month in {apr,may}:
## : : :...day > 17: [S8]
## : : : day <= 17:
## : : : :...age <= 28: no (116.1)
## : : : age > 28: [S9]
## : : month in {aug,feb,nov}:
## : : :...balance <= 39: no (50.4)
## : : balance > 39:
## : : :...age <= 27: yes (40.1/11.1)
## : : age > 27: [S10]
## : housing = no:
## : :...campaign <= 1:
## : :...month = jul:
## : : :...balance <= 297: no (110.2/9.2)
## : : : balance > 297:
## : : : :...duration <= 175: no (23.9)
## : : : duration > 175: [S11]
## : : month in {apr,aug,feb,jan,may,nov}:
## : : :...job in {admin.,unknown}:
## : : :...age <= 25: yes (17.3/0.4)
## : : : age > 25: [S12]
## : : job in {blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,
## : : : self-employed,services,
## : : : student,technician,
## : : : unemployed}:
## : : :...pdays > 270: no (31.1/2.2)
## : : pdays <= 270: [S13]
## : campaign > 1:
## : :...day <= 1: yes (30/4.7)
## : day > 1:
## : :...campaign > 11: no (36.4/1.5)
## : campaign <= 11:
## : :...loan = yes: no (239.9/30.4)
## : loan = no: [S14]
## duration > 393:
## :...duration > 724:
## :...education = unknown:
## : :...job = housemaid: no (0)
## : : job = retired: yes (14.2)
## : : job in {admin.,blue-collar,entrepreneur,management,
## : : : self-employed,services,student,technician,
## : : : unemployed,unknown}:
## : : :...pdays > 109: no (18.6/0.4)
## : : pdays <= 109:
## : : :...balance <= 135: no (25.9/0.8)
## : : balance > 135:
## : : :...campaign > 4: yes (6.7)
## : : campaign <= 4:
## : : :...duration <= 727: yes (7.1)
## : : duration > 727: no (116.9/45.2)
## : education in {primary,secondary,tertiary}:
## : :...age > 68: no (71.8/22.4)
## : age <= 68:
## : :...campaign > 11: no (76.7/27.2)
## : campaign <= 11:
## : :...month in {dec,mar,sep}: yes (78.3/22.9)
## : month = oct: no (56.6/23.5)
## : month = feb:
## : :...job in {admin.,blue-collar,housemaid,retired,
## : : : services,unknown}: yes (69.7/11.9)
## : : job in {entrepreneur,management,self-employed,
## : : : student,technician,unemployed}:
## : : :...loan = yes: no (13.8)
## : : loan = no:
## : : :...pdays > 258: yes (8.9)
## : : pdays <= 258:
## : : :...housing = no: yes (103/42.2)
## : : housing = yes: no (44.7/12.9)
## : month = jan:
## : :...pdays > 169: no (9.5)
## : : pdays <= 169:
## : : :...job in {entrepreneur,
## : : : housemaid}: yes (0)
## : : job in {retired,student}: no (19.8)
## : : job in {admin.,blue-collar,management,
## : : : self-employed,services,technician,
## : : : unemployed,unknown}:
## : : :...default = yes: yes (3.5)
## : : default = no:
## : : :...age <= 52: yes (113.3/40.1)
## : : age > 52: no (15.8/2.2)
## : month = apr:
## : :...duration <= 892: no (152/40.5)
## : : duration > 892:
## : : :...day > 21: yes (18.6)
## : : day <= 21:
## : : :...duration <= 911: yes (16.1)
## : : duration > 911:
## : : :...age <= 29: yes (31.6/3.2)
## : : age > 29:
## : : :...age > 45: yes (33.9/6.4)
## : : age <= 45:
## : : :...balance <= 81: yes (22.9/4.7)
## : : balance > 81: no (128.6/51.5)
## : month = aug:
## : :...contact in {telephone,unknown}: no (10.5)
## : : contact = cellular:
## : : :...default = yes: no (4.1/0.4)
## : : default = no:
## : : :...duration > 1663: no (36.8/11)
## : : duration <= 1663:
## : : :...day <= 13: yes (291.5/80.2)
## : : day > 13:
## : : :...duration > 1249: yes (18.6)
## : : duration <= 1249:
## : : :...campaign <= 5: no (132.1/52.1)
## : : campaign > 5: yes (54.2/13.8)
## : month = jun:
## : :...default = yes: yes (7)
## : : default = no:
## : : :...balance <= 385:
## : : :...balance <= -54: yes (16.8/2.9)
## : : : balance > -54:
## : : : :...duration <= 741: yes (8.1)
## : : : duration > 741:
## : : : :...duration <= 780: no (16.6)
## : : : duration > 780: [S15]
## : : balance > 385:
## : : :...poutcome = failure: no (12.1/3.5)
## : : poutcome = other: yes (3.6)
## : : poutcome = unknown:
## : : :...balance <= 443: yes (17.5)
## : : balance > 443:
## : : :...age <= 29: no (13.5/0.8)
## : : age > 29:
## : : :...balance <= 533: no (12/0.4)
## : : balance > 533: yes (212.4/58.8)
## : month = nov:
## : :...default = yes: yes (10.1)
## : : default = no:
## : : :...job in {housemaid,self-employed,unemployed,
## : : : unknown}: no (69.7/12.8)
## : : job in {admin.,blue-collar,entrepreneur,
## : : : management,retired,services,
## : : : student,technician}:
## : : :...poutcome = other: no (30.5/7.6)
## : : poutcome in {failure,unknown}:
## : : :...marital = divorced: yes (40.3/9.9)
## : : marital = single: no (72.2/30)
## : : marital = married:
## : : :...duration <= 757: no (12.8)
## : : duration > 757:
## : : :...age <= 56: yes (182.9/57.7)
## : : age > 56: no (11.8/2.2)
## : month = jul:
## : :...balance > 4325: no (37.6/5.2)
## : : balance <= 4325:
## : : :...contact = unknown: no (12/1.5)
## : : contact in {cellular,telephone}:
## : : :...loan = yes:
## : : :...marital = single: yes (44.8/2.2)
## : : : marital in {divorced,married}:
## : : : :...balance <= -6: yes (44.1/12.5)
## : : : balance > -6: no (124.1/56.5)
## : : loan = no:
## : : :...job = unknown: no (0)
## : : job in {admin.,entrepreneur,
## : : : housemaid,self-employed,
## : : : services,student}:
## : : :...age <= 31: no (33.4/11.2)
## : : : age > 31: yes (121.3/26.7)
## : : job in {blue-collar,management,
## : : : retired,technician,
## : : : unemployed}:
## : : :...day > 28: no (62.2/12.8)
## : : day <= 28:
## : : :...housing = no: no (103.8/33)
## : : housing = yes: [S16]
## : month = may:
## : :...contact = telephone: no (16.2)
## : contact in {cellular,unknown}:
## : :...duration <= 737: yes (55.7/7.1)
## : duration > 737:
## : :...day > 29: yes (45.8/9.8)
## : day <= 29:
## : :...marital = single:
## : :...day <= 6: no (40.3/10.1)
## : : day > 6: [S17]
## : marital = divorced:
## : :...previous > 2: yes (15.2)
## : : previous <= 2:
## : : :...pdays > 297: no (13/1.7)
## : : pdays <= 297:
## : : :...day > 24: yes (14.9)
## : : day <= 24: [S18]
## : marital = married: [S19]
## duration <= 724:
## :...duration > 721: no (44.4/6.5)
## duration <= 721:
## :...contact = unknown:
## :...poutcome = failure: no (2.3)
## : poutcome = other: yes (3.7)
## : poutcome = unknown:
## : :...month in {dec,feb,jan,nov,sep}: no (0)
## : month in {apr,aug,mar}: yes (9.5)
## : month in {jul,jun,may,oct}:
## : :...duration <= 497:
## : :...day > 27: no (29.6)
## : : day <= 27:
## : : :...balance <= -349: yes (26.6/8.7)
## : : balance > -349: no (482.6/105.6)
## : duration > 497:
## : :...duration > 712: no (25.5)
## : duration <= 712:
## : :...campaign > 9: yes (33.5/9.9)
## : campaign <= 9:
## : :...balance > 2923: no (87.1/9.7)
## : balance <= 2923:
## : :...job in {admin.,management,
## : : retired,self-employed,
## : : services,student,
## : : unemployed}:
## : :...day > 28: no (29.2)
## : : day <= 28:
## : : :...campaign <= 2:
## : : :...age <= 55: yes (341.3/127.5)
## : : : age > 55: no (24.3/6.2)
## : : campaign > 2: [S20]
## : job in {blue-collar,
## : : entrepreneur,housemaid,
## : : technician,unknown}:
## : :...balance <= -38: no (56.3/3.9)
## : balance > -38:
## : :...balance > 992: no (96.9/15.7)
## : balance <= 992: [S21]
## contact in {cellular,telephone}:
## :...campaign > 9: no (93.1/19.4)
## campaign <= 9:
## :...default = yes: yes (110.7/45.2)
## default = no:
## :...month in {apr,jan,jul,nov}:
## :...education = unknown:
## : :...balance <= 23: no (10)
## : : balance > 23: yes (128.8/49.8)
## : education in {primary,secondary,tertiary}:
## : :...age <= 23: yes (27.6/5.2)
## : age > 23:
## : :...loan = yes: [S22]
## : loan = no: [S23]
## month in {aug,dec,feb,jun,mar,may,oct,sep}:
## :...balance > 14752: no (31.1/2.1)
## balance <= 14752:
## :...contact = telephone:
## :...month in {dec,mar}: yes (20)
## : month in {aug,feb,jun,may,oct,sep}:
## : :...age > 77: no (17.6/1.5)
## : age <= 77:
## : :...age > 71: yes (25.7)
## : age <= 71:
## : :...age > 65: no (17.8)
## : age <= 65: [S24]
## contact = cellular:
## :...balance <= -487: yes (31.4/3.5)
## balance > -487:
## :...day <= 8:
## :...age > 58: yes (84.8/26.7)
## : age <= 58:
## : :...pdays > 269: no (101.9/22.8)
## : pdays <= 269:
## : :...day <= 1: no (31.2/6.4)
## : day > 1: [S25]
## day > 8:
## :...month = feb: yes (100.7/13.4)
## month in {aug,dec,jun,mar,
## : may,oct,sep}:
## :...day <= 10: yes (39.8/8.7)
## day > 10:
## :...day <= 11: [S26]
## day > 11: [S27]
##
## SubTree [S1]
##
## contact in {cellular,unknown}: no (144.9/55.2)
## contact = telephone: yes (9.3/1.7)
##
## SubTree [S2]
##
## contact = unknown: yes (0)
## contact = telephone: no (43.7/17.2)
## contact = cellular:
## :...age > 70: yes (23.9/0.4)
## age <= 70:
## :...day <= 10: yes (17.7)
## day > 10:
## :...month in {dec,mar,nov}: no (109.4/40.8)
## month in {apr,aug,jan,jun,may}:
## :...duration <= 170: no (28.2/6.8)
## duration > 170: yes (182.8/59.3)
##
## SubTree [S3]
##
## marital in {divorced,single}: yes (33.8/14.1)
## marital = married: no (97.3/22.9)
##
## SubTree [S4]
##
## balance <= 107: no (13.2)
## balance > 107:
## :...education = primary: yes (0)
## education = unknown: no (3.5)
## education in {secondary,tertiary}:
## :...month in {dec,mar,sep}: yes (81.4/18.6)
## month in {jun,oct}: no (108.9/47.8)
##
## SubTree [S5]
##
## job in {admin.,entrepreneur,services,student,unemployed,
## : unknown}: yes (15.2/0.4)
## job in {self-employed,technician}: no (8.2)
## job in {blue-collar,housemaid,management,retired}:
## :...housing = yes: no (12.2/3)
## housing = no:
## :...loan = yes: yes (5.1)
## loan = no:
## :...balance <= 1894: yes (178.7/67)
## balance > 1894: no (109.1/44.9)
##
## SubTree [S6]
##
## poutcome in {failure,unknown}: no (608/47.2)
## poutcome = other: yes (15/4.8)
##
## SubTree [S7]
##
## education = unknown: yes (9.2/0.4)
## education in {primary,secondary,tertiary}:
## :...duration > 367: yes (13.4/0.4)
## duration <= 367:
## :...marital in {divorced,married}: no (124.3/38.7)
## marital = single: yes (102.7/42.9)
##
## SubTree [S8]
##
## duration <= 346: no (92.7/31.7)
## duration > 346: yes (45.2/6)
##
## SubTree [S9]
##
## pdays > 346: no (124.8/3.7)
## pdays <= 346:
## :...duration <= 281: no (637.8/84.6)
## duration > 281:
## :...balance <= 1: yes (43.7/12.1)
## balance > 1:
## :...previous > 3: no (39.6)
## previous <= 3:
## :...day <= 4: yes (43.5/17.7)
## day > 4: no (247.5/56.9)
##
## SubTree [S10]
##
## campaign > 2: no (162.5/19.9)
## campaign <= 2:
## :...day > 16: no (109.3/14.3)
## day <= 16:
## :...month = nov: yes (66.9/13.2)
## month in {aug,feb}:
## :...previous > 1: yes (115.6/52)
## previous <= 1:
## :...day <= 5: no (109.3/14.4)
## day > 5:
## :...previous <= 0: no (110.3/39.4)
## previous > 0: yes (13.7/1.6)
##
## SubTree [S11]
##
## job in {admin.,entrepreneur,self-employed,unemployed,unknown}: no (28.3)
## job in {blue-collar,housemaid,management,retired,services,student,technician}:
## :...balance <= 441: yes (33.5/3.9)
## balance > 441:
## :...day <= 19: yes (102.7/46.5)
## day > 19: no (20.7)
##
## SubTree [S12]
##
## month = may: no (16.9/3.9)
## month in {apr,aug,feb,jan,nov}:
## :...pdays > 88: yes (89.7/14.3)
## pdays <= 88:
## :...balance <= 338: yes (61.9/16.6)
## balance > 338: no (89.4/39.2)
##
## SubTree [S13]
##
## duration > 371: yes (72.9/19.7)
## duration <= 371:
## :...day > 14:
## :...month in {feb,nov}: no (229.9/43)
## : month in {apr,aug,jan,may}:
## : :...age <= 34:
## : :...day <= 20: yes (46.4/15.5)
## : : day > 20: no (171.3/35.5)
## : age > 34:
## : :...pdays > 177: yes (21.3/3.1)
## : pdays <= 177:
## : :...marital = single: yes (56.2/13.5)
## : marital in {divorced,married}:
## : :...age <= 51: no (111.3/30.4)
## : age > 51: yes (114.1/37.3)
## day <= 14:
## :...age <= 23: no (39.9/9)
## age > 23:
## :...day > 5:
## :...month in {apr,aug,feb,jan,nov}: yes (314.5/100.5)
## : month = may: no (29.3/5.8)
## day <= 5:
## :...education = primary: no (22)
## education in {secondary,tertiary,unknown}:
## :...age <= 27: no (21.3)
## age > 27:
## :...month = jan: no (0)
## month in {apr,may,nov}: yes (65.9/17.2)
## month in {aug,feb}:
## :...day <= 3: yes (98.3/46.7)
## day > 3:
## :...previous <= 2: no (140.4/30.1)
## previous > 2: yes (15.5/4.9)
##
## SubTree [S14]
##
## contact = telephone: no (164.2/24)
## contact = cellular:
## :...month in {apr,feb,jan,jul,may}:
## :...day > 29: no (96.4/13.9)
## : day <= 29:
## : :...day <= 2: no (42.1/7.8)
## : day > 2:
## : :...job in {admin.,blue-collar,entrepreneur,housemaid,retired,
## : : self-employed,services,unknown}: no (394.3/143.2)
## : job in {student,unemployed}: yes (135/61)
## : job = technician:
## : :...month = feb: no (24.7/3)
## : : month in {apr,jan,jul,may}:
## : : :...day <= 27: yes (128.5/46.5)
## : : day > 27: no (16.4/1.9)
## : job = management:
## : :...age > 54: no (23.7/2.2)
## : age <= 54:
## : :...duration > 342: no (27.4/4.1)
## : duration <= 342:
## : :...pdays > 213: no (9.8)
## : pdays <= 213:
## : :...duration > 290: yes (45.1/4.6)
## : duration <= 290:
## : :...age > 53: no (8.1)
## : age <= 53:
## : :...previous <= 1: no (130.1/52.6)
## : previous > 1: yes (20.5/1.5)
## month in {aug,nov}:
## :...job in {blue-collar,entrepreneur,self-employed,unemployed,
## : unknown}: no (150.7)
## job in {admin.,housemaid,management,retired,services,student,
## : technician}:
## :...age <= 28: yes (56.8/21)
## age > 28:
## :...duration <= 146: no (78.2)
## duration > 146:
## :...balance <= 366: no (269.3/26.7)
## balance > 366:
## :...age <= 34: no (127.4/18.1)
## age > 34:
## :...age <= 43: yes (161.9/60.3)
## age > 43:
## :...poutcome = other: yes (3.9)
## poutcome in {failure,unknown}:
## :...campaign > 3: no (45.5/4.1)
## campaign <= 3:
## :...balance <= 533: yes (24.6/4.4)
## balance > 533:
## :...marital in {divorced,
## : married}: no (125.3/34.7)
## marital = single: yes (11/2.5)
##
## SubTree [S15]
##
## contact = cellular: yes (7.7)
## contact in {telephone,unknown}: no (131.4/53.4)
##
## SubTree [S16]
##
## job = retired: no (8.1)
## job in {blue-collar,management,technician,unemployed}:
## :...age > 57: yes (9.6)
## age <= 57:
## :...duration <= 955: no (103.9/44.4)
## duration > 955: yes (74.2/22)
##
## SubTree [S17]
##
## contact = cellular: yes (180.9/51.2)
## contact = unknown:
## :...campaign > 2: no (80.7/26)
## campaign <= 2:
## :...balance <= -273: no (8)
## balance > -273: yes (131.6/47.4)
##
## SubTree [S18]
##
## housing = no: no (9.6/1.5)
## housing = yes:
## :...education in {primary,tertiary}: no (70.5/32.4)
## education = secondary: yes (69.8/11.2)
##
## SubTree [S19]
##
## job in {self-employed,unemployed,unknown}: no (18.7/0.4)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,services,
## : student,technician}:
## :...duration <= 789: no (122.7/38.6)
## duration > 789:
## :...age > 56: yes (40.5/7.5)
## age <= 56:
## :...duration <= 985:
## :...balance > 1813: yes (34.8/1.5)
## : balance <= 1813:
## : :...day <= 6: yes (20.5/0.8)
## : day > 6:
## : :...day <= 7: no (12)
## : day > 7:
## : :...job in {admin.,entrepreneur,retired,services,
## : : technician}: no (66.3/21.9)
## : job in {blue-collar,housemaid,management,
## : student}: yes (95/19.5)
## duration > 985:
## :...age > 47: no (47.6/4.9)
## age <= 47:
## :...housing = no: yes (17.1/3.7)
## housing = yes:
## :...poutcome = other: yes (7)
## poutcome in {failure,unknown}:
## :...duration > 1777: no (11.2)
## duration <= 1777:
## :...age > 40: yes (29.6/5.9)
## age <= 40:
## :...pdays > 351: no (10.2)
## pdays <= 351:
## :...balance > 2609: yes (8.8)
## balance <= 2609:
## :...campaign <= 2: no (92.2/23.3)
## campaign > 2: yes (63.7/25)
##
## SubTree [S20]
##
## duration <= 578: no (36)
## duration > 578: yes (89.6/40)
##
## SubTree [S21]
##
## month = jul: yes (11.2/1.5)
## month in {jun,may,oct}:
## :...duration > 637:
## :...default = yes: yes (6.1)
## : default = no:
## : :...balance <= 81: no (16.8)
## : balance > 81: yes (108/41.3)
## duration <= 637:
## :...day <= 5: no (26.4)
## day > 5:
## :...housing = no: no (64.2/13.8)
## housing = yes:
## :...marital = divorced: no (12)
## marital in {married,single}:
## :...job in {entrepreneur,housemaid,unknown}: no (12.2)
## job in {blue-collar,technician}:
## :...default = yes: no (3.2)
## default = no:
## :...age <= 30: no (41.7/6.1)
## age > 30: yes (108.7/42.7)
##
## SubTree [S22]
##
## contact = telephone: no (15.8)
## contact = cellular:
## :...month = jan: no (29.7)
## month in {apr,jul,nov}:
## :...job in {housemaid,student,unemployed,unknown}: no (25.1)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : self-employed,services,technician}:
## :...pdays > 179: no (22.3)
## pdays <= 179:
## :...balance > 103:
## :...age <= 58: no (233.6/55.5)
## : age > 58: yes (13.4/3.7)
## balance <= 103:
## :...age > 52: no (10.9)
## age <= 52:
## :...balance <= -201: no (24.4/3.7)
## balance > -201: yes (132.8/51.4)
##
## SubTree [S23]
##
## job in {entrepreneur,housemaid,unemployed,unknown}: no (245.2/84.8)
## job in {self-employed,student}: yes (153.3/71.3)
## job = retired:
## :...duration <= 410: yes (7.6/0.4)
## : duration > 410: no (122.8/31.3)
## job = services:
## :...balance <= 1028: yes (124.7/45.4)
## : balance > 1028: no (47.8/11.1)
## job = admin.:
## :...previous > 2: no (19.3)
## : previous <= 2:
## : :...age > 54: no (13.3)
## : age <= 54:
## : :...marital = married: no (96.6/24.5)
## : marital in {divorced,single}:
## : :...balance <= 438: no (57.4/20.6)
## : balance > 438: yes (76.3/19.6)
## job = management:
## :...duration > 571:
## : :...duration <= 703: no (152.9/25.4)
## : : duration > 703: yes (20.7/7.3)
## : duration <= 571:
## : :...previous > 1: yes (24.8/6.2)
## : previous <= 1:
## : :...duration > 551: yes (47.6/12.4)
## : duration <= 551:
## : :...balance <= 144: no (47.3/8)
## : balance > 144:
## : :...previous > 0: no (10.6)
## : previous <= 0:
## : :...campaign <= 1: yes (95.2/39)
## : campaign > 1: no (90.6/35.9)
## job = blue-collar:
## :...education = tertiary: yes (15.1/2.7)
## : education in {primary,secondary}:
## : :...month in {apr,jan,nov}: no (200.8/50.6)
## : month = jul:
## : :...contact = telephone: no (21.6/3.9)
## : contact = cellular:
## : :...day <= 8: yes (20.7/0.8)
## : day > 8:
## : :...day <= 9: no (8.7)
## : day > 9:
## : :...duration <= 451: no (9.8)
## : duration > 451:
## : :...balance <= -27: no (8.4)
## : balance > -27: yes (127.3/48.5)
## job = technician:
## :...education = primary: no (7.3)
## education in {secondary,tertiary}:
## :...previous > 5: yes (19.5/3.4)
## previous <= 5:
## :...previous > 1: no (21.5/2.2)
## previous <= 1:
## :...age <= 29: no (41.3/7.9)
## age > 29:
## :...duration > 672: yes (18.7/1.5)
## duration <= 672:
## :...month = jan: no (7.1)
## month in {apr,jul,nov}:
## :...housing = no: yes (98.4/38.9)
## housing = yes: no (132.3/53.2)
##
## SubTree [S24]
##
## education in {primary,secondary,tertiary}: yes (127.3/46)
## education = unknown: no (7.1)
##
## SubTree [S25]
##
## month in {dec,jun,mar,oct,sep}: yes (141/53.4)
## month = aug:
## :...marital in {divorced,single}: yes (81.3/22.2)
## : marital = married:
## : :...day <= 3: yes (8.9)
## : day > 3: no (145.3/49.9)
## month = may:
## :...marital = divorced: no (16.8)
## : marital in {married,single}:
## : :...day > 6: no (80/16.6)
## : day <= 6:
## : :...duration <= 399: no (11.1)
## : duration > 399: yes (120.2/44.2)
## month = feb:
## :...duration <= 425: no (26.2)
## duration > 425:
## :...job in {admin.,entrepreneur,retired,unknown}: no (28.9)
## job in {blue-collar,housemaid,management,self-employed,services,
## : student,technician,unemployed}:
## :...pdays > 50: yes (43.6/14.8)
## pdays <= 50:
## :...poutcome in {failure,other}: no (4.7)
## poutcome = unknown:
## :...age <= 29: no (11.1)
## age > 29:
## :...housing = no: yes (103.6/45.8)
## housing = yes: no (44.8/11.7)
##
## SubTree [S26]
##
## housing = no: yes (77/26.9)
## housing = yes: no (88.4/9.3)
##
## SubTree [S27]
##
## job in {admin.,entrepreneur,self-employed,unemployed}:
## :...balance <= 24: no (12.7)
## : balance > 24:
## : :...education in {primary,unknown}: no (11.3/3)
## : education in {secondary,tertiary}:
## : :...age <= 28: no (33.2/12.8)
## : age > 28: yes (196.1/43.1)
## job in {blue-collar,housemaid,management,retired,services,student,technician,
## : unknown}:
## :...month in {dec,oct}: yes (101.7/39.1)
## month in {jun,mar,sep}: no (141.7/57.4)
## month = aug:
## :...pdays > 78: yes (25.8/5.1)
## : pdays <= 78:
## : :...poutcome in {failure,other}: no (4.1)
## : poutcome = unknown:
## : :...day > 18:
## : :...loan = yes: no (10.7)
## : : loan = no:
## : : :...job in {blue-collar,housemaid,student,
## : : : unknown}: no (25)
## : : job in {management,retired,services,technician}:
## : : :...balance <= 2426: no (183/61.1)
## : : balance > 2426: yes (28.8/7.7)
## : day <= 18:
## : :...education = primary: yes (40.1/10.1)
## : education = unknown: no (4.7)
## : education in {secondary,tertiary}:
## : :...campaign > 5: yes (36.7/9)
## : campaign <= 5:
## : :...job = unknown: no (0)
## : job in {services,student}: yes (8)
## : job in {blue-collar,housemaid,management,retired,
## : : technician}:
## : :...day <= 15: no (133.7/50.5)
## : day > 15: yes (22.1/7.2)
## month = may:
## :...duration > 604: yes (167.2/47.4)
## duration <= 604:
## :...day > 19: yes (82.5/26.5)
## day <= 19:
## :...job in {retired,unknown}: no (12.3)
## job in {blue-collar,housemaid,management,services,student,
## : technician}:
## :...marital = divorced: yes (15.5/3.1)
## marital in {married,single}:
## :...job = management: yes (68.4/23.6)
## job in {blue-collar,housemaid,services,student,
## : technician}:
## :...pdays > 86: no (87.8/25.8)
## pdays <= 86:
## :...duration <= 399: yes (15.1/0.4)
## duration > 399:
## :...campaign > 3: no (9.3)
## campaign <= 3:
## :...education in {primary,tertiary,
## : unknown}: yes (53.4/17.9)
## education = secondary: no (91.5/25.4)
##
## ----- Trial 5: -----
##
## Decision tree:
##
## duration <= 205:
## :...duration <= 77:
## : :...poutcome = success: no (77.1/22)
## : : poutcome in {failure,other,unknown}:
## : : :...job in {blue-collar,entrepreneur,housemaid,self-employed,services,
## : : : unknown}: no (844.3)
## : : job in {admin.,management,retired,student,technician,unemployed}:
## : : :...campaign > 3: no (397.4)
## : : campaign <= 3:
## : : :...balance <= 126: no (253)
## : : balance > 126:
## : : :...month in {dec,jan,jun,mar,may,sep}: no (290.5/12.2)
## : : month in {apr,aug,feb,jul,nov,oct}:
## : : :...contact = unknown: yes (58.6/22.9)
## : : contact in {cellular,telephone}:
## : : :...month in {aug,jul,oct}: no (132.7)
## : : month in {apr,feb,nov}:
## : : :...balance <= 225: yes (34.5/10.9)
## : : balance > 225: no (195.4/34.4)
## : duration > 77:
## : :...contact = unknown:
## : :...month in {aug,dec,feb,jun,may}: no (1376.4/27.2)
## : : month in {apr,jan,jul,mar,nov,oct,sep}:
## : : :...day <= 3: no (19.3)
## : : day > 3: yes (109.2/48.2)
## : contact in {cellular,telephone}:
## : :...default = yes: no (62)
## : default = no:
## : :...balance <= -1:
## : :...month in {apr,aug,dec,feb,jan,jul,may,nov,
## : : : oct}: no (233.7)
## : : month in {jun,mar,sep}: yes (16.3/5.8)
## : balance > -1:
## : :...month in {aug,dec,jan,jul,may,nov}:
## : :...campaign > 3: no (706.7/45.6)
## : : campaign <= 3:
## : : :...age <= 24: yes (112/48.9)
## : : age > 24:
## : : :...poutcome in {failure,other,success}:
## : : :...pdays > 102:
## : : : :...month in {jan,may,nov}: no (512.9/79.6)
## : : : : month in {aug,dec,jul}:
## : : : : :...balance > 399: no (185.3/59.9)
## : : : : balance <= 399:
## : : : : :...month in {aug,
## : : : : : jul}: yes (116.7/39.2)
## : : : : month = dec: no (9/1.4)
## : : : pdays <= 102:
## : : : :...loan = yes: yes (42.9/13.1)
## : : : loan = no:
## : : : :...month = dec: yes (7.2)
## : : : month = may: no (68.9/17.3)
## : : : month in {aug,jan,jul,nov}:
## : : : :...campaign > 1: no (157.5/51.9)
## : : : campaign <= 1:
## : : : :...month = jul: no (8.6)
## : : : month in {aug,jan,nov}: [S1]
## : : poutcome = unknown:
## : : :...loan = yes: no (275)
## : : loan = no:
## : : :...day <= 3: yes (59.8/27.9)
## : : day > 3:
## : : :...duration <= 123: no (538.3/24.2)
## : : duration > 123:
## : : :...month = jul: no (223.6/18.2)
## : : month in {aug,dec,jan,may,nov}:
## : : :...contact = telephone:
## : : :...day <= 12: no (34.7/1.4)
## : : : day > 12: yes (91/41.3)
## : : contact = cellular:
## : : :...duration > 195: no (102.6/4.6)
## : : duration <= 195:
## : : :...age > 30: [S2]
## : : age <= 30: [S3]
## : month in {apr,feb,jun,mar,oct,sep}:
## : :...pdays > 185:
## : :...job in {blue-collar,entrepreneur}: no (87)
## : : job in {admin.,housemaid,management,retired,
## : : : self-employed,services,student,technician,
## : : : unemployed,unknown}:
## : : :...duration <= 94: no (29.4)
## : : duration > 94:
## : : :...month in {mar,oct}: yes (73.1/23.8)
## : : month in {apr,feb,jun,sep}:
## : : :...day <= 5:
## : : :...pdays <= 290: no (108.7)
## : : : pdays > 290: yes (24.8/10.1)
## : : day > 5:
## : : :...duration <= 95: yes (13.5/1.5)
## : : duration > 95:
## : : :...day > 19: no (79.1/11.2)
## : : day <= 19: [S4]
## : pdays <= 185:
## : :...pdays > 183: yes (60.4/17)
## : pdays <= 183:
## : :...day <= 2:
## : :...contact = telephone: no (19.5)
## : : contact = cellular:
## : : :...previous > 4: no (19.4)
## : : previous <= 4:
## : : :...balance > 1575: yes (121.7/55.3)
## : : balance <= 1575:
## : : :...month in {feb,mar,
## : : : sep}: no (95.8/1.2)
## : : month in {apr,jun,oct}:
## : : :...duration <= 162: no (79.5/15.9)
## : : duration > 162: yes (53.9/21.2)
## : day > 2:
## : :...marital = divorced:
## : :...month = feb: no (46.2/10.6)
## : : month in {apr,jun,mar,oct,sep}:
## : : :...day <= 5: yes (27.2/1.4)
## : : day > 5:
## : : :...day <= 10: no (13)
## : : day > 10:
## : : :...duration <= 82: yes (17.2/0.3)
## : : duration > 82:
## : : :...pdays > 97: yes (33/5.1)
## : : pdays <= 97: [S5]
## : marital in {married,single}:
## : :...duration > 125:
## : :...duration > 158:
## : : :...balance <= 110: yes (113.6/47.3)
## : : : balance > 110: [S6]
## : : duration <= 158:
## : : :...balance <= 21: no (49.3/6.1)
## : : balance > 21:
## : : :...duration > 155: yes (105.1/30.2)
## : : duration <= 155:
## : : :...housing = yes: [S7]
## : : housing = no: [S8]
## : duration <= 125:
## : :...poutcome = other: no (25.2)
## : poutcome in {failure,success,
## : : unknown}:
## : :...day > 27: no (40.3/1.8)
## : day <= 27: [S9]
## duration > 205:
## :...poutcome = success:
## :...previous > 9: no (44.9/14.5)
## : previous <= 9:
## : :...campaign > 2: yes (233.2/66)
## : campaign <= 2:
## : :...day > 8:
## : :...day <= 11: yes (136.6/27.4)
## : : day > 11:
## : : :...previous > 4: yes (85.4/20.5)
## : : previous <= 4:
## : : :...loan = yes: yes (33.4/4.7)
## : : loan = no:
## : : :...previous <= 2:
## : : :...month in {dec,jan,jun,
## : : : : oct}: yes (113.4/20.3)
## : : : month in {apr,aug,feb,jul,mar,may,nov,sep}:
## : : : :...balance <= 180: no (79.3/26)
## : : : balance > 180:
## : : : :...campaign <= 1: yes (175.3/54.3)
## : : : campaign > 1: no (97.4/42.2)
## : : previous > 2:
## : : :...month in {feb,mar,sep}: yes (21.8)
## : : month in {apr,aug,dec,jan,jul,jun,may,nov,
## : : : oct}:
## : : :...duration <= 239: yes (27.7/4.6)
## : : duration > 239:
## : : :...pdays <= 90: yes (16.9/3.3)
## : : pdays > 90: no (159.7/48.5)
## : day <= 8:
## : :...age <= 28: yes (28.6)
## : age > 28:
## : :...loan = yes: no (24.1/1.7)
## : loan = no:
## : :...contact = telephone: yes (18.1/3.2)
## : contact = unknown: no (3.5)
## : contact = cellular:
## : :...balance <= 54: yes (29.3/3.3)
## : balance > 54:
## : :...job = unknown: no (0)
## : job in {admin.,student}: yes (31.5/5.1)
## : job in {blue-collar,entrepreneur,housemaid,
## : : management,retired,self-employed,
## : : services,technician,unemployed}:
## : :...previous > 7: no (17.1/1.4)
## : previous <= 7:
## : :...duration <= 219: no (27.7/2.9)
## : duration > 219: [S10]
## poutcome in {failure,other,unknown}:
## :...duration > 708:
## :...duration <= 710: yes (35.7)
## : duration > 710:
## : :...loan = yes:
## : :...balance > 4471: no (32.7/9.4)
## : : balance <= 4471:
## : : :...education = unknown: yes (11/0.3)
## : : education in {primary,secondary,tertiary}:
## : : :...default = yes: no (30.3/8.9)
## : : default = no:
## : : :...day <= 3: no (26.5/7.7)
## : : day > 3:
## : : :...duration > 921: yes (409.4/125)
## : : duration <= 921:
## : : :...contact = telephone: no (11.3)
## : : contact in {cellular,unknown}:
## : : :...campaign > 2: yes (90.3/28.4)
## : : campaign <= 2:
## : : :...duration <= 719: no (12.4)
## : : duration > 719:
## : : :...day > 22: no (41.4/8.3)
## : : day <= 22:
## : : :...pdays <= 299: yes (122.1/50.5)
## : : pdays > 299: no (7.1)
## : loan = no:
## : :...marital = divorced:
## : :...default = yes: yes (6.3)
## : : default = no:
## : : :...age > 53:
## : : :...balance <= 4099: no (115.5/36)
## : : : balance > 4099: yes (16.1/1.2)
## : : age <= 53:
## : : :...previous > 0: no (52.9/23.1)
## : : previous <= 0:
## : : :...day <= 4: yes (22.7)
## : : day > 4:
## : : :...duration > 1083: yes (113/17.1)
## : : duration <= 1083:
## : : :...balance <= -151: yes (12)
## : : balance > -151:
## : : :...day <= 16: no (94.6/37.2)
## : : day > 16: yes (80.4/23.7)
## : marital in {married,single}:
## : :...job in {housemaid,student,unknown}: yes (193.8/87)
## : job = entrepreneur:
## : :...campaign <= 8: yes (115.5/44)
## : : campaign > 8: no (8.2)
## : job = unemployed:
## : :...month in {apr,aug,jul,mar}: yes (16.7)
## : : month in {dec,feb,jan,jun,may,nov,oct,
## : : sep}: no (139/46)
## : job = retired:
## : :...marital = single: yes (8.4)
## : : marital = married:
## : : :...education = unknown: yes (11.6)
## : : education in {primary,secondary,tertiary}:
## : : :...month in {apr,aug,feb,jan,may,oct,
## : : : sep}: no (93.3/31.6)
## : : month in {dec,jul,jun,mar,
## : : nov}: yes (73/17.2)
## : job = self-employed:
## : :...day <= 4: yes (9.6)
## : : day > 4:
## : : :...day <= 5: no (12.6)
## : : day > 5:
## : : :...pdays <= 147: yes (131.3/55.2)
## : : pdays > 147: no (17/1.2)
## : job = services:
## : :...poutcome = other: no (15.3)
## : : poutcome in {failure,unknown}:
## : : :...duration > 1777: no (16.9/1.5)
## : : duration <= 1777:
## : : :...education = primary: yes (26.1/3)
## : : education in {secondary,tertiary,unknown}:
## : : :...contact = unknown: no (94.2/27.4)
## : : contact in {cellular,telephone}:
## : : :...balance <= -405: no (9.4)
## : : balance > -405: yes (165.6/57.4)
## : job = admin.:
## : :...education in {primary,unknown}: no (18.8/1.4)
## : : education in {secondary,tertiary}:
## : : :...previous > 1: yes (17.1/1.4)
## : : previous <= 1:
## : : :...poutcome = failure: no (7.4)
## : : poutcome in {other,unknown}:
## : : :...campaign > 2: yes (105.5/35)
## : : campaign <= 2:
## : : :...poutcome = other: no (4)
## : : poutcome = unknown:
## : : :...month in {dec,
## : : : mar}: no (0)
## : : month in {aug,
## : : : feb}: yes (11.7)
## : : month in {apr,jan,jul,jun,may,
## : : : nov,oct,sep}:
## : : :...duration <= 1441: no (122/44.9)
## : : duration > 1441: yes (10.7/1.2)
## : job = blue-collar:
## : :...month in {apr,jul,mar,oct,sep}: no (250.2/109.2)
## : : month in {aug,dec,feb,jan,jun,
## : : : nov}: yes (237.1/91.9)
## : : month = may:
## : : :...contact = telephone: no (5.6)
## : : contact in {cellular,unknown}:
## : : :...day <= 5: yes (21.1/3.5)
## : : day > 5:
## : : :...marital = single: no (125.2/39.1)
## : : marital = married:
## : : :...pdays > 238: yes (24.2/6.3)
## : : pdays <= 238: [S11]
## : job = technician:
## : :...campaign > 4: no (69.6/19.9)
## : : campaign <= 4:
## : : :...default = yes: yes (6.8)
## : : default = no:
## : : :...previous > 1: no (45.4/15.7)
## : : previous <= 1:
## : : :...contact = telephone: yes (9.3/2.5)
## : : contact = unknown:
## : : :...duration > 1855: no (13)
## : : : duration <= 1855:
## : : : :...age <= 30: no (39.8/10)
## : : : age > 30:
## : : : :...housing = no: no (37.7/16.2)
## : : : housing = yes: yes (94/26.5)
## : : contact = cellular:
## : : :...age <= 26: yes (20/1.2)
## : : age > 26:
## : : :...age > 47: yes (54.5/14.2)
## : : age <= 47:
## : : :...balance > 643: yes (150.3/53.1)
## : : balance <= 643:
## : : :...pdays > 64: no (7.8)
## : : pdays <= 64: [S12]
## : job = management:
## : :...age <= 27: yes (57/9.7)
## : age > 27:
## : :...poutcome = other: yes (55.9/15.9)
## : poutcome in {failure,unknown}:
## : :...campaign > 6: no (46.7/11.8)
## : campaign <= 6:
## : :...day > 29: yes (35.6/7.8)
## : day <= 29:
## : :...balance <= -2: no (26.9/2.9)
## : balance > -2:
## : :...month in {feb,
## : : jan}: no (48.3/9.8)
## : month in {mar,
## : : sep}: yes (5.8)
## : month in {apr,aug,dec,jul,jun,
## : : may,nov,oct}:
## : :...age > 53: no (67.6/21)
## : age <= 53:
## : :...balance <= 331:
## : :...day <= 4: no (12.1/2.5)
## : : day > 4: yes (185.9/58.1)
## : balance > 331: [S13]
## duration <= 708:
## :...contact = unknown:
## :...duration <= 370:
## : :...month in {apr,aug,dec,jan,jul,jun,may,nov}: no (884.9/47.2)
## : : month in {feb,mar,oct,sep}: yes (14.1)
## : duration > 370:
## : :...month in {apr,aug,feb,mar}: yes (9)
## : month in {dec,jan,jul,may,nov,oct,sep}: no (1087.9/268.8)
## : month = jun:
## : :...balance > 2987: no (81.9/13.6)
## : balance <= 2987:
## : :...balance > 2726: yes (25.3/2.2)
## : balance <= 2726:
## : :...balance > 1972: no (32.4/3.2)
## : balance <= 1972:
## : :...job in {admin.,student,
## : : unknown}: no (74.9/13.3)
## : job in {blue-collar,entrepreneur,housemaid,
## : : management,retired,self-employed,
## : : services,technician,unemployed}:
## : :...housing = no:
## : :...education = unknown: yes (30.3/6.8)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...campaign <= 1: yes (98.5/37.9)
## : : campaign > 1:
## : : :...duration <= 373: yes (10.1/0.3)
## : : duration > 373: no (152.2/49.9)
## : housing = yes:
## : :...loan = yes: no (51.7/8.2)
## : loan = no:
## : :...duration <= 439: no (53.7/12.1)
## : duration > 439: [S14]
## contact in {cellular,telephone}:
## :...month in {dec,jun,mar,oct,sep}:
## :...poutcome in {other,unknown}:
## : :...previous > 2:
## : : :...duration <= 218: no (10.5)
## : : : duration > 218: yes (142.8/31.6)
## : : previous <= 2:
## : : :...marital = divorced: yes (118.4/39.6)
## : : marital in {married,single}:
## : : :...contact = cellular:
## : : :...loan = yes: no (50.8/20.7)
## : : : loan = no:
## : : : :...job in {blue-collar,entrepreneur,
## : : : : services,student,unemployed,
## : : : : unknown}: yes (337.9/127.7)
## : : : job in {housemaid,
## : : : : self-employed}: no (89.1/35.3)
## : : : job = admin.:
## : : : :...campaign <= 6: yes (122.1/51.7)
## : : : : campaign > 6: no (7.7)
## : : : job = management:
## : : : :...month in {dec,jun,mar,
## : : : : : oct}: yes (256/97.9)
## : : : : month = sep: no (69.3/22.8)
## : : : job = retired:
## : : : :...duration <= 589: yes (112.7/53.5)
## : : : : duration > 589: no (22.6)
## : : : job = technician:
## : : : :...age <= 39: yes (125.9/42.9)
## : : : age > 39: no (51.8/17.4)
## : : contact = telephone:
## : : :...job in {blue-collar,entrepreneur,services,
## : : : student,unknown}: no (48.9/4.4)
## : : job in {admin.,housemaid,management,
## : : : retired,self-employed,technician,
## : : : unemployed}:
## : : :...loan = yes: yes (3.3)
## : : loan = no:
## : : :...balance <= 983: no (71/23.1)
## : : balance > 983: yes (80.4/20.1)
## : poutcome = failure:
## : :...job in {housemaid,self-employed,
## : : unknown}: no (28.5/0.3)
## : job in {admin.,blue-collar,entrepreneur,management,
## : : retired,services,student,technician,unemployed}:
## : :...day <= 2: no (48.8/10.5)
## : day > 2:
## : :...pdays <= 87: yes (30.8/2.6)
## : pdays > 87:
## : :...pdays <= 98: no (38.9/3.3)
## : pdays > 98:
## : :...previous > 4: no (53.9/12.8)
## : previous <= 4:
## : :...campaign > 3: no (16.3/4)
## : campaign <= 3:
## : :...campaign > 1: yes (94.9/33.9)
## : campaign <= 1:
## : :...pdays <= 680: no (148.2/68.9)
## : pdays > 680: yes (8.4)
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...pdays > 466: yes (30.5/5.4)
## pdays <= 466:
## :...age > 61:
## :...marital = single: no (5.7)
## : marital in {divorced,married}:
## : :...job in {admin.,unemployed}: no (17.1/1.4)
## : job in {blue-collar,housemaid,self-employed,
## : : services,student}: yes (27.1/1.7)
## : job in {entrepreneur,management,retired,
## : : technician,unknown}:
## : :...balance > 3262: no (109.6/35.7)
## : balance <= 3262:
## : :...previous > 4: yes (18.3)
## : previous <= 4:
## : :...poutcome = other: no (5.3)
## : poutcome in {failure,unknown}:
## : :...balance > 2760: yes (26.2/1.5)
## : balance <= 2760:
## : :...age <= 69: yes (140.6/39.2)
## : age > 69:
## : :...age > 83: yes (9.3)
## : age <= 83: [S15]
## age <= 61:
## :...month in {jan,jul}:
## :...day <= 6: yes (117.3/40.4)
## : day > 6:
## : :...pdays > 273: yes (48.7/15.1)
## : pdays <= 273:
## : :...job in {retired,
## : : unknown}: no (90.3)
## : job in {admin.,blue-collar,
## : : entrepreneur,housemaid,
## : : management,self-employed,
## : : services,student,technician,
## : : unemployed}:
## : :...duration <= 410: [S16]
## : duration > 410:
## : :...balance > 4738: yes (46.7/14.8)
## : balance <= 4738: [S17]
## month in {apr,aug,feb,may,nov}:
## :...day > 20:
## :...default = yes: no (26.8/5)
## : default = no:
## : :...month = aug:
## : :...poutcome in {failure,
## : : : other}: yes (49/18.3)
## : : poutcome = unknown:
## : : :...duration <= 495:
## : : :...balance <= 5293: no (239.3/40.3)
## : : : balance > 5293: yes (25.4/10.4)
## : : duration > 495:
## : : :...loan = yes: no (6.3)
## : : loan = no:
## : : :...age <= 46: yes (133.7/56.4)
## : : age > 46: no (30.1/5.7)
## : month in {apr,feb,may,nov}:
## : :...duration > 313:
## : :...balance <= 394: [S18]
## : : balance > 394:
## : : :...job in {retired,
## : : : unknown}: no (26.2/11)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,
## : : : housemaid,
## : : : management,
## : : : self-employed,
## : : : services,student,
## : : : technician,
## : : : unemployed}: [S19]
## : duration <= 313:
## : :...day <= 21: no (51.2/9.1)
## : day > 21: [S20]
## day <= 20:
## :...duration > 437:
## :...default = yes: yes (29.2/7.7)
## : default = no:
## : :...job in {retired,technician}:
## : :...poutcome = other: no (42.2/9)
## : : poutcome in {failure,unknown}:
## : : :...previous > 3: yes (30.7/3.3)
## : : previous <= 3:
## : : :...previous > 1: no (43.6/13)
## : : previous <= 1: [S21]
## : job in {admin.,blue-collar,
## : : entrepreneur,housemaid,
## : : management,self-employed,
## : : services,student,
## : : unemployed,unknown}: [S22]
## duration <= 437:
## :...default = yes: no (38.3)
## default = no:
## :...education = primary: [S23]
## education in {secondary,tertiary,
## : unknown}:
## :...loan = yes: no (338.8/72.8)
## loan = no:
## :...duration > 432: no (50.4/5.4)
## duration <= 432:
## :...age > 54: [S24]
## age <= 54:
## :...pdays > 267: [S25]
## pdays <= 267: [S26]
##
## SubTree [S1]
##
## education = primary: yes (18.7/0.7)
## education in {secondary,tertiary,unknown}:
## :...pdays <= 73: no (22.2/0.3)
## pdays > 73:
## :...age <= 35: no (86/38)
## age > 35: yes (96.3/19.1)
##
## SubTree [S2]
##
## duration <= 192: no (722.8/137.1)
## duration > 192: yes (46.4/19.6)
##
## SubTree [S3]
##
## marital in {divorced,married}: no (20.2/1.4)
## marital = single:
## :...job in {admin.,management,technician}: yes (83.7/27.6)
## job in {blue-collar,entrepreneur,housemaid,retired,self-employed,services,
## student,unemployed,unknown}: no (39.8/5)
##
## SubTree [S4]
##
## poutcome in {success,unknown}: no (10.9/0.7)
## poutcome in {failure,other}:
## :...previous <= 2: no (64.4/20.3)
## previous > 2: yes (85/34.7)
##
## SubTree [S5]
##
## previous > 1: no (7)
## previous <= 1:
## :...balance <= 3: no (16.6/0.3)
## balance > 3: yes (112.3/45.6)
##
## SubTree [S6]
##
## education = unknown: no (39.1/6.8)
## education in {primary,secondary,tertiary}:
## :...job = unknown: no (0)
## job in {admin.,blue-collar,entrepreneur,self-employed,services,student}:
## :...housing = yes: no (52.1/12.6)
## : housing = no:
## : :...balance > 7634: no (31.5/6.3)
## : balance <= 7634:
## : :...balance <= 322: no (32.9/12.1)
## : balance > 322: yes (130/32.5)
## job in {housemaid,management,retired,technician,unemployed}:
## :...loan = yes: no (11)
## loan = no:
## :...duration <= 163: no (54.5/5.7)
## duration > 163:
## :...day > 21: no (139.1/30.3)
## day <= 21:
## :...day > 14: yes (96.8/42.1)
## day <= 14:
## :...poutcome = other: yes (14.5/4.3)
## poutcome in {failure,success,unknown}:
## :...campaign > 2: yes (22.5/9.1)
## campaign <= 2:
## :...balance <= 5196: no (145.8/32.6)
## balance > 5196: yes (26/8.8)
##
## SubTree [S7]
##
## previous <= 8: no (125.1/42.3)
## previous > 8: yes (7.2)
##
## SubTree [S8]
##
## duration <= 132: yes (110.9/28.9)
## duration > 132:
## :...contact = telephone: no (37.6/9.6)
## contact = cellular:
## :...balance > 6427: no (16.2/1.8)
## balance <= 6427:
## :...balance > 5681: yes (16.6)
## balance <= 5681:
## :...poutcome in {failure,other}: no (37.4/10)
## poutcome in {success,unknown}:
## :...job in {blue-collar,entrepreneur,management,services,
## : unknown}: yes (90.6/16.7)
## job in {admin.,housemaid,retired,self-employed,student,
## : technician,unemployed}:
## :...duration > 153: no (17.9)
## duration <= 153:
## :...balance <= 330: yes (28/5.3)
## balance > 330: no (100.4/43.1)
##
## SubTree [S9]
##
## contact = telephone: no (50.7/7.1)
## contact = cellular:
## :...education = unknown: no (16.6)
## education in {primary,secondary,tertiary}:
## :...day > 26: yes (59.5/21.6)
## day <= 26:
## :...month = oct: no (76/12)
## month in {apr,feb,jun,mar,sep}:
## :...loan = yes: no (57.7/13)
## loan = no:
## :...previous > 1: yes (73.7/32.9)
## previous <= 1:
## :...job in {blue-collar,entrepreneur,housemaid,
## : self-employed,unknown}: no (68.3/6.6)
## job in {admin.,management,retired,services,student,
## : technician,unemployed}:
## :...poutcome = failure: no (20/2.8)
## poutcome in {success,unknown}:
## :...campaign > 2: yes (101/40)
## campaign <= 2:
## :...duration <= 88: no (40.7/3)
## duration > 88:
## :...day > 17: yes (79.1/29.6)
## day <= 17:
## :...month in {apr,feb,mar,
## : sep}: no (180.6/57.8)
## month = jun: yes (48/20.1)
##
## SubTree [S10]
##
## education = primary: no (21.2/4.1)
## education = unknown: yes (7.2)
## education in {secondary,tertiary}:
## :...previous > 3: yes (31.9/10.7)
## previous <= 3:
## :...age <= 31: yes (7.8)
## age > 31:
## :...age <= 57: no (112.5/35.4)
## age > 57: yes (15.2/3)
##
## SubTree [S11]
##
## poutcome in {failure,other}: no (3.5)
## poutcome = unknown:
## :...balance > 2716: yes (13.8/1.2)
## balance <= 2716:
## :...age <= 38: no (119.3/38.8)
## age > 38: yes (109.4/48.4)
##
## SubTree [S12]
##
## duration <= 985: no (93.9/27.2)
## duration > 985: yes (51.9/16.7)
##
## SubTree [S13]
##
## balance <= 453: no (23.1/2.5)
## balance > 453:
## :...education in {primary,secondary}: yes (47.8/10.2)
## education in {tertiary,unknown}:
## :...month in {apr,dec,nov}: no (55.2/9.9)
## month in {aug,jul,jun,may,oct}: yes (243.6/112.5)
##
## SubTree [S14]
##
## marital = divorced: yes (17.7/2.4)
## marital in {married,single}:
## :...day > 21: yes (13.1/1.2)
## day <= 21:
## :...campaign <= 3: no (118.1/37.1)
## campaign > 3: yes (62.8/18.2)
##
## SubTree [S15]
##
## pdays > 112: no (13.8/1.5)
## pdays <= 112:
## :...month in {jul,may}: yes (17/0.3)
## month in {apr,aug,feb,jan,nov}:
## :...poutcome = failure: no (3.8)
## poutcome = unknown:
## :...campaign <= 2: no (100.7/36.3)
## campaign > 2: yes (30.8/8.1)
##
## SubTree [S16]
##
## job in {entrepreneur,housemaid,self-employed,services,student,
## : unemployed}: no (349.8/49.1)
## job in {admin.,blue-collar,management,technician}:
## :...day > 28: no (157.7/19.5)
## day <= 28:
## :...balance <= 4855: no (672.2/140.9)
## balance > 4855: yes (40.3/10.9)
##
## SubTree [S17]
##
## poutcome = failure: no (28.7)
## poutcome in {other,unknown}:
## :...marital = divorced:
## :...contact = telephone: no (3.6)
## : contact = cellular:
## : :...poutcome = other: yes (4.7)
## : poutcome = unknown:
## : :...campaign > 4: yes (27.3/5)
## : campaign <= 4:
## : :...campaign > 3: no (7.8)
## : campaign <= 3:
## : :...age <= 30: yes (17.7/1.7)
## : age > 30:
## : :...day <= 8: yes (8.2/0.3)
## : day > 8: no (122.3/49.5)
## marital in {married,single}:
## :...day > 30: no (35.7/1.7)
## day <= 30:
## :...age <= 25: yes (46.3/20)
## age > 25:
## :...job = housemaid: no (25.5)
## job in {admin.,blue-collar,entrepreneur,management,
## : self-employed,services,student,technician,unemployed}:
## :...duration > 683: yes (53.9/22.4)
## duration <= 683:
## :...duration > 664: no (43/0.3)
## duration <= 664:
## :...month = jan:
## :...day <= 27: yes (18.1/4.3)
## : day > 27: no (113/16.9)
## month = jul:
## :...poutcome = other: yes (5.3)
## poutcome = unknown:
## :...day > 26:
## :...education in {primary,
## : : tertiary}: no (23/2.6)
## : education in {secondary,
## : unknown}: yes (103.8/40.6)
## day <= 26:
## :...balance > 2827: no (28.2)
## balance <= 2827:
## :...contact = telephone: no (42.4/5.2)
## contact = cellular:
## :...loan = yes: no (226.4/59.1)
## loan = no:
## :...age <= 27: yes (32.2/9.4)
## age > 27: [S27]
##
## SubTree [S18]
##
## contact = telephone: no (9.9/3.2)
## contact = cellular:
## :...age <= 25: no (21.3/7.5)
## age > 25:
## :...poutcome = other: no (4.5)
## poutcome in {failure,unknown}:
## :...marital = single: yes (80.5/4.1)
## marital = divorced: no (17.3)
## marital = married:
## :...pdays <= 155: yes (123.2/30.2)
## pdays > 155: no (10.7/2.5)
##
## SubTree [S19]
##
## month = feb: no (27/7.7)
## month = apr:
## :...pdays <= 183: yes (165.1/45)
## : pdays > 183: no (19.1/5.6)
## month in {may,nov}:
## :...balance <= 1449: no (74.6/21)
## balance > 1449:
## :...job in {blue-collar,entrepreneur,services,technician}: no (40/11.5)
## job in {admin.,housemaid,management,self-employed,student,unemployed}:
## :...duration <= 579: yes (113.5/22.9)
## duration > 579: no (34.4/12.3)
##
## SubTree [S20]
##
## job in {admin.,self-employed,services,unknown}: yes (74.1/19.8)
## job in {blue-collar,entrepreneur,housemaid,management,retired,student,
## : technician,unemployed}:
## :...contact = telephone: no (5.3)
## contact = cellular:
## :...previous > 3: yes (21.9/5.1)
## previous <= 3:
## :...marital = divorced: yes (17.4/6.1)
## marital in {married,single}:
## :...poutcome in {failure,other}: no (74.8/14.6)
## poutcome = unknown:
## :...campaign > 1: yes (69.2/27.7)
## campaign <= 1:
## :...month = feb: yes (4.3)
## month in {apr,may,nov}:
## :...age <= 51: no (109.7/24.7)
## age > 51: yes (15.4/2.8)
##
## SubTree [S21]
##
## contact = telephone: no (17.8/3)
## contact = cellular:
## :...age <= 32: no (89.2/34.7)
## age > 32:
## :...education in {primary,tertiary}: yes (116.9/27.8)
## education = unknown: no (3.2/1.4)
## education = secondary:
## :...age > 59: yes (14.2)
## age <= 59:
## :...job = retired: no (28.7/4.8)
## job = technician:
## :...day <= 4: yes (13.1)
## day > 4:
## :...duration <= 445: yes (16.5)
## duration > 445:
## :...duration > 692: yes (12.5)
## duration <= 692:
## :...marital in {divorced,married}: no (75.6/26.5)
## marital = single: yes (52.7/13.3)
##
## SubTree [S22]
##
## contact = telephone: yes (98.3/45.1)
## contact = cellular:
## :...month in {apr,nov}:
## :...marital = divorced: no (71.2/3.3)
## : marital in {married,single}:
## : :...previous > 3: no (40/5.1)
## : previous <= 3:
## : :...campaign > 1: no (220.8/55.2)
## : campaign <= 1:
## : :...duration > 665: yes (56.5/17.4)
## : duration <= 665:
## : :...balance <= 145: no (42)
## : balance > 145:
## : :...education = primary: no (10.3)
## : education = unknown: yes (16.1/3.2)
## : education in {secondary,tertiary}:
## : :...balance <= 429: yes (44.2/12.1)
## : balance > 429:
## : :...job in {admin.,blue-collar,entrepreneur,
## : : housemaid,management,self-employed,
## : : unemployed,unknown}: no (111.8/23.3)
## : job in {services,student}: yes (21.6/6)
## month in {aug,feb,may}:
## :...day <= 12:
## :...previous > 5: yes (34.8/11.9)
## : previous <= 5:
## : :...education in {tertiary,unknown}:
## : :...poutcome in {failure,other}: no (60.9/16.3)
## : : poutcome = unknown:
## : : :...balance <= 211: yes (76.3/22.5)
## : : balance > 211:
## : : :...balance <= 1185: no (98.6/30.1)
## : : balance > 1185: yes (97/41.6)
## : education in {primary,secondary}:
## : :...age <= 27: no (28.5)
## : age > 27:
## : :...campaign <= 1:
## : :...balance > 3601: no (18.2)
## : : balance <= 3601:
## : : :...balance <= 2667: no (148/63)
## : : balance > 2667: yes (11.9)
## : campaign > 1:
## : :...poutcome = other: no (18.6)
## : poutcome in {failure,unknown}:
## : :...previous > 2: yes (14.2/4.6)
## : previous <= 2:
## : :...campaign > 4: yes (19.2/7.6)
## : campaign <= 4:
## : :...job in {admin.,blue-collar,
## : : entrepreneur,self-employed,
## : : services,student,unemployed,
## : : unknown}: no (174.4/27)
## : job in {housemaid,
## : management}: yes (20.8/7.6)
## day > 12:
## :...pdays > 352: yes (41.2/9.3)
## pdays <= 352:
## :...pdays > 338: no (29.7/5.7)
## pdays <= 338:
## :...pdays > 179: yes (23.5/2.4)
## pdays <= 179:
## :...poutcome in {failure,other}: no (30.4/7.8)
## poutcome = unknown:
## :...month = feb: yes (8.3)
## month in {aug,may}:
## :...day <= 13: yes (101.2/38.4)
## day > 13:
## :...balance > 3462: yes (19.4/3.5)
## balance <= 3462:
## :...marital = divorced: yes (26.3/10.1)
## marital in {married,single}:
## :...balance > 2983: no (12.2)
## balance <= 2983:
## :...balance <= 2249: no (208.1/76)
## balance > 2249: yes (11/1.2)
##
## SubTree [S23]
##
## job in {admin.,entrepreneur,housemaid,retired,self-employed,services,
## : technician,unemployed,unknown}: no (106.7)
## job in {blue-collar,management,student}:
## :...duration <= 253: no (56.7)
## duration > 253:
## :...previous > 3: no (16.3)
## previous <= 3:
## :...day > 19: no (12.5)
## day <= 19:
## :...housing = no: yes (84.6/33.6)
## housing = yes: no (101.7/29.3)
##
## SubTree [S24]
##
## poutcome = other: no (9.6)
## poutcome in {failure,unknown}:
## :...marital in {divorced,single}:
## :...duration <= 361: yes (117.1/33.1)
## : duration > 361: no (13.6/3)
## marital = married:
## :...day > 17: no (31.8/1.2)
## day <= 17:
## :...balance <= 1831: no (116.8/37.8)
## balance > 1831: yes (67.7/18.9)
##
## SubTree [S25]
##
## month in {apr,feb,may,nov}: no (286.7/49.8)
## month = aug: yes (20.8/6)
##
## SubTree [S26]
##
## job in {retired,self-employed,services,unknown}:
## :...age > 44: no (59.1)
## : age <= 44:
## : :...month in {apr,feb}: no (70.9/3.2)
## : month in {aug,may,nov}:
## : :...day <= 7: yes (47.4/14.2)
## : day > 7: no (83.1/20.3)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,student,
## : technician,unemployed}:
## :...campaign <= 1:
## :...job = blue-collar: no (94.4/18.1)
## : job in {admin.,entrepreneur,housemaid,management,student,technician,
## : : unemployed}:
## : :...duration <= 218: yes (110.4/42.9)
## : duration > 218:
## : :...day <= 8:
## : :...duration <= 231: no (24.7)
## : : duration > 231:
## : : :...age <= 35: no (156.3/43.4)
## : : age > 35:
## : : :...day > 7: no (9.8)
## : : day <= 7:
## : : :...month = nov: yes (6.2)
## : : month in {apr,may}: no (25.6/1.8)
## : : month in {aug,feb}:
## : : :...balance <= 169: yes (43.9/9)
## : : balance > 169: no (82.4/34.5)
## : day > 8:
## : :...month = feb: yes (26.4/3.3)
## : month in {apr,aug,may,nov}:
## : :...education = unknown: no (18.1/4.4)
## : education = secondary:
## : :...age <= 30: no (47.9/6.3)
## : : age > 30: yes (147.8/55.9)
## : education = tertiary:
## : :...age > 48: no (19.6)
## : age <= 48:
## : :...marital = divorced: no (4.3)
## : marital in {married,single}:
## : :...housing = yes: no (80.6/27.5)
## : housing = no:
## : :...balance <= 3626: yes (113.5/47.6)
## : balance > 3626: no (10.3)
## campaign > 1:
## :...age > 52: no (32.9)
## age <= 52:
## :...poutcome = other: yes (59.1/25.4)
## poutcome in {failure,unknown}:
## :...campaign > 4:
## :...poutcome = failure: no (7.6)
## : poutcome = unknown:
## : :...balance <= 2363: no (100.3/37.3)
## : balance > 2363: yes (47.2/7.5)
## campaign <= 4:
## :...contact = telephone: no (35.9/2.6)
## contact = cellular:
## :...marital = divorced: no (93.9/22.3)
## marital = married:
## :...job = student: yes (6.8)
## : job in {housemaid,unemployed}: no (14)
## : job in {admin.,blue-collar,entrepreneur,management,
## : : technician}:
## : :...campaign <= 2: no (288.2/81)
## : campaign > 2:
## : :...age <= 30: no (10.8)
## : age > 30:
## : :...balance > 4641: no (12.5)
## : balance <= 4641:
## : :...age <= 37: yes (81.8/23.2)
## : age > 37: no (84.7/33.3)
## marital = single:
## :...pdays > 95: no (32.1)
## pdays <= 95:
## :...balance > 4312: no (27.1)
## balance <= 4312:
## :...balance > 3137: yes (32.7/8.4)
## balance <= 3137:
## :...poutcome = failure: yes (1.8)
## poutcome = unknown:
## :...day > 18: no (21.1)
## day <= 18:
## :...balance > 1828: no (21.4)
## balance <= 1828:
## :...balance <= 4: no (19.4)
## balance > 4:
## :...balance <= 40: yes (16.4/1.3)
## balance > 40:
## :...age <= 41: no (156.3/47.5)
## age > 41: yes (17/4.7)
##
## SubTree [S27]
##
## job in {management,student,unemployed}: no (98.2/13.1)
## job in {admin.,blue-collar,entrepreneur,self-employed,services,technician}:
## :...education = primary: yes (37.8/15)
## education in {tertiary,unknown}: no (62.1/30.2)
## education = secondary:
## :...duration > 640: no (23.1)
## duration <= 640:
## :...duration <= 628: no (178.7/56.7)
## duration > 628: yes (28.1/7.2)
##
## ----- Trial 6: -----
##
## Decision tree:
##
## duration <= 129:
## :...month in {aug,jan,jul,jun,may,nov}:
## : :...poutcome in {failure,unknown}:
## : : :...pdays <= 278: no (3379.1/230.5)
## : : : pdays > 278:
## : : : :...month in {aug,jun,nov}: yes (45.5/14.4)
## : : : month in {jan,jul,may}: no (113.7)
## : : poutcome in {other,success}:
## : : :...campaign > 3: no (53.3)
## : : campaign <= 3:
## : : :...contact = telephone: no (17.5)
## : : contact in {cellular,unknown}:
## : : :...month = jan: no (20.7)
## : : month in {aug,jul,jun,may,nov}:
## : : :...day > 25: yes (38.5/9.1)
## : : day <= 25:
## : : :...day <= 5: yes (84.8/37.2)
## : : day > 5: no (182.8/45.7)
## : month in {apr,dec,feb,mar,oct,sep}:
## : :...duration <= 60: no (219.2/12.1)
## : duration > 60:
## : :...day <= 7: no (414.3/67.2)
## : day > 7:
## : :...month in {feb,mar,sep}:
## : :...education = unknown: no (13.3)
## : : education in {primary,secondary,tertiary}:
## : : :...balance <= 167:
## : : :...age <= 68: no (114.1/29.3)
## : : : age > 68: yes (9.2)
## : : balance > 167:
## : : :...balance <= 199: yes (29.7/3.2)
## : : balance > 199:
## : : :...education = primary: no (25.9/5.7)
## : : education in {secondary,tertiary}:
## : : :...poutcome in {other,
## : : : success}: yes (78/22.3)
## : : poutcome in {failure,unknown}:
## : : :...previous > 3: no (15.2)
## : : previous <= 3:
## : : :...balance <= 279: no (24.9/2.7)
## : : balance > 279: [S1]
## : month in {apr,dec,oct}:
## : :...loan = yes: no (50.3)
## : loan = no:
## : :...pdays > 320: no (37)
## : pdays <= 320:
## : :...contact = telephone: no (64.5/5)
## : contact in {cellular,unknown}:
## : :...duration <= 65: yes (26.1/7.6)
## : duration > 65:
## : :...poutcome in {failure,other,
## : : success}: no (123/23.1)
## : poutcome = unknown:
## : :...balance <= 6: no (28.4)
## : balance > 6:
## : :...housing = yes: no (87.7/21.1)
## : housing = no: [S2]
## duration > 129:
## :...poutcome = success:
## :...balance > 12961: no (34.5/7.6)
## : balance <= 12961:
## : :...balance > 10443: yes (37.1/4.3)
## : balance <= 10443:
## : :...age <= 23: yes (63.2/11)
## : age > 23:
## : :...housing = yes:
## : :...campaign > 3: no (70.7/21.3)
## : : campaign <= 3:
## : : :...pdays > 202:
## : : :...balance <= 167: yes (48.3/7.9)
## : : : balance > 167:
## : : : :...month in {apr,aug,dec,feb,jan,jul,mar,may,
## : : : : oct}: no (170.3/45.1)
## : : : month in {jun,nov,sep}: yes (10.8)
## : : pdays <= 202:
## : : :...pdays <= 85: no (62.2/18.7)
## : : pdays > 85:
## : : :...day > 26: yes (38.3)
## : : day <= 26:
## : : :...loan = yes: no (26.8/9.4)
## : : loan = no:
## : : :...previous <= 1: no (73/36.3)
## : : previous > 1: [S3]
## : housing = no:
## : :...duration > 528: yes (164.8/35.8)
## : duration <= 528:
## : :...day > 28: no (113.1/50.3)
## : day <= 28:
## : :...duration > 472: no (71.3/27.8)
## : duration <= 472:
## : :...duration > 433: yes (27.4)
## : duration <= 433:
## : :...month in {apr,dec,feb,
## : : may}: yes (282.1/72.5)
## : month in {aug,jan,jul,jun,mar,nov,oct,
## : : sep}:
## : :...previous > 2:
## : :...day <= 2: no (28/3.1)
## : : day > 2:
## : : :...pdays <= 109: [S4]
## : : pdays > 109: [S5]
## : previous <= 2:
## : :...age > 71: no (40.3/14.8)
## : age <= 71: [S6]
## poutcome in {failure,other,unknown}:
## :...duration <= 365:
## :...contact = unknown: no (1462.1/93.8)
## : contact in {cellular,telephone}:
## : :...campaign > 5: no (449.5/82.8)
## : campaign <= 5:
## : :...month in {dec,mar,oct,sep}:
## : :...age > 81: no (54.1/9.4)
## : : age <= 81:
## : : :...balance > 8180: no (72.5/15.9)
## : : balance <= 8180:
## : : :...previous > 5: no (98.4/34.6)
## : : previous <= 5:
## : : :...duration <= 142:
## : : :...previous <= 1: yes (113.2/22.9)
## : : : previous > 1: no (12/1.7)
## : : duration > 142:
## : : :...duration > 339: yes (68.1/17.9)
## : : duration <= 339:
## : : :...day > 28:
## : : :...previous > 3: no (10.6)
## : : : previous <= 3:
## : : : :...duration > 316: no (9)
## : : : duration <= 316:
## : : : :...housing = no: yes (95.8/16.3)
## : : : housing = yes: no (38.7/15.3)
## : : day <= 28:
## : : :...day > 24: no (142.5/42.1)
## : : day <= 24: [S7]
## : month in {apr,aug,feb,jan,jul,jun,may,nov}:
## : :...age > 61:
## : :...job in {services,student}: no (0)
## : : job in {blue-collar,entrepreneur,
## : : : self-employed}: yes (17.6)
## : : job in {admin.,housemaid,management,retired,
## : : : technician,unemployed,unknown}:
## : : :...pdays > 181: no (33.8/5.1)
## : : pdays <= 181:
## : : :...age > 81: yes (26.1/3.6)
## : : age <= 81:
## : : :...campaign > 3: yes (31.2/7)
## : : campaign <= 3:
## : : :...balance <= 245: no (70.9/14)
## : : balance > 245:
## : : :...duration > 238: yes (132.6/42.5)
## : : duration <= 238:
## : : :...day <= 13: no (75.4/9.5)
## : : day > 13: yes (121.4/50.8)
## : age <= 61:
## : :...loan = yes:
## : :...day <= 1: yes (26.2/8.2)
## : : day > 1:
## : : :...contact = telephone: no (43.8)
## : : contact = cellular:
## : : :...previous > 4: no (48.5)
## : : previous <= 4:
## : : :...balance <= 50:
## : : :...duration <= 358: no (165.4/2.6)
## : : : duration > 358: yes (10.7/0.3)
## : : balance > 50: [S8]
## : loan = no:
## : :...housing = yes:
## : :...month in {aug,jun}:
## : : :...campaign > 3: no (47.6)
## : : : campaign <= 3:
## : : : :...duration <= 143: no (27.5)
## : : : duration > 143:
## : : : :...age <= 29: yes (38/7.3)
## : : : age > 29:
## : : : :...pdays > 89: yes (108.4/38.4)
## : : : pdays <= 89: [S9]
## : : month in {apr,feb,jan,jul,may,nov}:
## : : :...balance > 895:
## : : :...balance > 11563: yes (52.7/15.7)
## : : : balance <= 11563:
## : : : :...month in {feb,jan}:
## : : : :...day <= 10: no (98/29.1)
## : : : : day > 10: yes (71.6/13.5)
## : : : month in {apr,jul,may,nov}:
## : : : :...campaign > 3: no (94/44.5)
## : : : campaign <= 3:
## : : : :...balance > 7298: no (42.1)
## : : : balance <= 7298:
## : : : :...month = apr: [S10]
## : : : month in {jul,may,
## : : : : nov}: [S11]
## : : balance <= 895:
## : : :...duration <= 307: no (1262/172.5)
## : : duration > 307:
## : : :...poutcome = other: no (23.1)
## : : poutcome in {failure,unknown}: [S12]
## : housing = no:
## : :...education = primary:
## : :...day <= 9: no (175.4/18.5)
## : : day > 9:
## : : :...job = management: yes (27.3/5)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : retired,self-employed,
## : : : services,student,
## : : : technician,unemployed,
## : : : unknown}:
## : : :...day <= 10: yes (13.7/2.5)
## : : day > 10: no (239.6/48.8)
## : education in {secondary,tertiary,unknown}:
## : :...balance <= -1: no (54.1)
## : balance > -1:
## : :...contact = telephone:
## : :...duration <= 159: no (35)
## : : duration > 159:
## : : :...month = aug: yes (38.8/9.4)
## : : month in {apr,feb,jan,jul,
## : : : jun,may,nov}: [S13]
## : contact = cellular:
## : :...month in {aug,nov}:
## : :...campaign <= 1: [S14]
## : : campaign > 1: [S15]
## : month in {apr,feb,jan,jul,jun,
## : : may}:
## : :...education = unknown: [S16]
## : education = secondary:
## : :...month in {apr,jan,jun,
## : : : may}: [S17]
## : : month in {feb,jul}: [S18]
## : education = tertiary:
## : :...age <= 27: [S19]
## : age > 27: [S20]
## duration > 365:
## :...duration > 613:
## :...age > 78: yes (42/7.7)
## : age <= 78:
## : :...job in {housemaid,unknown}:
## : :...pdays > 114: yes (16.8/2.9)
## : : pdays <= 114:
## : : :...day <= 27: no (224.8/53.9)
## : : day > 27: yes (37.8/12.4)
## : job in {admin.,blue-collar,entrepreneur,management,retired,
## : : self-employed,services,student,technician,
## : : unemployed}:
## : :...marital in {divorced,single}:
## : :...month in {jan,nov}:
## : : :...pdays > 117: no (36.4)
## : : : pdays <= 117:
## : : : :...default = yes: yes (6.5)
## : : : default = no:
## : : : :...balance > 1927: yes (131/54.4)
## : : : balance <= 1927:
## : : : :...balance > 1720: no (16.5)
## : : : balance <= 1720:
## : : : :...balance > 1290: yes (18.4/2.5)
## : : : balance <= 1290:
## : : : :...loan = yes: no (43/6.5)
## : : : loan = no: [S21]
## : : month in {apr,aug,dec,feb,jul,jun,mar,may,oct,sep}:
## : : :...education = unknown: no (124.2/54.3)
## : : education = primary:
## : : :...job in {management,
## : : : : student}: yes (0)
## : : : job = technician: no (7.8)
## : : : job in {admin.,blue-collar,entrepreneur,
## : : : : retired,self-employed,services,
## : : : : unemployed}:
## : : : :...balance <= -2: yes (41.8/2.6)
## : : : balance > -2:
## : : : :...month in {aug,mar}: yes (0)
## : : : month in {apr,sep}: no (11.1)
## : : : month in {dec,feb,jul,jun,may,oct}:
## : : : :...campaign <= 1: no (60.2/25.4)
## : : : campaign > 1: yes (141.7/42.8)
## : : education in {secondary,tertiary}:
## : : :...age > 57: yes (62.7/14.3)
## : : age <= 57:
## : : :...age > 55: no (45.4/13.1)
## : : age <= 55:
## : : :...duration <= 928:
## : : :...duration > 920: no (26.9/3.6)
## : : : duration <= 920:
## : : : :...loan = yes:
## : : : :...duration <= 633: no (13.4)
## : : : : duration > 633: [S22]
## : : : loan = no: [S23]
## : : duration > 928: [S24]
## : marital = married:
## : :...balance > 12519: no (48.6/8.2)
## : balance <= 12519:
## : :...pdays > 190:
## : :...month in {aug,jul,mar,nov,oct,
## : : : sep}: yes (33.6)
## : : month in {apr,dec,feb,jan,jun,may}:
## : : :...job in {retired,services,student,
## : : : unemployed}: yes (47.1/5.4)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : self-employed,technician}:
## : : :...contact in {telephone,
## : : : unknown}: no (9.7)
## : : contact = cellular:
## : : :...default = yes: yes (3.5)
## : : default = no:
## : : :...campaign <= 4: no (126.7/54.1)
## : : campaign > 4: yes (7.2)
## : pdays <= 190:
## : :...duration <= 617: yes (47.6/11.3)
## : duration > 617:
## : :...month in {apr,aug}:
## : :...day > 29: yes (39.8/2.7)
## : : day <= 29: [S25]
## : month in {dec,feb,jan,jul,jun,mar,may,
## : : nov,oct,sep}:
## : :...duration <= 643:
## : :...loan = no: no (177/33.2)
## : : loan = yes: yes (40.5/13.8)
## : duration > 643:
## : :...balance > 1830:
## : :...balance <= 2273: yes (95.4/22.3)
## : : balance > 2273:
## : : :...loan = yes: yes (37.2/10.6)
## : : loan = no:
## : : :...campaign > 2: [S26]
## : : campaign <= 2: [S27]
## : balance <= 1830:
## : :...pdays > 157: no (53.4/6.1)
## : pdays <= 157: [S28]
## duration <= 613:
## :...pdays > 370: yes (72.9/20.9)
## pdays <= 370:
## :...duration <= 367: yes (92.9/33.7)
## duration > 367:
## :...campaign > 9: no (110/24.6)
## campaign <= 9:
## :...age > 60:
## :...housing = yes: yes (14.5/2.1)
## : housing = no:
## : :...marital = single: no (10.2/1.3)
## : marital in {divorced,married}:
## : :...day > 19: yes (102.2/29.9)
## : day <= 19:
## : :...age > 81: yes (19.5/4)
## : age <= 81:
## : :...age > 77: no (21.4/1.3)
## : age <= 77:
## : :...age > 75: yes (17)
## : age <= 75: [S29]
## age <= 60:
## :...balance > 6144:
## :...job in {admin.,blue-collar,entrepreneur,
## : : retired,services,unemployed,
## : : unknown}: no (105.4/2.1)
## : job in {housemaid,management,self-employed,
## : : student,technician}:
## : :...month in {apr,jan,jun,
## : : oct}: yes (18.4/1.1)
## : month in {aug,dec,feb,jul,mar,may,nov,
## : sep}: no (140.2/42.1)
## balance <= 6144:
## :...marital in {divorced,married}:
## :...month in {dec,oct,sep}:
## : :...previous <= 5: yes (134.4/47.7)
## : : previous > 5: no (7.5)
## : month in {apr,aug,feb,jan,jul,jun,mar,
## : : may,nov}:
## : :...balance <= -523: no (63.5/6.8)
## : balance > -523:
## : :...campaign > 6: no (96.3/22.3)
## : campaign <= 6:
## : :...campaign > 4:
## : :...age <= 28: yes (19.4/2.5)
## : : age > 28:
## : : :...loan = yes: no (32.3/7.3)
## : : loan = no: [S30]
## : campaign <= 4: [S31]
## marital = single:
## :...default = yes: yes (64.1/25.9)
## default = no:
## :...balance <= -191: no (54.4/7.3)
## balance > -191:
## :...month in {dec,
## : jan}: no (83.3/15.9)
## month in {apr,aug,feb,jul,jun,
## : mar,may,nov,oct,sep}:
## :...balance > 5597: yes (30.4/6.7)
## balance <= 5597:
## :...age > 47: no (99.9/19.8)
## age <= 47:
## :...duration > 526: [S32]
## duration <= 526: [S33]
##
## SubTree [S1]
##
## contact = unknown: yes (6.8)
## contact in {cellular,telephone}:
## :...loan = yes: no (15.1/2.5)
## loan = no:
## :...job in {admin.,blue-collar,management,retired,student,technician,
## : unemployed,unknown}: yes (196.1/79.3)
## job in {entrepreneur,housemaid,self-employed,services}: no (14.3)
##
## SubTree [S2]
##
## marital = divorced: yes (20.4/5)
## marital in {married,single}:
## :...duration <= 92: no (41.2)
## duration > 92:
## :...campaign > 5: no (10.4)
## campaign <= 5:
## :...balance > 10788: no (10.8)
## balance <= 10788:
## :...age > 52: no (10)
## age <= 52:
## :...age > 46: yes (24.3/2.5)
## age <= 46:
## :...month = apr: yes (103.8/47.1)
## month in {dec,oct}: no (26.7/3.1)
##
## SubTree [S3]
##
## job in {admin.,blue-collar,management,retired,self-employed,services,student,
## : technician,unemployed,unknown}: yes (214.2/50.1)
## job in {entrepreneur,housemaid}: no (7.1)
##
## SubTree [S4]
##
## education = unknown: yes (3.9)
## education in {primary,secondary,tertiary}:
## :...pdays > 99: no (28/2.1)
## pdays <= 99:
## :...previous <= 4: no (95/30.3)
## previous > 4: yes (46.1/13.6)
##
## SubTree [S5]
##
## campaign > 3: yes (11.5)
## campaign <= 3:
## :...education = unknown: no (8.6)
## education in {primary,secondary,tertiary}:
## :...day > 24: no (22/5.1)
## day <= 24:
## :...age <= 27: no (7.5)
## age > 27:
## :...age <= 78: yes (117.8/28)
## age > 78: no (10.8/2.5)
##
## SubTree [S6]
##
## contact in {telephone,unknown}: yes (15.7/1)
## contact = cellular:
## :...duration > 391: no (37.6/11.8)
## duration <= 391:
## :...pdays > 306: no (18.1/4.8)
## pdays <= 306:
## :...month = jul: no (25.8/8.8)
## month in {aug,jan,jun,mar,nov,oct,sep}:
## :...campaign > 3: no (16.1/6)
## campaign <= 3:
## :...duration > 219: yes (122.7/7)
## duration <= 219:
## :...duration > 207: no (14.3/3.6)
## duration <= 207:
## :...balance <= 268: yes (23.9)
## balance > 268:
## :...balance <= 400: no (17.1/4.6)
## balance > 400: yes (110.7/29)
##
## SubTree [S7]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,self-employed,services,
## : unemployed}: yes (282.4/129.2)
## job in {student,unknown}: no (119/46.9)
## job = retired:
## :...duration <= 317: yes (120.5/54.4)
## : duration > 317: no (18.4/2.3)
## job = technician:
## :...duration > 262: yes (33.6/2.9)
## : duration <= 262:
## : :...pdays <= 241: no (115.5/42)
## : pdays > 241: yes (8.6)
## job = management:
## :...education in {primary,secondary,unknown}: yes (22.8/5.8)
## education = tertiary:
## :...age <= 28: yes (34.2/9.3)
## age > 28:
## :...previous > 2: yes (40.4/15.8)
## previous <= 2:
## :...duration <= 173: no (31/1.2)
## duration > 173:
## :...campaign <= 2: no (114.6/45.4)
## campaign > 2: yes (9.8)
##
## SubTree [S8]
##
## job in {blue-collar,entrepreneur,housemaid,management,retired,services,student,
## : technician,unemployed,unknown}: no (471.2/89.8)
## job in {admin.,self-employed}:
## :...balance <= 70: yes (16.7/0.5)
## balance > 70:
## :...month in {apr,aug,feb}: yes (75.8/28.7)
## month in {jan,jul,jun,may,nov}: no (49.7)
##
## SubTree [S9]
##
## job in {blue-collar,housemaid,retired,self-employed,services,student,
## : unemployed,unknown}: no (34.9)
## job in {admin.,entrepreneur,management,technician}:
## :...age > 58: yes (11.4)
## age <= 58:
## :...job = entrepreneur: yes (6.1/0.3)
## job in {admin.,management,technician}:
## :...day > 18: no (15.8)
## day <= 18:
## :...duration > 323: no (13.3)
## duration <= 323:
## :...duration <= 306: no (133.6/45.3)
## duration > 306: yes (15.7/1.5)
##
## SubTree [S10]
##
## age <= 40: no (98.9/15.5)
## age > 40: yes (84.9/29.5)
##
## SubTree [S11]
##
## balance <= 6451: no (460.4/79.1)
## balance > 6451: yes (23.6/9.2)
##
## SubTree [S12]
##
## education = primary: no (22.1)
## education in {secondary,tertiary,unknown}:
## :...previous > 2: yes (32.1/7)
## previous <= 2:
## :...balance > 769: no (13.6)
## balance <= 769:
## :...month in {feb,jan,jul,nov}: no (67.1/12.8)
## month in {apr,may}:
## :...duration > 363: yes (16.1/0.8)
## duration <= 363:
## :...marital = divorced: no (13.3)
## marital in {married,single}:
## :...duration > 353: no (16.1)
## duration <= 353:
## :...day <= 12: no (39.3/11.7)
## day > 12: yes (90.4/29.7)
##
## SubTree [S13]
##
## duration <= 166: yes (18.9/6.8)
## duration > 166: no (186.1/35.2)
##
## SubTree [S14]
##
## job in {admin.,entrepreneur,housemaid,services,unemployed}:
## :...duration > 249: yes (72.4/14.4)
## : duration <= 249:
## : :...age > 53: no (12.9)
## : age <= 53:
## : :...duration > 235: no (12)
## : duration <= 235:
## : :...balance <= 865: no (69.5/26.4)
## : balance > 865: yes (57.4/13.7)
## job in {blue-collar,management,retired,self-employed,student,technician,
## : unknown}:
## :...marital = divorced: yes (60.5/26.6)
## marital in {married,single}:
## :...job in {blue-collar,unknown}: no (18.1)
## job in {management,retired,self-employed,student,technician}:
## :...day <= 10:
## :...duration <= 319: no (129.2/48.2)
## : duration > 319: yes (24.6/5)
## day > 10:
## :...day > 21: no (21.6)
## day <= 21:
## :...duration <= 194: no (54.4/2.7)
## duration > 194:
## :...duration <= 201: yes (13)
## duration > 201:
## :...pdays > 92: no (31)
## pdays <= 92:
## :...pdays > 85: yes (12.5)
## pdays <= 85:
## :...age <= 58: no (162.6/39)
## age > 58: yes (8.3)
##
## SubTree [S15]
##
## previous > 4: yes (25.6/4.8)
## previous <= 4:
## :...balance <= 445: no (279/32.3)
## balance > 445:
## :...duration <= 149: no (51.8/6.2)
## duration > 149:
## :...month = nov: no (87.7/13.8)
## month = aug:
## :...day <= 5: no (30.7/1)
## day > 5:
## :...job in {admin.,housemaid,retired}: yes (47.1/17.7)
## job in {blue-collar,entrepreneur,self-employed,unemployed,
## : unknown}: no (20.4)
## job in {management,services,student,technician}:
## :...age > 49: no (37.1)
## age <= 49:
## :...age > 48: yes (13/1.8)
## age <= 48:
## :...duration <= 156: yes (20.5/3.9)
## duration > 156:
## :...balance <= 456: yes (13.9/1.7)
## balance > 456: no (199.5/48.3)
##
## SubTree [S16]
##
## duration > 321: yes (34.8/2.6)
## duration <= 321:
## :...day > 27: no (15.2/1)
## day <= 27:
## :...balance <= 1481: no (100.5/43.1)
## balance > 1481: yes (36/5.3)
##
## SubTree [S17]
##
## campaign > 2: yes (111.8/46.1)
## campaign <= 2:
## :...poutcome in {failure,other}: no (143.8/49.8)
## poutcome = unknown:
## :...age > 45: no (116/28.5)
## age <= 45:
## :...duration > 272: yes (103.3/31)
## duration <= 272:
## :...duration > 196: no (118.9/27.2)
## duration <= 196:
## :...marital in {divorced,married}: no (34.4/11.9)
## marital = single: yes (101.2/37.4)
##
## SubTree [S18]
##
## balance <= 94: no (79.4)
## balance > 94:
## :...day > 26: no (24.9)
## day <= 26:
## :...duration <= 142: no (25)
## duration > 142:
## :...job in {entrepreneur,housemaid,management,self-employed,
## : unknown}: no (29)
## job in {admin.,blue-collar,retired,services,student,technician,
## : unemployed}:
## :...pdays > 274: yes (19.2/2.8)
## pdays <= 274:
## :...age <= 27: yes (65.7/27.9)
## age > 27:
## :...age > 59: no (14.8)
## age <= 59:
## :...duration <= 153: yes (24.7/8.1)
## duration > 153: no (207.7/51.7)
##
## SubTree [S19]
##
## pdays > 136: yes (11.8/1.3)
## pdays <= 136:
## :...balance <= 78: yes (13.2/4.2)
## balance > 78: no (114.4/14.6)
##
## SubTree [S20]
##
## job in {housemaid,services,unknown}: no (38.5/4)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : student,technician,unemployed}:
## :...duration > 223:
## :...month in {jan,may}: no (122.1/50.2)
## : month in {apr,feb,jul,jun}:
## : :...balance > 5781: no (26.1/7.2)
## : balance <= 5781:
## : :...balance > 3004: yes (55.9/6.5)
## : balance <= 3004:
## : :...balance > 1857: no (46/9.5)
## : balance <= 1857:
## : :...balance > 1268: yes (48.8/4.6)
## : balance <= 1268:
## : :...campaign > 1: yes (128.9/30.7)
## : campaign <= 1:
## : :...job in {admin.,entrepreneur,retired,student,
## : : unemployed}: no (17.5)
## : job in {blue-collar,management,self-employed,
## : technician}: yes (116.9/53.5)
## duration <= 223:
## :...job in {blue-collar,entrepreneur,retired,student}: no (21.7)
## job in {admin.,management,self-employed,technician,unemployed}:
## :...previous > 4: yes (26.4/4.9)
## previous <= 4:
## :...duration > 209: no (63.2/10)
## duration <= 209:
## :...marital = divorced: no (24.1/5.1)
## marital in {married,single}:
## :...day <= 3: no (82.2/22.5)
## day > 3:
## :...poutcome = other: no (17.5/2.9)
## poutcome in {failure,unknown}:
## :...duration <= 151: no (94.2/35.7)
## duration > 151:
## :...job = admin.: yes (23.9/1.7)
## job in {management,self-employed,
## : technician,unemployed}:
## :...day <= 14: yes (96.9/24.3)
## day > 14: no (121.7/52.8)
##
## SubTree [S21]
##
## duration <= 1357: no (152.1/55.7)
## duration > 1357: yes (16.1)
##
## SubTree [S22]
##
## balance > 5367: no (10.5)
## balance <= 5367:
## :...month in {apr,aug,dec,feb,jun,mar,may,oct,sep}: no (103.8/33.2)
## month = jul: yes (59.7/15.5)
##
## SubTree [S23]
##
## job in {admin.,blue-collar,entrepreneur,management,retired,student,technician}:
## :...month in {apr,dec,feb,jun,mar,oct,sep}: yes (265.7/107.8)
## : month = aug:
## : :...age <= 51: yes (135/47.8)
## : : age > 51: no (6.7)
## : month = jul:
## : :...day > 28: no (22.9)
## : : day <= 28:
## : : :...balance <= 914: yes (85.9/23.4)
## : : balance > 914: no (58/19.3)
## : month = may:
## : :...day <= 6: no (41.7/9.9)
## : day > 6:
## : :...contact = cellular: yes (151.4/51.5)
## : contact = telephone: no (1)
## : contact = unknown:
## : :...marital = divorced: yes (34.3/7.7)
## : marital = single:
## : :...balance <= 38: no (30.2/3.1)
## : balance > 38: yes (118.5/48.3)
## job in {self-employed,services,unemployed}:
## :...day > 22: yes (13.9/1.5)
## day <= 22:
## :...duration <= 635: no (22.4)
## duration > 635:
## :...balance <= -173: yes (10.9)
## balance > -173:
## :...day > 19: no (15.8)
## day <= 19:
## :...duration <= 652: yes (12.8)
## duration > 652:
## :...balance <= 5447: no (150.1/48.8)
## balance > 5447: yes (9.1)
##
## SubTree [S24]
##
## job in {admin.,self-employed,student}: yes (101.9/11.1)
## job in {blue-collar,entrepreneur,management,retired,services,technician,
## : unemployed}:
## :...age > 42: yes (102.2/23.3)
## age <= 42:
## :...balance > 7265: no (27.6/3.9)
## balance <= 7265:
## :...age > 38: no (74/27.7)
## age <= 38:
## :...age > 36: yes (90.8/14.8)
## age <= 36:
## :...month in {feb,mar,oct,sep}: yes (32/3.8)
## month in {apr,aug,dec,jul,jun,may}:
## :...day <= 3: no (23.4/4)
## day > 3:
## :...balance <= 138: yes (86/17.6)
## balance > 138:
## :...campaign > 4: yes (26/2.6)
## campaign <= 4:
## :...poutcome = other: yes (26.8/8.1)
## poutcome in {failure,unknown}:
## :...balance <= 5320: no (200.1/68.4)
## balance > 5320: yes (10.6)
##
## SubTree [S25]
##
## contact = unknown: yes (0)
## contact = telephone: no (26.3/5.1)
## contact = cellular:
## :...poutcome = other: no (15.6/2.9)
## poutcome in {failure,unknown}:
## :...duration <= 643: yes (68.5/13.5)
## duration > 643:
## :...duration > 1131:
## :...duration <= 1441: yes (83.6/10.6)
## : duration > 1441: no (44.6/18.5)
## duration <= 1131:
## :...job = student: no (0)
## job in {admin.,entrepreneur,retired,
## : self-employed}: yes (96.8/29.7)
## job in {blue-collar,management,services,technician,unemployed}:
## :...campaign > 4: no (76.2/21.6)
## campaign <= 4:
## :...age > 53: no (25/2.2)
## age <= 53:
## :...job in {blue-collar,services,technician,
## : unemployed}: no (247.2/110)
## job = management: yes (86.2/28.2)
##
## SubTree [S26]
##
## month in {dec,jan}: yes (0)
## month = nov: no (18.1/0.3)
## month in {feb,jul,jun,mar,may,oct,sep}:
## :...duration <= 1098: yes (93.7/13.4)
## duration > 1098: no (35/10.3)
##
## SubTree [S27]
##
## previous > 3: yes (16.1/2.3)
## previous <= 3:
## :...day > 28: no (21.2)
## day <= 28:
## :...balance <= 2325: no (16.2)
## balance > 2325:
## :...duration <= 788: no (97.1/19.7)
## duration > 788:
## :...housing = no: no (71.5/28.2)
## housing = yes: yes (80.2/24.1)
##
## SubTree [S28]
##
## month in {dec,feb,jan,mar,oct,sep}: no (255.9/88.8)
## month = nov:
## :...day <= 17: yes (34.6/5.8)
## : day > 17:
## : :...poutcome = other: yes (4)
## : poutcome in {failure,unknown}:
## : :...duration <= 644: yes (8.9)
## : duration > 644: no (164.9/50.5)
## month = jun:
## :...default = yes: yes (6.6)
## : default = no:
## : :...duration > 1405: yes (27.8/4)
## : duration <= 1405:
## : :...balance > 1264: no (21.1/1.2)
## : balance <= 1264:
## : :...duration <= 704: yes (59.2/16.9)
## : duration > 704:
## : :...campaign <= 1: yes (74.5/29.4)
## : campaign > 1: no (134.3/36.5)
## month = jul:
## :...job in {student,unemployed}: yes (10.8)
## : job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : : services,technician}:
## : :...default = yes: no (23.7/5.3)
## : default = no:
## : :...duration <= 801:
## : :...day > 29: yes (28.6/7.1)
## : : day <= 29:
## : : :...age <= 30: no (29.1)
## : : age > 30:
## : : :...age > 45: no (39.5/2.5)
## : : age <= 45:
## : : :...job in {admin.,entrepreneur,
## : : : technician}: yes (30.9/2.5)
## : : job in {blue-collar,management,retired,
## : : self-employed,services}: no (94.2/21.1)
## : duration > 801:
## : :...loan = yes: yes (86.1/26.3)
## : loan = no:
## : :...balance <= -8: no (25.4/2.8)
## : balance > -8:
## : :...contact in {telephone,unknown}: yes (23.4/6.7)
## : contact = cellular:
## : :...balance > 1159: no (16.4)
## : balance <= 1159:
## : :...age > 58: yes (10.9)
## : age <= 58:
## : :...day <= 10: no (10.5)
## : day > 10: yes (124.6/50.5)
## month = may:
## :...default = yes: yes (7.7)
## default = no:
## :...education = unknown: no (27.3)
## education in {primary,secondary,tertiary}:
## :...job in {entrepreneur,self-employed,student,
## : unemployed}: no (41.8/2)
## job in {admin.,blue-collar,management,retired,services,technician}:
## :...contact = telephone: no (5.7)
## contact in {cellular,unknown}:
## :...campaign > 4: no (61.4/12.8)
## campaign <= 4:
## :...housing = no: yes (64.8/22.9)
## housing = yes:
## :...age > 58: yes (30.6/8.1)
## age <= 58:
## :...job in {admin.,services}: yes (122.7/52.6)
## job = retired: no (4.1)
## job in {blue-collar,management,technician}:
## :...education = tertiary: yes (89.9/41.2)
## education in {primary,secondary}:
## :...job = management: no (10.8)
## job in {blue-collar,technician}:
## :...duration <= 740: no (58.1/6.9)
## duration > 740:
## :...loan = yes: no (48.7/7.6)
## loan = no:
## :...day > 17: yes (87.1/30.7)
## day <= 17: [S34]
##
## SubTree [S29]
##
## campaign > 4: yes (10.5)
## campaign <= 4:
## :...balance <= 709: yes (57.5/18.2)
## balance > 709:
## :...duration <= 371: yes (8.1/1)
## duration > 371: no (119.1/23.9)
##
## SubTree [S30]
##
## marital = divorced: yes (62.3/25.1)
## marital = married:
## :...balance > 2838: no (18.3)
## balance <= 2838:
## :...balance > 1866: yes (13.2)
## balance <= 1866:
## :...age <= 44: no (87/19.6)
## age > 44: yes (72.7/27.6)
##
## SubTree [S31]
##
## job in {housemaid,self-employed,student,unknown}: no (225.3/61.4)
## job = unemployed: yes (91.1/44.2)
## job = entrepreneur:
## :...balance <= -300: yes (9.5)
## : balance > -300: no (148.6/49.1)
## job = retired:
## :...pdays > 358: yes (9.5)
## : pdays <= 358:
## : :...age <= 59: no (116/17.1)
## : age > 59: yes (30.1/11.7)
## job = admin.:
## :...month = mar: no (0)
## : month in {feb,jul,jun,nov}:
## : :...default = yes: yes (2.9/0.3)
## : : default = no:
## : : :...balance <= 3670: no (138.4/20.1)
## : : balance > 3670: yes (9.7/1)
## : month in {apr,aug,jan,may}:
## : :...housing = no: yes (69.4/18.4)
## : housing = yes:
## : :...campaign > 2: no (23.3/5.1)
## : campaign <= 2:
## : :...age <= 31: yes (49/12.4)
## : age > 31: no (105.3/36.2)
## job = services:
## :...education in {tertiary,unknown}: no (18.8)
## : education in {primary,secondary}:
## : :...default = yes: no (4.6)
## : default = no:
## : :...contact = telephone: no (8.2)
## : contact in {cellular,unknown}:
## : :...month in {apr,feb,jan,mar,may}:
## : :...age > 52: yes (21.2/4.3)
## : : age <= 52:
## : : :...previous <= 2: no (115.6/14)
## : : previous > 2: yes (18.1/6.1)
## : month in {aug,jul,jun,nov}:
## : :...age > 52: no (11.6)
## : age <= 52:
## : :...loan = no: yes (130.6/38.1)
## : loan = yes: no (20.8/8.4)
## job = blue-collar:
## :...previous > 3: no (37.6/4.1)
## : previous <= 3:
## : :...previous > 2: yes (25.5/7.7)
## : previous <= 2:
## : :...pdays > 182: no (43.6)
## : pdays <= 182:
## : :...poutcome = other: yes (5.2/0.3)
## : poutcome in {failure,unknown}:
## : :...balance > 796:
## : :...day > 23: no (22.9/2.1)
## : : day <= 23:
## : : :...contact = telephone: yes (13.3/0.3)
## : : contact in {cellular,unknown}:
## : : :...campaign <= 1: yes (122.8/40.8)
## : : campaign > 1: no (87/34.5)
## : balance <= 796:
## : :...duration <= 475: no (142.6/10.5)
## : duration > 475:
## : :...month in {feb,jan,mar,nov}: no (19.3)
## : month in {apr,aug,jul,jun,may}:
## : :...duration <= 525: yes (101.7/34)
## : duration > 525:
## : :...poutcome = failure: yes (6.8/1)
## : poutcome = unknown: no (169.1/51.6)
## job = technician:
## :...month in {jan,mar}: no (27.4)
## : month in {apr,aug,feb,jul,jun,may,nov}:
## : :...duration <= 413: no (114.5/19.1)
## : duration > 413:
## : :...education = unknown: no (7)
## : education in {primary,secondary,tertiary}:
## : :...previous > 3: yes (24.2/5.5)
## : previous <= 3:
## : :...loan = yes: no (55.5/16.9)
## : loan = no:
## : :...previous > 1: no (17.4/2.9)
## : previous <= 1:
## : :...age > 55: yes (36.5/8.7)
## : age <= 55:
## : :...age > 42: no (100/29.8)
## : age <= 42:
## : :...default = yes: yes (9.3/0.3)
## : default = no:
## : :...housing = no: yes (62.2/24.1)
## : housing = yes: no (100/42.5)
## job = management:
## :...default = yes: no (10.1)
## default = no:
## :...education = primary: no (26.6/1.5)
## education in {secondary,tertiary,unknown}:
## :...age > 55: yes (85.4/37.1)
## age <= 55:
## :...day <= 9: no (195.4/39.5)
## day > 9:
## :...month = feb: yes (10.7)
## month in {apr,aug,jan,jul,jun,mar,may,nov}:
## :...contact = telephone: no (15.1/1.5)
## contact in {cellular,unknown}:
## :...education in {secondary,unknown}: yes (91.5/40.1)
## education = tertiary:
## :...contact = unknown: no (44.1/5.6)
## contact = cellular:
## :...balance > 514: no (174.3/42.7)
## balance <= 514:
## :...month = jun: yes (0)
## month in {jul,nov}: no (33.2/4.5)
## month in {apr,aug,jan,mar,may}:
## :...age <= 32: no (17.9/5.1)
## age > 32: yes (107/30.1)
##
## SubTree [S32]
##
## education = unknown: no (20.9/4.2)
## education in {primary,secondary,tertiary}:
## :...age > 36: no (111.8/42.3)
## age <= 36:
## :...age <= 27: no (135.9/56)
## age > 27: yes (330.4/113.3)
##
## SubTree [S33]
##
## education = primary: no (29/2.9)
## education in {secondary,tertiary,unknown}:
## :...day <= 7:
## :...age > 36: yes (90.6/41.9)
## : age <= 36:
## : :...job in {retired,unknown}: no (0)
## : job in {housemaid,self-employed}: yes (12/0.8)
## : job in {admin.,blue-collar,entrepreneur,management,services,
## : : student,technician,unemployed}:
## : :...balance <= 78: no (42.2)
## : balance > 78:
## : :...balance <= 120: yes (13.1/1.5)
## : balance > 120: no (171.7/25.2)
## day > 7:
## :...month in {jul,oct,sep}:
## :...education = unknown: yes (8.5)
## : education in {secondary,tertiary}:
## : :...balance <= 122: no (51.1)
## : balance > 122:
## : :...campaign > 5: no (13.8)
## : campaign <= 5:
## : :...balance > 4223: yes (14.3/4.2)
## : balance <= 4223:
## : :...day <= 8: yes (28.1/9.2)
## : day > 8: no (101.2/25.5)
## month in {apr,aug,feb,jun,mar,may,nov}:
## :...contact = unknown: no (99.9/35.1)
## contact in {cellular,telephone}:
## :...loan = yes: yes (59.4/14.6)
## loan = no:
## :...day > 22:
## :...pdays <= 238: yes (139.2/35.1)
## : pdays > 238: no (8.8/1)
## day <= 22:
## :...age <= 23: yes (33/7)
## age > 23:
## :...pdays > 181: yes (56.5/15.6)
## pdays <= 181:
## :...pdays > 98: no (18.1)
## pdays <= 98:
## :...job in {entrepreneur,housemaid,retired,
## : unemployed,unknown}: no (16.8)
## job in {admin.,blue-collar,management,
## : self-employed,services,student,
## : technician}:
## :...campaign > 5: yes (19.7/4.2)
## campaign <= 5:
## :...campaign > 3: no (17.7/1.3)
## campaign <= 3:
## :...month in {feb,jun,
## : mar}: yes (31/3.7)
## month in {apr,aug,may,nov}: [S35]
##
## SubTree [S34]
##
## duration <= 1119: no (102.4/24.2)
## duration > 1119: yes (47.4/19.5)
##
## SubTree [S35]
##
## poutcome = failure: no (1.4)
## poutcome = other: yes (3.1)
## poutcome = unknown:
## :...day <= 17: no (105.6/27.2)
## day > 17: yes (128.9/59.8)
##
## ----- Trial 7: -----
##
## Decision tree:
##
## duration <= 129:
## :...balance <= -62: no (197.9)
## : balance > -62:
## : :...duration <= 78:
## : :...poutcome = success: no (70.9/25)
## : : poutcome in {failure,other,unknown}:
## : : :...job in {blue-collar,entrepreneur,housemaid,self-employed,
## : : : services,unknown}: no (549.5)
## : : job in {admin.,management,retired,student,technician,
## : : : unemployed}:
## : : :...month in {apr,aug,dec,jan,jul,jun,mar,may,sep}:
## : : :...campaign > 2: no (304.2)
## : : : campaign <= 2:
## : : : :...day <= 30: no (468.7/39.2)
## : : : day > 30: yes (12.8/3.3)
## : : month in {feb,nov,oct}:
## : : :...day > 22: yes (51.5/18.3)
## : : day <= 22:
## : : :...balance <= 9347: no (225.7/22.2)
## : : balance > 9347: yes (23.9/5.5)
## : duration > 78:
## : :...month in {feb,mar,oct,sep}:
## : :...campaign > 5: no (32.4/3.7)
## : : campaign <= 5:
## : : :...day <= 9: no (342.3/87.1)
## : : day > 9:
## : : :...age <= 27: no (74.9/14.7)
## : : age > 27:
## : : :...contact in {telephone,unknown}: no (51.4/18.2)
## : : contact = cellular:
## : : :...housing = yes: no (143.1/60.9)
## : : housing = no:
## : : :...balance <= 159: no (47.7/13.1)
## : : balance > 159:
## : : :...duration > 125: yes (15)
## : : duration <= 125:
## : : :...duration > 122: no (20/1)
## : : duration <= 122:
## : : :...balance > 5603: no (10.5/2.2)
## : : balance <= 5603: [S1]
## : month in {apr,aug,dec,jan,jul,jun,may,nov}:
## : :...day > 28: no (168.6/4.3)
## : day <= 28:
## : :...age > 32:
## : :...job in {blue-collar,entrepreneur,management,retired,
## : : : self-employed,services,student,
## : : : technician}: no (1170.3/135.5)
## : : job in {admin.,housemaid,unemployed,unknown}:
## : : :...duration <= 88: no (43.5)
## : : duration > 88:
## : : :...balance > 2261: no (41.6)
## : : balance <= 2261:
## : : :...month in {dec,jul,may}: no (54.5/3.7)
## : : month in {apr,aug,jan,jun,nov}:
## : : :...housing = no: no (120.4/43.5)
## : : housing = yes: yes (70/25.9)
## : age <= 32:
## : :...campaign > 5: no (31.6)
## : campaign <= 5:
## : :...day <= 2: no (26.6)
## : day > 2:
## : :...housing = yes: no (204.6/31.4)
## : housing = no:
## : :...contact = telephone: no (10.8)
## : contact in {cellular,unknown}:
## : :...balance <= 5: no (26.5)
## : balance > 5:
## : :...marital = divorced: no (5.7)
## : marital in {married,single}: [S2]
## duration > 129:
## :...poutcome = success:
## :...duration <= 161:
## : :...month in {dec,sep}: yes (20.4)
## : : month in {apr,aug,feb,jan,jul,jun,mar,may,nov,oct}:
## : : :...contact in {telephone,unknown}: no (8.4)
## : : contact = cellular:
## : : :...loan = yes: yes (15.7/3.9)
## : : loan = no:
## : : :...job in {admin.,blue-collar,housemaid,management,
## : : : self-employed,unknown}: yes (105.4/44.4)
## : : job in {entrepreneur,retired,services,student,
## : : technician,unemployed}: no (113.1/22.4)
## : duration > 161:
## : :...previous <= 1:
## : :...age <= 26: yes (26.8)
## : : age > 26:
## : : :...job in {management,self-employed,unknown}: yes (143.6/16.4)
## : : job in {admin.,blue-collar,entrepreneur,housemaid,retired,
## : : : services,student,technician,unemployed}:
## : : :...loan = yes: yes (10.4)
## : : loan = no:
## : : :...month in {jan,nov}: yes (59.1/2.1)
## : : month in {apr,aug,dec,feb,jul,jun,mar,may,oct,sep}:
## : : :...education = unknown: yes (10.1)
## : : education in {primary,secondary,tertiary}:
## : : :...marital = divorced: yes (55.2/11.1)
## : : marital in {married,single}:
## : : :...pdays <= 92: yes (74.4/17.2)
## : : pdays > 92:
## : : :...duration <= 178: no (17.1/1.2)
## : : duration > 178:
## : : :...duration <= 192: yes (15.2)
## : : duration > 192:
## : : :...pdays > 364: yes (21.4/3.6)
## : : pdays <= 364:
## : : :...campaign > 4: no (12.5)
## : : campaign <= 4: [S3]
## : previous > 1:
## : :...month in {apr,feb,jan,jun,mar,may,nov}:
## : :...previous > 9: no (39.2/10.6)
## : : previous <= 9:
## : : :...job = unemployed: yes (24.4)
## : : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : management,retired,self-employed,services,
## : : : student,technician,unknown}:
## : : :...pdays > 199:
## : : :...contact = unknown: no (0)
## : : : contact = telephone: yes (5.4/1)
## : : : contact = cellular:
## : : : :...pdays > 391: yes (8.6)
## : : : pdays <= 391:
## : : : :...duration <= 646: no (124.7/29.1)
## : : : duration > 646: yes (27/4.9)
## : : pdays <= 199:
## : : :...pdays > 176:
## : : :...loan = no: yes (182.9/41.7)
## : : : loan = yes: no (20.4/7.9)
## : : pdays <= 176:
## : : :...pdays > 98: no (107.3/15.4)
## : : pdays <= 98:
## : : :...education = unknown: no (9.6/1.2)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...pdays <= 32: no (16.7/3.6)
## : : pdays > 32:
## : : :...duration > 274: yes (132/33.4)
## : : duration <= 274:
## : : :...age <= 22: no (8)
## : : age > 22:
## : : :...day <= 24: yes (99/27.6)
## : : day > 24: no (59.3/20.4)
## : month in {aug,dec,jul,oct,sep}:
## : :...job = entrepreneur: no (15.5/2.1)
## : job in {housemaid,services,unknown}: yes (25.4)
## : job in {admin.,blue-collar,management,retired,
## : : self-employed,student,technician,unemployed}:
## : :...duration > 634: no (48.7/19.7)
## : duration <= 634:
## : :...duration > 530: yes (30.7)
## : duration <= 530:
## : :...balance <= 260: yes (98.2/11.3)
## : balance > 260:
## : :...balance <= 409: no (43/13.3)
## : balance > 409:
## : :...balance <= 549: yes (28.2)
## : balance > 549:
## : :...duration > 475: yes (19)
## : duration <= 475:
## : :...day <= 1: no (18.6/3.8)
## : day > 1:
## : :...age <= 26: no (19.6/5)
## : age > 26: [S4]
## poutcome in {failure,other,unknown}:
## :...duration > 551:
## :...balance > 25290: yes (25.2/3.6)
## : balance <= 25290:
## : :...contact = unknown:
## : :...duration > 890:
## : : :...default = yes: yes (6.8)
## : : : default = no:
## : : : :...marital = divorced: yes (108.3/28.7)
## : : : marital in {married,single}: no (781.2/364.4)
## : : duration <= 890:
## : : :...balance > 5733: no (44.5/3.4)
## : : balance <= 5733:
## : : :...month in {apr,aug,dec,feb,jan,jul,mar,nov,oct,
## : : : sep}: no (35.9/12.4)
## : : month = may:
## : : :...default = yes: yes (8.8/2.6)
## : : : default = no:
## : : : :...marital in {divorced,single}:
## : : : :...duration <= 614: no (90.7/22.2)
## : : : : duration > 614:
## : : : : :...job in {housemaid,management,
## : : : : : unknown}: no (64.9/12.3)
## : : : : job in {admin.,blue-collar,
## : : : : : entrepreneur,retired,
## : : : : : self-employed,services,
## : : : : : student,technician,
## : : : : : unemployed}:
## : : : : :...housing = no: no (28.9/9.5)
## : : : : housing = yes:
## : : : : :...age <= 48: yes (199.8/84.2)
## : : : : age > 48: no (16.4/2.3)
## : : : marital = married:
## : : : :...duration <= 578: no (36.8)
## : : : duration > 578:
## : : : :...duration <= 588: yes (27.8/8.6)
## : : : duration > 588:
## : : : :...campaign > 4: no (25.7)
## : : : campaign <= 4:
## : : : :...job = student: no (0)
## : : : job in {admin.,technician}: [S5]
## : : : job in {blue-collar,
## : : : : entrepreneur,
## : : : : housemaid,
## : : : : management,retired,
## : : : : self-employed,
## : : : : services,
## : : : : unemployed,unknown}:
## : : : :...day <= 7: no (60.2)
## : : : day > 7: [S6]
## : : month = jun:
## : : :...campaign > 6: no (41.8/9.6)
## : : campaign <= 6:
## : : :...marital = divorced: no (59.2/18.2)
## : : marital in {married,single}:
## : : :...default = yes: yes (4.4)
## : : default = no:
## : : :...loan = yes: no (95.9/35.8)
## : : loan = no:
## : : :...age > 51: no (59.3/18)
## : : age <= 51: [S7]
## : contact in {cellular,telephone}:
## : :...day > 15:
## : :...pdays > 362: yes (26.7/5)
## : : pdays <= 362:
## : : :...duration <= 685:
## : : :...marital = divorced:
## : : : :...month in {apr,aug,mar,may,
## : : : : : nov}: no (91.5/26)
## : : : : month in {dec,feb,jan,jul,jun,oct,
## : : : : sep}: yes (78.6/19.2)
## : : : marital in {married,single}:
## : : : :...month in {dec,feb,jan,oct,
## : : : : sep}: no (103.4/23.8)
## : : : month in {jun,mar,may}: yes (98.7/42.6)
## : : : month = aug:
## : : : :...housing = no: no (135.9/45.7)
## : : : : housing = yes: yes (9.2/1.2)
## : : : month = apr:
## : : : :...default = yes: yes (5)
## : : : : default = no:
## : : : : :...day <= 28: no (105.9/23.9)
## : : : : day > 28: yes (41.4/9.9)
## : : : month = nov:
## : : : :...previous > 2: no (14.2)
## : : : : previous <= 2:
## : : : : :...previous > 0: yes (43.7/14.2)
## : : : : previous <= 0: [S8]
## : : : month = jul:
## : : : :...job in {entrepreneur,housemaid,retired,
## : : : : unemployed,
## : : : : unknown}: no (34.5)
## : : : job = student: yes (2.9)
## : : : job in {admin.,blue-collar,management,
## : : : : self-employed,services,
## : : : : technician}:
## : : : :...campaign > 7: yes (26.1/6.8)
## : : : campaign <= 7:
## : : : :...campaign > 5: no (16.5)
## : : : campaign <= 5:
## : : : :...duration <= 560: yes (23.5/4.5)
## : : : duration > 560:
## : : : :...duration <= 571: no (18.8)
## : : : duration > 571: [S9]
## : : duration > 685:
## : : :...education = unknown: yes (75.2/16.3)
## : : education in {primary,secondary,tertiary}:
## : : :...job in {entrepreneur,retired,student,
## : : : unemployed}: yes (256.5/104.6)
## : : job in {housemaid,self-employed,
## : : : unknown}: no (223.3/97.8)
## : : job = admin.:
## : : :...poutcome = failure: yes (4.3)
## : : : poutcome in {other,unknown}:
## : : : :...day <= 18: no (58.3/11.6)
## : : : day > 18: yes (117.9/50.4)
## : : job = technician:
## : : :...balance <= 96: no (97.1/29.5)
## : : : balance > 96:
## : : : :...month in {apr,aug,dec,feb,jan,jul,
## : : : : jun,mar,may,
## : : : : oct}: yes (207.7/55.9)
## : : : month in {nov,sep}: no (89.3/34.6)
## : : job = management:
## : : :...marital in {divorced,single}:
## : : : :...poutcome = other: no (10.4)
## : : : : poutcome in {failure,unknown}:
## : : : : :...age <= 28: yes (13.9)
## : : : : age > 28:
## : : : : :...day <= 17: no (9.9)
## : : : : day > 17: [S10]
## : : : marital = married:
## : : : :...poutcome = other: yes (17.9/3.1)
## : : : poutcome in {failure,unknown}:
## : : : :...month in {dec,feb,jan,jun,mar,
## : : : : may,oct,
## : : : : sep}: no (33.4)
## : : : month in {apr,aug,jul,nov}:
## : : : :...duration > 1212: yes (34.2/6)
## : : : duration <= 1212:
## : : : :...day <= 17: no (30.3/2.9)
## : : : day > 17: [S11]
## : : job = services:
## : : :...contact = telephone: yes (6.5)
## : : : contact = cellular:
## : : : :...pdays > 64: no (13.2)
## : : : pdays <= 64:
## : : : :...age <= 27: yes (19.5/3.1)
## : : : age > 27:
## : : : :...campaign > 9: no (10.7)
## : : : campaign <= 9:
## : : : :...balance <= -233: yes (8.3)
## : : : balance > -233: [S12]
## : : job = blue-collar:
## : : :...age <= 28: no (46.6/4.7)
## : : age > 28:
## : : :...month in {dec,feb,jun,mar,may,
## : : : sep}: yes (15.2)
## : : month in {apr,aug,jan,jul,nov,oct}:
## : : :...poutcome = other: no (8.7)
## : : poutcome in {failure,unknown}:
## : : :...duration > 1125: no (72.6/25.8)
## : : duration <= 1125: [S13]
## : day <= 15:
## : :...month = mar: yes (27.8/2)
## : month in {feb,jul,nov,oct}:
## : :...job = housemaid: no (30/2.9)
## : : job in {admin.,blue-collar,entrepreneur,management,
## : : : retired,self-employed,services,student,
## : : : technician,unemployed,unknown}:
## : : :...balance > 6207: no (48.6/9.7)
## : : balance <= 6207:
## : : :...duration <= 624:
## : : :...duration > 615: no (28.2)
## : : : duration <= 615:
## : : : :...contact = telephone: yes (11.9/3)
## : : : contact = cellular:
## : : : :...campaign > 4: yes (24.9/8.6)
## : : : campaign <= 4:
## : : : :...duration <= 561: no (14.6)
## : : : duration > 561: [S14]
## : : duration > 624:
## : : :...education = unknown: yes (27.9/4.8)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...balance > 477:
## : : :...job in {admin.,student,
## : : : : unknown}: yes (23.4)
## : : : job in {blue-collar,
## : : : : entrepreneur,
## : : : : management,retired,
## : : : : self-employed,services,
## : : : : technician,unemployed}:
## : : : :...day <= 3: no (68.4/28.6)
## : : : day > 3:
## : : : :...pdays <= 120: yes (263.3/81.1)
## : : : pdays > 120: no (30.8/12.4)
## : : balance <= 477:
## : : :...balance <= 11: [S15]
## : : balance > 11:
## : : :...month = oct: yes (8.9/1)
## : : month in {feb,jul,nov}:
## : : :...default = yes: yes (2.3)
## : : default = no: [S16]
## : month in {apr,aug,dec,jan,jun,may,sep}:
## : :...duration > 1880: no (36.3/10.3)
## : duration <= 1880:
## : :...balance > 3674:
## : :...job in {admin.,blue-collar,entrepreneur,
## : : : management,retired,self-employed,
## : : : services,student,technician,
## : : : unemployed,
## : : : unknown}: yes (253.2/67.5)
## : : job = housemaid: no (6.1)
## : balance <= 3674:
## : :...duration > 1508: yes (49.6/8.3)
## : duration <= 1508:
## : :...age > 65: no (45.4/13.5)
## : age <= 65:
## : :...education = unknown: no (65.6/23.8)
## : education in {primary,secondary,
## : : tertiary}:
## : :...loan = yes:
## : :...default = yes: yes (6.4)
## : : default = no: [S17]
## : loan = no:
## : :...day <= 4:
## : :...default = yes: no (3.9)
## : : default = no: [S18]
## : day > 4:
## : :...balance <= 1245: [S19]
## : balance > 1245: [S20]
## duration <= 551:
## :...contact = unknown:
## :...month in {apr,aug,mar,oct}: yes (47.3/2.2)
## : month in {dec,feb,jan,jul,jun,may,nov,sep}:
## : :...duration <= 380: no (1298/103.4)
## : duration > 380:
## : :...poutcome = failure: no (0.2)
## : poutcome = other: yes (3.9)
## : poutcome = unknown:
## : :...job in {retired,self-employed,student,
## : : unknown}: no (55.6)
## : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : management,services,technician,unemployed}:
## : :...duration > 543: no (29.7)
## : duration <= 543:
## : :...housing = no: no (231.7/44.7)
## : housing = yes:
## : :...duration > 542: yes (26/3.8)
## : duration <= 542:
## : :...campaign > 5: yes (72.2/29.5)
## : campaign <= 5:
## : :...duration <= 405: no (63.3/6.6)
## : duration > 405:
## : :...loan = yes: no (66.8/14.8)
## : loan = no:
## : :...campaign <= 1: [S21]
## : campaign > 1: [S22]
## contact in {cellular,telephone}:
## :...balance <= -1: no (540.2/104.5)
## balance > -1:
## :...month in {dec,jun,mar,oct,sep}:
## :...contact = telephone:
## : :...housing = yes: yes (64.8/26.6)
## : : housing = no:
## : : :...poutcome = failure: no (69.6/12.4)
## : : poutcome in {other,unknown}:
## : : :...age <= 49: yes (94.4/37.1)
## : : age > 49:
## : : :...age <= 52: no (26)
## : : age > 52:
## : : :...job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,
## : : : services,student,
## : : : unemployed,
## : : : unknown}: no (163.4/54.1)
## : : job in {self-employed,
## : : technician}: yes (20.4/2.3)
## : contact = cellular:
## : :...pdays > 578: yes (30.6/5.9)
## : pdays <= 578:
## : :...duration <= 206:
## : :...pdays > 310: no (33.2)
## : : pdays <= 310:
## : : :...campaign > 3: no (60.9/9.3)
## : : campaign <= 3:
## : : :...loan = yes: no (43.1/12)
## : : loan = no:
## : : :...poutcome = other: no (54.3/15.6)
## : : poutcome = failure:
## : : :...pdays <= 285: no (166.9/62)
## : : : pdays > 285: yes (11.9)
## : : poutcome = unknown:
## : : :...housing = yes: yes (120.8/40.1)
## : : housing = no: [S23]
## : duration > 206:
## : :...campaign <= 1:
## : :...month = mar:
## : : :...day <= 30: yes (179.8/55.8)
## : : : day > 30: no (13.8)
## : : month in {dec,jun,oct,sep}:
## : : :...balance <= 1095:
## : : :...day > 25: yes (76.8/27)
## : : : day <= 25: [S24]
## : : balance > 1095:
## : : :...balance <= 1336: yes (41.7/4.6)
## : : balance > 1336:
## : : :...day > 13:
## : : :...age <= 60: yes (111.5/15.4)
## : : : age > 60: no (25.5/4.2)
## : : day <= 13:
## : : :...day > 11: no (20.9)
## : : day <= 11:
## : : :...loan = yes: no (6.2)
## : : loan = no: [S25]
## : campaign > 1:
## : :...marital = divorced: yes (37.8/2.4)
## : marital in {married,single}:
## : :...poutcome = other: yes (80.1/20.8)
## : poutcome = failure:
## : :...duration <= 296: yes (73.5/27.9)
## : : duration > 296: no (83.3/23.4)
## : poutcome = unknown:
## : :...duration > 465: yes (25.7/2.5)
## : duration <= 465:
## : :...day <= 3: yes (69/16.4)
## : day > 3:
## : :...balance <= 28: no (31.4/6.7)
## : balance > 28: [S26]
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...pdays > 374:
## :...loan = yes: no (4.6)
## : loan = no:
## : :...month in {apr,aug,feb,jan,jul,
## : : may}: yes (141.4/51.5)
## : month = nov: no (13.1)
## pdays <= 374:
## :...default = yes: no (83/13.2)
## default = no:
## :...housing = no:
## :...month = apr:
## : :...loan = yes: yes (35.3/10.1)
## : : loan = no:
## : : :...contact = telephone: no (101.9/39.4)
## : : contact = cellular:
## : : :...pdays > 262: no (38.8/10.7)
## : : pdays <= 262:
## : : :...age > 68: no (55.3/18)
## : : age <= 68: [S27]
## : month in {aug,feb,jan,jul,may,nov}:
## : :...pdays > 66:
## : :...day <= 2: no (60.8/11.5)
## : : day > 2:
## : : :...pdays <= 105:
## : : :...age > 58: no (70.2/24.2)
## : : : age <= 58: [S28]
## : : pdays > 105:
## : : :...pdays <= 119: no (48/4)
## : : pdays > 119:
## : : :...campaign <= 1: [S29]
## : : campaign > 1: [S30]
## : pdays <= 66:
## : :...poutcome = failure: no (26.6/2.2)
## : poutcome in {other,unknown}:
## : :...day > 28: no (330.7/52.1)
## : day <= 28: [S31]
## housing = yes:
## :...campaign > 9: no (36.9)
## campaign <= 9:
## :...month = jan:
## :...day <= 21: yes (22/8.4)
## : day > 21: no (142.8)
## month in {apr,aug,feb,jul,may,nov}:
## :...day > 21:
## :...duration > 458: no (91.5/5.7)
## : duration <= 458:
## : :...duration <= 156: no (33.7)
## : duration > 156: [S32]
## day <= 21:
## :...campaign > 6: no (39.1)
## campaign <= 6:
## :...day > 18: no (551.7/87.6)
## day <= 18:
## :...day > 17: [S33]
## day <= 17:
## :...month in {aug,nov}: [S34]
## month in {apr,feb,
## : jul,may}: [S35]
##
## SubTree [S1]
##
## job in {admin.,housemaid,retired,self-employed,unemployed,
## : unknown}: no (75.4/32.8)
## job in {blue-collar,entrepreneur,management,services,student,
## technician}: yes (92.5/13.5)
##
## SubTree [S2]
##
## job in {retired,unknown}: no (0)
## job in {blue-collar,unemployed}: yes (69.7/12.2)
## job in {admin.,entrepreneur,housemaid,management,self-employed,services,
## : student,technician}:
## :...balance > 595:
## :...previous <= 4: no (140.7/27.1)
## : previous > 4: yes (7.7/1.6)
## balance <= 595:
## :...poutcome = failure: no (13.3)
## poutcome in {other,success,unknown}:
## :...balance <= 79: no (19.6/2.3)
## balance > 79: yes (155.2/52.6)
##
## SubTree [S3]
##
## balance > 1616: yes (95.9/35)
## balance <= 1616:
## :...job in {admin.,entrepreneur,housemaid,retired,services,student,technician,
## : unemployed}: no (109.1/23.9)
## job = blue-collar: yes (23.4/5.3)
##
## SubTree [S4]
##
## duration <= 184: yes (29.1/0.2)
## duration > 184:
## :...campaign > 3: no (9.8/0.8)
## campaign <= 3:
## :...day > 19: yes (62.4/3.4)
## day <= 19:
## :...day <= 14: yes (122.9/42)
## day > 14: no (26.4/5.6)
##
## SubTree [S5]
##
## education in {primary,unknown}: no (8.2)
## education in {secondary,tertiary}:
## :...age <= 29: no (16.4/1.2)
## age > 29: yes (113.5/48.4)
##
## SubTree [S6]
##
## job in {entrepreneur,housemaid,retired,self-employed,unknown}: no (27.6)
## job in {blue-collar,management,services,unemployed}:
## :...age <= 55: no (220.6/46.8)
## age > 55: yes (12/1.2)
##
## SubTree [S7]
##
## education = unknown: no (26.1/5.7)
## education in {primary,secondary,tertiary}:
## :...duration <= 599: yes (86.7/22.2)
## duration > 599:
## :...duration <= 636: no (32.5/3.2)
## duration > 636:
## :...education = primary: yes (28.7/4.5)
## education in {secondary,tertiary}:
## :...duration <= 638: yes (9.7)
## duration > 638:
## :...balance <= 86: no (17.5)
## balance > 86:
## :...day <= 17: no (98.5/44.7)
## day > 17: yes (30/5.1)
##
## SubTree [S8]
##
## job in {admin.,entrepreneur,retired,self-employed,student,unemployed,
## : unknown}: no (29.9)
## job in {blue-collar,housemaid,management,services,technician}:
## :...contact = telephone: no (4.2)
## contact = cellular:
## :...campaign > 3: yes (13.3/1.8)
## campaign <= 3:
## :...day <= 19: no (68.2/11)
## day > 19: yes (64.4/26.1)
##
## SubTree [S9]
##
## duration <= 576: yes (10.1/1)
## duration > 576:
## :...balance <= 174: no (42.8/1.9)
## balance > 174:
## :...job in {admin.,management,self-employed,services}: no (62.3/12.8)
## job in {blue-collar,technician}: yes (84.3/38.2)
##
## SubTree [S10]
##
## duration <= 1160: yes (102.7/27.5)
## duration > 1160: no (55.4/12.8)
##
## SubTree [S11]
##
## month = apr: yes (23.4/4.7)
## month in {aug,jul,nov}: no (190.4/61.4)
##
## SubTree [S12]
##
## balance <= 2306: no (121.2/31.9)
## balance > 2306: yes (18.5/5.5)
##
## SubTree [S13]
##
## contact = telephone: yes (6.7)
## contact = cellular:
## :...previous > 0: yes (29.1/4.8)
## previous <= 0:
## :...balance <= 261: yes (97.4/24.1)
## balance > 261:
## :...education = tertiary: yes (3.5)
## education in {primary,secondary}:
## :...campaign <= 2: yes (115.1/50.8)
## campaign > 2: no (45.2/5.2)
##
## SubTree [S14]
##
## previous > 6: yes (8)
## previous <= 6:
## :...age <= 25: yes (8.1)
## age > 25: no (138.2/42.4)
##
## SubTree [S15]
##
## job in {admin.,blue-collar,services,student,technician,
## : unknown}: yes (95.9/15)
## job in {entrepreneur,management,retired,self-employed,
## unemployed}: no (79.8/26.9)
##
## SubTree [S16]
##
## duration <= 735: no (91.7/13.8)
## duration > 735:
## :...job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : student,technician,unemployed}: no (140.6/49.4)
## job in {services,unknown}: yes (16.9)
##
## SubTree [S17]
##
## job in {student,unknown}: yes (0)
## job in {entrepreneur,housemaid,self-employed,unemployed}: no (10.5)
## job in {admin.,blue-collar,management,retired,services,technician}:
## :...poutcome = other: no (13.5/3.1)
## poutcome in {failure,unknown}:
## :...duration <= 1162: yes (186.5/41.6)
## duration > 1162: no (22.6/7.5)
##
## SubTree [S18]
##
## poutcome = other: no (5.9/0.2)
## poutcome in {failure,unknown}:
## :...campaign > 2: yes (31.4)
## campaign <= 2:
## :...campaign <= 1: yes (95.4/22.5)
## campaign > 1: no (52.5/21.4)
##
## SubTree [S19]
##
## job in {admin.,entrepreneur,retired,self-employed,services,
## : unemployed}: yes (300.5/105.4)
## job in {housemaid,student,unknown}: no (45.4/15)
## job = technician:
## :...pdays > 236: no (39.3/8)
## : pdays <= 236:
## : :...duration <= 1476: yes (118.1/33.8)
## : duration > 1476: no (7.3)
## job = blue-collar:
## :...housing = no: yes (32.4/3.4)
## : housing = yes:
## : :...age > 52: no (13)
## : age <= 52:
## : :...previous > 3: yes (14.7)
## : previous <= 3:
## : :...balance <= -255: yes (15)
## : balance > -255:
## : :...balance <= -58: no (22.2)
## : balance > -58:
## : :...day <= 14: no (111.7/51.3)
## : day > 14: yes (33.8/4.7)
## job = management:
## :...previous > 5: no (13.7)
## previous <= 5:
## :...poutcome = other: yes (17)
## poutcome in {failure,unknown}:
## :...pdays > 265: yes (12.6)
## pdays <= 265:
## :...pdays > 15: no (14)
## pdays <= 15:
## :...balance > 801: yes (18.8/1)
## balance <= 801:
## :...balance <= 274: yes (75.3/26.5)
## balance > 274: no (77/23.9)
##
## SubTree [S20]
##
## duration <= 576: yes (17.4/1)
## duration > 576:
## :...poutcome = other: yes (22.4/3.8)
## poutcome in {failure,unknown}:
## :...contact = telephone: no (13.7)
## contact = cellular:
## :...job in {housemaid,unknown}: no (0)
## job in {services,unemployed}: yes (15.2)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : self-employed,student,technician}:
## :...pdays > 313: no (11.4)
## pdays <= 313:
## :...month in {apr,dec,jan,jun,sep}: no (32.9/2.3)
## month in {aug,may}:
## :...day <= 11: no (111.3/28.8)
## day > 11: yes (53.7/22.2)
##
## SubTree [S21]
##
## balance <= 4196: no (179.5/40.2)
## balance > 4196: yes (17.8/3.3)
##
## SubTree [S22]
##
## education = unknown: no (9.6)
## education in {primary,secondary,tertiary}:
## :...day > 26: no (31/5)
## day <= 26:
## :...day > 23: yes (19.4/1.5)
## day <= 23:
## :...marital in {divorced,single}: yes (109.7/43.1)
## marital = married: no (81.1/23.8)
##
## SubTree [S23]
##
## duration <= 142: yes (95.1/32)
## duration > 142:
## :...balance <= 27: no (42/5.1)
## balance > 27:
## :...month in {dec,jun,oct,sep}: no (290/115)
## month = mar: yes (59.8/21.4)
##
## SubTree [S24]
##
## education in {primary,unknown}: no (78.9/14.1)
## education = tertiary:
## :...age <= 54: no (161.8/36.1)
## : age > 54: yes (8.8)
## education = secondary:
## :...marital = divorced: yes (10.8/1)
## marital in {married,single}:
## :...day <= 17: no (149.4/46.8)
## day > 17: yes (34.7/12.9)
##
## SubTree [S25]
##
## pdays > 244: yes (8.5)
## pdays <= 244:
## :...balance <= 1402: no (13.5)
## balance > 1402:
## :...age <= 25: no (9)
## age > 25:
## :...age <= 28: yes (12.3)
## age > 28: no (124.1/49.9)
##
## SubTree [S26]
##
## month in {dec,oct}: yes (117.5/35.4)
## month in {jun,mar,sep}:
## :...balance <= 159: yes (18.7)
## balance > 159:
## :...balance > 6873: yes (15.2)
## balance <= 6873:
## :...duration <= 243: yes (37.5/14)
## duration > 243:
## :...age <= 27: yes (24/7.4)
## age > 27: no (137.8/35.1)
##
## SubTree [S27]
##
## education = unknown: yes (49.7/10.1)
## education in {primary,secondary,tertiary}:
## :...balance > 5151: no (50/12.1)
## balance <= 5151:
## :...day <= 8: no (94.8/39.3)
## day > 8:
## :...job in {housemaid,student,unemployed,unknown}: yes (65.1/8.5)
## job = self-employed: no (12.8/1.7)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : services,technician}:
## :...pdays > 169: yes (25.5/2.1)
## pdays <= 169:
## :...poutcome in {failure,other}: no (16.6/3.7)
## poutcome = unknown:
## :...education = primary: yes (36.2/8.7)
## education in {secondary,tertiary}:
## :...marital = divorced: no (14.2/3.5)
## marital = single: yes (154.8/55.5)
## marital = married:
## :...duration > 441: yes (35.5/6.9)
## duration <= 441:
## :...day <= 18: no (59.6/19)
## day > 18:
## :...age <= 32: no (25.7/4.3)
## age > 32: yes (105.5/38.5)
##
## SubTree [S28]
##
## previous > 5: yes (47.1/7.6)
## previous <= 5:
## :...marital = divorced: no (14.2/5.6)
## marital = single: yes (129.3/54.5)
## marital = married:
## :...campaign > 3: no (7.1)
## campaign <= 3:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : retired,self-employed,services,student,
## : unknown}: yes (122.6/18.9)
## job in {technician,unemployed}: no (11.1/1.2)
##
## SubTree [S29]
##
## duration > 512: yes (14)
## duration <= 512:
## :...job in {blue-collar,entrepreneur,housemaid,management,self-employed,
## : unemployed,unknown}: no (110.2/30.8)
## job in {admin.,retired,services,student,technician}:
## :...marital = divorced: yes (22.2/1.2)
## marital in {married,single}:
## :...duration <= 158: no (15.8)
## duration > 158: yes (137/50.4)
##
## SubTree [S30]
##
## pdays <= 154: no (23.8/2.9)
## pdays > 154:
## :...contact = telephone: yes (25/9.5)
## contact = cellular:
## :...loan = yes: no (19.5)
## loan = no:
## :...pdays > 354: no (13.9)
## pdays <= 354:
## :...month in {jan,nov}: no (37.3/4.9)
## month = jul: yes (57.5/6.7)
## month in {aug,feb,may}:
## :...previous > 5: no (7.9)
## previous <= 5:
## :...marital = divorced: yes (6/0.2)
## marital in {married,single}:
## :...age <= 23: yes (7.1)
## age > 23:
## :...balance <= 149: yes (30.2/7.4)
## balance > 149: no (102.2/34.2)
##
## SubTree [S31]
##
## job in {blue-collar,self-employed,unknown}: no (706/163.4)
## job in {admin.,entrepreneur,housemaid,management,retired,services,student,
## : technician,unemployed}:
## :...duration <= 313:
## :...age <= 25:
## : :...job in {housemaid,retired,services,unemployed}: no (14.4)
## : : job in {admin.,entrepreneur,management,student,technician}:
## : : :...balance <= 932: yes (121.7/38.4)
## : : balance > 932: no (52/11.7)
## : age > 25:
## : :...education in {primary,secondary,unknown}:
## : :...day > 27: no (78.8/5.3)
## : : day <= 27:
## : : :...balance <= 67:
## : : :...job in {admin.,housemaid,management,retired,services,
## : : : : technician,unemployed}: no (161.2/7.8)
## : : : job in {entrepreneur,student}: yes (11.3/1.1)
## : : balance > 67:
## : : :...contact = telephone: no (115.5/21)
## : : contact = cellular:
## : : :...month in {aug,jul}:
## : : :...job in {admin.,entrepreneur,housemaid,
## : : : : management,retired,services,
## : : : : technician}: no (443.9/91.5)
## : : : job in {student,unemployed}: yes (33.7/11.7)
## : : month in {feb,jan,may,nov}:
## : : :...marital = divorced: no (40.6/3.9)
## : : marital in {married,single}:
## : : :...campaign > 3: yes (45.9/18.1)
## : : campaign <= 3:
## : : :...job in {entrepreneur,housemaid,retired,
## : : : student,unemployed}:
## : : :...education in {primary,
## : : : : secondary}: no (117.8/13.1)
## : : : education = unknown: yes (13.9/4)
## : : job in {admin.,management,services,
## : : : technician}:
## : : :...day <= 7: no (85.6/23.8)
## : : day > 7:
## : : :...month in {feb,jan,
## : : : may}: yes (81.7/25.6)
## : : month = nov: no (73.6/28.1)
## : education = tertiary:
## : :...month in {feb,jan,may}:
## : :...contact = telephone: no (17.1)
## : : contact = cellular:
## : : :...job in {housemaid,services,student}: no (13.4)
## : : job in {admin.,entrepreneur,management,retired,
## : : : technician,unemployed}:
## : : :...day <= 2: no (37/5)
## : : day > 2:
## : : :...age > 63: no (20.6/3.6)
## : : age <= 63:
## : : :...campaign > 5: yes (25/1.8)
## : : campaign <= 5:
## : : :...marital = divorced: no (15.5/3.6)
## : : marital in {married,single}:
## : : :...age <= 33: no (103.4/41.9)
## : : age > 33: yes (175.3/55.2)
## : month in {aug,jul,nov}:
## : :...campaign > 4: no (55.2)
## : campaign <= 4:
## : :...day > 18: no (176.8/30.8)
## : day <= 18:
## : :...balance <= 2: yes (56.2/15)
## : balance > 2:
## : :...duration > 284: no (43.8/1.8)
## : duration <= 284:
## : :...day > 16: no (54.2/8.7)
## : day <= 16:
## : :...duration <= 148: no (27.9/7.5)
## : duration > 148:
## : :...day > 13: yes (66.3/22)
## : day <= 13:
## : :...loan = yes: no (8)
## : loan = no:
## : :...duration <= 179: no (50.2/5.3)
## : duration > 179: [S36]
## duration > 313:
## :...age > 67: yes (107.4/41.2)
## age <= 67:
## :...age > 64: no (38.6/5.8)
## age <= 64:
## :...duration > 504:
## :...contact = telephone: no (6)
## : contact = cellular:
## : :...day <= 6: no (50.8/8.1)
## : day > 6:
## : :...age > 44: no (73.5/33.7)
## : age <= 44:
## : :...duration <= 537: yes (128.7/17.7)
## : duration > 537: no (20.2/3.4)
## duration <= 504:
## :...loan = yes: no (120.2/32.3)
## loan = no:
## :...day <= 13:
## :...month in {jan,nov}: yes (38.3)
## : month in {aug,feb,jul,may}:
## : :...job in {admin.,entrepreneur,retired,services,
## : : unemployed}: no (243.9/95.6)
## : job in {housemaid,student}: yes (56.2/19.5)
## : job = technician:
## : :...duration <= 341: yes (27/6.3)
## : : duration > 341:
## : : :...contact = telephone: no (4.9)
## : : contact = cellular:
## : : :...duration <= 466: no (125.9/40.7)
## : : duration > 466: yes (22.7/4.3)
## : job = management:
## : :...contact = telephone: no (4.8)
## : contact = cellular:
## : :...poutcome = other: no (3.6)
## : poutcome = unknown:
## : :...campaign > 5: yes (14.7/3.8)
## : campaign <= 5:
## : :...campaign > 3: no (24.4)
## : campaign <= 3:
## : :...day > 7: no (72.2/24.1)
## : day <= 7:
## : :...age > 55: yes (7.5)
## : age <= 55: [S37]
## day > 13:
## :...marital = divorced: yes (86.2/42.5)
## marital in {married,single}:
## :...balance <= 3: no (40.9)
## balance > 3:
## :...job = services: no (32.7/2)
## job in {admin.,entrepreneur,housemaid,
## : management,retired,student,
## : technician,unemployed}:
## :...day <= 24:
## :...month in {aug,jul,
## : : nov}: no (313.2/83.2)
## : month in {feb,jan,
## : may}: yes (23.4/6.6)
## day > 24:
## :...age <= 24: no (8.9)
## age > 24:
## :...campaign > 6: no (7.6)
## campaign <= 6:
## :...age > 61: yes (7.5)
## age <= 61: [S38]
##
## SubTree [S32]
##
## job in {entrepreneur,housemaid,retired,student,unknown}: no (31.4)
## job in {admin.,blue-collar,management,self-employed,services,technician,
## : unemployed}:
## :...pdays > 92: yes (77.3/17.4)
## pdays <= 92:
## :...poutcome = other: no (6.3)
## poutcome in {failure,unknown}:
## :...month in {apr,feb,may}:
## :...duration > 367: yes (24.8)
## : duration <= 367:
## : :...education in {primary,unknown}: yes (12)
## : education in {secondary,tertiary}:
## : :...job in {self-employed,services}: yes (12.6)
## : job in {admin.,blue-collar,management,technician,
## : : unemployed}:
## : :...duration <= 237: yes (67.1/21.4)
## : duration > 237: no (72.6/21.7)
## month in {aug,jul,nov}:
## :...duration <= 247: no (53)
## duration > 247:
## :...education in {primary,unknown}: no (12.8)
## education in {secondary,tertiary}:
## :...marital = divorced: no (8.8)
## marital in {married,single}:
## :...campaign <= 3: no (113.2/30)
## campaign > 3: yes (91/33.4)
##
## SubTree [S33]
##
## month in {apr,nov}: no (98.7/12.2)
## month in {aug,feb,jul,may}:
## :...campaign > 2: no (48.2/9)
## campaign <= 2:
## :...duration <= 177: no (21.3/3.4)
## duration > 177: yes (226.8/76)
##
## SubTree [S34]
##
## balance <= 39: no (23.3)
## balance > 39:
## :...loan = yes: no (36.3/5.3)
## loan = no:
## :...age > 56: yes (27.9/3.4)
## age <= 56:
## :...education in {primary,unknown}: no (8)
## education in {secondary,tertiary}:
## :...job in {housemaid,unknown}: no (0)
## job in {admin.,blue-collar,entrepreneur,
## : unemployed}: yes (105.4/31.3)
## job in {management,retired,self-employed,services,student,
## : technician}:
## :...pdays > 39: yes (74.1/33.6)
## pdays <= 39:
## :...campaign > 5: yes (10.1/2.1)
## campaign <= 5:
## :...contact = cellular: no (134.5/25.4)
## contact = telephone: yes (16.5/5.4)
##
## SubTree [S35]
##
## balance > 6164: no (103.9/5.2)
## balance <= 6164:
## :...contact = telephone: no (128.4/15.6)
## contact = cellular:
## :...duration <= 247:
## :...job in {entrepreneur,housemaid,management,services,student,
## : : unemployed,unknown}: no (267.6/10.7)
## : job in {admin.,blue-collar,retired,self-employed,technician}:
## : :...balance <= 196: no (130.8/8.4)
## : balance > 196:
## : :...balance <= 206: yes (18.9/2.1)
## : balance > 206: no (411.1/111.7)
## duration > 247:
## :...duration > 529: yes (108.1/47.8)
## duration <= 529:
## :...campaign > 2:
## :...loan = yes: no (37.1)
## : loan = no:
## : :...age <= 27: no (18.9)
## : age > 27:
## : :...age > 36:
## : :...duration <= 251: yes (7.8/0.2)
## : : duration > 251: no (132.8/35.1)
## : age <= 36:
## : :...duration > 462: no (13.1)
## : duration <= 462:
## : :...job in {admin.,entrepreneur,housemaid,
## : : retired,self-employed,
## : : student}: no (13.2)
## : job in {blue-collar,management,services,
## : technician,unemployed,
## : unknown}: yes (131.1/40.4)
## campaign <= 2:
## :...job in {retired,self-employed,services,
## : unknown}: no (122.7/10.4)
## job in {admin.,blue-collar,entrepreneur,housemaid,
## : management,student,technician,unemployed}:
## :...balance <= 671:
## :...month = feb: no (61.3)
## : month in {apr,jul,may}:
## : :...marital = divorced: no (39.6)
## : marital in {married,single}:
## : :...education = secondary:
## : :...job in {admin.,blue-collar,housemaid,
## : : : management,student,
## : : : technician}: no (203.4/22.9)
## : : job in {entrepreneur,
## : : unemployed}: yes (14/4.1)
## : education in {primary,tertiary,unknown}:
## : :...balance > 276: no (51.3/4.7)
## : balance <= 276:
## : :...balance <= 213: no (102.6/35.6)
## : balance > 213: yes (39.5/3)
## balance > 671:
## :...month = feb: yes (49.2/14.3)
## month in {apr,jul,may}:
## :...balance > 3559: no (40.1)
## balance <= 3559:
## :...day <= 11:
## :...duration <= 492: no (110.1/9.6)
## : duration > 492: yes (20/4.8)
## day > 11:
## :...day > 15: no (60.8/11.9)
## day <= 15:
## :...age > 57: no (7.8)
## age <= 57:
## :...balance > 2819: yes (14.6/0.2)
## balance <= 2819:
## :...balance <= 699: no (7.1)
## balance > 699:
## :...balance <= 1026: yes (61.4/12.5)
## balance > 1026: no (62.3/25.7)
##
## SubTree [S36]
##
## contact = telephone: yes (18.8/6.1)
## contact = cellular:
## :...month = aug: no (127.7/44)
## month in {jul,nov}: yes (80.5/34.7)
##
## SubTree [S37]
##
## campaign <= 2: yes (113.5/53.3)
## campaign > 2: no (10.5)
##
## SubTree [S38]
##
## contact = telephone: no (2.4)
## contact = cellular:
## :...duration <= 368: no (30.4/7.6)
## duration > 368: yes (101.2/43)
##
## ----- Trial 8: -----
##
## Decision tree:
##
## duration > 889:
## :...poutcome = other: no (109.1/48.4)
## : poutcome = success: yes (89.8/24.6)
## : poutcome in {failure,unknown}:
## : :...default = yes: yes (17.9/1.8)
## : default = no:
## : :...month in {dec,jan,mar,sep}: yes (164.2/72)
## : month = oct: no (52.7/20.3)
## : month = feb:
## : :...pdays > 197: yes (12.4)
## : : pdays <= 197:
## : : :...pdays > -1: no (10.3/1.8)
## : : pdays <= -1:
## : : :...campaign <= 2: yes (101.3/27.3)
## : : campaign > 2: no (41.7/15.9)
## : month = jun:
## : :...loan = yes: yes (47.8/6.9)
## : : loan = no:
## : : :...age > 49: no (92.6/39.9)
## : : age <= 49:
## : : :...marital = divorced: yes (22.1)
## : : marital in {married,single}:
## : : :...duration <= 962: no (14.7/2.4)
## : : duration > 962: yes (228.5/63.2)
## : month = aug:
## : :...loan = yes: yes (14/2.1)
## : : loan = no:
## : : :...marital = divorced: yes (31/5.4)
## : : marital in {married,single}:
## : : :...contact in {telephone,unknown}: no (14.7/5.4)
## : : contact = cellular:
## : : :...job in {admin.,blue-collar,entrepreneur,retired,
## : : : student,unemployed,
## : : : unknown}: yes (49.7/7.6)
## : : job in {housemaid,management,self-employed,
## : : : services,technician}:
## : : :...age <= 30: no (22.8/3)
## : : age > 30:
## : : :...education in {primary,
## : : : secondary}: no (116.7/47.5)
## : : education in {tertiary,
## : : unknown}: yes (146.2/55.7)
## : month = jul:
## : :...balance > 4425: no (36.5/5.7)
## : : balance <= 4425:
## : : :...contact in {telephone,unknown}: yes (55.9/15.3)
## : : contact = cellular:
## : : :...marital = married:
## : : :...age <= 41: no (156/59.9)
## : : : age > 41: yes (126.5/48.3)
## : : marital in {divorced,single}:
## : : :...campaign > 5: no (33.5/8.7)
## : : campaign <= 5:
## : : :...education = unknown: yes (14.4)
## : : education in {primary,secondary,tertiary}:
## : : :...age <= 51: yes (152.3/37.3)
## : : age > 51: no (21.4/6)
## : month = apr:
## : :...day > 20: yes (25.5)
## : : day <= 20:
## : : :...job in {housemaid,retired,self-employed,services,student,
## : : : unemployed,unknown}: yes (23/0.7)
## : : job in {admin.,blue-collar,entrepreneur,management,
## : : : technician}:
## : : :...duration > 1488: yes (22/2.4)
## : : duration <= 1488:
## : : :...duration > 1349: no (10.9)
## : : duration <= 1349:
## : : :...age > 45: yes (16.3/1.6)
## : : age <= 45:
## : : :...age > 40: no (9.9)
## : : age <= 40:
## : : :...marital = divorced: no (5)
## : : marital in {married,
## : : single}: yes (131.1/56.7)
## : month = nov:
## : :...education = unknown: no (12.2/1.8)
## : : education in {primary,secondary,tertiary}:
## : : :...contact in {telephone,unknown}: no (32.5/9.6)
## : : contact = cellular:
## : : :...duration > 1407: yes (58.8/9.1)
## : : duration <= 1407:
## : : :...duration > 1303: no (12.1)
## : : duration <= 1303:
## : : :...day <= 16: yes (12.2)
## : : day > 16:
## : : :...previous > 3: yes (10.9)
## : : previous <= 3:
## : : :...age > 55: no (9.8)
## : : age <= 55:
## : : :...age <= 30: yes (11.7)
## : : age > 30: [S1]
## : month = may:
## : :...age > 58: yes (41.3)
## : age <= 58:
## : :...contact = telephone: no (6.1)
## : contact in {cellular,unknown}:
## : :...day > 29: yes (28.9/2.3)
## : day <= 29:
## : :...pdays > 351: no (33.5/7.5)
## : pdays <= 351:
## : :...duration <= 907: yes (54.2/8.4)
## : duration > 907:
## : :...balance <= -58: no (42.4/8.5)
## : balance > -58:
## : :...marital = single:
## : :...job in {admin.,housemaid,retired,
## : : : self-employed,student,
## : : : unknown}: yes (25.8)
## : : job in {blue-collar,entrepreneur,
## : : : management,services,
## : : : technician,unemployed}:
## : : :...housing = no: no (6.5)
## : : housing = yes:
## : : :...duration <= 955: no (50.7/16.9)
## : : duration > 955: yes (162.9/46.5)
## : marital in {divorced,married}:
## : :...education = unknown: no (7)
## : education in {primary,secondary,
## : : tertiary}:
## : :...balance > 3098: yes (51.5/5.2)
## : balance <= 3098: [S2]
## duration <= 889:
## :...duration <= 62: no (1007.5/60.7)
## duration > 62:
## :...poutcome = success:
## :...duration <= 161:
## : :...contact in {telephone,unknown}: no (17.4)
## : : contact = cellular:
## : : :...month in {jul,jun,may}: no (144.3/33.4)
## : : month in {apr,aug,dec,feb,jan,mar,nov,oct,sep}:
## : : :...job in {housemaid,management,self-employed,unknown}:
## : : :...day <= 2: no (9.8)
## : : : day > 2:
## : : : :...age <= 30: yes (32.5)
## : : : age > 30:
## : : : :...age <= 40: no (61/27)
## : : : age > 40: yes (75.3/12.8)
## : : job in {admin.,blue-collar,entrepreneur,retired,
## : : : services,student,technician,unemployed}:
## : : :...pdays <= 92: yes (69.7/23.7)
## : : pdays > 92:
## : : :...previous > 5: no (24.8)
## : : previous <= 5:
## : : :...age <= 28: no (27.3)
## : : age > 28:
## : : :...loan = yes: no (5.7)
## : : loan = no:
## : : :...duration > 154: no (15.3)
## : : duration <= 154:
## : : :...balance <= 58: no (11.1)
## : : balance > 58:
## : : :...balance <= 1687: yes (100.7/38.1)
## : : balance > 1687: no (35.1/8.1)
## : duration > 161:
## : :...day > 20:
## : :...campaign > 4: no (26.7/9.7)
## : : campaign <= 4:
## : : :...month in {apr,aug,dec,feb,jul,jun,
## : : : oct}: yes (369.3/77.8)
## : : month in {jan,mar,may,nov,sep}:
## : : :...education = unknown: yes (9.1)
## : : education in {primary,secondary,tertiary}:
## : : :...balance <= 2: no (21.6/1.7)
## : : balance > 2:
## : : :...marital = divorced: no (20.3/6.3)
## : : marital in {married,single}:
## : : :...job in {blue-collar,student,unemployed,
## : : : unknown}: yes (17.4)
## : : job in {admin.,entrepreneur,housemaid,
## : : : management,retired,
## : : : self-employed,services,
## : : : technician}:
## : : :...day > 29: no (7.8)
## : : day <= 29:
## : : :...month in {jan,mar,may,
## : : : nov}: no (111.9/53.5)
## : : month = sep: yes (25.5)
## : day <= 20:
## : :...age <= 25: yes (54.3/9.2)
## : age > 25:
## : :...month in {aug,jan}:
## : :...age > 76: no (9.9)
## : : age <= 76:
## : : :...marital = divorced: no (10.9/2.5)
## : : marital in {married,single}: yes (169.4/30.4)
## : month in {apr,dec,feb,jul,jun,mar,may,nov,oct,sep}:
## : :...pdays <= 39: no (34.3/5.5)
## : pdays > 39:
## : :...pdays <= 98:
## : :...previous <= 1: yes (104.5/16.8)
## : : previous > 1:
## : : :...pdays <= 58: yes (11.5)
## : : pdays > 58:
## : : :...pdays <= 85: no (29.9/2.3)
## : : pdays > 85: [S3]
## : pdays > 98:
## : :...pdays <= 178:
## : :...month in {apr,jul,jun,may,nov,
## : : : sep}: no (125.2/20.3)
## : : month in {dec,feb,mar,
## : : oct}: yes (33.4/10.8)
## : pdays > 178:
## : :...education = primary: no (75.2/25.7)
## : education in {secondary,tertiary,
## : : unknown}:
## : :...pdays <= 181: yes (37.1)
## : pdays > 181: [S4]
## poutcome in {failure,other,unknown}:
## :...month in {jun,mar,oct,sep}:
## :...duration <= 79: no (122.1/10.7)
## : duration > 79:
## : :...contact in {telephone,unknown}:
## : :...day > 20:
## : : :...marital = divorced: yes (52.8/10.3)
## : : : marital in {married,single}:
## : : : :...age <= 38: yes (119.2/48.3)
## : : : age > 38: no (109.2/32.3)
## : : day <= 20:
## : : :...duration <= 180: no (324/15.5)
## : : duration > 180:
## : : :...duration <= 313:
## : : :...contact = unknown: no (176.2/51.8)
## : : : contact = telephone:
## : : : :...day > 18: no (12.6)
## : : : day <= 18:
## : : : :...day > 16: yes (14.5)
## : : : day <= 16:
## : : : :...balance <= 21: no (13.5)
## : : : balance > 21:
## : : : :...day <= 1: no (8.3)
## : : : day > 1: yes (116/45.3)
## : : duration > 313:
## : : :...age > 63: yes (37.9/9.4)
## : : age <= 63:
## : : :...duration <= 553:
## : : :...job in {entrepreneur,retired,
## : : : : self-employed,student,
## : : : : unknown}: no (61.7)
## : : : job in {admin.,blue-collar,
## : : : : housemaid,management,
## : : : : services,technician,
## : : : : unemployed}:
## : : : :...duration > 541: no (22.8)
## : : : duration <= 541:
## : : : :...balance <= 36: yes (93.2/45.6)
## : : : balance > 36:
## : : : :...balance <= 215: no (32.6)
## : : : balance > 215: [S5]
## : : duration > 553:
## : : :...month in {mar,oct}: no (3.4/1)
## : : month = sep: yes (3.2)
## : : month = jun: [S6]
## : contact = cellular:
## : :...pdays > 304:
## : :...age > 59: yes (16.9/3.3)
## : : age <= 59:
## : : :...pdays <= 779: no (188.9/56)
## : : pdays > 779: yes (8.6/0.2)
## : pdays <= 304:
## : :...pdays > 262: yes (84.4/23.2)
## : pdays <= 262:
## : :...marital = divorced:
## : :...duration > 652: no (13.3/2.4)
## : : duration <= 652:
## : : :...duration > 554: yes (12.8)
## : : duration <= 554:
## : : :...poutcome = failure: no (43.3/18)
## : : poutcome in {other,unknown}:
## : : :...housing = yes: yes (37.6/3.5)
## : : housing = no:
## : : :...day > 28: yes (11.8)
## : : day <= 28:
## : : :...balance <= 1175: yes (76.3/19.3)
## : : balance > 1175: no (72.7/28.9)
## : marital in {married,single}:
## : :...job in {entrepreneur,self-employed,
## : : unemployed}: no (240/100.5)
## : job in {housemaid,services,
## : : unknown}: yes (227.2/100.2)
## : job = blue-collar:
## : :...duration > 604: yes (14.9)
## : : duration <= 604:
## : : :...day <= 12: yes (85.8/18.8)
## : : day > 12: no (98/40.2)
## : job = retired:
## : :...day <= 6: yes (77.8/23.8)
## : : day > 6:
## : : :...day <= 20: no (119.2/24.3)
## : : day > 20: yes (114.9/50.1)
## : job = admin.:
## : :...balance > 1521: yes (127/43.3)
## : : balance <= 1521:
## : : :...campaign > 4: no (15.3)
## : : campaign <= 4:
## : : :...loan = yes: no (27.6/4.6)
## : : loan = no:
## : : :...campaign > 2: yes (46/16.4)
## : : campaign <= 2: [S7]
## : job = student:
## : :...marital = married: no (4.6)
## : : marital = single:
## : : :...education = primary: yes (7.1)
## : : education in {secondary,tertiary,
## : : : unknown}:
## : : :...pdays > 196: yes (17.5/1.9)
## : : pdays <= 196:
## : : :...pdays > 116: no (13.4)
## : : pdays <= 116:
## : : :...day > 24: yes (36.4/6.5)
## : : day <= 24: [S8]
## : job = technician:
## : :...day <= 1: no (30.2/6.4)
## : : day > 1:
## : : :...age <= 28: no (56/16.2)
## : : age > 28:
## : : :...loan = yes: no (11.6/2.6)
## : : loan = no:
## : : :...age <= 29: yes (27.4/0.7)
## : : age > 29: [S9]
## : job = management:
## : :...age > 46:
## : :...age <= 47: yes (22.8)
## : : age > 47:
## : : :...age > 66: no (10.2)
## : : age <= 66:
## : : :...duration > 371: no (28.9/8.3)
## : : duration <= 371: [S10]
## : age <= 46:
## : :...pdays > 151: no (28.9/2.7)
## : pdays <= 151:
## : :...duration > 537: yes (43.6/8.4)
## : duration <= 537:
## : :...month in {mar,sep}: [S11]
## : month in {jun,oct}:
## : :...duration <= 127: no (39.4)
## : duration > 127:
## : :...age > 44: no (14.7)
## : age <= 44: [S12]
## month in {apr,aug,dec,feb,jan,jul,may,nov}:
## :...age > 60:
## :...marital = single: no (26.8/2.9)
## : marital in {divorced,married}:
## : :...campaign > 5: no (30.5/6.6)
## : campaign <= 5:
## : :...job in {admin.,blue-collar,housemaid,self-employed,
## : : student}: yes (134.7/40.5)
## : job in {entrepreneur,management,services,
## : : technician,unemployed,
## : : unknown}: no (156.2/65.3)
## : job = retired:
## : :...day > 27: no (64.2/16.6)
## : day <= 27:
## : :...day > 15:
## : :...housing = yes: no (2.9)
## : : housing = no:
## : : :...pdays > 90: no (17.3/4.2)
## : : pdays <= 90:
## : : :...duration <= 145: yes (47.5/5.7)
## : : duration > 145:
## : : :...duration <= 191: no (46/11.2)
## : : duration > 191: [S13]
## : day <= 15:
## : :...day > 13: no (66.8/12.2)
## : day <= 13:
## : :...poutcome = other: yes (32/7.8)
## : poutcome in {failure,unknown}:
## : :...duration <= 210: no (108.8/31.3)
## : duration > 210:
## : :...housing = yes: yes (6.2)
## : housing = no:
## : :...duration > 686: no (15.1/1.4)
## : duration <= 686: [S14]
## age <= 60:
## :...housing = no:
## :...day <= 1: yes (70.6/29.7)
## : day > 1:
## : :...duration <= 203:
## : :...balance > 2145:
## : : :...job in {entrepreneur,
## : : : : retired}: no (43.1)
## : : : job in {admin.,blue-collar,housemaid,
## : : : : management,self-employed,services,
## : : : : student,technician,unemployed,
## : : : : unknown}:
## : : : :...month in {dec,jul,may}: no (99.7/16.1)
## : : : month in {apr,aug,feb,jan,nov}:
## : : : :...day > 14:
## : : : :...month = nov: no (80.8)
## : : : : month in {apr,aug,feb,jan}:
## : : : : :...day > 28: no (23.3)
## : : : : day <= 28: [S15]
## : : : day <= 14:
## : : : :...month in {jan,
## : : : : nov}: yes (81.2/3.5)
## : : : month in {apr,aug,feb}:
## : : : :...age > 55: no (17.4)
## : : : age <= 55: [S16]
## : : balance <= 2145:
## : : :...balance > 2024: no (37.5)
## : : balance <= 2024:
## : : :...loan = yes: no (305.3/31.2)
## : : loan = no:
## : : :...day <= 9:
## : : :...balance <= 43: no (98.4)
## : : : balance > 43: [S17]
## : : day > 9: [S18]
## : duration > 203:
## : :...month = apr:
## : :...pdays > 281: no (26.3/5.2)
## : : pdays <= 281:
## : : :...contact in {telephone,
## : : : unknown}: yes (34.8/10.3)
## : : contact = cellular:
## : : :...education = primary: no (42/16.9)
## : : education = unknown: yes (35.9/12.5)
## : : education = secondary: [S19]
## : : education = tertiary:
## : : :...duration <= 209: yes (13.6)
## : : duration > 209:
## : : :...duration > 604: yes (13.4)
## : : duration <= 604:
## : : :...age > 50: yes (26/3.1)
## : : age <= 50:
## : : :...loan = yes: no (3.6)
## : : loan = no: [S20]
## : month in {aug,dec,feb,jan,jul,may,nov}:
## : :...poutcome = other:
## : :...month = jul: yes (51.9/7.7)
## : : month in {aug,dec,feb,jan,may,nov}:
## : : :...age <= 30: yes (52.2/12.9)
## : : age > 30: [S21]
## : poutcome = failure:
## : :...balance <= 60: no (77.7/13.8)
## : : balance > 60:
## : : :...previous > 3: no (129.1/39.5)
## : : previous <= 3:
## : : :...day <= 11: yes (155.2/46.5)
## : : day > 11:
## : : :...balance <= 859: yes (120.6/39.5)
## : : balance > 859: [S22]
## : poutcome = unknown:
## : :...contact = telephone:
## : :...job in {admin.,self-employed,
## : : : services,
## : : : unknown}: no (55.6)
## : : job in {blue-collar,entrepreneur,
## : : : housemaid,management,
## : : : retired,student,technician,
## : : : unemployed}:
## : : :...day > 13: no (116.6/19.1)
## : : day <= 13:
## : : :...age <= 31: no (21.3/3.8)
## : : age > 31: yes (140.6/56.7)
## : contact in {cellular,unknown}:
## : :...duration > 504:
## : :...contact = unknown: no (147.2/52.6)
## : : contact = cellular:
## : : :...default = yes: no (62.7/22.2)
## : : default = no:
## : : :...month in {feb,nov}: [S23]
## : : month in {aug,dec,jan,
## : : : jul,may}:
## : : :...day <= 5: yes (109.6/39)
## : : day > 5: [S24]
## : duration <= 504:
## : :...campaign > 9: yes (45.8/19.2)
## : campaign <= 9:
## : :...duration > 490: no (106.5/16.2)
## : duration <= 490:
## : :...balance <= 291: [S25]
## : balance > 291: [S26]
## housing = yes:
## :...job in {housemaid,unknown}: no (125.4/8.4)
## job in {admin.,blue-collar,entrepreneur,management,
## : retired,self-employed,services,student,
## : technician,unemployed}:
## :...pdays > 358:
## :...duration > 665: yes (30.5/1)
## : duration <= 665:
## : :...job = self-employed: yes (16.7/1.3)
## : job = retired: no (1.1)
## : job in {admin.,blue-collar,entrepreneur,
## : : management,services,student,
## : : technician,unemployed}:
## : :...month = dec: no (0)
## : month in {feb,jul}: yes (18.1/0.8)
## : month in {apr,aug,jan,may,nov}:
## : :...contact = unknown: yes (5.2)
## : contact in {cellular,telephone}: [S27]
## pdays <= 358:
## :...month = dec: yes (37.2/15.3)
## month = jan:
## :...contact in {cellular,
## : : telephone}: no (212.7/20.5)
## : contact = unknown: yes (7.9/1.9)
## month = apr:
## :...default = yes: yes (16.1/4.3)
## : default = no:
## : :...day > 20:
## : :...age <= 28: no (12)
## : : age > 28: [S28]
## : day <= 20:
## : :...pdays > 328: no (111.6)
## : pdays <= 328:
## : :...day <= 7: no (164.1/18.2)
## : day > 7: [S29]
## month in {aug,feb,jul,may,nov}:
## :...campaign > 5:
## :...duration > 583: no (142.4/52.3)
## : duration <= 583:
## : :...duration > 481: no (90.6/4.9)
## : duration <= 481:
## : :...duration <= 457: no (305.9/28.5)
## : duration > 457: yes (17.4/3.4)
## campaign <= 5:
## :...balance <= -290:
## :...day > 26: no (44.5)
## : day <= 26: [S30]
## balance > -290:
## :...age > 42:
## :...campaign > 3:
## : :...duration <= 413: no (96.4)
## : : duration > 413:
## : : :...pdays > 162: no (10)
## : : pdays <= 162:
## : : :...age <= 44: no (7.7)
## : : age > 44: yes (120.2/47)
## : campaign <= 3: [S31]
## age <= 42:
## :...day > 24: [S32]
## day <= 24:
## :...day > 23: no (55.1/4.1)
## day <= 23:
## :...duration > 431: [S33]
## duration <= 431: [S34]
##
## SubTree [S1]
##
## poutcome = failure: no (15.3/3.1)
## poutcome = unknown:
## :...balance > 5818: no (12)
## balance <= 5818:
## :...campaign > 5: no (7.6)
## campaign <= 5:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : retired,student,technician,unemployed}: yes (104.1/23.7)
## job in {self-employed,services,unknown}: no (34.1/8.6)
##
## SubTree [S2]
##
## job in {entrepreneur,housemaid,retired,self-employed,technician,
## : unknown}: no (62.5/6.9)
## job in {admin.,blue-collar,management,services,student,unemployed}:
## :...age <= 30: yes (52.2/11.4)
## age > 30:
## :...pdays > 172: yes (17.2/3.8)
## pdays <= 172:
## :...housing = no: no (14.5/2.6)
## housing = yes:
## :...day > 24: no (22.4/2.3)
## day <= 24:
## :...balance > 736: yes (77.9/18.2)
## balance <= 736:
## :...age <= 32: no (19.2)
## age > 32:
## :...balance > 698: no (13.5)
## balance <= 698:
## :...balance > 635: yes (8)
## balance <= 635:
## :...campaign <= 2: yes (122/39.8)
## campaign > 2: no (41.1/6.4)
##
## SubTree [S3]
##
## job in {entrepreneur,self-employed,services,student,unemployed,
## : unknown}: yes (31.4)
## job in {admin.,blue-collar,housemaid,management,retired,technician}:
## :...duration > 452: yes (14.2)
## duration <= 452:
## :...previous <= 6: no (131.6/61)
## previous > 6: yes (20.5)
##
## SubTree [S4]
##
## job in {entrepreneur,unknown}: no (13.1/0.2)
## job in {housemaid,retired,services}: yes (77.1/17.2)
## job in {admin.,blue-collar,management,self-employed,student,technician,
## : unemployed}:
## :...pdays > 381: yes (23.5/1.9)
## pdays <= 381:
## :...campaign > 1:
## :...pdays <= 185: yes (63.5/5.4)
## : pdays > 185: no (115.7/54.3)
## campaign <= 1:
## :...contact = unknown: no (0)
## contact = telephone: yes (3.2)
## contact = cellular:
## :...balance <= 30: yes (18.7/4.2)
## balance > 30: no (181.5/56.2)
##
## SubTree [S5]
##
## education = primary: no (62.4/24.3)
## education = unknown: yes (24.1/8.2)
## education in {secondary,tertiary}:
## :...housing = no: no (99/10.6)
## housing = yes:
## :...balance <= 2656: no (118.6/25.5)
## balance > 2656: yes (45.4/16.3)
##
## SubTree [S6]
##
## contact = telephone: no (6.1)
## contact = unknown:
## :...balance > 3750: no (36.9/7.1)
## balance <= 3750:
## :...day > 16:
## :...campaign > 4: no (19.4)
## : campaign <= 4:
## : :...marital = divorced: no (16.4)
## : marital in {married,single}: yes (116.5/55.4)
## day <= 16:
## :...age <= 28: no (70.6/25.1)
## age > 28:
## :...campaign > 3: yes (79.3/19.2)
## campaign <= 3:
## :...campaign > 2: no (14.4)
## campaign <= 2:
## :...duration <= 555: yes (11.2)
## duration > 555:
## :...balance > 1486: no (42/13.2)
## balance <= 1486:
## :...education in {primary,secondary,
## : unknown}: yes (142/43.4)
## education = tertiary: no (30.6/11.1)
##
## SubTree [S7]
##
## duration <= 308: no (156.9/45.1)
## duration > 308: yes (55.6/18.3)
##
## SubTree [S8]
##
## duration <= 587: no (176.2/64)
## duration > 587: yes (9.4)
##
## SubTree [S9]
##
## education = secondary: no (165.4/74.8)
## education in {primary,unknown}: yes (18.7)
## education = tertiary:
## :...balance <= 2316: yes (116.9/31.5)
## balance > 2316: no (23.9/5.8)
##
## SubTree [S10]
##
## duration <= 154: no (41.4/17.1)
## duration > 154: yes (90.2/19.3)
##
## SubTree [S11]
##
## campaign > 2: yes (31)
## campaign <= 2:
## :...age > 37: no (41.6/4.3)
## age <= 37:
## :...poutcome = other: yes (10.9/0.8)
## poutcome in {failure,unknown}:
## :...previous > 2: no (14.3/1.8)
## previous <= 2:
## :...pdays > 99: yes (12.3)
## pdays <= 99:
## :...poutcome = failure: no (9.3)
## poutcome = unknown: yes (132.8/51.6)
##
## SubTree [S12]
##
## balance <= 53: no (14)
## balance > 53:
## :...pdays > 108: yes (12.8)
## pdays <= 108:
## :...age <= 28: yes (42.3/12.6)
## age > 28:
## :...age > 42: yes (10.7)
## age <= 42:
## :...age > 37: no (19.7)
## age <= 37:
## :...balance <= 131: yes (8.3)
## balance > 131: no (156.5/53.6)
##
## SubTree [S13]
##
## education in {primary,unknown}: no (68.3/31.7)
## education in {secondary,tertiary}: yes (100.4/16.7)
##
## SubTree [S14]
##
## duration > 546: yes (26.6)
## duration <= 546:
## :...age > 76: yes (36.9/6.3)
## age <= 76:
## :...duration <= 279: yes (69.1/19.2)
## duration > 279: no (120.5/41.5)
##
## SubTree [S15]
##
## contact = unknown: yes (0)
## contact = telephone: no (5.6)
## contact = cellular:
## :...education = primary: no (8.3)
## education in {secondary,tertiary,unknown}:
## :...previous <= 0: yes (127.6/48.7)
## previous > 0: no (15.8/2.1)
##
## SubTree [S16]
##
## job in {housemaid,services,unemployed,unknown}: no (15)
## job in {admin.,blue-collar,management,self-employed,student,technician}:
## :...previous > 4: yes (11.4)
## previous <= 4:
## :...duration > 186: no (20.3)
## duration <= 186:
## :...marital = divorced: yes (24.1/3.4)
## marital in {married,single}:
## :...pdays > 290: yes (8.4/0.2)
## pdays <= 290:
## :...duration <= 104: no (17.2)
## duration > 104: yes (154.8/62.8)
##
## SubTree [S17]
##
## contact in {telephone,unknown}: no (55.4/14.7)
## contact = cellular:
## :...duration <= 173: no (395/51.7)
## duration > 173:
## :...campaign > 3: no (12.5)
## campaign <= 3:
## :...duration > 196: no (37.6/3.2)
## duration <= 196:
## :...job in {admin.,management,retired,self-employed,technician,
## : unemployed,unknown}: yes (114.4/46.6)
## job in {blue-collar,entrepreneur,housemaid,services,
## student}: no (17.5)
##
## SubTree [S18]
##
## contact = telephone: no (97.5/9.6)
## contact in {cellular,unknown}:
## :...age > 58: yes (62.5/29.5)
## age <= 58:
## :...month in {aug,dec,jul,nov}:
## :...contact = unknown: yes (31/9.7)
## : contact = cellular:
## : :...job = unknown: no (2.6)
## : job in {admin.,entrepreneur,management,self-employed,
## : : technician}:
## : :...previous <= 4: no (467.3/18)
## : : previous > 4: yes (14.5/2.3)
## : job in {blue-collar,housemaid,retired,services,student,
## : : unemployed}:
## : :...balance > 1271: no (27.6)
## : balance <= 1271:
## : :...education = unknown: no (28.3/3.2)
## : education in {primary,secondary,tertiary}:
## : :...balance <= 35: no (55.7/6.5)
## : balance > 35:
## : :...poutcome = other: yes (14.1/1.7)
## : poutcome in {failure,unknown}:
## : :...balance <= 303: yes (111.7/50.4)
## : balance > 303: no (84.1/21.9)
## month in {apr,feb,jan,may}:
## :...contact = unknown: no (48.6/3.1)
## contact = cellular:
## :...day > 27:
## :...pdays <= 91: no (155/20.1)
## : pdays > 91: yes (31.9/11.6)
## day <= 27:
## :...age > 48: no (44.7/7.5)
## age <= 48:
## :...duration > 144:
## :...marital = divorced: no (4.3)
## : marital in {married,single}:
## : :...pdays > 185: yes (22.3/2.6)
## : pdays <= 185:
## : :...pdays <= 93: yes (154.5/48)
## : pdays > 93: no (8.2)
## duration <= 144:
## :...marital = divorced: yes (20/2.8)
## marital in {married,single}:
## :...campaign > 3: no (15.2)
## campaign <= 3:
## :...education = primary: no (10.4)
## education in {secondary,tertiary,unknown}:
## :...balance > 1071: no (27.2/1.7)
## balance <= 1071:
## :...day > 26: no (19.6/1.8)
## day <= 26:
## :...day <= 13: no (20.7/2.4)
## day > 13:
## :...duration <= 134: yes (120.3/49.4)
## duration > 134: no (21.3/2.9)
##
## SubTree [S19]
##
## job in {entrepreneur,self-employed,student,unknown}: yes (24.7)
## job in {admin.,blue-collar,housemaid,management,retired,services,technician,
## : unemployed}:
## :...loan = yes: yes (18.4/3.2)
## loan = no:
## :...poutcome in {failure,other}: no (14.7/2.9)
## poutcome = unknown:
## :...job = admin.: yes (56.2/12.9)
## job in {housemaid,management,retired}: no (25.4/3.7)
## job in {blue-collar,services,technician,unemployed}:
## :...age > 50: yes (22.2/3.8)
## age <= 50:
## :...campaign > 5: no (7)
## campaign <= 5:
## :...duration <= 269: no (31/2.9)
## duration > 269: yes (93.5/42)
##
## SubTree [S20]
##
## previous > 4: yes (11.8)
## previous <= 4:
## :...marital = divorced: no (6.4)
## marital in {married,single}:
## :...age <= 42: no (147.9/58.8)
## age > 42: yes (7.7)
##
## SubTree [S21]
##
## job in {entrepreneur,housemaid,self-employed,services,student,unemployed,
## : unknown}: no (41.3)
## job in {admin.,blue-collar,management,retired,technician}:
## :...previous > 11: no (13.5)
## previous <= 11:
## :...balance <= 1590: no (112.9/37.5)
## balance > 1590: yes (56/15)
##
## SubTree [S22]
##
## marital = divorced: yes (12.6/3.1)
## marital in {married,single}:
## :...contact = unknown: no (0)
## contact = telephone: yes (14.8/5)
## contact = cellular:
## :...education in {primary,unknown}: no (12.7)
## education in {secondary,tertiary}:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : retired,self-employed,services,student,technician,
## : unknown}: no (134.3/29.4)
## job = unemployed: yes (7.9)
##
## SubTree [S23]
##
## duration > 771: no (56.3/7.3)
## duration <= 771:
## :...job in {blue-collar,entrepreneur,retired,unknown}: no (42.7/3.4)
## job in {admin.,housemaid,management,self-employed,services,student,
## : technician,unemployed}:
## :...age <= 34: no (91.5/30.4)
## age > 34:
## :...marital = single: yes (28.9/5.3)
## marital in {divorced,married}:
## :...balance <= 1672: no (66.9/20.4)
## balance > 1672: yes (87.8/32.6)
##
## SubTree [S24]
##
## job in {entrepreneur,housemaid,retired,unknown}: no (129.9/50.8)
## job in {self-employed,services,student,unemployed}: yes (253.6/101.9)
## job = admin.:
## :...day <= 28: yes (107.3/38.7)
## : day > 28: no (20/0.8)
## job = blue-collar:
## :...duration > 865: no (10.1)
## : duration <= 865:
## : :...duration <= 683: no (112.4/43.5)
## : duration > 683: yes (74.8/23.5)
## job = management:
## :...duration <= 514: yes (34/3.2)
## : duration > 514:
## : :...month in {dec,jan}: no (20.9)
## : month in {aug,jul,may}:
## : :...age <= 32: yes (61.1/22.2)
## : age > 32:
## : :...education in {primary,secondary}: no (16/3.3)
## : education = unknown: yes (1.8)
## : education = tertiary:
## : :...loan = no: no (180.2/56.8)
## : loan = yes: yes (13.7/3.8)
## job = technician:
## :...month in {dec,may}: yes (20.4/4.9)
## month = jan: no (19/3.7)
## month in {aug,jul}:
## :...day > 28: no (18.7/0.9)
## day <= 28:
## :...day > 27: yes (14.9/0.8)
## day <= 27:
## :...loan = yes: yes (36/14.5)
## loan = no:
## :...balance <= -3: no (12.9)
## balance > -3:
## :...marital = divorced: yes (31.4/9.3)
## marital in {married,single}:
## :...balance > 4344: yes (13.3/2.2)
## balance <= 4344:
## :...balance > 3057: no (14.1)
## balance <= 3057:
## :...age > 47: no (17.7)
## age <= 47:
## :...age <= 43: no (110.4/38.6)
## age > 43: yes (27/4.6)
##
## SubTree [S25]
##
## education = primary: no (106.1/10.2)
## education in {secondary,tertiary,unknown}:
## :...age <= 43:
## :...balance <= -118: yes (33.4/13.7)
## : balance > -118:
## : :...duration <= 300: no (228.7/18.7)
## : duration > 300:
## : :...balance <= 2: no (100/10.6)
## : balance > 2:
## : :...day <= 4: yes (38.5/8.6)
## : day > 4: no (307.4/87.8)
## age > 43:
## :...duration <= 224: no (27.5)
## duration > 224:
## :...month = may: no (20.6)
## month in {aug,dec,feb,jan,jul,nov}:
## :...balance > 248: no (31.9)
## balance <= 248:
## :...day <= 3: yes (20.1/1.3)
## day > 3:
## :...day > 25: yes (44.6/13.1)
## day <= 25:
## :...month in {aug,dec,jan}: yes (131/47.7)
## month in {feb,jul,nov}: no (100.1/23.6)
##
## SubTree [S26]
##
## contact = unknown: no (57.4/27.2)
## contact = cellular:
## :...balance <= 401:
## :...campaign <= 3: yes (221.9/80.2)
## : campaign > 3: no (34.9/6.2)
## balance > 401:
## :...day > 25:
## :...month in {aug,feb,jan,jul,may,nov}: no (272.6/57.4)
## : month = dec: yes (5.1)
## day <= 25:
## :...month = jan: yes (18.1/1.7)
## month in {aug,dec,feb,jul,may,nov}:
## :...duration > 454:
## :...balance <= 1111: no (25.4/4)
## : balance > 1111: yes (116.6/37.9)
## duration <= 454:
## :...age > 33:
## :...duration <= 211: yes (57.3/22.6)
## : duration > 211: no (868.9/290.9)
## age <= 33:
## :...month in {dec,feb}:
## :...duration > 440: yes (7.1/0.7)
## : duration <= 440:
## : :...duration <= 206: yes (12.7/3.9)
## : duration > 206: no (122.6/25.9)
## month in {aug,jul,may,nov}:
## :...campaign > 4: yes (23.4/5.5)
## campaign <= 4:
## :...day <= 3: yes (41.2/9.5)
## day > 3:
## :...day <= 11: no (145.6/47.1)
## day > 11:
## :...job in {admin.,blue-collar,
## : entrepreneur,housemaid,retired,
## : services,
## : unknown}: no (39.1/9.6)
## job in {management,self-employed,
## : student,technician,unemployed}:
## :...balance > 4547: no (11.1)
## balance <= 4547:
## :...month = may: yes (16.2)
## month in {aug,jul,nov}:
## :...day > 20: no (8.4)
## day <= 20: [S35]
##
## SubTree [S27]
##
## marital = divorced: no (24.3)
## marital in {married,single}:
## :...previous > 3: no (28.5/1)
## previous <= 3:
## :...contact = telephone: yes (13.6/4)
## contact = cellular:
## :...age <= 48: no (150.5/40.1)
## age > 48: yes (18.4/6.4)
##
## SubTree [S28]
##
## education in {primary,unknown}: yes (16.7/0.4)
## education in {secondary,tertiary}:
## :...job in {entrepreneur,student}: yes (0)
## job in {retired,services}: no (9.7)
## job in {admin.,blue-collar,management,self-employed,technician,unemployed}:
## :...age <= 29: yes (12.8/0.2)
## age > 29:
## :...loan = no: yes (128.4/47.6)
## loan = yes: no (19.1/3.1)
##
## SubTree [S29]
##
## marital = divorced: no (83.4/5.5)
## marital in {married,single}:
## :...job in {self-employed,student,unemployed}: no (38.5)
## job in {admin.,blue-collar,entrepreneur,management,retired,services,
## : technician}:
## :...day > 15:
## :...job in {admin.,blue-collar,entrepreneur,management,services,
## : : technician}: no (568.1/117.1)
## : job = retired: yes (7.7/1.4)
## day <= 15:
## :...contact = unknown: no (0)
## contact = telephone: yes (10.3/4)
## contact = cellular:
## :...education in {primary,unknown}: no (18.8)
## education in {secondary,tertiary}:
## :...previous > 7: yes (25.8/1.6)
## previous <= 7:
## :...balance > 3300: no (21.6)
## balance <= 3300:
## :...balance > 2531: yes (16/1.7)
## balance <= 2531:
## :...age <= 31: no (27.7/2.1)
## age > 31:
## :...previous > 4: no (19.8/3.7)
## previous <= 4:
## :...previous > 3: yes (11.8/1)
## previous <= 3:
## :...duration <= 201: no (19.9)
## duration > 201: yes (127.8/58.2)
##
## SubTree [S30]
##
## contact = telephone: no (7.3)
## contact in {cellular,unknown}:
## :...pdays > 84: no (34.5/5.4)
## pdays <= 84:
## :...campaign > 3: no (20.7/3.4)
## campaign <= 3:
## :...loan = no: yes (159.4/62.5)
## loan = yes: no (51.9/16.6)
##
## SubTree [S31]
##
## contact = telephone: no (106.2/9)
## contact in {cellular,unknown}:
## :...day > 26: no (169.7/15.7)
## day <= 26:
## :...education in {primary,unknown}:
## :...marital = single: no (25.1)
## : marital in {divorced,married}:
## : :...job in {admin.,student,technician,unemployed}: no (40.2)
## : job in {blue-collar,entrepreneur,management,retired,
## : : self-employed,services}:
## : :...duration <= 306: no (81.7)
## : duration > 306:
## : :...previous > 5: yes (18/1.9)
## : previous <= 5:
## : :...education = unknown: yes (46/12.7)
## : education = primary:
## : :...pdays > 180: no (15.6)
## : pdays <= 180:
## : :...poutcome = failure: yes (17.8/0.4)
## : poutcome in {other,unknown}:
## : :...balance <= -124: yes (9/0.4)
## : balance > -124: no (147.5/50.9)
## education in {secondary,tertiary}:
## :...duration <= 97: no (87.2/22.2)
## duration > 97:
## :...duration <= 126: no (76.2)
## duration > 126:
## :...month = feb:
## :...day <= 9: no (103.1/27.2)
## : day > 9: yes (31.4/2.4)
## month in {aug,jul,may,nov}:
## :...day <= 4: yes (37.1/13.4)
## day > 4:
## :...duration <= 503: no (509.7/50.8)
## duration > 503:
## :...job in {entrepreneur,student,
## : unemployed}: no (21.1)
## job in {admin.,blue-collar,management,retired,
## : self-employed,services,technician}:
## :...pdays > 269: yes (32.8/12.2)
## pdays <= 269:
## :...day > 19: yes (56.3/25.9)
## day <= 19:
## :...day > 18: no (15)
## day <= 18:
## :...balance <= 155: no (67.8/7.9)
## balance > 155:
## :...balance <= 209: yes (17.8/4.2)
## balance > 209: no (173.4/55.5)
##
## SubTree [S32]
##
## contact = telephone: yes (23.5/6.1)
## contact in {cellular,unknown}:
## :...month in {feb,nov}: yes (22.5/2.1)
## month in {aug,jul}:
## :...education in {primary,secondary,tertiary}: no (212.6/37.4)
## : education = unknown: yes (6.3/0.9)
## month = may:
## :...marital = divorced: no (17.9/0.2)
## marital = married:
## :...poutcome = failure: yes (18.5/2.4)
## : poutcome in {other,unknown}: no (231/53.7)
## marital = single:
## :...job in {admin.,services,technician}: yes (141.4/44.9)
## job in {blue-collar,entrepreneur,management,retired,self-employed,
## student,unemployed}: no (122.6/41.3)
##
## SubTree [S33]
##
## contact = unknown: no (572/172.7)
## contact in {cellular,telephone}:
## :...job = retired: no (0)
## job = entrepreneur: yes (71.8/19.1)
## job in {admin.,blue-collar,management,self-employed,services,student,
## : technician,unemployed}:
## :...campaign <= 1:
## :...duration > 757:
## : :...duration <= 871: yes (116.8/30.1)
## : : duration > 871: no (8.6)
## : duration <= 757:
## : :...job = unemployed: no (18.2)
## : job in {admin.,blue-collar,management,self-employed,services,
## : : student,technician}:
## : :...age > 37:
## : :...education = unknown: no (9.1)
## : : education in {primary,secondary,tertiary}:
## : : :...day <= 19: yes (126.1/36.7)
## : : day > 19: no (7.7)
## : age <= 37:
## : :...default = yes: no (6)
## : default = no:
## : :...balance <= 394:
## : :...previous > 3: yes (15.4)
## : : previous <= 3:
## : : :...day > 21: no (9)
## : : day <= 21:
## : : :...marital = married: no (73.2/34.1)
## : : marital in {divorced,
## : : single}: yes (88.7/23.5)
## : balance > 394:
## : :...education = unknown: yes (4.2)
## : education in {primary,secondary,tertiary}:
## : :...pdays > 203: no (32/0.8)
## : pdays <= 203:
## : :...duration <= 446: no (15.7)
## : duration > 446:
## : :...duration <= 697: no (187.5/67.9)
## : duration > 697: yes (16.1/3.2)
## campaign > 1:
## :...education in {primary,secondary,unknown}:
## :...default = yes: no (5.8)
## : default = no:
## : :...month in {feb,nov}: no (139.7/21.8)
## : month = aug: yes (30.9/4.9)
## : month in {jul,may}:
## : :...balance <= 75: no (108.8/13.6)
## : balance > 75:
## : :...campaign > 4: yes (15/2.5)
## : campaign <= 4:
## : :...campaign > 3: no (45.5/7.8)
## : campaign <= 3:
## : :...education in {primary,
## : : unknown}: yes (47.9/11.4)
## : education = secondary:
## : :...duration <= 719: no (151.5/47.1)
## : duration > 719: yes (44.3/13.9)
## education = tertiary:
## :...age > 41: yes (18.8/0.7)
## age <= 41:
## :...age > 39: no (15.3)
## age <= 39:
## :...poutcome in {failure,other}: yes (51.7/12.2)
## poutcome = unknown:
## :...month = nov: no (10.6)
## month in {aug,feb,jul,may}:
## :...age > 38: yes (19.2)
## age <= 38:
## :...day <= 5: no (17/1)
## day > 5:
## :...default = yes: yes (3.7)
## default = no:
## :...job in {admin.,blue-collar,
## : management,self-employed,
## : services,
## : unemployed}: no (104.7/34.3)
## job in {student,
## technician}: yes (41/7.4)
##
## SubTree [S34]
##
## pdays > 346: no (67.1)
## pdays <= 346:
## :...pdays > 333: no (58.2/27.3)
## pdays <= 333:
## :...previous > 7: no (59.5/29.4)
## previous <= 7:
## :...previous > 5: no (42.3/2.4)
## previous <= 5:
## :...balance <= 535: no (1130.1/161.2)
## balance > 535:
## :...job in {entrepreneur,retired,self-employed,
## : student}: no (53.1)
## job in {admin.,blue-collar,management,services,technician,
## : unemployed}:
## :...duration > 398: no (66.5/5.8)
## duration <= 398:
## :...duration > 381: yes (41.2/9.9)
## duration <= 381:
## :...duration > 323:
## :...marital = divorced: yes (20.3/6.9)
## : marital in {married,single}: no (127.1/12.1)
## duration <= 323:
## :...loan = yes: no (72/2.9)
## loan = no:
## :...day > 17:
## :...balance <= 537: yes (17.8/0.2)
## : balance > 537: no (238/22.7)
## day <= 17:
## :...education in {primary,
## : unknown}: no (25.2)
## education in {secondary,tertiary}:
## :...balance > 4758: no (50.2/8)
## balance <= 4758:
## :...campaign > 3: yes (60.3/20.6)
## campaign <= 3:
## :...campaign > 2: no (41.6/5)
## campaign <= 2: [S36]
##
## SubTree [S35]
##
## job in {management,student,technician,unemployed}: yes (123.4/35.7)
## job = self-employed: no (4.3)
##
## SubTree [S36]
##
## month = may: no (72.2/6.3)
## month in {aug,feb,jul,nov}:
## :...duration > 312: yes (16.6/0.2)
## duration <= 312:
## :...contact = telephone: no (17.6/4.4)
## contact = unknown: yes (11.8/0.4)
## contact = cellular:
## :...marital = divorced: yes (10.6/1.8)
## marital in {married,single}:
## :...day <= 10: no (135.5/61.4)
## day > 10: yes (62.8/20)
##
## ----- Trial 9: -----
##
## Decision tree:
##
## poutcome = success:
## :...duration <= 161:
## : :...contact = telephone: no (14.5)
## : : contact in {cellular,unknown}:
## : : :...job in {admin.,entrepreneur,retired,student,technician,unemployed}:
## : : :...day > 10: no (184.4/41.1)
## : : : day <= 10:
## : : : :...pdays <= 270: no (117.7/51.4)
## : : : pdays > 270: yes (10.9)
## : : job in {blue-collar,housemaid,management,self-employed,services,
## : : : unknown}:
## : : :...age <= 32: yes (73.3/14)
## : : age > 32:
## : : :...age > 60: yes (15.9/0.2)
## : : age <= 60:
## : : :...month in {jan,jun,may}: no (50.1)
## : : month in {apr,aug,dec,feb,jul,mar,nov,oct,sep}:
## : : :...duration > 152: yes (14.7)
## : : duration <= 152:
## : : :...loan = yes: yes (16.2/2.5)
## : : loan = no:
## : : :...day <= 3: no (12.5)
## : : day > 3:
## : : :...duration <= 70: no (7.3)
## : : duration > 70: yes (117.5/52)
## : duration > 161:
## : :...pdays <= 86:
## : :...month = sep: no (12.8)
## : : month in {aug,dec,feb,jan,mar}: yes (24.9)
## : : month in {apr,jul,jun,may,nov,oct}:
## : : :...duration <= 230: no (65.8/15.7)
## : : duration > 230: yes (112.2/46.1)
## : pdays > 86:
## : :...pdays <= 91:
## : :...job in {admin.,housemaid,management,retired,self-employed,
## : : : services,technician,unknown}: yes (124.6/7)
## : : job in {blue-collar,entrepreneur,student,
## : : unemployed}: no (38.4/13.4)
## : pdays > 91:
## : :...age <= 23: yes (31.9)
## : age > 23:
## : :...day > 20:
## : :...duration > 655: yes (36.2/1.4)
## : : duration <= 655:
## : : :...age > 39: yes (193.5/40.2)
## : : age <= 39:
## : : :...contact = unknown: yes (0)
## : : contact = telephone: no (8.7)
## : : contact = cellular:
## : : :...day <= 28: yes (147.4/49.2)
## : : day > 28: no (38.2/11.5)
## : day <= 20:
## : :...contact = unknown: no (4.7)
## : contact in {cellular,telephone}:
## : :...education in {primary,unknown}:
## : :...marital = divorced: yes (34.2/10.1)
## : : marital in {married,single}:
## : : :...month in {apr,mar,sep}: yes (38.1/10.6)
## : : month in {aug,dec,feb,jan,jul,jun,may,nov,
## : : oct}: no (118/37.8)
## : education in {secondary,tertiary}:
## : :...age <= 26: yes (34.2/3.3)
## : age > 26:
## : :...month in {apr,jun}:
## : :...duration <= 212: yes (21.6/1.4)
## : : duration > 212: no (118.9/36.9)
## : month in {aug,dec,feb,jan,jul,mar,may,nov,
## : : oct,sep}:
## : :...pdays <= 94: yes (98.7/17.6)
## : pdays > 94:
## : :...pdays <= 162: [S1]
## : pdays > 162:
## : :...duration > 403: yes (181.4/34.9)
## : duration <= 403:
## : :...previous > 3: yes (91.1/20.9)
## : previous <= 3:
## : :...housing = yes: no (117/48.8)
## : housing = no: [S2]
## poutcome in {failure,other,unknown}:
## :...duration > 605:
## :...duration > 889:
## : :...age > 64: no (69.1/23.9)
## : : age <= 64:
## : : :...age > 59: yes (82.6/14.1)
## : : age <= 59:
## : : :...loan = yes:
## : : :...job in {housemaid,technician,unknown}: no (106.6/39.8)
## : : : job in {retired,student,unemployed}: yes (19.3)
## : : : job in {admin.,blue-collar,entrepreneur,management,
## : : : : self-employed,services}:
## : : : :...age <= 27: yes (20.9)
## : : : age > 27:
## : : : :...age <= 28: no (17.9/2.1)
## : : : age > 28:
## : : : :...age <= 30: yes (42.8/3.9)
## : : : age > 30:
## : : : :...default = yes: yes (4.3)
## : : : default = no:
## : : : :...campaign <= 1: yes (74.8/13.7)
## : : : campaign > 1:
## : : : :...day <= 7: no (41.3/10.1)
## : : : day > 7: yes (170.3/65.5)
## : : loan = no:
## : : :...month in {dec,feb,mar,oct,sep}: yes (204.6/79.2)
## : : month = jan: no (110.9/46.1)
## : : month = apr:
## : : :...balance > 1355: yes (86/22.5)
## : : : balance <= 1355:
## : : : :...marital = divorced: yes (14.9/2)
## : : : marital in {married,single}:
## : : : :...default = yes: yes (2)
## : : : default = no:
## : : : :...day <= 18: no (114.7/39.9)
## : : : day > 18: yes (25.6/2.9)
## : : month = jun:
## : : :...job in {blue-collar,entrepreneur,housemaid,
## : : : : self-employed,services,
## : : : : student}: yes (175.1/47.3)
## : : : job in {admin.,management,retired,technician,
## : : : : unemployed,unknown}:
## : : : :...balance <= -44: yes (11.2)
## : : : balance > -44:
## : : : :...balance <= 95: no (23.2/0.2)
## : : : balance > 95:
## : : : :...balance <= 252: yes (12.9)
## : : : balance > 252: no (122.2/50.9)
## : : month = nov:
## : : :...contact in {telephone,unknown}: no (18.9)
## : : : contact = cellular:
## : : : :...age > 53: no (16.9/2)
## : : : age <= 53:
## : : : :...age > 42: yes (63.5/11)
## : : : age <= 42:
## : : : :...duration <= 958: yes (24/3.9)
## : : : duration > 958: no (120.4/47)
## : : month = aug:
## : : :...job in {entrepreneur,retired,student,unemployed,
## : : : : unknown}: yes (18.1)
## : : : job in {admin.,blue-collar,housemaid,management,
## : : : : self-employed,services,technician}:
## : : : :...contact in {telephone,unknown}: no (3.2)
## : : : contact = cellular:
## : : : :...marital = divorced: yes (25.2/4.2)
## : : : marital in {married,single}:
## : : : :...education in {primary,
## : : : : secondary}: yes (143.3/61.5)
## : : : education = unknown: no (9.7/2)
## : : : education = tertiary:
## : : : :...balance <= 1428: yes (102.9/42.9)
## : : : balance > 1428: no (66.4/18.4)
## : : month = jul:
## : : :...job in {housemaid,student,
## : : : : unknown}: yes (41/5.6)
## : : : job in {admin.,blue-collar,entrepreneur,management,
## : : : : retired,self-employed,services,technician,
## : : : : unemployed}:
## : : : :...education in {tertiary,
## : : : : unknown}: yes (139.6/55.4)
## : : : education in {primary,secondary}:
## : : : :...duration <= 955: no (57.5/8.3)
## : : : duration > 955:
## : : : :...duration <= 1009: yes (20.6)
## : : : duration > 1009:
## : : : :...age > 56: no (25/0.8)
## : : : age <= 56:
## : : : :...duration > 1576: yes (17.8)
## : : : duration <= 1576: [S3]
## : : month = may:
## : : :...duration > 1777: no (58.3/14.9)
## : : duration <= 1777:
## : : :...duration > 1669: yes (27)
## : : duration <= 1669:
## : : :...age > 46: no (120.6/44.7)
## : : age <= 46:
## : : :...day <= 7: no (113.7/45.9)
## : : day > 7:
## : : :...balance <= 139: yes (93.1/16.5)
## : : balance > 139:
## : : :...duration <= 1034: yes (146/36)
## : : duration > 1034:
## : : :...day <= 10: no (20.6/2.8)
## : : day > 10: [S4]
## : duration <= 889:
## : :...month in {aug,dec,oct,sep}: yes (718/314.5)
## : month in {apr,feb,jan,jul,jun,mar,may,nov}:
## : :...age <= 23: yes (63.5/20.9)
## : age > 23:
## : :...day <= 15:
## : :...contact = telephone: no (77.7/30.2)
## : : contact = cellular:
## : : :...balance <= -298: yes (44.7/8.2)
## : : : balance > -298:
## : : : :...month in {apr,nov}: no (101.4/34.8)
## : : : month in {jan,jun,mar}: yes (56.3/24.3)
## : : : month = feb:
## : : : :...duration <= 625: no (14.4)
## : : : : duration > 625:
## : : : : :...day > 11: yes (10.8)
## : : : : day <= 11:
## : : : : :...duration <= 672: yes (45.9/7.2)
## : : : : duration > 672: no (137.8/56.9)
## : : : month = jul:
## : : : :...duration > 801: yes (41.4/4.1)
## : : : : duration <= 801:
## : : : : :...day > 10: no (86.3/18.6)
## : : : : day <= 10:
## : : : : :...duration <= 624: no (26.5)
## : : : : duration > 624:
## : : : : :...balance <= 3782: yes (118.7/46.7)
## : : : : balance > 3782: no (8.5)
## : : : month = may:
## : : : :...default = yes: no (9)
## : : : default = no:
## : : : :...balance > 3615: yes (42.3/3)
## : : : balance <= 3615:
## : : : :...housing = no: no (35.8/8.8)
## : : : housing = yes:
## : : : :...pdays > 357: yes (21.4)
## : : : pdays <= 357: [S5]
## : : contact = unknown:
## : : :...housing = no:
## : : :...duration <= 622: yes (13.4)
## : : : duration > 622:
## : : : :...education in {primary,secondary,
## : : : : unknown}: no (134.2/57.2)
## : : : education = tertiary: yes (42.8/9)
## : : housing = yes:
## : : :...balance > 2244: no (33.2)
## : : balance <= 2244:
## : : :...default = yes: yes (9.9/2.6)
## : : default = no:
## : : :...day <= 2: yes (25.9/7.5)
## : : day > 2:
## : : :...balance <= 0: no (43.7/3.1)
## : : balance > 0:
## : : :...balance > 1822: yes (22/3.8)
## : : balance <= 1822: [S6]
## : day > 15:
## : :...month = mar: no (14)
## : month in {apr,feb,jan,jul,jun,may,nov}:
## : :...age > 61: yes (30.2/5.1)
## : age <= 61:
## : :...pdays > 166: no (100.1/20.9)
## : pdays <= 166:
## : :...poutcome in {failure,
## : : other}: yes (71.4/28.2)
## : poutcome = unknown:
## : :...duration > 873: no (62.4/9)
## : duration <= 873:
## : :...duration <= 675:
## : :...job in {retired,services,
## : : : unemployed,
## : : : unknown}: no (51/3.2)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,
## : : : self-employed,student,
## : : : technician}:
## : : :...balance > 4996: yes (48.7/15.8)
## : : balance <= 4996:
## : : :...balance > 3355: no (27.5)
## : : balance <= 3355:
## : : :...age > 43: no (119.9/19.6)
## : : age <= 43: [S7]
## : duration > 675:
## : :...day <= 19:
## : :...duration <= 678: yes (25.1/4.7)
## : : duration > 678:
## : : :...age > 54: no (35.3/5.5)
## : : age <= 54: [S8]
## : day > 19:
## : :...day > 29: [S9]
## : day <= 29: [S10]
## duration <= 605:
## :...balance <= -191:
## :...duration <= 421: no (613.5/25.2)
## : duration > 421:
## : :...poutcome = failure: no (14.3)
## : poutcome in {other,unknown}:
## : :...month in {apr,aug,dec,jan,mar,oct,sep}: no (24.3)
## : month in {feb,jul,jun,may,nov}:
## : :...day > 18: no (48.3/9.4)
## : day <= 18:
## : :...housing = no: no (28.3/5.1)
## : housing = yes: yes (99.7/38.7)
## balance > -191:
## :...age > 60:
## :...marital = single: no (30.3/3.8)
## : marital in {divorced,married}:
## : :...job = student: no (0)
## : job in {entrepreneur,self-employed}: yes (37.7/6.6)
## : job in {admin.,blue-collar,housemaid,management,retired,
## : : services,technician,unemployed,unknown}:
## : :...day > 28: yes (98.7/34.1)
## : day <= 28:
## : :...pdays > 181: no (118.6/28.4)
## : pdays <= 181:
## : :...day > 27: no (67.1/17.4)
## : day <= 27:
## : :...job in {services,technician,unemployed,
## : : unknown}: no (42.6/8.6)
## : job in {admin.,blue-collar,housemaid,
## : : management,retired}:
## : :...housing = yes: yes (57.8/19.9)
## : housing = no:
## : :...duration <= 92: no (45.8/5.8)
## : duration > 92:
## : :...month in {dec,jan,jul,mar,may,
## : : nov}: yes (373.5/167)
## : month in {jun,oct,
## : : sep}: no (247.2/111.3)
## : month = feb:
## : :...duration <= 132: yes (33.9/0.8)
## : : duration > 132: [S11]
## : month = apr: [S12]
## : month = aug:
## : :...loan = yes: yes (3.5)
## : loan = no: [S13]
## age <= 60:
## :...month in {apr,dec,feb,jun,mar,oct,sep}:
## :...duration <= 64: no (280.4/10.9)
## : duration > 64:
## : :...housing = yes:
## : :...month in {apr,dec}:
## : : :...campaign > 3: no (110.5/52.6)
## : : : campaign <= 3:
## : : : :...duration <= 113: no (85.3/3.9)
## : : : duration > 113:
## : : : :...marital = divorced: no (75.8/8.5)
## : : : marital in {married,single}:
## : : : :...education = unknown: yes (32/13.3)
## : : : education = tertiary:
## : : : :...duration <= 312: no (154.4/39.7)
## : : : : duration > 312:
## : : : : :...month = dec: yes (3.9)
## : : : : month = apr: [S14]
## : : : education in {primary,secondary}:
## : : : :...pdays > 327: no (60.4/2.6)
## : : : pdays <= 327:
## : : : :...balance > 4885: no (33.5/1.1)
## : : : balance <= 4885: [S15]
## : : month in {feb,jun,mar,oct,sep}:
## : : :...poutcome = other:
## : : :...contact = unknown: yes (4.9)
## : : : contact in {cellular,telephone}:
## : : : :...marital = divorced: yes (13.8/4.7)
## : : : marital in {married,
## : : : single}: no (138/24.9)
## : : poutcome in {failure,unknown}:
## : : :...day > 9:
## : : :...day > 29: no (37.5/6.7)
## : : : day <= 29:
## : : : :...contact = unknown:
## : : : :...balance <= 2661: no (168.1/29.7)
## : : : : balance > 2661: yes (40.4/16.2)
## : : : contact in {cellular,telephone}:
## : : : :...duration > 287: yes (94.4/13.1)
## : : : duration <= 287:
## : : : :...balance <= 398: [S16]
## : : : balance > 398:
## : : : :...age > 51: no (17.4)
## : : : age <= 51: [S17]
## : : day <= 9:
## : : :...education = unknown: no (23.6)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...pdays > 279: yes (38.8/7.1)
## : : pdays <= 279:
## : : :...pdays > 243: no (65.1)
## : : pdays <= 243:
## : : :...balance > 3616: no (78.5/5)
## : : balance <= 3616:
## : : :...loan = yes: no (116/18.6)
## : : loan = no: [S18]
## : housing = no:
## : :...education = primary:
## : :...marital = divorced: no (47.4/2.7)
## : : marital in {married,single}:
## : : :...duration <= 167: no (128.5/15.7)
## : : duration > 167:
## : : :...duration <= 175: yes (20/4.9)
## : : duration > 175:
## : : :...balance <= 122: no (43.5/2)
## : : balance > 122:
## : : :...previous > 1: yes (22.1/5.6)
## : : previous <= 1:
## : : :...campaign <= 1: yes (75.9/35.8)
## : : campaign > 1: no (129.8/39.7)
## : education in {secondary,tertiary,unknown}:
## : :...contact in {telephone,unknown}:
## : :...campaign > 1:
## : : :...job in {entrepreneur,housemaid,retired,
## : : : : self-employed,
## : : : : unknown}: no (68.2)
## : : : job in {admin.,blue-collar,management,
## : : : : services,student,technician,
## : : : : unemployed}:
## : : : :...pdays <= 249: no (367.1/93.7)
## : : : pdays > 249: yes (18.2/4.5)
## : : campaign <= 1:
## : : :...job in {housemaid,services,
## : : : student}: no (87.3/16.1)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : retired,self-employed,
## : : : technician,unemployed,unknown}:
## : : :...age <= 29: yes (30.6/3.3)
## : : age > 29:
## : : :...poutcome = other: no (8.7)
## : : poutcome in {failure,unknown}:
## : : :...age <= 47: no (167.3/58.9)
## : : age > 47: yes (118.7/54.3)
## : contact = cellular:
## : :...duration > 206:
## : :...campaign > 7: yes (28/5.4)
## : : campaign <= 7:
## : : :...loan = yes: no (93.8/36.9)
## : : loan = no:
## : : :...month in {apr,dec,jun,mar,oct,
## : : : sep}:
## : : :...campaign > 4: no (38.4/10.5)
## : : : campaign <= 4: [S19]
## : : month = feb:
## : : :...day > 9: yes (118/35.3)
## : : day <= 9: [S20]
## : duration <= 206:
## : :...campaign > 4: no (94.8/21.4)
## : campaign <= 4:
## : :...day > 23:
## : :...campaign > 2: no (20.1)
## : : campaign <= 2:
## : : :...balance > 4492: no (27.2)
## : : balance <= 4492:
## : : :...balance > 3120: yes (21/1.3)
## : : balance <= 3120: [S21]
## : day <= 23:
## : :...balance <= 65:
## : :...campaign <= 2: no (131.8/23.6)
## : : campaign > 2: yes (37/11.4)
## : balance > 65:
## : :...pdays > 294: no (55.4/11.9)
## : pdays <= 294:
## : :...age > 44:
## : :...loan = yes: no (6.3)
## : : loan = no: [S22]
## : age <= 44: [S23]
## month in {aug,jan,jul,may,nov}:
## :...duration <= 212:
## :...campaign > 3:
## : :...duration <= 169: no (785.3/6.7)
## : : duration > 169:
## : : :...poutcome in {failure,unknown}: no (193.8/32.7)
## : : poutcome = other: yes (14.1/1.2)
## : campaign <= 3:
## : :...poutcome = other:
## : :...education = unknown: no (10.9)
## : : education in {primary,secondary,tertiary}:
## : : :...loan = yes: no (32.6/3.7)
## : : loan = no:
## : : :...balance <= 135: no (41.7/3)
## : : balance > 135:
## : : :...pdays <= 38: no (10.7)
## : : pdays > 38: yes (171.6/79.1)
## : poutcome = unknown:
## : :...loan = yes:
## : : :...day <= 30: no (384.3/6.9)
## : : : day > 30: yes (13.3/4.4)
## : : loan = no:
## : : :...age <= 24:
## : : :...month in {aug,jul,may}: no (123.2/39.6)
## : : : month in {jan,nov}: yes (15.9)
## : : age > 24:
## : : :...day > 14: no (1493.1/150.9)
## : : day <= 14:
## : : :...month in {aug,jan,jul,
## : : : may}: no (1070.2/145.1)
## : : month = nov: yes (162.2/37.9)
## : poutcome = failure:
## : :...age <= 25: no (30.4)
## : age > 25:
## : :...previous > 5: no (62.1/3.7)
## : previous <= 5:
## : :...duration <= 109: no (159.1/12.4)
## : duration > 109:
## : :...pdays > 446: no (23.2)
## : pdays <= 446: [S24]
## duration > 212:
## :...pdays > 383: yes (67.7/17.5)
## pdays <= 383:
## :...job = unknown: no (24.4)
## job in {admin.,blue-collar,entrepreneur,housemaid,
## : management,retired,self-employed,services,
## : student,technician,unemployed}:
## :...balance <= -172: yes (30.3/8.3)
## balance > -172:
## :...day <= 5:
## :...duration <= 219: yes (37.2/4.9)
## : duration > 219:
## : :...duration <= 231: no (33.9)
## : duration > 231:
## : :...age > 44:
## : :...month = jan: no (0)
## : : month = nov: yes (4.3)
## : : month in {aug,jul,may}: [S25]
## : age <= 44:
## : :...pdays > 183: no (35.8/8.1)
## : pdays <= 183:
## : :...age > 41: yes (69.3/18.2)
## : age <= 41: [S26]
## day > 5:
## :...campaign > 6:
## :...day <= 15: no (71.9)
## : day > 15: [S27]
## campaign <= 6:
## :...poutcome = other:
## :...duration <= 315: no (122.8/30.5)
## : duration > 315:
## : :...month in {aug,
## : : jul}: yes (34.7)
## : month in {jan,may,nov}:
## : :...age <= 31: yes (72.8/22.7)
## : age > 31: no (176.8/67.9)
## poutcome in {failure,unknown}:
## :...pdays > 229: no (324.2/72)
## pdays <= 229:
## :...balance <= -23: no (124/16.2)
## balance > -23:
## :...campaign <= 1:
## :...month = aug: [S28]
## : month in {jan,jul,
## : : may,nov}: [S29]
## campaign > 1:
## :...duration <= 352: [S30]
## duration > 352: [S31]
##
## SubTree [S1]
##
## contact = telephone: yes (2.6)
## contact = cellular:
## :...day > 17: no (18.8)
## day <= 17:
## :...balance <= 1657: yes (82.6/27.1)
## balance > 1657: no (56.5/12.1)
##
## SubTree [S2]
##
## marital = divorced: yes (18.6)
## marital in {married,single}:
## :...age <= 40: yes (73/16.6)
## age > 40: no (103.8/46.3)
##
## SubTree [S3]
##
## job in {retired,unemployed}: no (0)
## job = technician: yes (6.9)
## job in {admin.,blue-collar,entrepreneur,management,self-employed,services}:
## :...balance <= 193: yes (40.5/17.3)
## balance > 193: no (82.9/22.3)
##
## SubTree [S4]
##
## marital in {divorced,single}: yes (90/38.2)
## marital = married: no (102.4/39)
##
## SubTree [S5]
##
## poutcome = other: no (26.5/6.5)
## poutcome in {failure,unknown}:
## :...job in {entrepreneur,management,retired,services,student,
## : unknown}: yes (131/37.2)
## job in {admin.,blue-collar,housemaid,self-employed,technician,unemployed}:
## :...balance <= 368: yes (127/53.4)
## balance > 368: no (109.7/24.8)
##
## SubTree [S6]
##
## education in {tertiary,unknown}: no (49.8)
## education in {primary,secondary}:
## :...campaign > 4: yes (16/3.5)
## campaign <= 4:
## :...job in {entrepreneur,housemaid,retired,student,unemployed,
## : unknown}: no (17.8)
## job in {admin.,blue-collar,management,self-employed,services,
## : technician}:
## :...loan = yes: yes (14/4)
## loan = no:
## :...job = management: yes (13.2/1.4)
## job in {admin.,blue-collar,self-employed,services,technician}:
## :...day <= 4: no (15.6)
## day > 4:
## :...duration <= 611: yes (7.7/0.2)
## duration > 611:
## :...month = jun: yes (15.2/3.8)
## month in {apr,feb,jan,jul,mar,may,
## nov}: no (115.7/44.9)
##
## SubTree [S7]
##
## education = primary: no (26.9/5.1)
## education in {tertiary,unknown}: yes (105.4/49.4)
## education = secondary:
## :...duration <= 623: yes (59/19.9)
## duration > 623:
## :...balance > 2115: yes (7.3)
## balance <= 2115:
## :...loan = no: no (113/20.3)
## loan = yes: yes (19.5/7)
##
## SubTree [S8]
##
## balance > 719: no (151.3/36.7)
## balance <= 719:
## :...duration > 847: no (14.7)
## duration <= 847:
## :...duration > 838: yes (9.4)
## duration <= 838:
## :...age > 47: yes (18.8/2.4)
## age <= 47:
## :...day <= 18: no (140.8/44.8)
## day > 18: yes (17/5)
##
## SubTree [S9]
##
## job in {admin.,blue-collar}: no (40.2/9.9)
## job in {entrepreneur,housemaid,management,retired,self-employed,services,
## student,technician,unemployed,unknown}: yes (86.1/14.1)
##
## SubTree [S10]
##
## duration > 863: yes (25.7/1.4)
## duration <= 863:
## :...campaign <= 1:
## :...contact = telephone: no (6.4)
## : contact in {cellular,unknown}:
## : :...month in {apr,feb,jun,nov}: yes (77.3/13.3)
## : month in {jan,jul,may}:
## : :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : : self-employed,services,student,
## : : unemployed}: no (129.7/38.6)
## : job in {retired,technician,unknown}: yes (46.4/4.2)
## campaign > 1:
## :...education in {primary,unknown}: yes (64.3/22.6)
## education in {secondary,tertiary}:
## :...age > 55: yes (16.6/2.8)
## age <= 55:
## :...day <= 20: no (59.1/8.7)
## day > 20:
## :...duration <= 681: yes (15.1/1.5)
## duration > 681:
## :...housing = no: no (69.7/11)
## housing = yes:
## :...age <= 40: yes (109.6/43.6)
## age > 40: no (55.8/11.2)
##
## SubTree [S11]
##
## job in {admin.,blue-collar,housemaid,retired}: yes (128.4/56.2)
## job = management: no (7.3)
##
## SubTree [S12]
##
## poutcome = other: yes (0)
## poutcome = failure: no (3.5)
## poutcome = unknown:
## :...duration <= 129: no (12.2)
## duration > 129:
## :...job = admin.: no (5.1)
## job in {blue-collar,housemaid,management,retired}: yes (141.6/57.5)
##
## SubTree [S13]
##
## education = unknown: no (16.6)
## education in {primary,secondary,tertiary}:
## :...balance <= 599: yes (73/19.5)
## balance > 599: no (75/19.3)
##
## SubTree [S14]
##
## duration <= 564: no (133.6/56.7)
## duration > 564: yes (12.6/0.2)
##
## SubTree [S15]
##
## month = dec: yes (11.6/4.1)
## month = apr:
## :...day <= 7: no (54.3)
## day > 7:
## :...balance > 1994: yes (88.8/38.4)
## balance <= 1994:
## :...education = primary: no (34.2)
## education = secondary:
## :...job in {housemaid,management,retired,self-employed,services,
## : student,unknown}: no (56.2)
## job in {admin.,blue-collar,entrepreneur,technician,unemployed}:
## :...balance > 1191: no (51.1/3.2)
## balance <= 1191:
## :...previous > 1: yes (51.7/20.5)
## previous <= 1:
## :...duration <= 542: no (154.5/38)
## duration > 542: yes (22/4.6)
##
## SubTree [S16]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,student,technician,unemployed,unknown}: yes (186.1/47.1)
## job = services: no (8)
##
## SubTree [S17]
##
## pdays > 322: no (12.2)
## pdays <= 322:
## :...pdays > 241: yes (20.5/1.2)
## pdays <= 241:
## :...duration > 279: yes (13)
## duration <= 279:
## :...age <= 34: no (72/16.2)
## age > 34: yes (100.3/46.7)
##
## SubTree [S18]
##
## pdays > 104: yes (97.4/37.4)
## pdays <= 104:
## :...pdays > 61: no (27.4/1.1)
## pdays <= 61:
## :...day > 8: no (42.5/7.3)
## day <= 8:
## :...month in {mar,oct,sep}: no (63.9/27.3)
## month = feb:
## :...age <= 24: yes (7.5)
## : age > 24: no (140.5/33.8)
## month = jun:
## :...job in {blue-collar,entrepreneur,retired,
## : unknown}: no (90.5/8)
## job in {admin.,housemaid,management,self-employed,services,
## : student,technician,unemployed}:
## :...day > 4: yes (94.5/30.5)
## day <= 4:
## :...age <= 28: no (18.3)
## age > 28:
## :...duration <= 521: no (176.9/68.6)
## duration > 521: yes (20)
##
## SubTree [S19]
##
## campaign > 3: yes (61.1/16.6)
## campaign <= 3:
## :...job in {blue-collar,entrepreneur,housemaid,self-employed,student,
## : unemployed,unknown}: yes (485/184.6)
## job in {retired,services}: no (113.3/52.9)
## job = management:
## :...pdays <= 310: yes (446.2/192.9)
## : pdays > 310: no (31.9/7)
## job = admin.:
## :...age > 53: no (36.7/2.2)
## : age <= 53:
## : :...duration > 450: yes (26)
## : duration <= 450:
## : :...campaign > 2: yes (9)
## : campaign <= 2:
## : :...marital in {divorced,married}: yes (60/13.9)
## : marital = single: no (76.5/24.4)
## job = technician:
## :...age <= 27: no (39.5/12.8)
## age > 27:
## :...day <= 5: no (76.3/28.8)
## day > 5:
## :...day <= 14: yes (34.5)
## day > 14:
## :...day <= 15: no (9.5)
## day > 15: yes (144.1/38.6)
##
## SubTree [S20]
##
## education = unknown: no (11.7)
## education in {secondary,tertiary}:
## :...age > 57: yes (40.2/12.4)
## age <= 57:
## :...marital = divorced: no (23.8/2.8)
## marital in {married,single}:
## :...day > 4: no (110.4/25)
## day <= 4:
## :...age <= 28: no (26.5)
## age > 28:
## :...balance <= 72: no (34.8/4.3)
## balance > 72:
## :...campaign <= 2: yes (144.4/52)
## campaign > 2: no (25/3.9)
##
## SubTree [S21]
##
## education = unknown: no (12.8)
## education in {secondary,tertiary}:
## :...age > 52: no (27.5/4.3)
## age <= 52:
## :...marital = divorced: yes (10.9/0.6)
## marital in {married,single}:
## :...duration <= 174: no (122.9/28.9)
## duration > 174: yes (48.3/19)
##
## SubTree [S22]
##
## poutcome = other: no (15.2/2.3)
## poutcome in {failure,unknown}:
## :...marital = single: no (16/1.9)
## marital in {divorced,married}:
## :...pdays > 202: yes (17.1/0.5)
## pdays <= 202:
## :...education = unknown: no (4.2)
## education in {secondary,tertiary}:
## :...month in {dec,mar,oct,sep}: yes (101.2/17.3)
## month in {apr,feb,jun}:
## :...age > 59: no (12.7)
## age <= 59:
## :...balance <= 196: no (13.5)
## balance > 196:
## :...age <= 46: yes (19.2/1.1)
## age > 46:
## :...previous <= 1: yes (121.2/48.6)
## previous > 1: no (9)
##
## SubTree [S23]
##
## duration <= 106: no (165.7/33.5)
## duration > 106:
## :...job in {entrepreneur,housemaid,retired,unemployed,unknown}: no (25.7/2.4)
## job in {admin.,blue-collar,management,self-employed,services,student,
## : technician}:
## :...day <= 2: no (108/31.6)
## day > 2:
## :...education = unknown: yes (70.8/33)
## education = tertiary:
## :...loan = yes: no (18.1/2.6)
## : loan = no:
## : :...previous > 2: yes (35.8/7.3)
## : previous <= 2:
## : :...poutcome = failure: no (38.2/12.6)
## : poutcome = other: yes (8.8/2.5)
## : poutcome = unknown:
## : :...month in {dec,oct,sep}: no (40.7/8.2)
## : month in {apr,feb,jun,mar}:
## : :...job in {services,student}: yes (18.3/0.9)
## : job in {admin.,blue-collar,management,
## : : self-employed,technician}:
## : :...age <= 25: no (16.6/2.8)
## : age > 25:
## : :...marital in {divorced,
## : : married}: no (100.6/42.8)
## : marital = single: yes (103.4/38.3)
## education = secondary:
## :...age > 38: no (20.1/4.5)
## age <= 38:
## :...day > 17: yes (24.6/1.8)
## day <= 17:
## :...duration > 196: no (18.5/3.4)
## duration <= 196:
## :...job in {self-employed,services}: yes (19.2/0.5)
## job in {admin.,blue-collar,management,student,
## : technician}:
## :...loan = yes: yes (36.4/8.4)
## loan = no:
## :...pdays > 94: yes (18.3/0.7)
## pdays <= 94:
## :...day <= 3: no (17.7)
## day > 3:
## :...age > 36: no (9.1)
## age <= 36:
## :...age <= 20: no (6.8)
## age > 20: yes (117.5/38.4)
##
## SubTree [S24]
##
## education = unknown: no (8.5)
## education in {primary,secondary,tertiary}:
## :...balance > 2887: no (50.8/5.2)
## balance <= 2887:
## :...balance > 2031: yes (42.1/9.2)
## balance <= 2031:
## :...balance > 1383: no (46/2.6)
## balance <= 1383:
## :...contact = unknown: yes (3.8)
## contact = telephone: no (13.1)
## contact = cellular:
## :...day <= 3: yes (18.3/1.3)
## day > 3:
## :...pdays <= 98: yes (87.4/29)
## pdays > 98: no (210.5/58.4)
##
## SubTree [S25]
##
## duration <= 247: yes (14.2/2.8)
## duration > 247: no (185/46.4)
##
## SubTree [S26]
##
## pdays > 171: yes (24.3/3.5)
## pdays <= 171:
## :...marital = divorced: no (8.1)
## marital in {married,single}:
## :...month = jan: yes (0)
## month = aug: no (67.9/17.6)
## month in {jul,may,nov}:
## :...poutcome = failure: yes (20.5/5.6)
## poutcome = other: no (7.5/1.7)
## poutcome = unknown:
## :...age > 35: yes (56.5/12.8)
## age <= 35:
## :...balance > 9121: yes (16.1/1.1)
## balance <= 9121:
## :...campaign > 4: no (10.9)
## campaign <= 4:
## :...balance > 3349: no (9.5)
## balance <= 3349:
## :...duration <= 256: no (8.7)
## duration > 256:
## :...duration <= 270: yes (33/3)
## duration > 270:
## :...duration <= 331: no (32.4/2.6)
## duration > 331: yes (94.6/37.6)
##
## SubTree [S27]
##
## marital = divorced: no (32.3)
## marital in {married,single}:
## :...age > 50: no (28.7)
## age <= 50:
## :...contact in {telephone,unknown}: no (44.2/6)
## contact = cellular:
## :...duration <= 266: no (22.7)
## duration > 266:
## :...age > 47: yes (11.5/0.3)
## age <= 47:
## :...balance <= 927: no (87/14.7)
## balance > 927: yes (60.6/15.6)
##
## SubTree [S28]
##
## contact in {telephone,unknown}: yes (18.5)
## contact = cellular:
## :...balance > 8990: yes (16.6)
## balance <= 8990:
## :...poutcome = failure: no (41.8/15.4)
## poutcome = unknown:
## :...day > 21: no (18.1/2.2)
## day <= 21:
## :...job in {self-employed,services,unemployed}: yes (28)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : retired,student,technician}:
## :...duration <= 304: no (97.9/37.4)
## duration > 304: yes (114.4/39.9)
##
## SubTree [S29]
##
## duration <= 222: no (60.9)
## duration > 222:
## :...contact = unknown:
## :...job in {entrepreneur,housemaid,retired,self-employed,student,
## : : technician,unemployed}: no (86.2)
## : job in {admin.,blue-collar,management,services}:
## : :...education = tertiary: no (32.4)
## : education in {primary,secondary,unknown}:
## : :...balance > 4112: yes (22.2/5.7)
## : balance <= 4112:
## : :...duration <= 482: no (90.6)
## : duration > 482:
## : :...balance <= 854: yes (102.5/41.8)
## : balance > 854: no (25.2)
## contact in {cellular,telephone}:
## :...day > 27: no (126.5/18.3)
## day <= 27:
## :...duration > 526:
## :...job in {housemaid,student,unemployed}: yes (19.5)
## : job in {admin.,blue-collar,entrepreneur,management,retired,
## : : self-employed,services,technician}:
## : :...default = yes: yes (4.3)
## : default = no:
## : :...duration > 576: no (89.1/29.9)
## : duration <= 576:
## : :...job in {entrepreneur,retired}: no (9.8)
## : job in {admin.,blue-collar,management,
## : : self-employed,services,technician}:
## : :...pdays > 165: no (12.5/3.5)
## : pdays <= 165:
## : :...balance <= 4861: yes (170.9/44.9)
## : balance > 4861: no (13.2/3.5)
## duration <= 526:
## :...month in {jul,nov}:
## :...job in {blue-collar,entrepreneur,retired,services,
## : : unemployed}: no (212.9/14.6)
## : job in {admin.,housemaid,management,self-employed,student,
## : : technician}:
## : :...duration <= 268: yes (179.1/69.8)
## : duration > 268:
## : :...day > 16: no (252.4/44.5)
## : day <= 16:
## : :...month = jul: no (157.6/51.5)
## : month = nov: yes (37.5/12.3)
## month in {jan,may}:
## :...contact = telephone: no (7.9)
## contact = cellular:
## :...day <= 12: no (115.4/28.6)
## day > 12:
## :...education = unknown: no (16.9/2.3)
## education in {primary,secondary,tertiary}:
## :...duration <= 349:
## :...job in {admin.,blue-collar,housemaid,
## : : management,retired,self-employed,
## : : student,technician}: no (147.6/51.4)
## : job in {entrepreneur,services,
## : unemployed}: yes (42.5/7.9)
## duration > 349:
## :...balance > 5749: yes (10.5)
## balance <= 5749:
## :...age > 40: no (29.4/11.4)
## age <= 40:
## :...day > 23: yes (27/1.3)
## day <= 23: [S32]
##
## SubTree [S30]
##
## campaign > 5: no (40.8)
## campaign <= 5:
## :...job in {admin.,entrepreneur,retired,services,technician,
## : unemployed}: no (637.8/80.5)
## job in {blue-collar,housemaid,management,self-employed,student}:
## :...duration > 338: no (47.8)
## duration <= 338:
## :...balance <= 1003: no (417.2/95.8)
## balance > 1003:
## :...job in {self-employed,student}: yes (16.8/2.7)
## job in {blue-collar,housemaid,management}:
## :...balance <= 1508: yes (99.2/25.6)
## balance > 1508:
## :...balance <= 2270: no (31.5)
## balance > 2270:
## :...contact in {telephone,unknown}: no (11.3)
## contact = cellular:
## :...month in {aug,jul}: no (68.6/16.4)
## month in {jan,may,nov}: yes (77.4/26.7)
##
## SubTree [S31]
##
## balance > 8180: no (43.7)
## balance <= 8180:
## :...previous > 4: yes (26.1/7.8)
## previous <= 4:
## :...duration <= 357: yes (43.7/14.3)
## duration > 357:
## :...duration <= 360: no (33)
## duration > 360:
## :...contact = telephone: no (75/21.3)
## contact = unknown:
## :...housing = no: no (19.3)
## : housing = yes:
## : :...duration <= 413: no (45.9)
## : duration > 413:
## : :...duration <= 414: yes (21.6/2.9)
## : duration > 414:
## : :...loan = yes: no (15.8)
## : loan = no:
## : :...day <= 7: no (13.5)
## : day > 7:
## : :...education = unknown: no (8.1)
## : education in {primary,secondary,
## : : tertiary}:
## : :...age <= 26: no (11.8)
## : age > 26:
## : :...age > 56: no (10.5)
## : age <= 56:
## : :...day <= 12: yes (47.6/16.8)
## : day > 12: [S33]
## contact = cellular:
## :...campaign > 4:
## :...age > 55: no (18.2)
## : age <= 55:
## : :...education = unknown: no (9.8)
## : education in {primary,secondary,tertiary}:
## : :...day <= 6: no (11.7)
## : day > 6:
## : :...balance <= 2838: yes (198.6/75.7)
## : balance > 2838: no (18.4/3)
## campaign <= 4:
## :...age > 59: yes (40.3/13.4)
## age <= 59:
## :...duration > 566: no (198.5/46.8)
## duration <= 566:
## :...job in {entrepreneur,services,student}:
## :...balance > 2014: no (15.1)
## : balance <= 2014:
## : :...education = unknown: no (10.8)
## : education in {primary,secondary,
## : : tertiary}:
## : :...pdays > 66: yes (10.8)
## : pdays <= 66:
## : :...day <= 7: no (14/2.1)
## : day > 7: yes (152.1/58.5)
## job in {admin.,blue-collar,housemaid,
## : management,retired,self-employed,
## : technician,unemployed}:
## :...education = unknown: yes (27.7/8.3)
## education in {primary,secondary,tertiary}:
## :...marital = divorced: no (122.5/54.6)
## marital = single:
## :...job in {blue-collar,housemaid,
## : : retired,
## : : self-employed}: no (51.7)
## : job in {admin.,management,
## : : technician,unemployed}:
## : :...age > 43: no (17.5)
## : age <= 43:
## : :...campaign > 2: no (99.5/34.8)
## : campaign <= 2:
## : :...age <= 31: no (89.5/26.2)
## : age > 31: yes (111/33.1)
## marital = married:
## :...balance <= 0: no (35.7)
## balance > 0:
## :...campaign <= 2:
## :...duration <= 404: no (61.4/2.7)
## : duration > 404: [S34]
## campaign > 2: [S35]
##
## SubTree [S32]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,technician,unemployed}: yes (127/35.1)
## job in {services,student}: no (8.1)
##
## SubTree [S33]
##
## duration <= 503: no (56.2)
## duration > 503: yes (92.6/40.6)
##
## SubTree [S34]
##
## duration <= 411: yes (19.8/1.9)
## duration > 411:
## :...duration <= 565: no (198.2/40.2)
## duration > 565: yes (9.7)
##
## SubTree [S35]
##
## job in {admin.,housemaid,retired,self-employed,unemployed}: no (36.2)
## job in {blue-collar,management,technician}:
## :...duration <= 366: yes (15.5)
## duration > 366:
## :...balance <= 165: yes (47.3/12.3)
## balance > 165: no (147.1/55.3)
##
## ----- Trial 10: -----
##
## Decision tree:
##
## poutcome = success:
## :...default = yes: no (3.9)
## : default = no:
## : :...duration <= 161:
## : :...contact = telephone: no (12)
## : : contact in {cellular,unknown}:
## : : :...pdays <= 101:
## : : :...marital = divorced: no (12.5/5.3)
## : : : marital = single: yes (120.1/43.1)
## : : : marital = married:
## : : : :...balance <= 63: no (15.5)
## : : : balance > 63:
## : : : :...month in {apr,dec,jul,mar,may,oct}: no (26.7/2.5)
## : : : month in {aug,feb,jan,jun,nov,sep}: yes (126.6/54.8)
## : : pdays > 101:
## : : :...month in {aug,jan,jun,may,nov}: no (116.8/17.6)
## : : month in {apr,dec,feb,jul,mar,oct,sep}:
## : : :...pdays > 373: yes (13.6/0.6)
## : : pdays <= 373:
## : : :...balance <= 101: no (18)
## : : balance > 101:
## : : :...duration <= 146: no (133/52.4)
## : : duration > 146: yes (36.1/5.3)
## : duration > 161:
## : :...pdays <= 86:
## : :...month in {jul,sep}: no (20/1)
## : : month in {aug,dec,feb,jan,mar}: yes (20.6)
## : : month in {apr,jun,may,nov,oct}:
## : : :...marital in {divorced,married}: no (115.4/40.2)
## : : marital = single: yes (58.8/19.1)
## : pdays > 86:
## : :...pdays <= 91: yes (153.4/30.1)
## : pdays > 91:
## : :...age <= 23: yes (26.3)
## : age > 23:
## : :...job in {entrepreneur,housemaid,services,student,
## : : unemployed,unknown}: yes (301.4/104.4)
## : job = self-employed: no (42.7/20.3)
## : job = retired:
## : :...previous > 3: no (59.5/26.2)
## : : previous <= 3:
## : : :...campaign <= 1: yes (96.1/10.2)
## : : campaign > 1: no (75.7/34.5)
## : job = technician:
## : :...previous > 6: yes (15.8)
## : : previous <= 6:
## : : :...month in {apr,aug,feb,jul,nov,
## : : : sep}: yes (132.9/38.3)
## : : month in {dec,jan,jun,mar,may,
## : : oct}: no (125.9/42.5)
## : job = blue-collar:
## : :...contact in {telephone,unknown}: yes (6.6)
## : : contact = cellular:
## : : :...marital = divorced: no (22.5/3.3)
## : : marital in {married,single}:
## : : :...balance <= 4119: yes (117/37.9)
## : : balance > 4119: no (9)
## : job = admin.:
## : :...duration <= 167: no (15.7/1.4)
## : : duration > 167:
## : : :...pdays > 364: yes (20.2)
## : : pdays <= 364:
## : : :...day <= 2: yes (12.4)
## : : day > 2:
## : : :...month in {apr,aug,feb,jun,nov,oct,
## : : : sep}: no (103.6/42.3)
## : : month in {dec,jan,jul,mar,
## : : may}: yes (94.7/19)
## : job = management:
## : :...contact = unknown: no (3.8)
## : contact in {cellular,telephone}:
## : :...pdays > 391: yes (24)
## : pdays <= 391:
## : :...previous <= 1: yes (89.9/16.6)
## : previous > 1:
## : :...balance > 13054: no (15.1)
## : balance <= 13054:
## : :...pdays <= 185: yes (166.6/54.2)
## : pdays > 185: no (81.6/21.2)
## poutcome in {failure,other,unknown}:
## :...duration > 466:
## :...duration > 827:
## : :...marital = divorced:
## : : :...balance <= 16:
## : : : :...previous <= 2: no (119.2/43.6)
## : : : : previous > 2: yes (10.9)
## : : : balance > 16:
## : : : :...previous > 0: no (47.3/20.9)
## : : : previous <= 0:
## : : : :...month in {apr,jan,sep}: no (26/6)
## : : : month in {aug,dec,feb,jul,jun,mar,may,nov,
## : : : oct}: yes (292.8/74.9)
## : : marital = married:
## : : :...month in {dec,mar,sep}: yes (44.9/17)
## : : : month in {feb,jan,oct}: no (233.4/89.4)
## : : : month = apr:
## : : : :...housing = no: yes (17.1/3.9)
## : : : : housing = yes:
## : : : : :...contact in {telephone,unknown}: yes (2.9)
## : : : : contact = cellular:
## : : : : :...age <= 36: yes (79.6/28.8)
## : : : : age > 36: no (80.8/29.2)
## : : : month = aug:
## : : : :...poutcome = failure: yes (3.1)
## : : : : poutcome = other: no (2.3/1.1)
## : : : : poutcome = unknown:
## : : : : :...balance <= 449:
## : : : : :...age <= 57: no (127.4/30.6)
## : : : : : age > 57: yes (7.1)
## : : : : balance > 449:
## : : : : :...duration <= 856: yes (16)
## : : : : duration > 856:
## : : : : :...duration <= 917: no (40.7/3.6)
## : : : : duration > 917: yes (137.1/45.5)
## : : : month = jun:
## : : : :...loan = yes: yes (42.6/8.4)
## : : : : loan = no:
## : : : : :...balance <= 821:
## : : : : :...poutcome = failure: yes (3.8)
## : : : : : poutcome in {other,unknown}: no (122.6/41.7)
## : : : : balance > 821:
## : : : : :...poutcome = other: yes (0)
## : : : : poutcome = failure: no (5.4)
## : : : : poutcome = unknown:
## : : : : :...balance <= 4269: yes (97.8/14)
## : : : : balance > 4269: no (25.3/7.5)
## : : : month = nov:
## : : : :...day <= 16: yes (22.7/2.9)
## : : : : day > 16:
## : : : : :...job in {student,unknown}: yes (0)
## : : : : job in {housemaid,retired,unemployed}: no (12.4)
## : : : : job in {admin.,blue-collar,entrepreneur,management,
## : : : : : self-employed,services,technician}:
## : : : : :...balance > 2915: yes (51.3/11.7)
## : : : : balance <= 2915:
## : : : : :...contact in {telephone,unknown}: no (4.9)
## : : : : contact = cellular:
## : : : : :...duration <= 1259: no (130.4/54.6)
## : : : : duration > 1259: yes (21.5/3.1)
## : : : month = jul:
## : : : :...poutcome in {failure,other}: yes (5.1)
## : : : : poutcome = unknown:
## : : : : :...balance > 846:
## : : : : :...job in {admin.,retired,unemployed}: yes (21.5/2.2)
## : : : : : job in {blue-collar,entrepreneur,housemaid,
## : : : : : management,self-employed,services,student,
## : : : : : technician,unknown}: no (126/28.3)
## : : : : balance <= 846:
## : : : : :...balance > 480: yes (37.8/3.4)
## : : : : balance <= 480:
## : : : : :...campaign <= 1: no (49.2/14.5)
## : : : : campaign > 1:
## : : : : :...age <= 30: yes (28.4/4.5)
## : : : : age > 30:
## : : : : :...duration <= 1349: yes (124.8/45.2)
## : : : : duration > 1349: no (28.6/6.4)
## : : : month = may:
## : : : :...contact = telephone: no (8.1)
## : : : contact in {cellular,unknown}:
## : : : :...age > 57: yes (35.6/4.7)
## : : : age <= 57:
## : : : :...job in {entrepreneur,self-employed,
## : : : : unknown}: no (17.2/0.5)
## : : : job in {admin.,blue-collar,housemaid,management,
## : : : : retired,services,student,technician,
## : : : : unemployed}:
## : : : :...loan = yes: no (83.8/26.9)
## : : : loan = no:
## : : : :...age > 52: no (32/7.6)
## : : : age <= 52:
## : : : :...housing = no: yes (30.4/5.4)
## : : : housing = yes:
## : : : :...poutcome = other: yes (11.2)
## : : : poutcome in {failure,unknown}:
## : : : :...job in {admin.,management,
## : : : : retired,
## : : : : technician}: no (95.4/32.1)
## : : : job in {blue-collar,housemaid,
## : : : : services,student,
## : : : : unemployed}:
## : : : :...duration > 1730: no (14.5/2.6)
## : : : duration <= 1730:
## : : : :...age > 38: yes (120.6/22.2)
## : : : age <= 38:
## : : : :...age <= 36: yes (131.2/51.7)
## : : : age > 36: no (7)
## : : marital = single:
## : : :...campaign <= 1:
## : : :...previous > 1: no (37.7/11.6)
## : : : previous <= 1:
## : : : :...age > 44: no (42.5/11.6)
## : : : age <= 44:
## : : : :...pdays > 192: yes (25.2/4)
## : : : pdays <= 192:
## : : : :...poutcome = failure: no (7.5)
## : : : poutcome in {other,unknown}: yes (291.4/82.9)
## : : campaign > 1:
## : : :...balance > 6971: no (42.7/10.5)
## : : balance <= 6971:
## : : :...age > 36: yes (279.2/102.9)
## : : age <= 36:
## : : :...age <= 24: no (24.8/0.9)
## : : age > 24:
## : : :...duration > 1516: yes (33.2/4.5)
## : : duration <= 1516:
## : : :...balance > 3427: yes (33.4/7)
## : : balance <= 3427:
## : : :...age <= 27: yes (62.7/21.3)
## : : age > 27:
## : : :...pdays > 234: yes (17/3.9)
## : : pdays <= 234: [S1]
## : duration <= 827:
## : :...duration > 823: no (50.1/7.3)
## : duration <= 823:
## : :...default = yes:
## : :...month in {apr,dec,feb,jan,mar,oct,sep}: yes (22.8)
## : : month in {aug,jul,jun,may,nov}:
## : : :...age > 53: no (10.7)
## : : age <= 53:
## : : :...campaign <= 2: yes (112.1/37.4)
## : : campaign > 2: no (46.7/13.3)
## : default = no:
## : :...month in {dec,feb,mar}:
## : :...loan = yes: no (33.6/7.1)
## : : loan = no:
## : : :...age > 71: yes (34.3/3.3)
## : : age <= 71:
## : : :...duration <= 474: yes (33.7/2.7)
## : : duration > 474:
## : : :...day > 25: no (31.5/2.9)
## : : day <= 25:
## : : :...day > 6: yes (96.7/27.7)
## : : day <= 6:
## : : :...month = dec: no (6.8)
## : : month = mar: yes (5.6)
## : : month = feb:
## : : :...duration <= 544: no (61/13.5)
## : : duration > 544:
## : : :...pdays > 267: yes (11.8)
## : : pdays <= 267:
## : : :...housing = no: yes (116.3/41.9)
## : : housing = yes: no (84.5/35.4)
## : month in {apr,aug,jan,jul,jun,may,nov,oct,sep}:
## : :...duration > 811: yes (109/40.6)
## : duration <= 811:
## : :...pdays > 352:
## : :...month in {jan,jul,nov}: yes (0)
## : : month in {oct,sep}: no (8.7)
## : : month in {apr,aug,jun,may}:
## : : :...marital = divorced: no (6.7/0.7)
## : : marital in {married,
## : : single}: yes (121.3/40.9)
## : pdays <= 352:
## : :...loan = yes:
## : :...month in {jan,sep}: no (18.5)
## : : month in {apr,aug,jul,jun,may,nov,oct}:
## : : :...day <= 8:
## : : :...job in {student,
## : : : : unknown}: no (0)
## : : : job in {admin.,housemaid,
## : : : : management,
## : : : : services}: yes (133.4/42.6)
## : : : job in {blue-collar,entrepreneur,
## : : : : retired,self-employed,
## : : : : technician,unemployed}:
## : : : :...month in {apr,
## : : : : aug}: yes (18.3/5.7)
## : : : month in {jul,jun,may,nov,
## : : : oct}: no (107.5/21.3)
## : : day > 8:
## : : :...contact = telephone: no (21.7/1.2)
## : : contact in {cellular,unknown}:
## : : :...duration <= 528: no (98.9/12.6)
## : : duration > 528:
## : : :...balance > 1948: no (92.3/17.8)
## : : balance <= 1948: [S2]
## : loan = no:
## : :...pdays > 343: no (39/3.6)
## : pdays <= 343:
## : :...contact = telephone:
## : :...poutcome = failure: yes (37.9/8.6)
## : : poutcome in {other,unknown}:
## : : :...campaign > 8: yes (13.4/0.4)
## : : campaign <= 8: [S3]
## : contact = unknown:
## : :...job in {housemaid,
## : : : unknown}: no (23.6)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : retired,self-employed,
## : : : services,student,
## : : : technician,unemployed}:
## : : :...month in {apr,aug,
## : : : jul}: yes (32.4/10.7)
## : : month in {jan,nov,oct,
## : : : sep}: no (3.5)
## : : month = jun:
## : : :...balance > 2923: no (69.4/12.6)
## : : : balance <= 2923:
## : : : :...balance <= 23: no (88.4/20.4)
## : : : balance > 23: [S4]
## : : month = may:
## : : :...duration <= 675: no (638.4/170.8)
## : : duration > 675: [S5]
## : contact = cellular:
## : :...age > 71: no (44.4/5.4)
## : age <= 71:
## : :...duration > 784:
## : :...month in {jan,jun,
## : : : oct}: yes (18.8/4.8)
## : : month in {apr,aug,jul,may,
## : : : nov,sep}: [S6]
## : duration <= 784:
## : :...marital = divorced: [S7]
## : marital in {married,single}:
## : :...month in {jun,may,oct}:
## : :...balance <= 58: [S8]
## : : balance > 58: [S9]
## : month in {apr,aug,jan,
## : : jul,nov,sep}: [S10]
## duration <= 466:
## :...campaign > 11: no (191.5/5.2)
## campaign <= 11:
## :...balance <= -173:
## :...month in {apr,aug,dec,feb,jan,jul,jun,may,nov,oct,
## : : sep}: no (586.8/31.3)
## : month = mar: yes (9.5)
## balance > -173:
## :...balance > 29340: no (30.8)
## balance <= 29340:
## :...contact = unknown:
## :...month in {dec,jul,jun,may}:
## : :...poutcome in {failure,unknown}: no (2357.3/198.3)
## : : poutcome = other: yes (18.4/2.6)
## : month in {apr,aug,feb,jan,mar,nov,oct,sep}:
## : :...age <= 27: no (19)
## : age > 27:
## : :...duration <= 89: no (65.7/20.6)
## : duration > 89:
## : :...age <= 56: yes (144.1/27.4)
## : age > 56: no (12.5/2.7)
## contact in {cellular,telephone}:
## :...month in {jun,mar,oct,sep}:
## :...duration <= 78: no (90.5/7.7)
## : duration > 78:
## : :...marital = divorced:
## : :...pdays > 171: no (52.3/14.6)
## : : pdays <= 171:
## : : :...duration > 300: yes (30.4)
## : : duration <= 300:
## : : :...age > 79: no (26.5/6.3)
## : : age <= 79:
## : : :...age > 57: yes (54.9/3.3)
## : : age <= 57:
## : : :...duration > 280: no (10.2)
## : : duration <= 280:
## : : :...pdays > 119: yes (9.4)
## : : pdays <= 119: [S11]
## : marital in {married,single}:
## : :...duration > 182:
## : :...job in {entrepreneur,services,
## : : : unemployed}: yes (226/97.1)
## : : job in {housemaid,self-employed,
## : : : unknown}: no (132.8/61.9)
## : : job = blue-collar:
## : : :...age <= 43: yes (105.1/40.1)
## : : : age > 43: no (35.4/7)
## : : job = retired:
## : : :...balance > 8121: yes (14)
## : : : balance <= 8121:
## : : : :...month = mar: no (31.8/8.9)
## : : : month = sep: yes (59.5/18.1)
## : : : month in {jun,oct}: [S12]
## : : job = student:
## : : :...housing = yes: yes (3.1)
## : : : housing = no:
## : : : :...age > 31: no (12.1)
## : : : age <= 31: [S13]
## : : job = admin.:
## : : :...duration > 411: yes (13.4)
## : : : duration <= 411:
## : : : :...loan = yes: no (10.7)
## : : : loan = no:
## : : : :...balance <= 1: no (12.5)
## : : : balance > 1:
## : : : :...day <= 6: yes (64.1/18.4)
## : : : day > 6: no (116.5/48.1)
## : : job = technician:
## : : :...duration > 436: yes (16.1)
## : : : duration <= 436:
## : : : :...pdays > 88: no (79.7/30.2)
## : : : pdays <= 88:
## : : : :...pdays > 39: yes (15)
## : : : pdays <= 39:
## : : : :...age > 58: yes (11)
## : : : age <= 58: [S14]
## : : job = management:
## : : :...age <= 26: no (34.6/3.4)
## : : age > 26: [S15]
## : duration <= 182:
## : :...job in {entrepreneur,housemaid,
## : : self-employed,
## : : unknown}: no (89.7/11.2)
## : job in {admin.,blue-collar,management,
## : : retired,services,student,
## : : technician,unemployed}:
## : :...loan = yes: no (51.7/11.1)
## : loan = no:
## : :...balance > 2901:
## : :...balance <= 12067: no (176.3/47.5)
## : : balance > 12067: yes (10.4/2.7)
## : balance <= 2901: [S16]
## month in {apr,aug,dec,feb,jan,jul,may,nov}:
## :...duration <= 124:
## :...day > 27: no (301/1.9)
## : day <= 27:
## : :...age <= 24: yes (118.4/58.9)
## : age > 24:
## : :...month in {aug,dec,jan,jul,may,
## : : nov}: no (1344.1/103.6)
## : month in {apr,feb}:
## : :...day <= 6: no (177.6/3.9)
## : day > 6: [S17]
## duration > 124:
## :...default = yes: no (70.3/12.5)
## default = no:
## :...age <= 29:
## :...month in {apr,aug,nov}:
## : :...campaign > 3: yes (51.8/7.6)
## : : campaign <= 3:
## : : :...balance > 4721: no (25.2/3.8)
## : : balance <= 4721:
## : : :...previous > 1: no (64/18.7)
## : : previous <= 1: [S18]
## : month in {dec,feb,jan,jul,may}:
## : :...previous > 2: yes (124.1/55.4)
## : previous <= 2: [S19]
## age > 29:
## :...loan = yes:
## :...campaign > 1: no (479.8/73.5)
## : campaign <= 1: [S20]
## loan = no:
## :...housing = no:
## :...poutcome = other:
## : :...duration > 390: yes (48.4/6.8)
## : : duration <= 390: [S21]
## : poutcome in {failure,unknown}:
## : :...campaign > 3: [S22]
## : campaign <= 3:
## : :...month in {apr,may}: [S23]
## : month in {aug,dec,feb,
## : : jan,jul,nov}:
## : :...day > 28: no (166.3/25.1)
## : day <= 28: [S24]
## housing = yes:
## :...balance <= -112: yes (38.9/12.2)
## balance > -112:
## :...age > 59: yes (69.4/27.2)
## age <= 59:
## :...pdays > 374: yes (38.2/13.7)
## pdays <= 374: [S25]
##
## SubTree [S1]
##
## poutcome in {failure,other}: no (7.2)
## poutcome = unknown:
## :...age > 34: no (57.9/9.9)
## age <= 34:
## :...day > 29: no (13.1)
## day <= 29:
## :...age <= 28: no (31/6)
## age > 28:
## :...day > 27: yes (11.4)
## day <= 27:
## :...duration > 1503: no (9.9)
## duration <= 1503:
## :...duration > 1226: yes (21.4/1.4)
## duration <= 1226:
## :...month in {apr,dec,jan,mar,oct,sep}: no (0)
## month = jun: yes (9.7)
## month in {aug,feb,jul,may,nov}:
## :...duration > 1196: no (13.7)
## duration <= 1196:
## :...duration <= 1148: no (119.9/46.4)
## duration > 1148: yes (9.5)
##
## SubTree [S2]
##
## job in {housemaid,student,unemployed,unknown}: no (18)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : services,technician}:
## :...balance > 1394: yes (44.1/12.8)
## balance <= 1394:
## :...balance > 949: no (25.7)
## balance <= 949:
## :...age > 46: no (89.7/19.1)
## age <= 46:
## :...day <= 13: yes (68.7/23)
## day > 13:
## :...duration <= 548: yes (32.8/6.9)
## duration > 548:
## :...pdays <= 62: no (205.4/60.9)
## pdays > 62: yes (16.3/1.5)
##
## SubTree [S3]
##
## job in {admin.,services,unknown}: no (18.2)
## job in {blue-collar,entrepreneur,housemaid,management,retired,self-employed,
## : student,technician,unemployed}:
## :...campaign > 4: no (27.9/5.4)
## campaign <= 4:
## :...balance <= 595: no (47.4/14)
## balance > 595:
## :...balance <= 7444: yes (122.3/42.1)
## balance > 7444: no (8.1)
##
## SubTree [S4]
##
## job in {admin.,entrepreneur,retired}: no (78/23.4)
## job in {self-employed,student}: yes (24.3/2.4)
## job in {blue-collar,management,services,technician,unemployed}:
## :...campaign > 6: no (26.6/5.9)
## campaign <= 6:
## :...education in {tertiary,unknown}: no (74.1/27.6)
## education in {primary,secondary}:
## :...balance > 862: no (72.4/33.6)
## balance <= 862:
## :...day <= 2: no (20.1/7.7)
## day > 2: yes (139.9/27)
##
## SubTree [S5]
##
## job in {entrepreneur,retired,student}: no (16.6)
## job in {admin.,blue-collar,management,self-employed,services,technician,
## : unemployed}:
## :...day <= 7: no (35.3/6)
## day > 7:
## :...campaign > 3: no (50.3/14.5)
## campaign <= 3:
## :...duration <= 684: yes (33.3/5.4)
## duration > 684:
## :...balance <= 207: no (58.1/11.2)
## balance > 207:
## :...campaign <= 1: yes (89.6/20.8)
## campaign > 1: no (100.2/44.3)
##
## SubTree [S6]
##
## job in {admin.,blue-collar,housemaid,management,retired,self-employed,services,
## : student,technician,unemployed,unknown}: no (148.9/20.9)
## job = entrepreneur: yes (7.2)
##
## SubTree [S7]
##
## education in {primary,unknown}: yes (69/12.1)
## education in {secondary,tertiary}:
## :...month in {jun,sep}: yes (14.1)
## month in {apr,aug,jan,jul,may,nov,oct}:
## :...poutcome = failure: no (29.4/4.5)
## poutcome in {other,unknown}:
## :...age <= 37: yes (87.5/33.1)
## age > 37:
## :...campaign > 6: no (14.3)
## campaign <= 6:
## :...age <= 56: no (183.4/63.4)
## age > 56: yes (55.9/15.3)
##
## SubTree [S8]
##
## balance <= -331: yes (16.4/0.5)
## balance > -331: no (122.8/31.7)
##
## SubTree [S9]
##
## balance <= 90: yes (34.5/1.5)
## balance > 90:
## :...pdays > 174: yes (77.8/20.4)
## pdays <= 174:
## :...balance <= 199: no (60.7/14.6)
## balance > 199:
## :...day <= 12:
## :...poutcome = other: no (14.8/0.6)
## : poutcome in {failure,unknown}:
## : :...job = unknown: no (0)
## : job in {entrepreneur,unemployed}: yes (11.7)
## : job in {admin.,blue-collar,housemaid,management,retired,
## : : self-employed,services,student,technician}:
## : :...day <= 6: yes (128.9/59.2)
## : day > 6: no (94.3/22.6)
## day > 12:
## :...poutcome = failure: no (16.4/1.2)
## poutcome in {other,unknown}:
## :...campaign > 5: no (19/6)
## campaign <= 5:
## :...job in {admin.,blue-collar,housemaid,management,
## : self-employed,services,student,technician,
## : unknown}: yes (229.8/66.5)
## job in {entrepreneur,retired,
## unemployed}: no (31.9/6.7)
##
## SubTree [S10]
##
## education = unknown:
## :...job in {admin.,services,unemployed,unknown}: yes (45.3/13.4)
## : job in {blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,student,technician}: no (80.4/14.2)
## education = primary:
## :...pdays > 114: no (42.2/3.6)
## : pdays <= 114:
## : :...job = student: yes (0)
## : job in {services,technician,unemployed,unknown}: no (22.2)
## : job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : : self-employed}:
## : :...age > 48: yes (73.7/21.3)
## : age <= 48:
## : :...job in {admin.,management,self-employed}: yes (12.2)
## : job in {blue-collar,entrepreneur,housemaid,
## : retired}: no (118.3/49.6)
## education = secondary:
## :...pdays > 152: no (52.7/6.4)
## : pdays <= 152:
## : :...month = sep: yes (16/2.7)
## : month in {apr,aug,jan,jul,nov}:
## : :...day > 29: yes (80.7/31.6)
## : day <= 29:
## : :...day > 28: no (31.8/2.8)
## : day <= 28:
## : :...duration > 690:
## : :...day > 26: yes (14.7)
## : : day <= 26:
## : : :...poutcome = failure: no (8.3/2.1)
## : : poutcome = other: yes (1.6)
## : : poutcome = unknown:
## : : :...duration <= 697: yes (11.6/0.1)
## : : duration > 697:
## : : :...day <= 9: yes (43.6/13.4)
## : : day > 9:
## : : :...job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,retired,
## : : : self-employed,services,student,
## : : : unknown}: no (113.5/30.5)
## : : job in {management,technician,
## : : unemployed}: yes (59.5/15.4)
## : duration <= 690:
## : :...day <= 6: no (57.9/6.2)
## : day > 6:
## : :...marital = married: no (404.2/138.8)
## : marital = single:
## : :...job in {entrepreneur,housemaid,retired,
## : : services,unknown}: no (25.5)
## : job in {admin.,blue-collar,management,
## : : self-employed,student,technician,
## : : unemployed}:
## : :...campaign > 8: yes (16.5/1.9)
## : campaign <= 8:
## : :...balance <= 367: no (104.8/34)
## : balance > 367:
## : :...age <= 54: yes (118/46.6)
## : age > 54: no (6.2)
## education = tertiary:
## :...job = unknown: no (0)
## job = retired: yes (11.8)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,self-employed,
## : services,student,technician,unemployed}:
## :...pdays > 155: yes (63/16.3)
## pdays <= 155:
## :...age > 57: no (25.1/1.6)
## age <= 57:
## :...balance > 1394:
## :...duration <= 607: yes (180.5/55.6)
## : duration > 607: no (109.4/31.8)
## balance <= 1394:
## :...day <= 6: yes (35/13.1)
## day > 6:
## :...balance > 956: no (56.7/8.1)
## balance <= 956:
## :...housing = yes: no (154.5/46.1)
## housing = no:
## :...poutcome in {failure,other}: yes (6.7/1.7)
## poutcome = unknown:
## :...duration <= 505: no (43.1/6.5)
## duration > 505:
## :...month = apr: yes (10.2)
## month in {aug,jan,jul,nov,sep}:
## :...duration > 743: no (19.1/3.5)
## duration <= 743:
## :...duration <= 735: no (225.5/92.8)
## duration > 735: yes (9)
##
## SubTree [S11]
##
## duration > 249: yes (12.5)
## duration <= 249:
## :...duration <= 85: yes (11.2)
## duration > 85:
## :...balance <= 12: no (27.6/4.5)
## balance > 12: yes (117.4/44.7)
##
## SubTree [S12]
##
## education in {primary,secondary,tertiary}: no (131.9/55.1)
## education = unknown: yes (14.8)
##
## SubTree [S13]
##
## education in {primary,secondary,tertiary}: yes (108.1/41.5)
## education = unknown: no (33.8/8.4)
##
## SubTree [S14]
##
## duration > 378: yes (24.5/2)
## duration <= 378:
## :...age <= 43: yes (112.2/42.6)
## age > 43: no (22.2/3.1)
##
## SubTree [S15]
##
## education = primary: no (6/1.2)
## education = secondary: yes (19.5/3.5)
## education in {tertiary,unknown}:
## :...duration > 393: no (29.6/3.4)
## duration <= 393:
## :...age <= 28: yes (34.9/6.7)
## age > 28:
## :...balance > 1337:
## :...contact = telephone: no (5.4)
## : contact = cellular:
## : :...pdays <= 226: no (157.7/53.1)
## : pdays > 226: yes (10)
## balance <= 1337:
## :...balance > 1052: yes (24.5)
## balance <= 1052:
## :...balance > 945: no (17.1)
## balance <= 945:
## :...campaign > 3: yes (18.5)
## campaign <= 3:
## :...duration <= 196: yes (23.4/2.5)
## duration > 196:
## :...duration <= 218: no (21.9/1.5)
## duration > 218:
## :...age <= 43: no (103.9/50)
## age > 43: yes (23.8)
##
## SubTree [S16]
##
## contact = telephone: no (44.4/10.5)
## contact = cellular:
## :...housing = yes:
## :...education = unknown: yes (6.4)
## : education in {primary,secondary,tertiary}:
## : :...pdays > 303: no (16)
## : pdays <= 303:
## : :...age > 40: no (62.6/9.8)
## : age <= 40:
## : :...balance <= 151: yes (40.7/1.5)
## : balance > 151: no (107.5/33.7)
## housing = no:
## :...marital = single:
## :...age > 34: no (27.7/3.1)
## : age <= 34:
## : :...campaign > 2: yes (55.2/20.8)
## : campaign <= 2:
## : :...poutcome = failure: no (10.2)
## : poutcome in {other,unknown}:
## : :...day <= 2: no (15.7)
## : day > 2:
## : :...job = retired: no (0)
## : job in {services,unemployed}: yes (12.8/0.9)
## : job in {admin.,blue-collar,management,student,
## : : technician}:
## : :...duration <= 120: no (41.1/7.5)
## : duration > 120: yes (98.6/46.2)
## marital = married:
## :...duration > 175: yes (18)
## duration <= 175:
## :...previous > 3: no (19/4.9)
## previous <= 3:
## :...pdays > 125: yes (52.5/8.6)
## pdays <= 125:
## :...previous > 0: no (26.3/5.2)
## previous <= 0:
## :...day <= 2: yes (43/9)
## day > 2:
## :...duration > 162: no (14.5)
## duration <= 162:
## :...month = sep: no (16.6/1.9)
## month in {jun,mar,oct}:
## :...duration <= 116: no (54.7/24.7)
## duration > 116: yes (101.2/25.7)
##
## SubTree [S17]
##
## job in {blue-collar,entrepreneur,housemaid,self-employed,services,
## : unknown}: no (107.7/9.9)
## job in {admin.,management,retired,student,technician,unemployed}:
## :...pdays > 125: no (63.7/11)
## pdays <= 125:
## :...campaign > 4: yes (37.9/10)
## campaign <= 4:
## :...contact = telephone: no (8.6)
## contact = cellular:
## :...age > 68: yes (20/0.2)
## age <= 68:
## :...duration > 121: no (16.6)
## duration <= 121:
## :...duration > 118: yes (24.6/1.4)
## duration <= 118:
## :...education in {primary,unknown}: no (16.6/4.6)
## education = secondary:
## :...age <= 25: yes (12.6/0.1)
## : age > 25: no (123.2/40.2)
## education = tertiary:
## :...loan = no: yes (123.9/54.2)
## loan = yes: no (10)
##
## SubTree [S18]
##
## marital in {divorced,married}: no (42.7/12.8)
## marital = single:
## :...duration <= 203: no (128/55)
## duration > 203:
## :...duration <= 215: yes (36.8/0.1)
## duration > 215:
## :...balance <= 102: no (20.4)
## balance > 102:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : student,technician,unemployed,unknown}: yes (164.1/42.7)
## job in {retired,self-employed,services}: no (8.1)
##
## SubTree [S19]
##
## education = primary: no (33.4)
## education in {tertiary,unknown}:
## :...month = jan: no (29.7)
## : month in {dec,feb,jul,may}:
## : :...day <= 17:
## : :...duration > 445: yes (16.3/2.2)
## : : duration <= 445:
## : : :...age <= 24: yes (36.2/9.1)
## : : age > 24:
## : : :...balance <= 7653: no (215.4/44.2)
## : : balance > 7653: yes (8/1.8)
## : day > 17:
## : :...age <= 24: no (20.7/8.7)
## : age > 24:
## : :...contact = telephone: no (3)
## : contact = cellular:
## : :...balance <= 5452: yes (159.6/47)
## : balance > 5452: no (17.4/3.6)
## education = secondary:
## :...age > 28: no (97.4/16.8)
## age <= 28:
## :...balance <= 151: no (154.3/35.5)
## balance > 151:
## :...marital = married: no (37.5)
## marital in {divorced,single}:
## :...balance <= 213: yes (29.7/5.2)
## balance > 213:
## :...day > 28: yes (27.3/11.1)
## day <= 28:
## :...duration <= 182: no (34.8/1.7)
## duration > 182:
## :...duration <= 234: yes (73/25.2)
## duration > 234: no (174.7/41.4)
##
## SubTree [S20]
##
## contact = telephone: no (9.3)
## contact = cellular:
## :...balance > 1762: no (66.3/5.2)
## balance <= 1762:
## :...day > 22: yes (75.7/28.8)
## day <= 22:
## :...pdays > 354: yes (12.9/1.7)
## pdays <= 354:
## :...balance <= 1345: no (228.8/50.6)
## balance > 1345: yes (31/8.7)
##
## SubTree [S21]
##
## education = unknown: no (15.4)
## education in {primary,secondary,tertiary}:
## :...duration > 297: no (48.9/7.8)
## duration <= 297:
## :...duration <= 136: yes (12.5/0.8)
## duration > 136:
## :...contact = telephone: no (13.4/2)
## contact = cellular:
## :...previous <= 2: no (86.6/29)
## previous > 2: yes (90.8/31.2)
##
## SubTree [S22]
##
## job in {self-employed,services,student,unknown}: no (79.5)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : technician,unemployed}:
## :...previous > 2: no (31.9/0.8)
## previous <= 2:
## :...education = unknown: no (18.6)
## education in {primary,secondary,tertiary}:
## :...duration <= 171: no (110.6/8.4)
## duration > 171:
## :...age <= 32: no (62.2/5.9)
## age > 32:
## :...month in {dec,jan,may}: yes (51.3/14.6)
## month in {apr,aug,feb,jul,nov}:
## :...balance > 5262: yes (36.6/6.6)
## balance <= 5262:
## :...pdays > 48: yes (27.2/10.8)
## pdays <= 48:
## :...duration <= 262: no (145.7/13.4)
## duration > 262:
## :...month in {apr,nov}: yes (18.3/1.7)
## month in {aug,feb,jul}:
## :...age <= 35: yes (65.5/23.4)
## age > 35:
## :...contact = telephone: no (12.6)
## contact = cellular:
## :...age <= 40: no (26.9)
## age > 40:
## :...campaign <= 5: no (124.1/31.7)
## campaign > 5: yes (48.8/19.7)
##
## SubTree [S23]
##
## pdays > 270: no (61.6/9.5)
## pdays <= 270:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,self-employed,student,
## : unemployed}: no (327.7/133.5)
## job in {services,technician,unknown}: yes (251/110.9)
## job = retired:
## :...day <= 17: no (67.3/17.6)
## : day > 17: yes (118/44.1)
## job = management:
## :...contact = telephone: no (9.4)
## contact = cellular:
## :...balance <= 54: no (19.3)
## balance > 54:
## :...day > 25: no (69.3/22.2)
## day <= 25:
## :...marital = divorced: no (19.3/5)
## marital in {married,single}:
## :...previous <= 2: yes (120.7/44.1)
## previous > 2: no (15.3/3.7)
##
## SubTree [S24]
##
## job = unknown: no (22.8)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,services,student,technician,unemployed}:
## :...day > 17:
## :...month in {dec,nov}:
## : :...day <= 18: no (49.7)
## : : day > 18:
## : : :...duration <= 458: no (232.1/37.1)
## : : duration > 458: yes (14.7/3.1)
## : month in {aug,feb,jan,jul}:
## : :...campaign > 2: no (116.8/26.8)
## : campaign <= 2:
## : :...day <= 18: yes (87.8/39.2)
## : day > 18:
## : :...balance <= 254: no (160.2/24.5)
## : balance > 254:
## : :...job in {retired,self-employed,services,
## : : technician}: no (148.2/37.2)
## : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : management,student,unemployed}:
## : :...duration <= 361: yes (184.1/60.9)
## : duration > 361: no (22.1/1.1)
## day <= 17:
## :...duration <= 253:
## :...education = primary:
## : :...age <= 76: no (125.2/14.3)
## : : age > 76: yes (10.8/2.6)
## : education in {secondary,tertiary,unknown}:
## : :...marital = single:
## : :...pdays <= 271: no (273.7/60.4)
## : : pdays > 271: yes (18/5.4)
## : marital in {divorced,married}:
## : :...day <= 2: no (66.1/8.1)
## : day > 2:
## : :...balance <= 0: no (39.6/3.2)
## : balance > 0:
## : :...balance <= 76: yes (40.3/11.5)
## : balance > 76:
## : :...age <= 38:
## : :...duration <= 156: yes (75.8/12.2)
## : : duration > 156: no (105.1/36)
## : age > 38:
## : :...age <= 40: no (30.3)
## : age > 40:
## : :...job in {self-employed,services,
## : : student}: no (22.7)
## : job in {admin.,blue-collar,
## : : entrepreneur,housemaid,
## : : management,retired,technician,
## : : unemployed}:
## : :...campaign > 1:
## : :...age <= 42: yes (24.5/5)
## : : age > 42:
## : : :...duration <= 226: no (135.9/24.6)
## : : duration > 226: yes (40.1/15)
## : campaign <= 1:
## : :...balance > 2817: yes (37.7/5)
## : balance <= 2817:
## : :...month in {dec,jan,
## : : jul}: no (27.6)
## : month in {aug,feb,nov}:
## : :...balance <= 925: yes (90.1/36.9)
## : balance > 925: no (50.2/8.3)
## duration > 253:
## :...duration <= 255: yes (36.5/7)
## duration > 255:
## :...previous > 4: yes (32.3/9.4)
## previous <= 4:
## :...month = jan: yes (40.3/11.8)
## month in {aug,dec,feb,jul,nov}:
## :...balance <= 39: no (91.2/17.6)
## balance > 39:
## :...job in {blue-collar,entrepreneur,housemaid,
## : self-employed,technician,unemployed}:
## :...day <= 6:
## : :...month in {aug,feb,nov}: no (134.2/12.7)
## : : month in {dec,jul}: yes (12.8/2.8)
## : day > 6:
## : :...contact = telephone: yes (11/1.7)
## : contact = cellular:
## : :...age <= 58: no (192.5/68.3)
## : age > 58: yes (22.1/3.9)
## job in {admin.,management,retired,services,student}:
## :...contact = telephone: no (62.2/23.6)
## contact = cellular:
## :...duration > 445: yes (38.1/5)
## duration <= 445:
## :...job = admin.: yes (64.8/21)
## job in {management,retired,services,
## : student}:
## :...campaign > 2: yes (71.3/24)
## campaign <= 2:
## :...month = aug:
## :...day <= 15: no (145.5/38.7)
## : day > 15: yes (8.7)
## month in {dec,feb,jul,nov}: [S26]
##
## SubTree [S25]
##
## pdays > 368: no (30.6)
## pdays <= 368:
## :...month in {jan,nov}:
## :...day <= 16: yes (102.1/42.7)
## : day > 16:
## : :...duration <= 282: no (259.5)
## : duration > 282:
## : :...duration <= 283: yes (12.1/1.8)
## : duration > 283: no (145/15.7)
## month in {apr,aug,dec,feb,jul,may}:
## :...day > 20:
## :...previous > 3: yes (39.6/9.1)
## : previous <= 3:
## : :...month in {aug,dec,jul}: no (242.2/49.2)
## : month in {apr,feb,may}:
## : :...age > 54: yes (12.4/0.1)
## : age <= 54:
## : :...age <= 48: yes (160.7/67.8)
## : age > 48: no (10.8)
## day <= 20:
## :...day > 18: no (85.5)
## day <= 18:
## :...poutcome = other:
## :...job in {admin.,blue-collar,entrepreneur,management,
## : : self-employed,services,student,technician,
## : : unemployed,unknown}: no (211.6/27.4)
## : job in {housemaid,retired}: yes (10.5/0.1)
## poutcome in {failure,unknown}:
## :...education = unknown: no (39.5/3.3)
## education in {primary,secondary,tertiary}:
## :...job in {housemaid,retired,self-employed,
## : unknown}: no (62.8)
## job in {admin.,blue-collar,entrepreneur,management,
## : services,student,technician,unemployed}:
## :...previous > 1:
## :...month in {aug,dec,jul}: yes (69.8/23.4)
## : month in {apr,feb,may}:
## : :...age <= 31: no (22.2)
## : age > 31:
## : :...duration > 444: yes (18.3/1.4)
## : duration <= 444:
## : :...day <= 12: no (173.3/36.2)
## : day > 12:
## : :...balance <= 376: yes (62.4/18.6)
## : balance > 376: no (80.9/27.3)
## previous <= 1:
## :...pdays > 177: no (84)
## pdays <= 177:
## :...contact = telephone: no (42.6/4.1)
## contact = cellular:
## :...month = dec: yes (7.2)
## month in {apr,aug,feb,jul,may}:
## :...age > 42:
## :...duration <= 274: no (101.5)
## : duration > 274:
## : :...duration <= 452: no (134.1/29.9)
## : duration > 452: yes (11.8/1)
## age <= 42:
## :...job in {blue-collar,
## : entrepreneur,student}: [S27]
## job in {admin.,management,
## : services,technician,
## : unemployed}: [S28]
##
## SubTree [S26]
##
## job = services: no (29.4/7.7)
## job in {management,retired,student}:
## :...age <= 32: yes (28.1/1)
## age > 32:
## :...marital = divorced: yes (28.6/5.2)
## marital = single: no (12.6/2.2)
## marital = married:
## :...balance <= 88: yes (10.8)
## balance > 88:
## :...balance <= 1461: no (64.7/14.7)
## balance > 1461: yes (95.9/39.3)
##
## SubTree [S27]
##
## poutcome = failure: no (6.3)
## poutcome = unknown:
## :...duration <= 317: yes (155.6/63.7)
## duration > 317: no (79.8/19.8)
##
## SubTree [S28]
##
## education = primary: no (12)
## education in {secondary,tertiary}:
## :...duration <= 191: no (84.2/3.3)
## duration > 191:
## :...poutcome = failure: yes (12.8/4)
## poutcome = unknown:
## :...day <= 4: yes (62.2/24.9)
## day > 4:
## :...day <= 7: no (56.9)
## day > 7:
## :...balance <= 1: yes (31.1/9.2)
## balance > 1:
## :...job = services: no (36.2)
## job in {admin.,management,technician,unemployed}:
## :...day <= 8: no (23.1)
## day > 8:
## :...duration <= 279: no (100.1/13.4)
## duration > 279:
## :...day <= 14: yes (97.8/41.2)
## day > 14: no (53.5/12.1)
##
## ----- Trial 11: -----
##
## Decision tree:
##
## poutcome = success:
## :...campaign > 6: no (31.6/8.5)
## : campaign <= 6:
## : :...duration <= 161:
## : :...contact = telephone: no (8.8)
## : : contact in {cellular,unknown}:
## : : :...education = unknown: yes (28.4/7.7)
## : : education in {primary,secondary,tertiary}:
## : : :...month in {dec,feb,mar,oct,sep}:
## : : :...contact = unknown: no (3.9)
## : : : contact = cellular:
## : : : :...day <= 7: no (64/21.5)
## : : : day > 7:
## : : : :...age > 63: no (7.4)
## : : : age <= 63:
## : : : :...balance <= 176: no (22.7/6.8)
## : : : balance > 176: yes (115.3/18.7)
## : : month in {apr,aug,jan,jul,jun,may,nov}:
## : : :...marital = married: no (199/47)
## : : marital in {divorced,single}:
## : : :...contact = unknown: yes (5.9/0.4)
## : : contact = cellular:
## : : :...loan = yes: no (8.7)
## : : loan = no:
## : : :...campaign > 3: no (9.5)
## : : campaign <= 3:
## : : :...job in {entrepreneur,retired,services,
## : : : student,
## : : : unknown}: no (17)
## : : job in {admin.,blue-collar,housemaid,
## : : : management,self-employed,
## : : : technician,unemployed}:
## : : :...day <= 3: no (15/0.9)
## : : day > 3:
## : : :...day <= 12: yes (55.8/13.4)
## : : day > 12: no (71/27.1)
## : duration > 161:
## : :...campaign > 5: yes (26.8/3.8)
## : campaign <= 5:
## : :...job in {admin.,management,retired,self-employed,services,
## : : technician,unemployed,unknown}:
## : :...month in {apr,may,nov}:
## : : :...housing = no:
## : : : :...job = unemployed: yes (15.7)
## : : : : job in {admin.,management,retired,self-employed,
## : : : : : services,technician,unknown}:
## : : : : :...marital = divorced: no (45.8/13.7)
## : : : : marital in {married,single}:
## : : : : :...education in {primary,
## : : : : : secondary}: yes (117.4/28.8)
## : : : : education = unknown: no (17.4/7)
## : : : : education = tertiary:
## : : : : :...day <= 12: yes (40.3/5.6)
## : : : : day > 12: no (104.4/43.1)
## : : : housing = yes:
## : : : :...campaign > 3: no (18.9/2.7)
## : : : campaign <= 3:
## : : : :...pdays <= 96: yes (51.7/13.3)
## : : : pdays > 96:
## : : : :...duration > 949: yes (11.5)
## : : : duration <= 949:
## : : : :...pdays <= 158: no (37.1/1.7)
## : : : pdays > 158:
## : : : :...age <= 31: yes (24.9/3.6)
## : : : age > 31: no (119.6/45.7)
## : : month in {aug,dec,feb,jan,jul,jun,mar,oct,sep}:
## : : :...duration <= 203:
## : : :...age > 75: no (16)
## : : : age <= 75:
## : : : :...pdays > 221: no (13.5/1.6)
## : : : pdays <= 221:
## : : : :...previous > 7: yes (11.4)
## : : : previous <= 7:
## : : : :...balance > 3575: no (30.7/7.3)
## : : : balance <= 3575:
## : : : :...marital in {divorced,
## : : : : married}: yes (89.6/15.2)
## : : : marital = single: no (48/19.3)
## : : duration > 203:
## : : :...job in {admin.,retired,self-employed,services,
## : : : unemployed,unknown}: yes (458.3/112.7)
## : : job = technician:
## : : :...age > 65: no (11.3)
## : : : age <= 65:
## : : : :...age > 49: yes (33.3)
## : : : age <= 49:
## : : : :...loan = no: yes (124.4/44.9)
## : : : loan = yes: no (10.9/1.4)
## : : job = management:
## : : :...contact = unknown: no (3.2)
## : : contact in {cellular,telephone}:
## : : :...previous <= 1: yes (39)
## : : previous > 1:
## : : :...duration > 545: yes (27.6)
## : : duration <= 545:
## : : :...duration <= 342: yes (90.1/27.7)
## : : duration > 342: no (51.6/15.1)
## : job in {blue-collar,entrepreneur,housemaid,student}:
## : :...loan = yes: no (14.3/0.9)
## : loan = no:
## : :...previous > 6: no (37.8/8)
## : previous <= 6:
## : :...day <= 4: yes (30.3/2.6)
## : day > 4:
## : :...age <= 23: yes (15.5)
## : age > 23:
## : :...duration <= 170: yes (14.2)
## : duration > 170:
## : :...balance > 5372: no (14.7)
## : balance <= 5372:
## : :...age > 45: yes (68.7/24)
## : age <= 45: [S1]
## poutcome in {failure,other,unknown}:
## :...duration > 410:
## :...duration > 723:
## : :...day > 29:
## : : :...job = student: yes (0)
## : : : job in {retired,self-employed}: no (29.2/6.9)
## : : : job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : : : : services,technician,unemployed,unknown}:
## : : : :...age <= 32: yes (34.2/3.2)
## : : : age > 32:
## : : : :...age <= 34: no (21.9/1)
## : : : age > 34: yes (182.4/55.2)
## : : day <= 29:
## : : :...month in {dec,sep}: no (85.8/38.8)
## : : month in {mar,oct}: yes (100.3/38.1)
## : : month = jan:
## : : :...duration <= 967: no (66.5/18.7)
## : : : duration > 967: yes (74.2/15.7)
## : : month = apr:
## : : :...job = unknown: no (0)
## : : : job in {retired,student,unemployed}: yes (12.2)
## : : : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : : management,self-employed,services,technician}:
## : : : :...duration <= 883: no (135.1/32.4)
## : : : duration > 883:
## : : : :...previous > 3: yes (15.6/2.1)
## : : : previous <= 3:
## : : : :...day <= 15: yes (123.8/44.9)
## : : : day > 15: no (123.3/50.7)
## : : month = nov:
## : : :...default = yes: yes (6.6)
## : : : default = no:
## : : : :...contact in {telephone,unknown}: no (33.8/11.3)
## : : : contact = cellular:
## : : : :...duration > 1407: yes (60/14.2)
## : : : duration <= 1407:
## : : : :...duration > 1265: no (21.3/1.7)
## : : : duration <= 1265:
## : : : :...marital in {divorced,
## : : : : married}: yes (279.2/121.4)
## : : : marital = single: no (86.6/35.8)
## : : month = feb:
## : : :...duration > 1344: yes (55.3/7.7)
## : : : duration <= 1344:
## : : : :...contact in {telephone,unknown}: no (33.4/11.5)
## : : : contact = cellular:
## : : : :...duration > 1212: yes (11.5)
## : : : duration <= 1212:
## : : : :...balance <= 120: yes (49/11.6)
## : : : balance > 120:
## : : : :...balance <= 265: no (29/1.7)
## : : : balance > 265:
## : : : :...day <= 10: yes (127.1/56.1)
## : : : day > 10: no (8.7)
## : : month = aug:
## : : :...poutcome = failure: yes (8.9)
## : : : poutcome in {other,unknown}:
## : : : :...contact in {telephone,unknown}: no (19.7/4.4)
## : : : contact = cellular:
## : : : :...campaign > 5: yes (110.1/41.8)
## : : : campaign <= 5:
## : : : :...campaign > 4: no (39.3/9.2)
## : : : campaign <= 4:
## : : : :...age <= 36:
## : : : :...day <= 3: no (9.6)
## : : : : day > 3: yes (117.5/37.8)
## : : : age > 36:
## : : : :...education in {primary,
## : : : : unknown}: no (58.4/21.7)
## : : : education = secondary:
## : : : :...campaign <= 1: yes (25.1/8.2)
## : : : : campaign > 1: no (121.4/37.5)
## : : : education = tertiary:
## : : : :...poutcome = other: yes (2.4)
## : : : poutcome = unknown:
## : : : :...day <= 21: no (121/45.7)
## : : : day > 21: yes (13.5/2.1)
## : : month = jun:
## : : :...default = yes: yes (4)
## : : : default = no:
## : : : :...education = unknown: no (34.9/11.2)
## : : : education in {primary,secondary,tertiary}:
## : : : :...balance <= 796:
## : : : :...poutcome in {failure,other}: yes (3.1)
## : : : : poutcome = unknown:
## : : : : :...balance > 631: no (22.5/2.3)
## : : : : balance <= 631:
## : : : : :...balance > 533: yes (18.4)
## : : : : balance <= 533:
## : : : : :...balance > 443: no (15.6/0.5)
## : : : : balance <= 443:
## : : : : :...balance > 385: yes (21.7)
## : : : : balance <= 385:
## : : : : :...balance <= -60: yes (27.2/5.4)
## : : : : balance > -60: no (186.6/81)
## : : : balance > 796:
## : : : :...poutcome = failure: no (8.6/1.5)
## : : : poutcome = other: yes (0.9)
## : : : poutcome = unknown:
## : : : :...balance <= 981: yes (27.1/0.8)
## : : : balance > 981:
## : : : :...age <= 31: no (11.5)
## : : : age > 31:
## : : : :...marital = single: yes (48.3/5.3)
## : : : marital in {divorced,married}:
## : : : :...loan = yes: yes (12.3)
## : : : loan = no:
## : : : :...duration <= 757: no (9)
## : : : duration > 757:
## : : : :...balance <= 6072: yes (115.7/36.3)
## : : : balance > 6072: no (8.9)
## : : month = jul:
## : : :...poutcome = failure: yes (7.9)
## : : : poutcome in {other,unknown}:
## : : : :...default = yes: no (17.6/4.7)
## : : : default = no:
## : : : :...balance > 4425: no (48.3/10.4)
## : : : balance <= 4425:
## : : : :...balance > 3421: yes (27/2.8)
## : : : balance <= 3421:
## : : : :...loan = yes:
## : : : :...balance <= -307: yes (14.6)
## : : : : balance > -307:
## : : : : :...marital = single: yes (37.8/8.8)
## : : : : marital in {divorced,married}:
## : : : : :...housing = no: yes (84.8/29.3)
## : : : : housing = yes: no (74.8/31)
## : : : loan = no:
## : : : :...housing = no:
## : : : :...duration <= 862: no (63.1/6.8)
## : : : : duration > 862:
## : : : : :...duration <= 899: yes (12.4)
## : : : : duration > 899: no (116.2/43.6)
## : : : housing = yes:
## : : : :...contact in {telephone,
## : : : : unknown}: yes (14.5/1)
## : : : contact = cellular:
## : : : :...day > 24: yes (42.3/8.1)
## : : : day <= 24:
## : : : :...duration <= 753: no (15.8)
## : : : duration > 753:
## : : : :...balance <= -222: no (15.5)
## : : : balance > -222: [S2]
## : : month = may:
## : : :...contact = telephone: no (17.6)
## : : contact = cellular:
## : : :...day <= 5: yes (59.7/10.6)
## : : : day > 5:
## : : : :...duration <= 738: yes (28.8/2.3)
## : : : duration > 738:
## : : : :...duration <= 821:
## : : : :...housing = no: no (11)
## : : : : housing = yes:
## : : : : :...age <= 35: yes (60.4/24.9)
## : : : : age > 35: no (76.8/12.5)
## : : : duration > 821:
## : : : :...age <= 32:
## : : : :...housing = no: yes (3.4)
## : : : : housing = yes: no (121.2/50)
## : : : age > 32:
## : : : :...age > 57: yes (13.8)
## : : : age <= 57:
## : : : :...education = unknown: no (5.9)
## : : : education in {primary,secondary,
## : : : : tertiary}:
## : : : :...duration <= 1875: yes (243.8/77.5)
## : : : duration > 1875: no (17.6/1.8)
## : : contact = unknown:
## : : :...balance <= -322: no (28.9)
## : : balance > -322:
## : : :...balance <= -6: yes (45/8.1)
## : : balance > -6:
## : : :...balance <= 2: no (67.9/14.9)
## : : balance > 2:
## : : :...campaign <= 1:
## : : :...education in {primary,secondary,
## : : : : unknown}: yes (230.5/87)
## : : : education = tertiary: no (62.6/25.7)
## : : campaign > 1:
## : : :...day > 22:
## : : :...marital = divorced: yes (10.5)
## : : : marital in {married,single}:
## : : : :...loan = yes: no (7)
## : : : loan = no: [S3]
## : : day <= 22:
## : : :...duration <= 906: no (116.5/26.2)
## : : duration > 906:
## : : :...duration <= 948: yes (40.4/6.4)
## : : duration > 948:
## : : :...age <= 30: yes (36.5/8.3)
## : : age > 30:
## : : :...housing = no: no (8.6)
## : : housing = yes: [S4]
## : duration <= 723:
## : :...age > 74: yes (82.4/28.1)
## : age <= 74:
## : :...poutcome = other:
## : :...pdays <= 51: no (23.1/2.7)
## : : pdays > 51:
## : : :...month in {aug,dec,jul,jun,sep}: yes (64.1/6.9)
## : : month in {apr,feb,jan,mar,may,nov,oct}:
## : : :...education in {primary,secondary}: no (222.1/83.4)
## : : education in {tertiary,unknown}: yes (110.9/39.2)
## : poutcome in {failure,unknown}:
## : :...balance > 6144:
## : :...job in {housemaid,self-employed,
## : : : student}: yes (58.8/17.9)
## : : job in {admin.,blue-collar,entrepreneur,management,
## : : : retired,services,technician,unemployed,unknown}:
## : : :...campaign > 6: yes (22/9.5)
## : : campaign <= 6:
## : : :...contact = unknown: no (32.3)
## : : contact in {cellular,telephone}:
## : : :...month in {dec,jan,jun}: yes (6.2)
## : : month in {feb,jul,mar,oct,
## : : : sep}: no (58.5)
## : : month in {apr,aug,may,nov}:
## : : :...job in {admin.,entrepreneur,services,
## : : : unemployed,
## : : : unknown}: no (42.2)
## : : job in {blue-collar,management,retired,
## : : : technician}:
## : : :...day <= 19: no (92.5/20.1)
## : : day > 19: yes (41.7/15.3)
## : balance <= 6144:
## : :...housing = no:
## : :...campaign > 9: no (56/14.5)
## : : campaign <= 9:
## : : :...month in {dec,sep}: no (135.9/61)
## : : month in {mar,oct}: yes (165.4/74)
## : : month = apr:
## : : :...duration <= 422: no (12)
## : : : duration > 422: yes (200.1/73.8)
## : : month = jan:
## : : :...default = yes: yes (6.1)
## : : : default = no:
## : : : :...day <= 27: yes (22.5/3.6)
## : : : day > 27: no (107.9/22)
## : : month = feb:
## : : :...day > 7: yes (77.5/23.9)
## : : : day <= 7:
## : : : :...pdays > 186: no (7.8)
## : : : pdays <= 186:
## : : : :...campaign <= 2: no (125.8/37.5)
## : : : campaign > 2: yes (35.7/12.5)
## : : month = nov:
## : : :...balance > 4120: no (35.1)
## : : : balance <= 4120:
## : : : :...day > 19: yes (104.7/46.3)
## : : : day <= 19:
## : : : :...balance > 3297: no (19.2)
## : : : balance <= 3297:
## : : : :...balance <= 3094: no (142/45.2)
## : : : balance > 3094: yes (7.5)
## : : month = may:
## : : :...contact = telephone: yes (18.2)
## : : : contact in {cellular,unknown}:
## : : : :...default = yes: yes (7)
## : : : default = no:
## : : : :...balance > 3680: no (15.5)
## : : : balance <= 3680:
## : : : :...duration > 679: no (13.8)
## : : : duration <= 679: [S5]
## : : month = jul:
## : : :...contact = telephone: no (46.7)
## : : : contact in {cellular,unknown}:
## : : : :...marital = divorced:
## : : : :...contact = cellular: yes (119.8/42.8)
## : : : : contact = unknown: no (4.4)
## : : : marital in {married,single}:
## : : : :...age > 38:
## : : : :...day > 30: no (20.1)
## : : : : day <= 30:
## : : : : :...balance <= 1839: no (176.7/45.2)
## : : : : balance > 1839: yes (21/5.2)
## : : : age <= 38:
## : : : :...default = yes: no (11.5)
## : : : default = no:
## : : : :...balance <= 207: [S6]
## : : : balance > 207:
## : : : :...balance <= 1627: no (121.6/33.6)
## : : : balance > 1627: yes (63.8/22.4)
## : : month = jun:
## : : :...age <= 26: no (25.5/2.9)
## : : : age > 26:
## : : : :...balance > 2923: no (47.2/9.6)
## : : : balance <= 2923:
## : : : :...age <= 34: yes (38.1/9)
## : : : age > 34:
## : : : :...default = yes: no (6.9)
## : : : default = no:
## : : : :...duration <= 483: no (70.7/11.3)
## : : : duration > 483:
## : : : :...day <= 14: yes (157.9/50.2)
## : : : day > 14:
## : : : :...age <= 47: yes (92.7/41.3)
## : : : age > 47: no (44.1/3.9)
## : : month = aug:
## : : :...poutcome = failure: yes (20.3/3.6)
## : : poutcome = unknown:
## : : :...day <= 4: no (32.2/5.8)
## : : day > 4:
## : : :...job in {entrepreneur,
## : : : unemployed}: yes (41.4/5.9)
## : : job in {admin.,blue-collar,
## : : : housemaid,management,
## : : : retired,self-employed,
## : : : services,student,
## : : : technician,unknown}:
## : : :...day > 20:
## : : :...loan = yes: no (9.7)
## : : : loan = no:
## : : : :...duration > 697: no (11.3)
## : : : duration <= 697: [S7]
## : : day <= 20:
## : : :...duration > 636: yes (87.6/22.2)
## : : duration <= 636: [S8]
## : housing = yes:
## : :...balance > 5571: yes (32.5/6.3)
## : balance <= 5571:
## : :...job in {housemaid,unemployed,
## : : unknown}: no (106.5/15.4)
## : job in {admin.,blue-collar,entrepreneur,
## : : management,retired,self-employed,
## : : services,student,technician}:
## : :...age > 58: yes (62.7/22.6)
## : age <= 58:
## : :...duration <= 441:
## : :...job in {entrepreneur,management,
## : : : retired,
## : : : student}: no (77.5/2.9)
## : : job in {admin.,blue-collar,
## : : : self-employed,services,
## : : : technician}:
## : : :...day > 27: no (23.2)
## : : day <= 27:
## : : :...day > 23: yes (38.2/5.4)
## : : day <= 23: [S9]
## : duration > 441:
## : :...day > 21:
## : :...month in {dec,nov,
## : : : sep}: no (0)
## : : month in {apr,jun,
## : : : oct}: yes (77.5/25.9)
## : : month in {aug,feb,jan,jul,mar,
## : : : may}:
## : : :...campaign > 7: yes (63.7/31.4)
## : : campaign <= 7: [S10]
## : day <= 21:
## : :...age <= 25: no (122.1/31)
## : age > 25:
## : :...balance <= -264:
## : :...day <= 18: yes (126.7/40.4)
## : : day > 18: no (13.2/1.2)
## : balance > -264:
## : :...loan = yes:
## : :...age > 50: no (28.8)
## : : age <= 50: [S11]
## : loan = no: [S12]
## duration <= 410:
## :...balance <= -131:
## :...month in {apr,aug,dec,feb,jan,jul,jun,may,nov,oct,
## : : sep}: no (546.8/28.4)
## : month = mar: yes (7.9)
## balance > -131:
## :...pdays > 374:
## :...balance > 5006: no (20.6/2)
## : balance <= 5006:
## : :...education = primary: no (15.6/2.2)
## : education in {secondary,tertiary,unknown}:
## : :...day <= 6: no (45.6/13.9)
## : day > 6:
## : :...previous > 4: no (27.5/10)
## : previous <= 4:
## : :...job in {admin.,blue-collar,entrepreneur,
## : : management,retired,self-employed,
## : : services,student,technician,
## : : unemployed}: yes (211.6/64.9)
## : job in {housemaid,unknown}: no (9.1)
## pdays <= 374:
## :...month in {mar,oct,sep}:
## :...duration <= 92:
## : :...poutcome = failure: no (34.5)
## : : poutcome in {other,unknown}:
## : : :...marital = divorced: yes (27.8/9.1)
## : : marital in {married,single}: no (111.6/24.4)
## : duration > 92:
## : :...contact = unknown: yes (45.3/7.7)
## : contact in {cellular,telephone}:
## : :...job in {admin.,blue-collar,self-employed,student,
## : : unknown}:
## : :...loan = yes: no (32.6/6.4)
## : : loan = no:
## : : :...campaign <= 1:
## : : :...pdays > 117: no (53/12.6)
## : : : pdays <= 117:
## : : : :...duration <= 136: no (51.2/15.4)
## : : : duration > 136: yes (240.8/91.3)
## : : campaign > 1:
## : : :...marital = divorced: yes (10.5/1.8)
## : : marital in {married,single}:
## : : :...campaign > 5: no (18.2)
## : : campaign <= 5:
## : : :...duration > 302: no (50.2/5)
## : : duration <= 302:
## : : :...month = oct: no (53.6/8.9)
## : : month in {mar,sep}: [S13]
## : job in {entrepreneur,housemaid,management,retired,
## : : services,technician,unemployed}:
## : :...age > 81: no (50.8/16)
## : age <= 81:
## : :...marital = divorced:
## : :...pdays <= 171: yes (113/26.7)
## : : pdays > 171: no (14.2)
## : marital = married:
## : :...month = sep:
## : : :...duration <= 172: no (47.4/3.4)
## : : : duration > 172:
## : : : :...previous > 5: yes (14.7)
## : : : previous <= 5:
## : : : :...duration > 389: yes (16.5)
## : : : duration <= 389: [S14]
## : : month in {mar,oct}:
## : : :...day <= 6: yes (87.6/15.9)
## : : day > 6:
## : : :...day <= 15: no (125.1/51.1)
## : : day > 15:
## : : :...duration <= 142: yes (76.4/8.9)
## : : duration > 142: [S15]
## : marital = single:
## : :...education = primary: no (15.7/2.4)
## : education = unknown: yes (11.4/2.4)
## : education in {secondary,tertiary}:
## : :...job in {entrepreneur,retired,
## : : services}: yes (32.7/6.4)
## : job in {housemaid,management,
## : : technician,unemployed}:
## : :...duration > 365: no (30.5/3.5)
## : duration <= 365:
## : :...duration > 320: yes (21.1/3.2)
## : duration <= 320:
## : :...day <= 14: [S16]
## : day > 14: [S17]
## month in {apr,aug,dec,feb,jan,jul,jun,may,nov}:
## :...default = yes: no (84.3/5.8)
## default = no:
## :...campaign > 11: no (135.1/4.4)
## campaign <= 11:
## :...contact = unknown:
## :...month in {dec,jun,may}:
## : :...poutcome = other: yes (7.2)
## : : poutcome in {failure,
## : : unknown}: no (1571.7/104.1)
## : month in {apr,aug,feb,jan,jul,nov}:
## : :...day <= 3: no (46.7)
## : day > 3:
## : :...marital = divorced: no (19.6)
## : marital in {married,single}:
## : :...balance <= 110: no (19.2)
## : balance > 110:
## : :...age <= 26: no (11.8)
## : age > 26:
## : :...previous > 0: no (23.2/2.6)
## : previous <= 0:
## : :...day <= 15: yes (107.5/26)
## : day > 15: no (38.9/10.9)
## contact in {cellular,telephone}:
## :...housing = yes:
## :...month in {jan,jul,may,nov}:
## : :...duration <= 247: no (1803/157.8)
## : : duration > 247:
## : : :...day <= 4: yes (50.8/21.2)
## : : day > 4:
## : : :...duration <= 248: yes (26.1/9.1)
## : : duration > 248:
## : : :...balance > 6915: yes (51.1/23.1)
## : : balance <= 6915:
## : : :...loan = yes: [S18]
## : : loan = no: [S19]
## : month in {apr,aug,dec,feb,jun}:
## : :...duration <= 48: no (59.3)
## : duration > 48:
## : :...pdays > 346: yes (25.4/7.1)
## : pdays <= 346:
## : :...pdays > 327: no (73)
## : pdays <= 327:
## : :...previous > 7: yes (78.8/33.6)
## : previous <= 7:
## : :...balance > 4103: no (153.7/16.6)
## : balance <= 4103:
## : :...day > 20: [S20]
## : day <= 20: [S21]
## housing = no:
## :...duration <= 145:
## :...month in {aug,dec,jul,
## : : may}: no (981.1/117.2)
## : month in {apr,feb,jan,jun,nov}:
## : :...age <= 20: no (28.6)
## : age > 20:
## : :...job = housemaid: no (26.7)
## : job in {admin.,blue-collar,
## : : entrepreneur,
## : : management,retired,
## : : self-employed,services,
## : : student,technician,
## : : unemployed,unknown}:
## : :...age > 65: yes (105/47.4)
## : age <= 65:
## : :...day > 29: no (33.2)
## : day <= 29:
## : :...age > 61: no (27.3)
## : age <= 61:
## : :...balance > 2144: [S22]
## : balance <= 2144: [S23]
## duration > 145:
## :...month in {apr,dec,jun,may}:
## :...contact = telephone:
## : :...duration <= 164: no (19.8)
## : : duration > 164:
## : : :...balance > 5043: no (19.8)
## : : balance <= 5043: [S24]
## : contact = cellular:
## : :...pdays > 355: no (28)
## : pdays <= 355:
## : :...campaign > 1:
## : :...age > 57: no (96.9/28.3)
## : : age <= 57:
## : : :...day <= 1: yes (38.2/3.1)
## : : day > 1: [S25]
## : campaign <= 1:
## : :...duration <= 153: no (31.7/4)
## : duration > 153:
## : :...balance > 865:
## : :...balance <= 2161: [S26]
## : : balance > 2161: [S27]
## : balance <= 865: [S28]
## month in {aug,feb,jan,jul,nov}:
## :...age <= 25:
## :...pdays > 198: no (17.8)
## : pdays <= 198:
## : :...duration <= 169: no (25.6/4.3)
## : duration > 169: yes (191.5/64.6)
## age > 25:
## :...pdays > 269: yes (79.3/33.2)
## pdays <= 269:
## :...loan = yes:
## :...age <= 26: yes (23.6/7.5)
## : age > 26: [S29]
## loan = no:
## :...day > 18: no (1188.8/301.2)
## day <= 18:
## :...campaign > 3: [S30]
## campaign <= 3: [S31]
##
## SubTree [S1]
##
## education = primary: no (32.3/1.6)
## education in {secondary,tertiary,unknown}:
## :...age <= 24: no (10.7)
## age > 24:
## :...contact = unknown: no (0)
## contact = telephone: yes (2.7)
## contact = cellular:
## :...month in {apr,dec,feb,jan,jul,jun,may,sep}: no (85.7/20.5)
## month in {aug,mar,nov,oct}: yes (46.6/12)
##
## SubTree [S2]
##
## duration <= 767: yes (18.5)
## duration > 767:
## :...education = unknown: yes (7.8)
## education in {primary,secondary,tertiary}:
## :...marital = divorced: yes (24.9/3.2)
## marital in {married,single}:
## :...day > 19: no (92.4/33.4)
## day <= 19:
## :...duration <= 1374: yes (106.1/37.2)
## duration > 1374: no (22.5/3.4)
##
## SubTree [S3]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,services,student,unknown}: yes (135.6/52.1)
## job in {technician,unemployed}: no (14.3)
##
## SubTree [S4]
##
## campaign > 4: no (11)
## campaign <= 4:
## :...marital = divorced: yes (4.1)
## marital in {married,single}:
## :...duration > 1792: no (11.7)
## duration <= 1792:
## :...balance <= 94: yes (7.8)
## balance > 94:
## :...campaign <= 3: no (102/27.5)
## campaign > 3: yes (24.6/8.1)
##
## SubTree [S5]
##
## marital in {divorced,married}: yes (117.4/42)
## marital = single: no (91.5/28.6)
##
## SubTree [S6]
##
## job in {admin.,housemaid,management,self-employed}: no (46.8/5.7)
## job in {blue-collar,entrepreneur,retired,services,student,technician,
## unemployed,unknown}: yes (150.9/35)
##
## SubTree [S7]
##
## duration > 670: yes (15.6)
## duration <= 670:
## :...age <= 62: no (158.8/54.3)
## age > 62: yes (6.9)
##
## SubTree [S8]
##
## contact in {telephone,unknown}: yes (20.6/4.2)
## contact = cellular:
## :...balance > 2439: yes (107.9/39)
## balance <= 2439:
## :...balance <= 90: yes (91.5/34)
## balance > 90:
## :...job in {admin.,housemaid,management,retired,services,student,
## : unknown}: no (146.2/20.1)
## job in {blue-collar,self-employed,technician}: yes (118.3/50.8)
##
## SubTree [S9]
##
## contact = unknown: no (43.8)
## contact in {cellular,telephone}:
## :...marital = divorced: yes (20.2/3.5)
## marital in {married,single}: no (144.3/43.5)
##
## SubTree [S10]
##
## marital = divorced: no (46/5.1)
## marital in {married,single}:
## :...duration <= 542: no (142.3/23.9)
## duration > 542:
## :...duration <= 543: yes (17/1.3)
## duration > 543:
## :...balance <= 2709: no (242.1/52.6)
## balance > 2709: yes (31.2/9)
##
## SubTree [S11]
##
## duration <= 476: no (32.8)
## duration > 476:
## :...default = yes: yes (9/2.3)
## default = no:
## :...balance > 262: no (113.5/24.4)
## balance <= 262:
## :...balance <= -135: no (11.1)
## balance > -135: yes (122.8/47.3)
##
## SubTree [S12]
##
## previous > 4: yes (47.1/15.1)
## previous <= 4:
## :...month in {aug,feb,jan,oct,sep}: no (134.8/49.6)
## month in {dec,mar}: yes (2.6)
## month = apr:
## :...default = yes: yes (5.1)
## : default = no:
## : :...duration <= 707: no (204.7/52)
## : duration > 707: yes (18.5/1.5)
## month = jun:
## :...default = yes: yes (3)
## : default = no:
## : :...balance <= 149: no (28.6/1.7)
## : balance > 149:
## : :...balance <= 460: yes (58.7/9)
## : balance > 460: no (124.3/48)
## month = jul:
## :...default = yes: no (3.3)
## : default = no:
## : :...day > 19: no (35.1/8.7)
## : day <= 19:
## : :...marital = divorced: yes (37.2/10.5)
## : marital in {married,single}:
## : :...age <= 45: no (155/65.1)
## : age > 45: yes (31.5/7)
## month = nov:
## :...previous > 1: no (18.3)
## : previous <= 1:
## : :...default = yes: no (7.8)
## : default = no:
## : :...contact = unknown: yes (0)
## : contact = telephone: no (3.6)
## : contact = cellular:
## : :...campaign > 3: yes (23.3/2.1)
## : campaign <= 3:
## : :...duration <= 549: yes (81/20.6)
## : duration > 549: no (98.5/40.7)
## month = may:
## :...campaign > 5: no (27)
## campaign <= 5:
## :...campaign > 2:
## :...age > 39: no (85.3/33.8)
## : age <= 39:
## : :...balance <= 3779: yes (122.5/29.5)
## : balance > 3779: no (7.3)
## campaign <= 2:
## :...duration <= 461: yes (71.5/23)
## duration > 461:
## :...duration <= 505: no (106.6/16)
## duration > 505:
## :...age <= 31:
## :...balance <= 1520: yes (136.5/49.4)
## : balance > 1520: no (15)
## age > 31:
## :...day <= 11:
## :...balance <= 3: yes (26.6/9.1)
## : balance > 3: no (139/18)
## day > 11:
## :...day <= 13: yes (76.8/25.8)
## day > 13: no (170.3/61.1)
##
## SubTree [S13]
##
## duration <= 97: yes (8.5)
## duration > 97:
## :...poutcome in {failure,other}: yes (46.1/13.6)
## poutcome = unknown: no (108.7/37.1)
##
## SubTree [S14]
##
## contact = telephone: yes (23.6/2.8)
## contact = cellular:
## :...pdays <= 238: no (117.2/48.6)
## pdays > 238: yes (7.1)
##
## SubTree [S15]
##
## month = mar: no (91.6/38.2)
## month = oct:
## :...balance > 7699: no (8.6)
## balance <= 7699:
## :...job = entrepreneur: no (6.3)
## job in {housemaid,management,retired,services,technician,
## unemployed}: yes (155.9/39.4)
##
## SubTree [S16]
##
## balance <= 1169: yes (91.4/24.2)
## balance > 1169: no (57.2/21.6)
##
## SubTree [S17]
##
## duration <= 124: no (20.7)
## duration > 124:
## :...campaign <= 2: no (124.4/43.2)
## campaign > 2: yes (15/1.7)
##
## SubTree [S18]
##
## education in {tertiary,unknown}: no (32.6)
## education in {primary,secondary}:
## :...duration <= 296: no (22.3)
## duration > 296: yes (116.3/50.1)
##
## SubTree [S19]
##
## marital = divorced: no (68.8/3.3)
## marital in {married,single}:
## :...month = jan: no (21.7)
## month = nov:
## :...previous <= 8: no (125.1/6.4)
## : previous > 8: yes (9/0.8)
## month in {jul,may}:
## :...balance > 1556: no (128.3/10)
## balance <= 1556:
## :...poutcome = other: no (23.4)
## poutcome in {failure,unknown}:
## :...duration > 398: no (28.2)
## duration <= 398:
## :...duration > 382: yes (61.3/24.1)
## duration <= 382:
## :...duration > 373: no (23.5)
## duration <= 373:
## :...balance > 1208: yes (29.9/10.4)
## balance <= 1208:
## :...marital = married: no (233.3/35.3)
## marital = single:
## :...job in {admin.,blue-collar,housemaid,
## : management,retired,self-employed,
## : services,unknown}: no (119.1/31.7)
## job in {entrepreneur,student,technician,
## unemployed}: yes (64.6/18.3)
##
## SubTree [S20]
##
## campaign > 7: yes (15.5/1.7)
## campaign <= 7:
## :...duration > 314: yes (46/8.4)
## duration <= 314:
## :...previous <= 3: no (196.7/62.3)
## previous > 3: yes (14.6/2.8)
##
## SubTree [S21]
##
## duration <= 70: no (42.5)
## duration > 70:
## :...previous > 5: no (39.5/3.5)
## previous <= 5:
## :...month in {aug,dec,feb,jun}:
## :...job in {housemaid,retired,unknown}: no (27.4)
## : job = student: yes (19/2.8)
## : job in {admin.,blue-collar,entrepreneur,management,self-employed,
## : : services,technician,unemployed}:
## : :...contact = telephone: no (17.6)
## : contact = cellular:
## : :...month = dec: no (15/6)
## : month = feb:
## : :...day <= 9: no (306.9/60.2)
## : : day > 9: yes (114.3/30)
## : month = jun:
## : :...duration <= 143: no (47.3/7.2)
## : : duration > 143: yes (127.9/47.7)
## : month = aug:
## : :...pdays > 89: yes (46.2/12.6)
## : pdays <= 89:
## : :...age <= 29: yes (14.2/1.5)
## : age > 29: no (170.5/36.3)
## month = apr:
## :...age <= 27: no (31.1)
## age > 27:
## :...duration <= 113: no (45.1)
## duration > 113:
## :...job = unknown: no (0)
## job in {admin.,blue-collar,retired,services,student,
## : unemployed}:
## :...marital = single: no (75.9)
## : marital in {divorced,married}:
## : :...duration <= 401: no (230.9/42.6)
## : duration > 401: yes (10.8/1.6)
## job in {entrepreneur,housemaid,management,self-employed,
## : technician}:
## :...education = primary: no (8.3)
## education = unknown: yes (5.4/0.4)
## education in {secondary,tertiary}:
## :...loan = yes: no (29.5/6.6)
## loan = no:
## :...duration > 379: no (9.5)
## duration <= 379:
## :...duration > 366: yes (15.9/0.1)
## duration <= 366:
## :...pdays > 269: no (9.9)
## pdays <= 269:
## :...day <= 18: no (103.2/38.4)
## day > 18: yes (35.6/10.7)
##
## SubTree [S22]
##
## contact = telephone: no (21.8)
## contact = cellular:
## :...job in {entrepreneur,retired,services}: no (31.9)
## job in {admin.,blue-collar,management,self-employed,student,technician,
## : unemployed,unknown}:
## :...balance > 13107: no (22.6)
## balance <= 13107:
## :...loan = yes: yes (16.7/2.6)
## loan = no:
## :...balance <= 2567: yes (68.9/13.3)
## balance > 2567:
## :...pdays > 91: no (9.5)
## pdays <= 91:
## :...education in {primary,secondary}: no (48.3/11.2)
## education in {tertiary,unknown}: yes (88.4/27.2)
##
## SubTree [S23]
##
## day <= 2: no (51.9)
## day > 2:
## :...balance > 1894: no (28.7)
## balance <= 1894:
## :...age <= 25: yes (83.7/38.7)
## age > 25:
## :...loan = yes: no (38.4)
## loan = no:
## :...duration <= 64: no (52.6)
## duration > 64:
## :...campaign > 5: yes (32.2/11.9)
## campaign <= 5:
## :...contact = telephone: no (17.8)
## contact = cellular:
## :...campaign > 3: no (42.9/3.9)
## campaign <= 3:
## :...poutcome = other: yes (37.3/17.1)
## poutcome in {failure,unknown}:
## :...pdays > 104: no (39.3)
## pdays <= 104:
## :...day <= 10:
## :...balance <= 1291: no (129.6/17.9)
## : balance > 1291: yes (21.4/7.6)
## day > 10:
## :...day > 23: no (57.5/8.6)
## day <= 23:
## :...previous > 4: yes (7.9)
## previous <= 4:
## :...balance > 1074: no (11.1)
## balance <= 1074: [S32]
##
## SubTree [S24]
##
## duration <= 167: yes (11.6)
## duration > 167:
## :...balance <= 2174: no (127.2/39.1)
## balance > 2174: yes (50.8/13.3)
##
## SubTree [S25]
##
## pdays > 266: yes (40.7/7.5)
## pdays <= 266:
## :...education = unknown: yes (42.4/10.9)
## education in {primary,secondary,tertiary}:
## :...previous <= 4: no (648.9/310.9)
## previous > 4: yes (30.7/6.4)
##
## SubTree [S26]
##
## poutcome = failure: yes (50.1/6.7)
## poutcome in {other,unknown}:
## :...age > 68: no (14.8)
## age <= 68:
## :...education = primary: yes (12.9/0.5)
## education in {secondary,tertiary,unknown}:
## :...age <= 40: yes (135.4/33.6)
## age > 40: no (85.6/32.5)
##
## SubTree [S27]
##
## pdays > 175: no (23.3)
## pdays <= 175:
## :...poutcome = other: yes (7.8)
## poutcome in {failure,unknown}:
## :...month = dec: yes (7.7)
## month in {apr,jun,may}:
## :...balance <= 2315: no (22.8)
## balance > 2315:
## :...age <= 52: no (128.9/40.6)
## age > 52: yes (43.4/11.7)
##
## SubTree [S28]
##
## balance > 794: no (26.4)
## balance <= 794:
## :...duration <= 167: no (37.3/1.9)
## duration > 167:
## :...duration > 395: no (26.1/2.8)
## duration <= 395:
## :...duration > 373: yes (22.5/2.8)
## duration <= 373:
## :...poutcome = failure: no (36/6.9)
## poutcome in {other,unknown}:
## :...education = primary: no (26.9/12.4)
## education = unknown: yes (30/14.7)
## education = secondary:
## :...age <= 30: no (53.5/15.5)
## : age > 30: yes (120/46.5)
## education = tertiary:
## :...job in {admin.,entrepreneur,housemaid,management,
## : retired,self-employed,services,student,
## : technician,unemployed,unknown}: no (141.2/46.7)
## job = blue-collar: yes (9)
##
## SubTree [S29]
##
## job in {blue-collar,entrepreneur,housemaid,self-employed,services,student,
## : unemployed,unknown}: no (112.2)
## job in {admin.,management,retired,technician}:
## :...balance > 4537: yes (11.9/2.5)
## balance <= 4537:
## :...poutcome = other: no (12.1)
## poutcome in {failure,unknown}:
## :...pdays <= 178: no (183.2/37)
## pdays > 178: yes (19.4/4.2)
##
## SubTree [S30]
##
## balance <= 13342: no (311.8/69.3)
## balance > 13342: yes (13.3/2.1)
##
## SubTree [S31]
##
## poutcome = other: yes (81.4/38)
## poutcome in {failure,unknown}:
## :...campaign <= 1:
## :...contact = telephone: yes (118.2/50.7)
## : contact = cellular:
## : :...education = primary: no (92.3/9.4)
## : education in {secondary,tertiary,unknown}:
## : :...job in {entrepreneur,unknown}: no (22.9)
## : job in {admin.,blue-collar,housemaid,management,retired,
## : : self-employed,services,student,technician,unemployed}:
## : :...duration <= 202: no (268.6/72.9)
## : duration > 202:
## : :...poutcome = failure: yes (95.6/37.5)
## : poutcome = unknown:
## : :...day > 17: no (27/3.6)
## : day <= 17:
## : :...job in {housemaid,retired,services,student,
## : : unemployed}: yes (171.3/61.3)
## : job = self-employed: no (10.2)
## : job in {admin.,blue-collar,management,
## : : technician}:
## : :...balance > 3018: yes (61.3/22.6)
## : balance <= 3018:
## : :...balance > 1833: no (35.1)
## : balance <= 1833:
## : :...balance <= 13: no (16.7)
## : balance > 13:
## : :...day > 16: yes (20/3.5)
## : day <= 16:
## : :...age > 47: no (42.9/4.2)
## : age <= 47:
## : :...age > 42: yes (40.9/10.1)
## : age <= 42:
## : :...age > 38: no (17.5)
## : age <= 38: [S33]
## campaign > 1:
## :...duration > 394: yes (57/21.2)
## duration <= 394:
## :...duration > 370: no (47.5/3)
## duration <= 370:
## :...age > 57:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : self-employed,services,student,
## : : unknown}: no (18.1)
## : job in {management,retired,technician,unemployed}:
## : :...age > 84: yes (12)
## : age <= 84:
## : :...balance > 5643: no (24.4)
## : balance <= 5643:
## : :...age > 74: no (11.8/0.9)
## : age <= 74:
## : :...poutcome = failure: no (10.2/2.8)
## : poutcome = unknown: yes (127.9/42.6)
## age <= 57:
## :...contact = telephone: no (36.6)
## contact = cellular:
## :...education = unknown: no (21.1)
## education in {primary,secondary,tertiary}:
## :...marital = divorced: no (40.6/1.8)
## marital in {married,single}:
## :...job in {housemaid,unemployed,
## : unknown}: no (30.7)
## job in {admin.,blue-collar,entrepreneur,
## : management,retired,self-employed,
## : services,student,technician}:
## :...month = jan: yes (20.2/9.1)
## month in {jul,nov}: no (108.4/41.1)
## month = feb:
## :...day <= 10: no (115.3/33)
## : day > 10: yes (21/1.6)
## month = aug:
## :...job in {retired,
## : student}: yes (14.8/1.9)
## job in {admin.,blue-collar,
## : entrepreneur,management,
## : self-employed,services,
## : technician}:
## :...day <= 5: no (24.7)
## day > 5:
## :...age <= 33: no (66.9/4)
## age > 33:
## :...age > 49: no (28.8)
## age <= 49: [S34]
##
## SubTree [S32]
##
## duration <= 108: no (65.5/23.9)
## duration > 108: yes (73/20.5)
##
## SubTree [S33]
##
## marital in {divorced,single}: no (94.5/30.3)
## marital = married: yes (66/27.9)
##
## SubTree [S34]
##
## job in {blue-collar,entrepreneur,self-employed}: no (17.4)
## job in {admin.,management,services,technician}:
## :...poutcome = failure: yes (8)
## poutcome = unknown:
## :...balance <= 4314: yes (122.2/55.3)
## balance > 4314: no (22.4)
##
## ----- Trial 12: -----
##
## Decision tree:
##
## poutcome = success:
## :...duration <= 132:
## : :...housing = yes: no (113.8/31.8)
## : : housing = no:
## : : :...contact in {telephone,unknown}: no (6.4)
## : : contact = cellular:
## : : :...pdays <= 67: yes (21.9/1.1)
## : : pdays > 67:
## : : :...day <= 2: no (18.7)
## : : day > 2:
## : : :...balance <= 157: no (18.2)
## : : balance > 157:
## : : :...pdays <= 85: no (12.1)
## : : pdays > 85:
## : : :...education = unknown: no (6.2)
## : : education in {primary,secondary,tertiary}:
## : : :...day > 26: yes (24.2/1.4)
## : : day <= 26:
## : : :...month in {apr,dec,jan,jul,may,
## : : : oct}: no (30.9)
## : : month in {aug,feb,jun,mar,nov,sep}:
## : : :...age <= 63: yes (118.7/40.9)
## : : age > 63: no (6.3)
## : duration > 132:
## : :...job in {entrepreneur,housemaid}: no (88.5/26.7)
## : job in {admin.,blue-collar,management,retired,self-employed,services,
## : : student,technician,unemployed,unknown}:
## : :...housing = no:
## : :...contact = unknown: no (2.6)
## : : contact = telephone:
## : : :...duration <= 184: no (10.9)
## : : : duration > 184:
## : : : :...balance <= 139: no (26.7/4.8)
## : : : balance > 139: yes (111.8/38.9)
## : : contact = cellular:
## : : :...previous > 8: yes (38.2/5.9)
## : : previous <= 8:
## : : :...campaign > 3: yes (79/19.3)
## : : campaign <= 3:
## : : :...duration > 528: yes (131.2/30.7)
## : : duration <= 528:
## : : :...job in {blue-collar,self-employed,services,
## : : : unemployed,unknown}: yes (239.5/91.8)
## : : job = student: no (77.7/37)
## : : job = admin.:
## : : :...day <= 9: yes (51.5/6.6)
## : : : day > 9: no (102.2/44)
## : : job = retired:
## : : :...duration <= 149: no (8.5)
## : : : duration > 149: yes (132.2/40.6)
## : : job = technician:
## : : :...balance > 6242: yes (22.7)
## : : : balance <= 6242:
## : : : :...marital = divorced: yes (15)
## : : : marital in {married,single}:
## : : : :...age <= 45: no (105.1/45.1)
## : : : age > 45: yes (38/8.1)
## : : job = management:
## : : :...month in {apr,feb}: yes (44.7/1.7)
## : : month in {aug,dec,jan,jul,jun,mar,may,nov,
## : : : oct,sep}:
## : : :...pdays > 177: yes (93.5/25.9)
## : : pdays <= 177:
## : : :...age > 56: yes (11.2)
## : : age <= 56:
## : : :...age > 48: no (42.7/4.1)
## : : age <= 48:
## : : :...month in {aug,dec,jan,jun,
## : : : sep}: yes (57.7/13.5)
## : : month in {jul,mar,may,nov,
## : : oct}: no (90.8/24.6)
## : housing = yes:
## : :...pdays <= 85: no (75.7/22.6)
## : pdays > 85:
## : :...pdays <= 96: yes (104.2/19.4)
## : pdays > 96:
## : :...contact in {telephone,unknown}: yes (29.4/7.3)
## : contact = cellular:
## : :...job in {student,unemployed,
## : : unknown}: yes (14.5)
## : job in {admin.,management,self-employed}:
## : :...pdays > 364: yes (31.7/1.7)
## : : pdays <= 364:
## : : :...day <= 7: no (40.5/11.1)
## : : day > 7:
## : : :...job = self-employed: yes (10.8)
## : : job in {admin.,management}:
## : : :...pdays <= 347: yes (118.3/39.8)
## : : pdays > 347: no (9.3)
## : job in {blue-collar,retired,services,technician}:
## : :...balance > 5201: no (18.2)
## : balance <= 5201:
## : :...campaign > 2: no (37.4/6.8)
## : campaign <= 2:
## : :...month in {dec,jul,mar,
## : : sep}: yes (21.4)
## : month in {apr,aug,feb,jan,jun,may,nov,
## : : oct}:
## : :...age > 53: no (19.6/1.7)
## : age <= 53:
## : :...age > 47: yes (20.3)
## : age <= 47:
## : :...loan = yes: no (5.5)
## : loan = no:
## : :...age > 46: no (11.6)
## : age <= 46: [S1]
## poutcome in {failure,other,unknown}:
## :...duration > 552:
## :...duration > 827:
## : :...balance > 9449: no (92.2/28.9)
## : : balance <= 9449:
## : : :...loan = yes:
## : : :...age > 54: yes (44.7/3.4)
## : : : age <= 54:
## : : : :...age <= 32:
## : : : :...poutcome = other: no (3.9)
## : : : : poutcome in {failure,unknown}:
## : : : : :...balance <= -129: no (26.9/7.8)
## : : : : balance > -129: yes (157.8/34.6)
## : : : age > 32:
## : : : :...month in {apr,dec,feb,jan,sep}: no (47.1/8.1)
## : : : month in {mar,oct}: yes (8.7)
## : : : month in {aug,jul,jun,may,nov}:
## : : : :...poutcome = other: yes (5.9)
## : : : poutcome in {failure,unknown}:
## : : : :...job in {admin.,entrepreneur,management,
## : : : : retired,student,
## : : : : unemployed}: yes (80.5/21.9)
## : : : job in {blue-collar,housemaid,
## : : : : self-employed,services,technician,
## : : : : unknown}:
## : : : :...duration > 1516: yes (14.9/1.8)
## : : : duration <= 1516:
## : : : :...campaign > 8: no (14.1/0.8)
## : : : campaign <= 8:
## : : : :...duration <= 833: yes (10.9)
## : : : duration > 833: [S2]
## : : loan = no:
## : : :...month in {dec,mar,sep}: yes (81.7/32.6)
## : : month = oct: no (65.4/23)
## : : month = apr:
## : : :...duration <= 1162: no (228.3/109.9)
## : : : duration > 1162: yes (89/19.5)
## : : month = jan:
## : : :...previous <= 0: yes (117.4/53.8)
## : : : previous > 0: no (13.2)
## : : month = feb:
## : : :...duration > 1417: yes (34.3/3.9)
## : : : duration <= 1417:
## : : : :...campaign > 3: yes (8.4)
## : : : campaign <= 3:
## : : : :...campaign <= 1: yes (49.8/22.2)
## : : : campaign > 1: no (98.6/28.3)
## : : month = aug:
## : : :...age > 45:
## : : : :...default = yes: no (2.6)
## : : : : default = no:
## : : : : :...duration <= 1628: yes (181.5/53.5)
## : : : : duration > 1628: no (22.2/3)
## : : : age <= 45:
## : : : :...campaign > 6: yes (19.6/4.3)
## : : : campaign <= 6:
## : : : :...balance <= 69: yes (53.4/12.7)
## : : : balance > 69:
## : : : :...marital = divorced: yes (4.6)
## : : : marital in {married,single}: no (188.3/57.5)
## : : month = jul:
## : : :...education = unknown: yes (21.1/3.4)
## : : : education in {primary,secondary,tertiary}:
## : : : :...day > 28: no (78.8/23.9)
## : : : day <= 28:
## : : : :...duration > 1441: yes (42.8/7.4)
## : : : duration <= 1441:
## : : : :...age > 45:
## : : : :...duration <= 1330: yes (119.2/34.2)
## : : : : duration > 1330: no (7.6)
## : : : age <= 45:
## : : : :...job in {retired,unemployed,
## : : : : unknown}: no (0)
## : : : job = student: yes (10.9)
## : : : job in {admin.,blue-collar,
## : : : : entrepreneur,housemaid,
## : : : : management,self-employed,
## : : : : services,technician}:
## : : : :...education in {primary,
## : : : : tertiary}: yes (142.4/62.1)
## : : : education = secondary: no (121.5/38.9)
## : : month = jun:
## : : :...campaign > 3: yes (80.2/22.2)
## : : : campaign <= 3:
## : : : :...education = primary: yes (50.9/9.4)
## : : : education in {secondary,tertiary,unknown}:
## : : : :...poutcome = other: yes (0)
## : : : poutcome = failure: no (7/1.1)
## : : : poutcome = unknown:
## : : : :...contact in {cellular,
## : : : : telephone}: yes (19.9/4.3)
## : : : contact = unknown:
## : : : :...day <= 7: no (79.4/28)
## : : : day > 7:
## : : : :...job in {admin.,blue-collar,
## : : : : entrepreneur,management,
## : : : : retired,self-employed,
## : : : : services,student,
## : : : : technician}: yes (116.3/41.6)
## : : : job in {housemaid,unemployed,
## : : : unknown}: no (12.8)
## : : month = nov:
## : : :...poutcome = other: no (25.1/3.1)
## : : : poutcome in {failure,unknown}:
## : : : :...job in {housemaid,unknown}: no (0)
## : : : job in {entrepreneur,student}: yes (12.7)
## : : : job in {admin.,blue-collar,management,retired,
## : : : : self-employed,services,technician,
## : : : : unemployed}:
## : : : :...balance > 4463: yes (48.1/12.8)
## : : : balance <= 4463:
## : : : :...pdays > 107: no (21.2)
## : : : pdays <= 107:
## : : : :...age > 56: no (18.7)
## : : : age <= 56:
## : : : :...contact in {telephone,
## : : : : unknown}: no (9.8)
## : : : contact = cellular:
## : : : :...balance <= 2821: yes (139.3/53.8)
## : : : balance > 2821: no (33.9/7.8)
## : : month = may:
## : : :...contact = telephone: no (9.5)
## : : contact in {cellular,unknown}:
## : : :...poutcome = other: yes (21.2/2.6)
## : : poutcome in {failure,unknown}:
## : : :...age > 58: yes (26/4.4)
## : : age <= 58:
## : : :...balance > 2603: yes (118.1/35.5)
## : : balance <= 2603:
## : : :...duration <= 850: yes (74.5/23.1)
## : : duration > 850:
## : : :...housing = no: no (46.9/13.3)
## : : housing = yes: [S3]
## : duration <= 827:
## : :...duration > 817: no (86.9/15.2)
## : duration <= 817:
## : :...education in {primary,unknown}:
## : :...marital in {divorced,single}:
## : : :...balance <= -73: yes (19.2/0.3)
## : : : balance > -73:
## : : : :...pdays > 93: no (35.6/8.3)
## : : : pdays <= 93:
## : : : :...job in {entrepreneur,housemaid,retired,
## : : : : self-employed,student,
## : : : : unemployed}: yes (95.9/23.9)
## : : : job in {admin.,blue-collar,management,services,
## : : : : technician,unknown}:
## : : : :...day <= 7: no (24.2)
## : : : day > 7:
## : : : :...loan = no: no (129.3/45.8)
## : : : loan = yes: yes (14.9/3.2)
## : : marital = married:
## : : :...balance <= 69:
## : : :...age > 67: yes (8.7/2.4)
## : : : age <= 67:
## : : : :...job in {admin.,blue-collar,entrepreneur,
## : : : : housemaid,management,retired,
## : : : : self-employed,services,student,
## : : : : unemployed,unknown}: no (134.2/14)
## : : : job = technician: yes (4.2)
## : : balance > 69:
## : : :...duration <= 560: yes (37.5/11.6)
## : : duration > 560:
## : : :...duration <= 605: no (104.1/15.8)
## : : duration > 605:
## : : :...month in {feb,mar}: no (28.5/1)
## : : month in {apr,aug,dec,jan,jul,jun,may,nov,
## : : : oct,sep}:
## : : :...housing = no:
## : : :...campaign > 7: no (10.6)
## : : : campaign <= 7:
## : : : :...month in {apr,dec,
## : : : : jan}: yes (15.5/1.9)
## : : : month in {aug,jul,jun,may,nov,
## : : : : oct,sep}:
## : : : :...balance <= 415: yes (35.4/9.9)
## : : : balance > 415: no (134.9/37.9)
## : : housing = yes:
## : : :...day <= 3: yes (11.7)
## : : day > 3:
## : : :...contact = unknown: no (70.8/14.1)
## : : contact in {cellular,telephone}:
## : : :...age <= 35: no (13.5/0.8)
## : : age > 35: yes (130.6/44.8)
## : education in {secondary,tertiary}:
## : :...job = housemaid: no (64.8/9.8)
## : job in {admin.,blue-collar,entrepreneur,management,retired,
## : : self-employed,services,student,technician,
## : : unemployed,unknown}:
## : :...month in {dec,jan,oct}: no (164.7/72.9)
## : month in {mar,sep}: yes (89.2/29.2)
## : month = feb:
## : :...loan = yes: no (8.4)
## : : loan = no:
## : : :...duration <= 625: no (55.8/13.8)
## : : duration > 625:
## : : :...campaign <= 4: yes (146.1/47)
## : : campaign > 4: no (9)
## : month = jun:
## : :...job in {retired,student}: yes (31.5/4.3)
## : : job in {entrepreneur,unknown}: no (15.7)
## : : job in {admin.,blue-collar,management,
## : : : self-employed,services,technician,
## : : : unemployed}:
## : : :...contact = telephone: no (7.3)
## : : contact in {cellular,unknown}:
## : : :...balance <= 145: no (114.8/35.9)
## : : balance > 145:
## : : :...poutcome in {failure,
## : : : other}: yes (7.1)
## : : poutcome = unknown:
## : : :...balance > 5475: no (18.4/1.8)
## : : balance <= 5475:
## : : :...housing = yes: yes (135.4/41.7)
## : : housing = no:
## : : :...duration <= 759: no (143.8/57)
## : : duration > 759: yes (21.7)
## : month = jul:
## : :...day <= 3: yes (32.4/10)
## : : day > 3:
## : : :...contact = unknown: no (9.6)
## : : contact in {cellular,telephone}:
## : : :...education = secondary:
## : : :...campaign <= 1:
## : : : :...duration > 787: no (13/0.8)
## : : : : duration <= 787:
## : : : : :...balance <= 1800: yes (130.3/41.1)
## : : : : balance > 1800: no (44.3/12.6)
## : : : campaign > 1:
## : : : :...job in {management,
## : : : : unemployed}: no (17.6)
## : : : job in {student,
## : : : : unknown}: yes (2.4)
## : : : job in {admin.,blue-collar,
## : : : : entrepreneur,retired,
## : : : : self-employed,services,
## : : : : technician}:
## : : : :...loan = yes: no (114.3/32.8)
## : : : loan = no:
## : : : :...day <= 14: no (50.7/7.6)
## : : : day > 14: [S4]
## : : education = tertiary:
## : : :...day <= 8: no (16.1/0.7)
## : : day > 8:
## : : :...age > 50: yes (28.3/2.8)
## : : age <= 50:
## : : :...age > 39: no (48.8/9.5)
## : : age <= 39:
## : : :...campaign > 15: no (7.1)
## : : campaign <= 15: [S5]
## : month = nov:
## : :...default = yes: yes (2.8)
## : : default = no:
## : : :...previous > 2: no (28.5/2.6)
## : : previous <= 2:
## : : :...age > 53: yes (52/14.6)
## : : age <= 53:
## : : :...day <= 19:
## : : :...previous <= 0: no (110.6/16.7)
## : : : previous > 0: yes (27.2/11.7)
## : : day > 19:
## : : :...pdays > 155: no (9.1)
## : : pdays <= 155: [S6]
## : month = apr:
## : :...default = yes: yes (7.1)
## : : default = no:
## : : :...marital = divorced: no (27.9/3.4)
## : : marital in {married,single}:
## : : :...balance <= 12: no (29.8/2.1)
## : : balance > 12:
## : : :...age > 49: no (20.4/2.4)
## : : age <= 49:
## : : :...balance > 3849: no (23.6/3.4)
## : : balance <= 3849:
## : : :...housing = no: yes (48.2/7.2)
## : : housing = yes: [S7]
## : month = aug:
## : :...balance <= -1: no (29.8/2.4)
## : : balance > -1:
## : : :...age > 50: no (115.2/41.2)
## : : age <= 50:
## : : :...poutcome in {failure,
## : : : other}: yes (7.3)
## : : poutcome = unknown:
## : : :...housing = yes: yes (63.4/17.8)
## : : housing = no:
## : : :...campaign > 4: yes (97/28.4)
## : : campaign <= 4:
## : : :...loan = yes: no (5.8)
## : : loan = no:
## : : :...balance > 6532: yes (11)
## : : balance <= 6532:
## : : :...duration > 777: no (20/1.4)
## : : duration <= 777:
## : : :...age <= 32: yes (47.6/11.1)
## : : age > 32: [S8]
## : month = may:
## : :...day <= 4: yes (28.2/2)
## : day > 4:
## : :...balance <= -498: yes (28.8/2.6)
## : balance > -498:
## : :...campaign > 2:
## : :...day > 29: yes (16.5)
## : : day <= 29:
## : : :...campaign > 6: no (21.8/3)
## : : campaign <= 6:
## : : :...balance <= 97: no (84.1/27)
## : : balance > 97:
## : : :...duration > 792: no (9.9)
## : : duration <= 792:
## : : :...previous > 3: no (10.5/1.8)
## : : previous <= 3: [S9]
## : campaign <= 2:
## : :...age > 53: yes (70.6/24.8)
## : age <= 53:
## : :...marital = divorced: no (103.4/26.8)
## : marital in {married,single}:
## : :...age > 49: no (28.5/3.6)
## : age <= 49: [S10]
## duration <= 552:
## :...month in {dec,mar,oct,sep}:
## :...campaign > 5: no (55.2/12.5)
## : campaign <= 5:
## : :...previous > 6: no (105.3/32.7)
## : previous <= 6:
## : :...duration > 199:
## : :...loan = yes: yes (59.7/16.5)
## : : loan = no:
## : : :...contact = unknown: yes (24.8/1.5)
## : : contact = telephone:
## : : :...day <= 7: no (39.8)
## : : : day > 7:
## : : : :...job in {services,student,unemployed,
## : : : : unknown}: no (18.7)
## : : : job in {admin.,blue-collar,entrepreneur,
## : : : : housemaid,management,retired,
## : : : : self-employed,technician}:
## : : : :...balance <= 3837: yes (120/39.1)
## : : : balance > 3837: no (24.1/5.3)
## : : contact = cellular:
## : : :...campaign <= 1:
## : : :...duration <= 216: yes (98/18.1)
## : : : duration > 216:
## : : : :...month = dec: no (84.9/42.1)
## : : : month = sep:
## : : : :...balance <= 1045: no (101.8/34.1)
## : : : : balance > 1045: yes (93.4/30)
## : : : month = mar:
## : : : :...education in {primary,
## : : : : : unknown}: yes (17.1)
## : : : : education in {secondary,tertiary}:
## : : : : :...day > 30: no (11.1)
## : : : : day <= 30: [S11]
## : : : month = oct:
## : : : :...education in {primary,
## : : : : unknown}: yes (29.5/5)
## : : : education in {secondary,tertiary}: [S12]
## : : campaign > 1:
## : : :...job in {entrepreneur,housemaid,services,
## : : : unemployed,
## : : : unknown}: yes (45.2)
## : : job in {admin.,blue-collar,management,
## : : : retired,self-employed,student,
## : : : technician}:
## : : :...balance <= 50: no (37.5/11.5)
## : : balance > 50:
## : : :...duration > 483: no (23.1/6.9)
## : : duration <= 483:
## : : :...duration > 409: yes (43.2/2.4)
## : : duration <= 409:
## : : :...duration > 370: no (41.4/13.3)
## : : duration <= 370: [S13]
## : duration <= 199:
## : :...job in {entrepreneur,services}: yes (48.2/7.6)
## : job in {admin.,blue-collar,housemaid,management,
## : : retired,self-employed,student,technician,
## : : unemployed,unknown}:
## : :...duration <= 79: no (72.6/7.8)
## : duration > 79:
## : :...month = dec: no (54.7/8.5)
## : month = sep:
## : :...campaign > 3: no (12.5)
## : : campaign <= 3:
## : : :...day > 19: no (51/6.7)
## : : day <= 19:
## : : :...pdays > 134: no (26.9/4.2)
## : : pdays <= 134:
## : : :...pdays <= 95: no (116.4/47.2)
## : : pdays > 95: yes (26.9/2.5)
## : month in {mar,oct}:
## : :...loan = yes: no (43/13.1)
## : loan = no:
## : :...day > 29: yes (51.8/14.2)
## : day <= 29:
## : :...month = oct:
## : :...balance > 7929: no (17.3)
## : : balance <= 7929:
## : : :...day <= 15: no (111.6/28.5)
## : : day > 15:
## : : :...balance > 5106: yes (19.5/1.4)
## : : balance <= 5106: [S14]
## : month = mar:
## : :...day > 13: no (133.6/47.2)
## : day <= 13:
## : :...duration > 173: yes (28.7)
## : duration <= 173:
## : :...balance > 7066: yes (13.9)
## : balance <= 7066: [S15]
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...duration <= 145:
## :...campaign > 8: no (132.3)
## : campaign <= 8:
## : :...balance <= -1: no (184.9)
## : balance > -1:
## : :...balance > 12001: no (59.5)
## : balance <= 12001:
## : :...day > 27: no (390.5/32)
## : day <= 27:
## : :...day > 24:
## : :...job in {housemaid,
## : : : unemployed}: yes (36.6/4.1)
## : : job in {admin.,blue-collar,entrepreneur,
## : : : management,retired,self-employed,
## : : : services,student,technician,
## : : : unknown}:
## : : :...age <= 24: yes (37.6/7.9)
## : : age > 24:
## : : :...month in {aug,jul,jun,
## : : : nov}: no (90.5)
## : : month in {apr,feb,jan,may}: [S16]
## : day <= 24:
## : :...month = may: no (458.2/5.9)
## : month in {aug,nov}:
## : :...day > 16: no (440.4/9.9)
## : : day <= 16:
## : : :...balance > 7020: yes (37.7/10.6)
## : : balance <= 7020: [S17]
## : month in {apr,feb,jan,jul,jun}:
## : :...education = unknown: no (70.8/3)
## : education in {primary,secondary,
## : : tertiary}:
## : :...duration <= 60: no (192.8/10.1)
## : duration > 60:
## : :...age > 68: yes (66.5/30.8)
## : age <= 68:
## : :...age > 61: no (38.4)
## : age <= 61: [S18]
## duration > 145:
## :...pdays > 370:
## :...loan = yes: no (11.1)
## : loan = no:
## : :...contact in {telephone,unknown}: no (26.4/7.7)
## : contact = cellular:
## : :...previous > 9: yes (15.7)
## : previous <= 9:
## : :...education = unknown: yes (11.4)
## : education in {primary,secondary,tertiary}:
## : :...duration > 502: yes (11.1)
## : duration <= 502:
## : :...duration <= 156: no (11.9)
## : duration > 156:
## : :...age <= 37: no (86.6/37.6)
## : age > 37: yes (60.8/11.4)
## pdays <= 370:
## :...contact = unknown:
## :...month in {apr,aug,feb,nov}: yes (69.1/28.2)
## : month in {jan,jul,jun,may}:
## : :...poutcome = failure: no (0)
## : poutcome = other: yes (2.4)
## : poutcome = unknown:
## : :...duration <= 370: no (813.1/9.5)
## : duration > 370:
## : :...job in {retired,self-employed,student,
## : : unknown}: no (61.7)
## : job in {admin.,blue-collar,entrepreneur,
## : : housemaid,management,services,
## : : technician,unemployed}:
## : :...education = unknown: no (75.4/36.5)
## : education in {primary,secondary,
## : : tertiary}:
## : :...housing = no:
## : :...duration <= 371: yes (11/0.5)
## : : duration > 371:
## : : :...age <= 28: yes (12.5/2.3)
## : : age > 28: no (200.1/23.4)
## : housing = yes:
## : :...duration > 505:
## : :...duration > 543: no (19.6)
## : : duration <= 543: [S19]
## : duration <= 505:
## : :...day > 26: no (45.2)
## : day <= 26: [S20]
## contact in {cellular,telephone}:
## :...housing = yes:
## :...campaign > 9: no (40.6)
## : campaign <= 9:
## : :...month in {aug,feb,jun}:
## : :...age > 51: yes (118.1/46.4)
## : : age <= 51:
## : : :...balance > 4177: no (57.8/6.5)
## : : balance <= 4177:
## : : :...balance > 1131: [S21]
## : : balance <= 1131:
## : : :...month = feb: no (243.4/36.9)
## : : month in {aug,jun}:
## : : :...pdays > 278: no (14.7)
## : : pdays <= 278:
## : : :...age <= 31: yes (94.6/28.5)
## : : age > 31:
## : : :...day > 17: no (51.8)
## : : day <= 17: [S22]
## : month in {apr,jan,jul,may,nov}:
## : :...day > 30: no (34)
## : day <= 30:
## : :...duration <= 294:
## : :...campaign > 5: no (35.1)
## : : campaign <= 5:
## : : :...day <= 21:
## : : :...balance <= 28: no (197.8)
## : : : balance > 28: [S23]
## : : day > 21:
## : : :...month in {jan,
## : : : nov}: no (64.2)
## : : month in {apr,jul,may}: [S24]
## : duration > 294:
## : :...age <= 22: yes (29.6/8.7)
## : age > 22:
## : :...duration <= 297: yes (62.9/23.6)
## : duration > 297:
## : :...month = jan: no (39)
## : month in {apr,jul,may,nov}:
## : :...duration <= 306: no (88/5.4)
## : duration > 306: [S25]
## housing = no:
## :...month in {apr,jun}:
## :...pdays > 116:
## : :...age > 57: no (37.3)
## : : age <= 57:
## : : :...campaign > 3: yes (11.1)
## : : campaign <= 3:
## : : :...duration <= 176: no (14.5)
## : : duration > 176:
## : : :...duration <= 184: yes (9.7)
## : : duration > 184:
## : : :...day <= 24: no (88.6/24.4)
## : : day > 24: yes (53.2/17.2)
## : pdays <= 116:
## : :...age <= 24: no (87.9/30.3)
## : age > 24:
## : :...duration > 519: yes (30.9/3.2)
## : duration <= 519:
## : :...pdays > 91: yes (33/4.9)
## : pdays <= 91:
## : :...marital in {divorced,single}: [S26]
## : marital = married:
## : :...loan = yes: yes (23.5/3.9)
## : loan = no: [S27]
## month in {aug,feb,jan,jul,may,nov}:
## :...balance <= -1: no (177.5/26.5)
## balance > -1:
## :...loan = yes:
## :...duration <= 171: no (48.8)
## : duration > 171:
## : :...day <= 3: yes (30.4/9.9)
## : day > 3: no (498.2/133.5)
## loan = no:
## :...pdays > 286: no (119/22.9)
## pdays <= 286:
## :...month = may:
## :...pdays > 181: yes (44.3/9.9)
## : pdays <= 181:
## : :...pdays > 103: no (34.2/2.5)
## : pdays <= 103:
## : :...pdays > 68: yes (54.2/11)
## : pdays <= 68: [S28]
## month in {aug,feb,jan,jul,nov}:
## :...duration <= 312:
## :...education in {primary,
## : : unknown}:
## : :...balance <= 67: no (58)
## : : balance > 67: [S29]
## : education in {secondary,
## : : tertiary}:
## : :...age > 60: [S30]
## : age <= 60: [S31]
## duration > 312:
## :...duration <= 342: [S32]
## duration > 342:
## :...campaign > 2: [S33]
## campaign <= 2:
## :...duration > 466: [S34]
## duration <= 466: [S35]
##
## SubTree [S1]
##
## duration <= 514: no (106.7/31.7)
## duration > 514: yes (43.9/15.7)
##
## SubTree [S2]
##
## contact = telephone: yes (3.9)
## contact in {cellular,unknown}:
## :...duration <= 925: no (46.7/3.9)
## duration > 925:
## :...age > 52: no (11.4)
## age <= 52:
## :...duration <= 1360: yes (121/52)
## duration > 1360: no (19.8/2)
##
## SubTree [S3]
##
## education in {tertiary,unknown}: no (142.6/43.2)
## education in {primary,secondary}:
## :...duration > 1745: no (44/9.6)
## duration <= 1745:
## :...duration > 1238: yes (84/21.8)
## duration <= 1238:
## :...marital = divorced: no (64.2/30.1)
## marital = single: yes (117.9/53.7)
## marital = married:
## :...job in {entrepreneur,housemaid,management,retired,
## : self-employed,student,technician,unemployed,
## : unknown}: no (19.9)
## job in {admin.,blue-collar,services}:
## :...day <= 10: no (55.9/11.5)
## day > 10:
## :...day <= 13: yes (17.3)
## day > 13: no (118.8/52.2)
##
## SubTree [S4]
##
## campaign <= 4: no (116.3/45.6)
## campaign > 4: yes (43.1/12.3)
##
## SubTree [S5]
##
## campaign <= 4: no (105.8/48.5)
## campaign > 4: yes (28.5/1.7)
##
## SubTree [S6]
##
## poutcome in {failure,other}: yes (5.3)
## poutcome = unknown:
## :...duration > 768: no (13.3)
## duration <= 768:
## :...campaign <= 1: yes (71.7/17.1)
## campaign > 1: no (62.2/18.5)
##
## SubTree [S7]
##
## poutcome = other: no (13.3)
## poutcome in {failure,unknown}:
## :...previous > 3: no (17.7/1.6)
## previous <= 3:
## :...age <= 29: no (6.4)
## age > 29: yes (125.7/42.2)
##
## SubTree [S8]
##
## duration <= 734: no (108.3/44.5)
## duration > 734: yes (33.5/6)
##
## SubTree [S9]
##
## duration <= 575: no (8.9)
## duration > 575: yes (167.7/46)
##
## SubTree [S10]
##
## poutcome = other: no (34.1/7.5)
## poutcome in {failure,unknown}:
## :...day > 17:
## :...job in {entrepreneur,management,retired,services,student,unemployed,
## : : unknown}: no (72.1/7.5)
## : job in {admin.,blue-collar,self-employed,technician}:
## : :...duration <= 779: no (148/49.2)
## : duration > 779: yes (27.7/4.1)
## day <= 17:
## :...day > 15: yes (27.9/3.6)
## day <= 15:
## :...education = tertiary: yes (106.9/35.5)
## education = secondary:
## :...day <= 5: no (19.5/2.1)
## day > 5:
## :...housing = no: no (17.1/3.6)
## housing = yes:
## :...contact in {telephone,unknown}: no (118.4/40)
## contact = cellular:
## :...job in {admin.,blue-collar,technician,
## : unemployed}: no (111.1/46.1)
## job in {entrepreneur,management,retired,
## self-employed,services,student,
## unknown}: yes (37.7/2.6)
##
## SubTree [S11]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,self-employed,student,
## : unemployed,unknown}: yes (38.1)
## job in {management,retired,services,technician}: no (108.7/48.4)
##
## SubTree [S12]
##
## poutcome = failure: yes (62.4/26)
## poutcome in {other,unknown}:
## :...previous <= 1: no (116.8/26.4)
## previous > 1: yes (12.3/1.9)
##
## SubTree [S13]
##
## job in {admin.,management,retired,self-employed,student,
## : technician}: yes (311.3/91.1)
## job = blue-collar: no (20.5/5.7)
##
## SubTree [S14]
##
## balance <= 1321: yes (104.1/36.2)
## balance > 1321: no (66.1/21.2)
##
## SubTree [S15]
##
## duration <= 83: yes (16.2)
## duration > 83:
## :...job in {admin.,housemaid,retired,student,technician,unemployed,
## : unknown}: no (98.3/33.8)
## job in {blue-collar,management,self-employed}: yes (65.8/16.6)
##
## SubTree [S16]
##
## job in {blue-collar,entrepreneur,self-employed,services,student,
## : unknown}: no (43.7)
## job in {admin.,management,retired,technician}:
## :...contact in {telephone,unknown}: no (16.8)
## contact = cellular:
## :...age <= 27: no (12.1)
## age > 27:
## :...age <= 31: yes (41.7/8.5)
## age > 31: no (104.9/36)
##
## SubTree [S17]
##
## job in {entrepreneur,self-employed,student,technician}: no (126.2)
## job in {admin.,blue-collar,housemaid,management,retired,services,unemployed,
## : unknown}:
## :...day <= 3: yes (26.9/8)
## day > 3: no (305.6/70.4)
##
## SubTree [S18]
##
## job in {entrepreneur,housemaid,retired,self-employed,unknown}:
## :...age <= 60: no (155.1/6)
## : age > 60: yes (10.7/0.9)
## job in {admin.,blue-collar,management,services,student,technician,unemployed}:
## :...day <= 6:
## :...job in {management,services,student,unemployed}: no (224/23.7)
## : job in {admin.,blue-collar,technician}:
## : :...education = tertiary: yes (67.9/29.7)
## : education = primary: no (15.3)
## : education = secondary:
## : :...duration <= 93: no (34.1)
## : duration > 93:
## : :...duration <= 95: yes (17.5/1.5)
## : duration > 95: no (140.7/33.4)
## day > 6:
## :...age > 58: yes (30.6/9.5)
## age <= 58:
## :...age > 53: no (46.1)
## age <= 53:
## :...month = feb:
## :...day > 23: no (8.9)
## : day <= 23:
## : :...contact in {telephone,unknown}: yes (12.6/0.1)
## : contact = cellular:
## : :...duration <= 118: no (108.9/48.3)
## : duration > 118: yes (40.7/4.1)
## month in {apr,jan,jul,jun}:
## :...contact = telephone: no (17)
## contact in {cellular,unknown}:
## :...job = student: yes (81.7/30.1)
## job in {admin.,blue-collar,management,services,
## : technician,unemployed}:
## :...month in {jan,jul,jun}: no (264.9/26)
## month = apr:
## :...contact = unknown: yes (3.7)
## contact = cellular:
## :...education = primary: no (11.5)
## education in {secondary,tertiary}:
## :...previous > 7: yes (19.3/3.2)
## previous <= 7:
## :...pdays > 110: no (43.9)
## pdays <= 110: [S36]
##
## SubTree [S19]
##
## campaign > 10: yes (18.7/3.4)
## campaign <= 10:
## :...campaign > 3: no (18.9)
## campaign <= 3:
## :...campaign <= 1: no (85.3/36.6)
## campaign > 1: yes (90/30.6)
##
## SubTree [S20]
##
## job in {management,services,unemployed}: no (117.2/25.8)
## job = housemaid: yes (16.2/7.9)
## job in {admin.,blue-collar,entrepreneur,technician}:
## :...duration <= 413: no (63.9/9.1)
## duration > 413:
## :...duration <= 414: yes (18.5/3.6)
## duration > 414:
## :...balance <= 102: yes (68.5/26.4)
## balance > 102: no (160.1/22.1)
##
## SubTree [S21]
##
## education in {primary,unknown}: no (6.1)
## education in {secondary,tertiary}:
## :...job in {housemaid,retired,self-employed,unknown}: no (0.2)
## job in {admin.,entrepreneur,management,services,unemployed}:
## :...balance <= 1190: yes (12.1)
## : balance > 1190: no (130.3/37.6)
## job in {blue-collar,student,technician}:
## :...previous <= 4: yes (136.5/29.5)
## previous > 4: no (8.4/1.7)
##
## SubTree [S22]
##
## pdays <= 105: no (133.5/36.9)
## pdays > 105: yes (25.7/3)
##
## SubTree [S23]
##
## month in {apr,jul,may,nov}: no (1229.1/198.9)
## month = jan: yes (19.6/3.7)
##
## SubTree [S24]
##
## job in {entrepreneur,housemaid,retired,self-employed,student,unemployed,
## : unknown}: no (29.7)
## job in {admin.,blue-collar,management,services,technician}:
## :...duration <= 157: no (20)
## duration > 157:
## :...loan = yes: no (28.1/4.5)
## loan = no:
## :...duration > 248: no (69.6/22.3)
## duration <= 248:
## :...campaign <= 1: no (95.9/40.2)
## campaign > 1: yes (81.3/24)
##
## SubTree [S25]
##
## education in {primary,secondary}:
## :...job in {housemaid,retired,student,unknown}: no (60/2.3)
## : job in {admin.,blue-collar,entrepreneur,management,self-employed,services,
## : : technician,unemployed}:
## : :...marital = divorced: no (114.7/43)
## : marital in {married,single}:
## : :...balance > 1189: no (325.9/48.8)
## : balance <= 1189:
## : :...balance > 1083: yes (41.5/13.8)
## : balance <= 1083:
## : :...balance <= -374: no (28.4)
## : balance > -374:
## : :...default = yes: yes (9.8/3.6)
## : default = no:
## : :...campaign > 3:
## : :...contact = cellular: no (153.6/52.9)
## : : contact = telephone: yes (7.6/0.8)
## : campaign <= 3:
## : :...day <= 14: no (363.3/65.7)
## : day > 14:
## : :...education = primary: no (43.3/5.2)
## : education = secondary:
## : :...month in {apr,jul,nov}: no (197.4/33.3)
## : month = may: yes (147.7/56)
## education in {tertiary,unknown}:
## :...job in {housemaid,retired,services,unemployed,unknown}: no (27.8)
## job in {admin.,blue-collar,entrepreneur,management,self-employed,student,
## : technician}:
## :...month = jul: no (136.2/34.6)
## month in {apr,may,nov}:
## :...campaign > 2:
## :...loan = no: yes (120.7/38)
## : loan = yes: no (10.1)
## campaign <= 2:
## :...day <= 6: no (53/5.5)
## day > 6:
## :...age > 35: no (124.2/34.9)
## age <= 35:
## :...pdays > 337: no (13)
## pdays <= 337:
## :...duration > 543: no (12.4)
## duration <= 543:
## :...loan = yes: yes (32.6/1.3)
## loan = no:
## :...day > 27: no (15.7)
## day <= 27:
## :...balance <= 758: yes (120/34.8)
## balance > 758: no (64.7/22.6)
##
## SubTree [S26]
##
## contact = telephone: no (49.4/23.7)
## contact = cellular:
## :...campaign > 1: yes (240.5/68.2)
## campaign <= 1:
## :...loan = yes: no (8)
## loan = no:
## :...job in {blue-collar,self-employed,student}: yes (44.3/4.3)
## job in {admin.,entrepreneur,housemaid,management,retired,services,
## : technician,unemployed,unknown}:
## :...day > 21: yes (90.8/28.8)
## day <= 21:
## :...duration > 511: no (12.3)
## duration <= 511:
## :...balance <= 111: no (17.7/0.9)
## balance > 111:
## :...balance <= 417: yes (31.1/3.6)
## balance > 417:
## :...age <= 59: no (117.2/49)
## age > 59: yes (8.3)
##
## SubTree [S27]
##
## poutcome = other: no (15/2.8)
## poutcome in {failure,unknown}:
## :...duration <= 175: no (126.6/42.6)
## duration > 175:
## :...balance <= 65: no (40.8/9.6)
## balance > 65:
## :...campaign > 3: yes (52/13.5)
## campaign <= 3:
## :...duration > 397: no (95.7/35.5)
## duration <= 397:
## :...duration > 374: yes (43.8/3.8)
## duration <= 374:
## :...day > 21: no (105.1/37.1)
## day <= 21:
## :...job in {admin.,blue-collar,entrepreneur,management,
## : retired,self-employed,student,
## : unknown}: yes (221.2/60.5)
## job in {housemaid,services,technician,
## unemployed}: no (73.5/28)
##
## SubTree [S28]
##
## poutcome = failure: no (12.3)
## poutcome = other: yes (2.7)
## poutcome = unknown:
## :...day <= 18:
## :...default = yes: yes (4.4/0.4)
## : default = no:
## : :...balance <= 341: no (63.1/4.4)
## : balance > 341:
## : :...balance <= 446: yes (28)
## : balance > 446:
## : :...campaign <= 4: no (142.3/40.7)
## : campaign > 4: yes (20.1/3.7)
## day > 18:
## :...day <= 24: yes (39.5/7.2)
## day > 24:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,retired,
## : self-employed}: yes (63.2/12.7)
## job in {management,services,student,technician,unemployed,unknown}:
## :...campaign > 3: yes (11.4/2.8)
## campaign <= 3:
## :...duration <= 270: no (59.7/8.9)
## duration > 270: yes (77.4/36)
##
## SubTree [S29]
##
## duration > 276: no (39.2)
## duration <= 276:
## :...duration <= 266: no (319.3/74.8)
## duration > 266: yes (45.3/15)
##
## SubTree [S30]
##
## balance > 5418: no (23.5)
## balance <= 5418:
## :...job in {blue-collar,entrepreneur,services,student,
## : unemployed}: yes (18.6)
## job in {admin.,housemaid,management,retired,self-employed,technician,
## : unknown}:
## :...month = jan: no (11.6)
## month in {aug,feb,jul,nov}:
## :...duration <= 210: no (67.1/17.5)
## duration > 210: yes (111/33.7)
##
## SubTree [S31]
##
## campaign > 4: no (167.2/33)
## campaign <= 4:
## :...education = tertiary:
## :...job in {blue-collar,entrepreneur,management,self-employed,services,
## : : technician,unknown}:
## : :...previous <= 5: no (933.8/312.8)
## : : previous > 5: yes (28.2/8)
## : job in {admin.,housemaid,retired,student,unemployed}:
## : :...contact = telephone: no (3.6)
## : contact = cellular:
## : :...duration > 287: no (22.6/4.8)
## : duration <= 287:
## : :...month in {aug,feb,jan}: yes (101.9/17.9)
## : month in {jul,nov}: no (23.4/9)
## education = secondary:
## :...duration > 304: no (26.1)
## duration <= 304:
## :...balance <= 2001:
## :...day > 28: no (44.8)
## : day <= 28:
## : :...pdays <= 85: no (598.7/143.7)
## : pdays > 85:
## : :...day <= 5: no (30.4)
## : day > 5: yes (106.1/47.3)
## balance > 2001:
## :...poutcome = other: yes (9.4)
## poutcome in {failure,unknown}:
## :...month = jul: no (27.1/2)
## month in {aug,feb,jan,nov}:
## :...contact = telephone: no (5.2)
## contact = cellular:
## :...campaign <= 1: yes (101.2/34)
## campaign > 1: no (95.2/30.9)
##
## SubTree [S32]
##
## job in {admin.,self-employed,unemployed}: no (25.1)
## job in {blue-collar,entrepreneur,retired,services,student,technician,
## : unknown}: yes (224.1/79.7)
## job in {housemaid,management}:
## :...campaign <= 2: no (93.6/20.7)
## campaign > 2: yes (36.1/9.1)
##
## SubTree [S33]
##
## default = yes: yes (16.2/4)
## default = no:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,self-employed,services,
## : unknown}: no (182.9/22.8)
## job in {management,retired,student,technician,unemployed}:
## :...month in {jan,nov}: yes (74.5/31.2)
## month in {aug,feb,jul}:
## :...balance <= 905:
## :...poutcome = other: yes (2.7)
## : poutcome in {failure,unknown}:
## : :...campaign <= 10: no (248.1/52.3)
## : campaign > 10: yes (14.1/2.9)
## balance > 905:
## :...campaign > 8: no (16.5)
## campaign <= 8:
## :...age > 49: no (36.4/5.5)
## age <= 49:
## :...age <= 34: no (67.5/30.1)
## age > 34: yes (70.3/14.4)
##
## SubTree [S34]
##
## day <= 3: yes (35.7/4.8)
## day > 3:
## :...day <= 5: no (36.3/4.4)
## day > 5:
## :...balance <= 4: yes (42.6/5.2)
## balance > 4:
## :...balance > 7198: no (33.1/2.3)
## balance <= 7198:
## :...month = feb: yes (24.2/4.4)
## month = jan: no (27.2/6.3)
## month in {aug,jul,nov}:
## :...day <= 10: no (43.3/12.4)
## day > 10:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : services,technician,unknown}: yes (114.5/23.5)
## job in {management,retired,self-employed,student,
## unemployed}: no (119.3/49.6)
##
## SubTree [S35]
##
## contact = telephone: no (72.3/35.2)
## contact = cellular:
## :...day > 25: no (61.2/6.7)
## day <= 25:
## :...month = jan: yes (31.1/9.9)
## month in {aug,feb,jul,nov}:
## :...education = tertiary: no (207.3/55.6)
## education in {primary,secondary,unknown}:
## :...job in {entrepreneur,housemaid,self-employed,
## : unknown}: no (22.7)
## job in {admin.,blue-collar,management,retired,services,student,
## : technician,unemployed}:
## :...duration <= 366: no (113.6/32.8)
## duration > 366:
## :...age <= 24: yes (14.7)
## age > 24:
## :...education = unknown: no (11.3)
## education in {primary,secondary}:
## :...duration <= 375: yes (28.1/2.7)
## duration > 375:
## :...poutcome = failure: no (18.1/2.7)
## poutcome = other: yes (4.3/1.9)
## poutcome = unknown:
## :...education = primary: yes (50.6/18.4)
## education = secondary:
## :...duration > 457: no (18.8)
## duration <= 457:
## :...duration > 454: yes (10)
## duration <= 454:
## :...age <= 29: no (10.6)
## age > 29: [S37]
##
## SubTree [S36]
##
## poutcome = other: no (0)
## poutcome = failure: yes (5.5)
## poutcome = unknown:
## :...housing = yes: no (82.5/20.3)
## housing = no:
## :...campaign > 5: no (9.9)
## campaign <= 5:
## :...age <= 22: no (8.3)
## age > 22: yes (118.2/51.6)
##
## SubTree [S37]
##
## month in {aug,feb,nov}: no (118.5/41)
## month = jul: yes (14.6/0.3)
##
## ----- Trial 13: -----
##
## Decision tree:
##
## duration <= 129:
## :...month in {apr,aug,dec,jan,jul,may,nov}:
## : :...poutcome in {failure,other,unknown}: no (2325.8/301.8)
## : : poutcome = success:
## : : :...campaign > 3: no (16.7)
## : : campaign <= 3:
## : : :...pdays <= 98: yes (90.3/35.4)
## : : pdays > 98: no (105.1/20.8)
## : month in {feb,jun,mar,oct,sep}:
## : :...education in {primary,unknown}: no (207.4/29.2)
## : education in {secondary,tertiary}:
## : :...job in {entrepreneur,self-employed,services,
## : : unknown}: no (136/16.3)
## : job in {admin.,blue-collar,housemaid,management,retired,student,
## : : technician,unemployed}:
## : :...day <= 9:
## : :...loan = yes: no (55.3)
## : : loan = no:
## : : :...duration <= 68: no (64.7)
## : : duration > 68:
## : : :...age <= 26: no (44.7/8.3)
## : : age > 26:
## : : :...age <= 27: yes (33.3/7.9)
## : : age > 27:
## : : :...month = sep: no (29.9/4.3)
## : : month = feb:
## : : :...duration <= 124: no (135.3/16.6)
## : : : duration > 124: yes (36.5/12.2)
## : : month in {jun,mar,oct}:
## : : :...age <= 30: no (26.6)
## : : age > 30:
## : : :...age > 60: no (12.7)
## : : age <= 60: [S1]
## : day > 9:
## : :...month in {feb,mar}:
## : :...age <= 27: no (54.8/16.4)
## : : age > 27:
## : : :...age > 68: yes (15.2/0.6)
## : : age <= 68:
## : : :...contact = telephone: no (6.1)
## : : contact in {cellular,unknown}:
## : : :...poutcome in {other,
## : : : success}: yes (23.4/2.2)
## : : poutcome in {failure,unknown}:
## : : :...duration <= 120: yes (211.3/70.9)
## : : duration > 120: no (23.5/5.5)
## : month in {jun,oct,sep}:
## : :...balance > 2901: no (41.5)
## : balance <= 2901:
## : :...balance <= 1: no (28.3)
## : balance > 1:
## : :...pdays > 365: no (13.2)
## : pdays <= 365:
## : :...job in {blue-collar,
## : : housemaid}: yes (31.6/9.5)
## : job in {admin.,management,retired,student,
## : : technician,unemployed}:
## : :...marital = divorced: yes (31/11.4)
## : marital in {married,single}:
## : :...duration <= 82: no (47.2)
## : duration > 82:
## : :...loan = yes: no (12.4)
## : loan = no:
## : :...balance <= 1849: no (120.7/46.5)
## : balance > 1849: yes (17/1.5)
## duration > 129:
## :...poutcome = success:
## :...age <= 22: yes (40.5/5.2)
## : age > 22:
## : :...education = primary:
## : :...job = student: no (0)
## : : job in {admin.,housemaid,management,services,technician,
## : : : unemployed,unknown}: yes (48.6/8.4)
## : : job in {blue-collar,entrepreneur,retired,self-employed}:
## : : :...marital = single: no (10.2)
## : : marital in {divorced,married}:
## : : :...pdays <= 180: yes (85.2/35.8)
## : : pdays > 180: no (99.9/19.4)
## : education in {secondary,tertiary,unknown}:
## : :...balance > 2352:
## : :...balance <= 3277: no (172.1/48.4)
## : : balance > 3277:
## : : :...balance <= 3615: yes (70.1/7.2)
## : : balance > 3615:
## : : :...education = unknown: yes (26.2/5)
## : : education in {secondary,tertiary}:
## : : :...pdays > 171:
## : : :...month in {apr,dec,feb,jan,mar,may,nov,
## : : : : sep}: no (101.5/49)
## : : : month in {aug,jul,jun,oct}: yes (29.7)
## : : pdays <= 171:
## : : :...balance > 25204: yes (7.9)
## : : balance <= 25204:
## : : :...campaign <= 1: yes (61.1/25.9)
## : : campaign > 1: no (81.2/15.9)
## : balance <= 2352:
## : :...loan = yes: no (94.1/44)
## : loan = no:
## : :...pdays > 391: yes (30.1)
## : pdays <= 391:
## : :...job in {blue-collar,housemaid,retired,
## : : self-employed,student,
## : : unknown}: yes (389/127.3)
## : job in {entrepreneur,services,
## : : unemployed}: no (187.8/87.4)
## : job = management:
## : :...pdays > 312: no (20.2/3.9)
## : : pdays <= 312:
## : : :...duration > 537: yes (31.7)
## : : duration <= 537:
## : : :...month in {apr,dec,feb,jan,jun,mar,
## : : : oct}: yes (127/23.3)
## : : month in {aug,jul,may,nov,sep}:
## : : :...duration <= 274: yes (108.1/36.5)
## : : duration > 274: no (73.6/22.6)
## : job = technician:
## : :...month in {apr,dec,jan,jul,nov}: yes (95.3/13.5)
## : : month in {aug,feb,jun,mar,may,oct,sep}:
## : : :...previous > 5: yes (17.8/2.1)
## : : previous <= 5:
## : : :...balance <= 0: no (28.6/2.5)
## : : balance > 0:
## : : :...pdays <= 313: yes (124.7/57.7)
## : : pdays > 313: no (13.1/0.6)
## : job = admin.:
## : :...day <= 5: yes (29.7)
## : day > 5:
## : :...age > 57: yes (22.3)
## : age <= 57:
## : :...duration <= 177: no (22.9)
## : duration > 177:
## : :...month in {dec,feb,jul,jun,
## : : mar}: yes (27)
## : month in {apr,aug,jan,may,nov,oct,
## : : sep}:
## : :...balance <= 1782: no (128.1/52.4)
## : balance > 1782: yes (9.5)
## poutcome in {failure,other,unknown}:
## :...duration > 552:
## :...contact = unknown:
## : :...duration > 1010:
## : : :...balance <= 1: yes (91/18.5)
## : : : balance > 1:
## : : : :...age > 58: yes (26.6/4.9)
## : : : age <= 58:
## : : : :...education = unknown: no (31.5/7.4)
## : : : education in {primary,secondary,tertiary}:
## : : : :...day <= 8:
## : : : :...duration <= 1042: no (10.6/0.4)
## : : : : duration > 1042: yes (127.4/42.3)
## : : : day > 8:
## : : : :...day <= 10: no (30.2/2.6)
## : : : day > 10:
## : : : :...age <= 30: yes (62/20.3)
## : : : age > 30:
## : : : :...education = primary: yes (59.6/23)
## : : : education in {secondary,tertiary}: [S2]
## : : duration <= 1010:
## : : :...balance > 5920: no (63.3/7.8)
## : : balance <= 5920:
## : : :...balance <= -295: no (75.2/13.3)
## : : balance > -295:
## : : :...job in {entrepreneur,housemaid,management,retired,
## : : : self-employed,student,
## : : : unknown}: no (563.4/215.9)
## : : job = unemployed: yes (63.6/26.9)
## : : job = services:
## : : :...campaign > 3: no (27)
## : : : campaign <= 3:
## : : : :...campaign <= 2: no (123/51.9)
## : : : campaign > 2: yes (18.9/2)
## : : job = admin.:
## : : :...day <= 4: no (16.4)
## : : : day > 4:
## : : : :...balance > 3511: no (14.3)
## : : : balance <= 3511:
## : : : :...age > 54: no (11.3)
## : : : age <= 54:
## : : : :...day > 29: no (7.4)
## : : : day <= 29:
## : : : :...duration <= 667: no (57.3/18.8)
## : : : duration > 667: yes (78.2/17.8)
## : : job = technician:
## : : :...education in {primary,
## : : : : tertiary}: yes (67.5/17.1)
## : : : education = unknown: no (7.6)
## : : : education = secondary:
## : : : :...day > 29: yes (20.5/2.6)
## : : : day <= 29:
## : : : :...default = yes: no (3.5)
## : : : default = no:
## : : : :...day > 22: no (41.3/4.1)
## : : : day <= 22:
## : : : :...housing = no: no (40.1/8.2)
## : : : housing = yes: yes (111.3/45.8)
## : : job = blue-collar:
## : : :...loan = yes: no (47.2/3.3)
## : : loan = no:
## : : :...default = yes: yes (3.8)
## : : default = no:
## : : :...education = tertiary: no (11.6)
## : : education in {primary,unknown}:
## : : :...age <= 30: no (27.6)
## : : : age > 30:
## : : : :...campaign > 4: no (9.9)
## : : : campaign <= 4:
## : : : :...duration <= 748: no (84.4/21.1)
## : : : duration > 748: yes (80.6/27.8)
## : : education = secondary:
## : : :...duration <= 584: no (20)
## : : duration > 584:
## : : :...duration <= 591: yes (12.1)
## : : duration > 591:
## : : :...duration <= 610: no (12.6)
## : : duration > 610:
## : : :...campaign <= 1: no (75.5/35.9)
## : : campaign > 1:
## : : :...day <= 26: yes (120.2/33.5)
## : : day > 26: no (18.9/5.2)
## : contact in {cellular,telephone}:
## : :...month in {mar,nov}:
## : :...day > 23: no (31.2/4)
## : : day <= 23:
## : : :...month = mar: yes (28.3/9.1)
## : : month = nov:
## : : :...job in {admin.,housemaid,retired,self-employed,
## : : : services,student,unemployed,
## : : : unknown}: no (325.8/119.1)
## : : job = entrepreneur: yes (25.1/12.4)
## : : job = technician:
## : : :...contact = telephone: no (5)
## : : : contact = cellular:
## : : : :...duration > 1431: yes (19.6)
## : : : duration <= 1431:
## : : : :...balance <= 38: yes (29.4/5.6)
## : : : balance > 38: no (109.3/31.7)
## : : job = blue-collar:
## : : :...contact = telephone: yes (9.5)
## : : : contact = cellular:
## : : : :...age > 52: yes (15)
## : : : age <= 52:
## : : : :...previous > 1: no (17.5)
## : : : previous <= 1:
## : : : :...campaign <= 1: yes (64.6/23.4)
## : : : campaign > 1: no (63.8/12.9)
## : : job = management:
## : : :...default = yes: yes (4.1)
## : : default = no:
## : : :...pdays > 178: yes (19.1/2.2)
## : : pdays <= 178:
## : : :...pdays > 112: no (12.9)
## : : pdays <= 112:
## : : :...campaign > 4: yes (13/1.8)
## : : campaign <= 4:
## : : :...balance > 5619: no (21.4)
## : : balance <= 5619:
## : : :...pdays > 94: yes (7.3)
## : : pdays <= 94: [S3]
## : month in {apr,aug,dec,feb,jan,jul,jun,may,oct,sep}:
## : :...day <= 3:
## : :...poutcome = other: no (15.5)
## : : poutcome in {failure,unknown}:
## : : :...pdays > 266: yes (20.9/1.2)
## : : pdays <= 266:
## : : :...duration > 1917: no (17.3)
## : : duration <= 1917:
## : : :...duration > 1187: yes (23.9)
## : : duration <= 1187:
## : : :...pdays > 198: no (16.6)
## : : pdays <= 198:
## : : :...contact = telephone: yes (19.9/6.2)
## : : contact = cellular:
## : : :...duration <= 654: yes (71.7/31.7)
## : : duration > 654: no (191.4/59.3)
## : day > 3:
## : :...contact = telephone:
## : :...balance > 1407: yes (142.6/48.3)
## : : balance <= 1407:
## : : :...campaign > 8: yes (20.6/2.5)
## : : campaign <= 8:
## : : :...balance > 957: no (35.2)
## : : balance <= 957:
## : : :...previous > 2: no (12.1)
## : : previous <= 2:
## : : :...poutcome = other: yes (3.1)
## : : poutcome in {failure,unknown}:
## : : :...month in {apr,aug,dec,feb,jan,
## : : : jul,may,
## : : : sep}: no (145.8/44.2)
## : : month in {jun,
## : : oct}: yes (9.8)
## : contact = cellular:
## : :...day <= 6:
## : :...default = no: yes (736.3/298.1)
## : : default = yes: no (6.1/1)
## : day > 6:
## : :...poutcome = other:
## : :...duration > 1319: no (16.5/1.8)
## : : duration <= 1319:
## : : :...month in {feb,jun,oct}: yes (20.1)
## : : month in {apr,aug,dec,jan,jul,may,sep}:
## : : :...education = unknown: no (6.2)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...balance > 3062: yes (38.2/5.2)
## : : balance <= 3062:
## : : :...pdays <= 85: no (10.4)
## : : pdays > 85: yes (183.4/75.7)
## : poutcome in {failure,unknown}:
## : :...day <= 7:
## : :...duration > 1277: no (39.8/1.4)
## : : duration <= 1277:
## : : :...job in {admin.,self-employed,
## : : : technician,
## : : : unemployed}: yes (82.9/20.8)
## : : job in {blue-collar,entrepreneur,
## : : housemaid,management,
## : : retired,services,student,
## : : unknown}: no (150.8/47.5)
## : day > 7:
## : :...age > 55:
## : :...default = yes: no (3.8)
## : : default = no:
## : : :...month in {jan,oct,
## : : : sep}: no (99.9/15.3)
## : : month in {apr,aug,dec,feb,jul,
## : : : jun,may}:
## : : :...age <= 56: no (50.4/10.9)
## : : age > 56:
## : : :...day > 29: yes (13.9)
## : : day <= 29: [S4]
## : age <= 55:
## : :...campaign > 1:
## : :...campaign > 8: no (123.3/42.1)
## : : campaign <= 8:
## : : :...poutcome = failure:
## : : :...loan = yes: yes (34.4/8)
## : : : loan = no: [S5]
## : : poutcome = unknown:
## : : :...duration <= 986:
## : : :...balance > 1210: [S6]
## : : : balance <= 1210: [S7]
## : : duration > 986: [S8]
## : campaign <= 1:
## : :...default = yes: yes (28.8/5.7)
## : default = no:
## : :...previous > 2: yes (70.8/18)
## : previous <= 2:
## : :...duration <= 583: [S9]
## : duration > 583:
## : :...duration > 823: [S10]
## : duration <= 823: [S11]
## duration <= 552:
## :...month in {dec,mar,oct,sep}:
## :...day <= 1: no (87.7/30.9)
## : day > 1:
## : :...contact = unknown: yes (40.2/11.8)
## : contact = telephone:
## : :...previous > 4: no (17.5)
## : : previous <= 4:
## : : :...day <= 4: no (20.6/0.9)
## : : day > 4:
## : : :...education = unknown: no (34.2/8.9)
## : : education in {primary,secondary,tertiary}:
## : : :...loan = yes: yes (27.1/5.8)
## : : loan = no:
## : : :...balance <= 822: no (109.5/39.8)
## : : balance > 822:
## : : :...job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : retired,self-employed,
## : : : services,technician,
## : : : unemployed,
## : : : unknown}: yes (108.5/28.2)
## : : job in {housemaid,
## : : student}: no (19.5/3.6)
## : contact = cellular:
## : :...balance > 11862: no (29.4/7.4)
## : balance <= 11862:
## : :...month in {dec,mar}:
## : :...day > 28: no (77.2/27.8)
## : : day <= 28:
## : : :...previous > 4: yes (49.7/8.6)
## : : previous <= 4:
## : : :...previous > 2: no (60.1/22)
## : : previous <= 2:
## : : :...duration > 304: yes (201.3/42.4)
## : : duration <= 304:
## : : :...age <= 27: no (63.1/20.4)
## : : age > 27:
## : : :...campaign > 2: yes (69.8/18.9)
## : : campaign <= 2:
## : : :...loan = yes: no (9.7)
## : : loan = no: [S12]
## : month in {oct,sep}:
## : :...education in {primary,tertiary,unknown}:
## : :...loan = yes: no (22.4/3.8)
## : : loan = no:
## : : :...balance <= 254: yes (127.1/41.3)
## : : balance > 254:
## : : :...balance <= 342: no (24.7/0.6)
## : : balance > 342: [S13]
## : education = secondary:
## : :...loan = yes: yes (22.4/2.1)
## : loan = no:
## : :...previous > 3: yes (59.6/10.8)
## : previous <= 3:
## : :...job in {entrepreneur,housemaid,
## : : unemployed,
## : : unknown}: yes (19.8/0.4)
## : job in {admin.,blue-collar,
## : : management,retired,
## : : self-employed,services,
## : : student,technician}:
## : :...age > 63: yes (47.9/9.4)
## : age <= 63:
## : :...day > 28: yes (34.8/6.7)
## : day <= 28:
## : :...age <= 22: yes (26.2/7.4)
## : age > 22: [S14]
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...pdays > 374:
## :...month = nov: no (12.6)
## : month in {apr,aug,feb,jan,jul,jun,may}:
## : :...age <= 28: yes (24.3)
## : age > 28:
## : :...duration <= 325: no (127.6/55.1)
## : duration > 325: yes (66/8.8)
## pdays <= 374:
## :...contact = unknown:
## :...duration <= 370: no (810.5/24.2)
## : duration > 370:
## : :...month = jan: no (0)
## : month in {apr,aug,feb}: yes (9.5)
## : month in {jul,jun,may,nov}:
## : :...poutcome = failure: no (2.6)
## : poutcome = other: yes (2)
## : poutcome = unknown:
## : :...job in {retired,self-employed,student,
## : : unknown}: no (50.9)
## : job in {admin.,blue-collar,entrepreneur,
## : : housemaid,management,services,
## : : technician,unemployed}:
## : :...month in {jul,nov}: no (23.6/3.9)
## : month = may:
## : :...day <= 7: no (68.2)
## : : day > 7:
## : : :...housing = no: no (31.5)
## : : housing = yes:
## : : :...default = yes: no (15.9)
## : : default = no: [S15]
## : month = jun:
## : :...age <= 27: yes (52.4/18.6)
## : age > 27:
## : :...default = yes: no (13)
## : default = no:
## : :...duration > 538: no (24.5)
## : duration <= 538:
## : :...age <= 34: no (37.9/3.6)
## : age > 34:
## : :...age > 55: yes (45.1/16.2)
## : age <= 55: [S16]
## contact in {cellular,telephone}:
## :...balance <= -1:
## :...duration <= 226: no (132.9)
## : duration > 226:
## : :...pdays > 359: yes (28.8/8.1)
## : pdays <= 359:
## : :...job = unknown: no (0)
## : job in {entrepreneur,
## : : unemployed}: yes (40.4/12.9)
## : job in {admin.,blue-collar,housemaid,
## : : management,retired,self-employed,
## : : services,student,technician}:
## : :...month in {aug,jan,jun,
## : : may}: no (140.3)
## : month in {apr,feb,jul,nov}:
## : :...duration <= 229: yes (11.1/0.2)
## : duration > 229:
## : :...day > 20: no (51.4)
## : day <= 20:
## : :...campaign <= 3: no (123.1/25)
## : campaign > 3: yes (25.8/9)
## balance > -1:
## :...housing = yes:
## :...default = yes: no (14.7)
## : default = no:
## : :...duration > 393:
## : :...day > 25: no (105.9/19.8)
## : : day <= 25:
## : : :...campaign > 4: no (93.7/22.4)
## : : campaign <= 4:
## : : :...day > 20: yes (116.5/42.6)
## : : day <= 20:
## : : :...day > 19: no (52.9/7.9)
## : : day <= 19: [S17]
## : duration <= 393:
## : :...duration > 390: no (27.8)
## : duration <= 390:
## : :...month in {jan,jul,may}:
## : :...day <= 2: yes (30.9/7.9)
## : : day > 2:
## : : :...balance <= 10236: no (1709.9/283.8)
## : : balance > 10236: yes (42.9/16.7)
## : month in {apr,aug,feb,jun,nov}:
## : :...pdays > 349: yes (27.3/4.8)
## : pdays <= 349:
## : :...pdays > 327: no (48.2)
## : pdays <= 327:
## : :...day > 28: yes (112.2/43.1)
## : day <= 28:
## : :...day > 15: [S18]
## : day <= 15: [S19]
## housing = no:
## :...month in {apr,jun}:
## :...duration > 361:
## : :...balance > 4515: no (54.8/20.3)
## : : balance <= 4515:
## : : :...contact = telephone: yes (32.3/4.1)
## : : contact = cellular:
## : : :...job = unknown: yes (0)
## : : job = unemployed: no (29.7/6.2)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,
## : : : self-employed,services,
## : : : student,technician}:
## : : :...age <= 30: yes (49.4/2.2)
## : : age > 30: [S20]
## : duration <= 361:
## : :...poutcome in {failure,
## : : other}: no (232.3/93.3)
## : poutcome = unknown:
## : :...campaign > 4: no (55.3/15.8)
## : campaign <= 4:
## : :...campaign > 3: yes (65.7/17.3)
## : campaign <= 3:
## : :...balance > 1095: [S21]
## : balance <= 1095:
## : :...age > 69: no (37.1/4.4)
## : age <= 69:
## : :...age > 56: yes (60.7/17.2)
## : age <= 56: [S22]
## month in {aug,feb,jan,jul,may,nov}:
## :...job in {blue-collar,services,unknown}:
## :...pdays > 287: no (38.3)
## : pdays <= 287:
## : :...balance <= 266: no (387.4/70.9)
## : balance > 266:
## : :...day > 14: [S23]
## : day <= 14:
## : :...job = unknown: no (16)
## : job in {blue-collar,
## : : services}: [S24]
## job in {admin.,entrepreneur,housemaid,
## : management,retired,self-employed,
## : student,technician,unemployed}:
## :...age <= 37:
## :...pdays > 261: no (65.5/14.4)
## : pdays <= 261:
## : :...education in {primary,
## : : secondary}:
## : :...balance > 4912: no (39.6/1.8)
## : : balance <= 4912:
## : : :...duration > 418:
## : : :...age > 35: no (19.5/1.8)
## : : : age <= 35: [S25]
## : : duration <= 418: [S26]
## : education in {tertiary,unknown}:
## : :...day > 30: yes (32.6/5.9)
## : day <= 30:
## : :...previous > 1: [S27]
## : previous <= 1:
## : :...day > 28: no (28.5)
## : day <= 28: [S28]
## age > 37:
## :...balance > 12980: no (70.7/9.3)
## balance <= 12980:
## :...balance > 10451: yes (47.2/14.3)
## balance <= 10451:
## :...balance > 7818: no (58.4/1.2)
## balance <= 7818:
## :...default = yes: no (20.1/3.3)
## default = no:
## :...duration > 341: [S29]
## duration <= 341: [S30]
##
## SubTree [S1]
##
## contact in {telephone,unknown}: no (49.4/8.4)
## contact = cellular:
## :...duration <= 93: no (30.8/6.1)
## duration > 93: yes (126/41)
##
## SubTree [S2]
##
## marital = divorced: yes (32.8/11.7)
## marital in {married,single}: no (229/78.3)
##
## SubTree [S3]
##
## poutcome in {failure,other}: no (4.9)
## poutcome = unknown:
## :...age <= 45: no (83.3/21.8)
## age > 45: yes (48.2/17.7)
##
## SubTree [S4]
##
## duration <= 615: no (31.3/7.3)
## duration > 615:
## :...duration <= 727: yes (65.9/12.4)
## duration > 727:
## :...duration <= 803: no (19.7)
## duration > 803: yes (105.1/48.5)
##
## SubTree [S5]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,self-employed,
## : student,technician}: no (141.6/40.4)
## job in {retired,services,unemployed,unknown}: yes (19.1/1.9)
##
## SubTree [S6]
##
## duration <= 641: no (119.7/44.5)
## duration > 641:
## :...campaign > 6: no (24.9/6.7)
## campaign <= 6:
## :...marital = divorced: no (28/11.1)
## marital in {married,single}: yes (229.2/54.1)
##
## SubTree [S7]
##
## duration > 951: no (64.7/12.7)
## duration <= 951:
## :...default = yes: yes (46.6/17.5)
## default = no:
## :...job in {admin.,entrepreneur,housemaid,retired,
## : services}: no (289.6/110.9)
## job in {self-employed,student,unemployed,unknown}: yes (58.6/21.9)
## job = technician:
## :...duration > 878: no (37.9/4.1)
## : duration <= 878:
## : :...month in {apr,aug,jan}: no (120.5/46.2)
## : month in {dec,feb,jul,jun,may,oct,sep}: yes (96.3/26.2)
## job = management:
## :...education in {primary,secondary,unknown}: no (34.9/6.8)
## : education = tertiary:
## : :...age <= 30: no (42.8/7.5)
## : age > 30:
## : :...campaign <= 4: yes (88/31.1)
## : campaign > 4: no (63.4/27.6)
## job = blue-collar:
## :...day > 30: no (14.7/2)
## day <= 30:
## :...education in {primary,tertiary}: yes (112/40)
## education = unknown: no (9.5/4.3)
## education = secondary:
## :...balance <= -192: no (12.1)
## balance > -192:
## :...campaign <= 3: no (101.2/40.1)
## campaign > 3: yes (39.5/6.1)
##
## SubTree [S8]
##
## job in {entrepreneur,student,unemployed,unknown}: yes (19.3)
## job in {housemaid,management,retired}:
## :...age <= 33: yes (44.9/8.9)
## : age > 33: no (149.4/50.8)
## job in {admin.,blue-collar,self-employed,services,technician}:
## :...age > 47: yes (48.1/4.1)
## age <= 47:
## :...day <= 10: yes (27.9/2.6)
## day > 10:
## :...duration <= 1283:
## :...day <= 11: no (9.5)
## : day > 11: yes (159.9/41.9)
## duration > 1283:
## :...month in {dec,feb,jan,jun,oct,sep}: no (16.8/2.1)
## month in {apr,aug,jul,may}:
## :...day > 22: yes (10.9/0.4)
## day <= 22:
## :...campaign > 5: no (10.5/0.7)
## campaign <= 5:
## :...age <= 31: no (30.3/7.4)
## age > 31: yes (96.6/35.2)
##
## SubTree [S9]
##
## pdays > 161: no (13.3/1.4)
## pdays <= 161:
## :...day <= 11: no (16/4.1)
## day > 11: yes (134/22.1)
##
## SubTree [S10]
##
## duration <= 850: yes (41.1/3.1)
## duration > 850:
## :...job = unknown: yes (0)
## job in {admin.,self-employed,services,technician}:
## :...duration <= 866: no (12.3/3)
## : duration > 866: yes (119.4/13.6)
## job in {blue-collar,entrepreneur,housemaid,management,retired,student,
## : unemployed}:
## :...age <= 30: yes (52.3/14)
## age > 30:
## :...marital = divorced: yes (28.5/8.7)
## marital in {married,single}:
## :...age > 52: no (23/2.8)
## age <= 52:
## :...pdays > 339: yes (12)
## pdays <= 339:
## :...age <= 37: no (72.6/18.7)
## age > 37: yes (69/29.5)
##
## SubTree [S11]
##
## job in {entrepreneur,student,unknown}: yes (36/2.3)
## job in {admin.,blue-collar,housemaid,management,retired,self-employed,services,
## : technician,unemployed}:
## :...previous > 0: no (31.3/1.2)
## previous <= 0:
## :...duration > 784: no (51.5/9.4)
## duration <= 784:
## :...duration > 688: yes (161.3/61.5)
## duration <= 688:
## :...duration > 678: no (19)
## duration <= 678:
## :...day <= 15:
## :...age <= 36: no (83.1/36.6)
## : age > 36: yes (73/18.8)
## day > 15:
## :...loan = yes: no (20.2)
## loan = no:
## :...job in {admin.,management,
## : unemployed}: yes (68.4/25.8)
## job in {blue-collar,housemaid,retired,
## self-employed,services,
## technician}: no (76.5/10.1)
##
## SubTree [S12]
##
## month = dec: no (51.7/18)
## month = mar: yes (273.1/80.8)
##
## SubTree [S13]
##
## job in {blue-collar,self-employed}: no (19.2/3.3)
## job in {entrepreneur,housemaid,services,unknown}: yes (30.5/2.9)
## job in {admin.,management,retired,student,technician,unemployed}:
## :...pdays > 184: no (49.5/9.1)
## pdays <= 184:
## :...pdays > 108: yes (42.1/9.8)
## pdays <= 108:
## :...balance > 4676: yes (35/7.5)
## balance <= 4676:
## :...balance > 4118: no (19.3/2.9)
## balance <= 4118:
## :...age > 62: yes (31/7.4)
## age <= 62:
## :...job in {admin.,management,retired,student,
## : technician}: no (169.8/47.5)
## job = unemployed: yes (4.9)
##
## SubTree [S14]
##
## campaign > 1: no (85.5/29.3)
## campaign <= 1:
## :...day > 27: no (11)
## day <= 27:
## :...marital = divorced: yes (6.3)
## marital in {married,single}:
## :...day <= 5: yes (8.2)
## day > 5:
## :...duration <= 229: yes (58.2/22.8)
## duration > 229: no (89.8/28)
##
## SubTree [S15]
##
## education = unknown: yes (29.9/8.7)
## education in {primary,secondary,tertiary}:
## :...duration <= 499:
## :...age > 45: no (40.9)
## : age <= 45:
## : :...age <= 44: no (196.2/35.4)
## : age > 44: yes (13.8/2.7)
## duration > 499:
## :...balance > 843: no (27.1)
## balance <= 843:
## :...balance > 781: yes (14.5)
## balance <= 781:
## :...job in {admin.,management}: yes (55.5/17.3)
## job in {blue-collar,entrepreneur,housemaid,services,technician,
## unemployed}: no (89.3/26.9)
##
## SubTree [S16]
##
## day > 18: no (26.3)
## day <= 18:
## :...loan = yes: no (9.6)
## loan = no:
## :...campaign > 8: no (12.8)
## campaign <= 8:
## :...age > 52: no (13.3)
## age <= 52:
## :...age > 48: yes (30.5/4.4)
## age <= 48:
## :...age <= 40: yes (103.4/46.6)
## age > 40: no (39.3/5)
##
## SubTree [S17]
##
## job in {entrepreneur,housemaid,services,student,unemployed,
## : unknown}: no (178.7/64.5)
## job in {retired,self-employed}: yes (53.5/20.2)
## job = admin.:
## :...marital = divorced: no (17.1)
## : marital in {married,single}: yes (118.7/57.1)
## job = blue-collar:
## :...marital = divorced: yes (15/1.5)
## : marital in {married,single}:
## : :...campaign > 3: yes (14.9/2.9)
## : campaign <= 3:
## : :...campaign > 1: no (95.7/17.1)
## : campaign <= 1:
## : :...balance <= 30: no (13.7)
## : balance > 30:
## : :...balance <= 82: yes (12.3/0.3)
## : balance > 82: no (133.8/52)
## job = management:
## :...month in {aug,feb,jan,jun}: no (29.4)
## : month in {apr,jul,may,nov}:
## : :...contact = telephone: no (9.1)
## : contact = cellular:
## : :...pdays > 329: no (13.8)
## : pdays <= 329:
## : :...poutcome = other: yes (12.9/0.7)
## : poutcome in {failure,unknown}:
## : :...age > 54: yes (11.2/0.6)
## : age <= 54:
## : :...duration <= 451: no (40.8/6.6)
## : duration > 451: yes (122.3/54.2)
## job = technician:
## :...age > 54: yes (10.1)
## age <= 54:
## :...pdays > 317: no (19.2)
## pdays <= 317:
## :...campaign > 3: no (12.1)
## campaign <= 3:
## :...duration <= 414: no (15.9)
## duration > 414:
## :...marital = divorced: no (6.7)
## marital in {married,single}:
## :...education = primary: yes (0)
## education = unknown: no (3.7)
## education in {secondary,tertiary}:
## :...age <= 44: yes (117/40.4)
## age > 44: no (6.9)
##
## SubTree [S18]
##
## month in {apr,aug,nov}: no (671.1/111.7)
## month in {feb,jun}: yes (77.2/28.2)
##
## SubTree [S19]
##
## education = unknown: no (11)
## education in {primary,secondary,tertiary}:
## :...month in {aug,feb}:
## :...loan = yes: no (69.2/3.5)
## : loan = no:
## : :...education = tertiary:
## : :...age <= 29: yes (26/4.2)
## : : age > 29: no (187/65.1)
## : education in {primary,secondary}:
## : :...campaign > 2: no (62.8)
## : campaign <= 2:
## : :...job in {admin.,blue-collar,housemaid,management,
## : : self-employed,services,student,technician,
## : : unemployed,unknown}: no (225.7/49.8)
## : job in {entrepreneur,retired}: yes (8.6/0.1)
## month in {apr,jun,nov}:
## :...poutcome = other: no (30.4/3.7)
## poutcome in {failure,unknown}:
## :...job = unknown: yes (0)
## job in {housemaid,retired,student}: no (15.4)
## job in {admin.,blue-collar,entrepreneur,management,self-employed,
## : services,technician,unemployed}:
## :...day <= 7:
## :...day > 6: no (14.9)
## : day <= 6:
## : :...marital = divorced: yes (22.2/4.5)
## : marital in {married,single}: no (167.2/62.5)
## day > 7:
## :...loan = yes: no (9.9)
## loan = no:
## :...duration <= 168: yes (96.7/13.5)
## duration > 168:
## :...duration <= 213: no (21.6)
## duration > 213:
## :...education = primary: no (6.9)
## education in {secondary,tertiary}:
## :...pdays <= 259: yes (127.8/41.9)
## pdays > 259: no (9.5)
##
## SubTree [S20]
##
## duration > 519: yes (16.7)
## duration <= 519:
## :...duration <= 397: yes (59.6/9.1)
## duration > 397:
## :...job in {entrepreneur,housemaid,self-employed,services,
## : student}: yes (32.2/2.3)
## job in {admin.,blue-collar,management,retired,technician}:
## :...age <= 58: no (112/43.1)
## age > 58: yes (24.9/4.8)
##
## SubTree [S21]
##
## marital = divorced: yes (26.5/6.5)
## marital = single:
## :...job in {entrepreneur,housemaid,retired}: yes (0)
## : job in {services,unemployed,unknown}: no (18)
## : job in {admin.,blue-collar,management,self-employed,student,technician}:
## : :...contact = cellular: yes (174.1/53.9)
## : contact = telephone: no (3.3)
## marital = married:
## :...job = student: yes (0)
## job in {housemaid,self-employed,unemployed}: no (16.2)
## job in {admin.,blue-collar,entrepreneur,management,retired,services,
## : technician,unknown}:
## :...balance > 11431: no (15.6/2.2)
## balance <= 11431:
## :...loan = yes: yes (9.1)
## loan = no:
## :...age <= 34: no (24.6/5.4)
## age > 34:
## :...age <= 38: yes (37.4/3.1)
## age > 38:
## :...day <= 25: yes (193/65.3)
## day > 25: no (29.5/4.2)
##
## SubTree [S22]
##
## balance > 611: no (108.2/29.2)
## balance <= 611:
## :...month = jun:
## :...balance <= 563: no (157.8/58.4)
## : balance > 563: yes (15)
## month = apr:
## :...day <= 15: yes (83.1/17.8)
## day > 15:
## :...loan = yes: no (6.2)
## loan = no:
## :...duration > 344: no (13.8)
## duration <= 344:
## :...campaign <= 1: no (93.7/33.7)
## campaign > 1: yes (55.1/15.7)
##
## SubTree [S23]
##
## education in {primary,secondary,unknown}: no (274.3/47.2)
## education = tertiary: yes (33.9/13.7)
##
## SubTree [S24]
##
## month in {feb,jan}: no (114.7/30.9)
## month = nov: yes (9.4/0.9)
## month in {aug,jul,may}:
## :...day <= 3: yes (29.5)
## day > 3:
## :...marital in {divorced,single}: yes (88.7/23)
## marital = married:
## :...duration <= 417: no (119.9/17.5)
## duration > 417: yes (33.1/9.6)
##
## SubTree [S25]
##
## marital = divorced: no (3.7)
## marital in {married,single}:
## :...job in {admin.,retired,self-employed,unemployed}: no (44/11.9)
## job in {entrepreneur,housemaid,management,student,
## technician}: yes (170/50.8)
##
## SubTree [S26]
##
## month = nov: yes (70/24)
## month in {aug,feb,jan,jul,may}:
## :...duration <= 142: no (37)
## duration > 142:
## :...job in {entrepreneur,housemaid,retired,self-employed}: no (24.6)
## job in {admin.,management,technician}:
## :...poutcome = other: no (25.3)
## : poutcome in {failure,unknown}:
## : :...balance <= 32: no (44.6)
## : balance > 32:
## : :...pdays > 89: yes (26.1/10)
## : pdays <= 89:
## : :...poutcome = failure: no (8.1)
## : poutcome = unknown:
## : :...month in {aug,jul}: no (131/18.2)
## : month in {feb,jan,may}:
## : :...duration <= 153: yes (19.2/0.4)
## : duration > 153:
## : :...balance <= 158: yes (35.5/8.9)
## : balance > 158: no (118.9/28.7)
## job in {student,unemployed}:
## :...loan = yes: no (3.9)
## loan = no:
## :...age > 35: no (13.3)
## age <= 35:
## :...poutcome = other: yes (11.3/1)
## poutcome in {failure,unknown}:
## :...day <= 2: no (12.7)
## day > 2:
## :...day > 27: no (12.9)
## day <= 27:
## :...marital = divorced: no (4.6)
## marital in {married,single}:
## :...age <= 21: no (29.7/5.4)
## age > 21: yes (124.1/39.9)
##
## SubTree [S27]
##
## education = unknown: no (14.6/1.6)
## education = tertiary:
## :...month = jul: yes (47.1/1.5)
## month in {aug,feb,jan,may,nov}:
## :...duration > 488: no (10.3)
## duration <= 488:
## :...campaign > 3: no (8.4)
## campaign <= 3:
## :...job in {admin.,housemaid,management,retired,self-employed,
## : technician,unemployed}: yes (126.9/33.9)
## job in {entrepreneur,student}: no (9.5/0.7)
##
## SubTree [S28]
##
## age <= 21: yes (38.2/9.6)
## age > 21:
## :...month in {aug,jul}:
## :...contact = telephone: no (13.6)
## : contact = cellular:
## : :...duration > 442:
## : :...balance <= 58: no (8.6)
## : : balance > 58:
## : : :...marital in {divorced,single}: yes (107.4/33.2)
## : : marital = married: no (31.8/10.9)
## : duration <= 442:
## : :...balance <= 340:
## : :...job in {entrepreneur,housemaid,management,self-employed,
## : : : technician,unemployed}: no (119.7/5.8)
## : : job in {admin.,retired,student}: yes (20/5.3)
## : balance > 340:
## : :...campaign <= 1:
## : :...day <= 21: yes (133.1/50.7)
## : : day > 21: no (9.9)
## : campaign > 1:
## : :...pdays > 92: yes (11.8/4)
## : pdays <= 92:
## : :...day > 20: no (37.9)
## : day <= 20:
## : :...day > 18: yes (29.3/7.5)
## : day <= 18:
## : :...balance <= 8826: no (119.5/10.1)
## : balance > 8826: yes (15.2/3.3)
## month in {feb,jan,may,nov}:
## :...job = retired: yes (0)
## job in {entrepreneur,housemaid}: no (10.3)
## job in {admin.,management,self-employed,student,technician,unemployed}:
## :...age <= 28: no (143.3/53.3)
## age > 28:
## :...pdays > 93: no (27.1/7.5)
## pdays <= 93:
## :...loan = yes: no (27/9.3)
## loan = no:
## :...poutcome in {failure,other}: yes (24.2/4.6)
## poutcome = unknown:
## :...age > 36: yes (43.3/8.2)
## age <= 36:
## :...campaign > 5: yes (29.7/4.1)
## campaign <= 5:
## :...marital = divorced: no (6.7)
## marital in {married,single}:
## :...contact = telephone: yes (11.3/1.8)
## contact = cellular:
## :...month in {may,nov}:
## :...age <= 29: yes (19.4/2.8)
## : age > 29: no (152.2/59.8)
## month in {feb,jan}:
## :...day > 9: yes (70.1/12.8)
## day <= 9:
## :...duration <= 189: no (17.7)
## duration > 189: [S31]
##
## SubTree [S29]
##
## contact = telephone: yes (118.3/38.4)
## contact = cellular:
## :...campaign > 3:
## :...poutcome = failure: no (7.3)
## : poutcome = other: yes (9.3/1.7)
## : poutcome = unknown:
## : :...month in {jan,may}: yes (10.9)
## : month in {aug,feb,jul,nov}:
## : :...campaign <= 4: no (72/6.2)
## : campaign > 4:
## : :...month in {aug,jul,nov}: no (117/45.9)
## : month = feb: yes (9.2)
## campaign <= 3:
## :...day > 20:
## :...education = unknown: no (11.4)
## : education in {primary,secondary,tertiary}:
## : :...balance > 3062: yes (31.2)
## : balance <= 3062:
## : :...job = student: yes (0)
## : job in {admin.,self-employed}: no (20)
## : job in {entrepreneur,housemaid,management,retired,
## : : technician,unemployed}:
## : :...age > 67: yes (19.2/2)
## : age <= 67:
## : :...month in {aug,jul,may,nov}: yes (140.5/47.9)
## : month in {feb,jan}: no (28.2/3.9)
## day <= 20:
## :...job in {student,unemployed}: no (22.3)
## job in {admin.,entrepreneur,housemaid,management,retired,
## : self-employed,technician}:
## :...loan = yes: no (36.3/7.3)
## loan = no:
## :...day <= 2: yes (24.2/4.9)
## day > 2:
## :...previous > 1: no (41.1/11.5)
## previous <= 1:
## :...poutcome in {failure,other}: yes (43.9/10.3)
## poutcome = unknown:
## :...day <= 5: no (76.5/23.4)
## day > 5:
## :...month = feb: yes (21.3/4.5)
## month in {jan,may,nov}: no (83.9/20.6)
## month in {aug,jul}:
## :...job = entrepreneur: yes (5.6)
## job in {housemaid,
## : self-employed}: no (9.7)
## job in {admin.,management,retired,
## : technician}:
## :...marital = divorced: no (33/11.8)
## marital in {married,
## single}: yes (181/77.7)
##
## SubTree [S30]
##
## day <= 2: no (91.8/16.3)
## day > 2:
## :...month = feb:
## :...loan = yes: no (9.2)
## : loan = no:
## : :...contact = telephone: no (36/3.1)
## : contact = cellular:
## : :...day > 9: yes (101.5/22.8)
## : day <= 9:
## : :...job in {admin.,entrepreneur,housemaid,self-employed,
## : : student,technician}: no (41.4)
## : job in {management,retired,unemployed}: yes (102.1/43.3)
## month in {aug,jan,jul,may,nov}:
## :...campaign > 5: no (70.9/5.3)
## campaign <= 5:
## :...age > 61:
## :...balance > 5571: no (16.9)
## : balance <= 5571:
## : :...day <= 12: no (112.2/32)
## : day > 12: yes (144.3/55.4)
## age <= 61:
## :...poutcome = other: yes (54.8/24.1)
## poutcome in {failure,unknown}:
## :...day <= 6:
## :...balance <= 136: no (25.3)
## : balance > 136:
## : :...balance > 2668: no (21.7)
## : balance <= 2668:
## : :...marital = single: no (6.6)
## : marital in {divorced,married}:
## : :...duration <= 181: no (33/6.7)
## : duration > 181: yes (122.7/34.7)
## day > 6:
## :...day > 28: no (44.2)
## day <= 28:
## :...marital in {divorced,single}:
## :...month = nov: no (31.3)
## : month in {aug,jan,jul,may}:
## : :...age <= 39: no (22.4)
## : age > 39:
## : :...education = primary: no (11.2)
## : education in {secondary,tertiary,
## : : unknown}:
## : :...balance > 5157: yes (10.7/0.4)
## : balance <= 5157:
## : :...month = jan: no (9.8)
## : month in {aug,jul,may}: [S32]
## marital = married:
## :...age <= 38: yes (34/13.3)
## age > 38:
## :...duration > 315: no (76.4)
## duration <= 315:
## :...age <= 40: no (47.9)
## age > 40:
## :...job in {entrepreneur,self-employed,
## : student,
## : unemployed}: no (48.1)
## job in {admin.,housemaid,
## : management,retired,
## : technician}:
## :...duration <= 181: no (116/10.7)
## duration > 181:
## :...duration <= 194: yes (62.9/18.2)
## duration > 194: [S33]
##
## SubTree [S31]
##
## education = unknown: yes (6.2/0.1)
## education = tertiary:
## :...balance > 2790: no (6.6)
## balance <= 2790:
## :...day <= 2: no (19.2/7.7)
## day > 2: yes (106/27)
##
## SubTree [S32]
##
## job in {self-employed,student,unemployed}: yes (20.1/0.5)
## job in {admin.,entrepreneur,housemaid,management,retired,technician}:
## :...pdays <= 75: no (150.5/59.7)
## pdays > 75: yes (10.2/1.3)
##
## SubTree [S33]
##
## job = retired: no (41.8)
## job in {admin.,housemaid,management,technician}:
## :...duration <= 231: no (72.1/2.8)
## duration > 231:
## :...loan = yes: no (7.5)
## loan = no:
## :...campaign <= 1: yes (64.3/22.9)
## campaign > 1: no (110.1/27)
##
## ----- Trial 14: -----
##
## Decision tree:
##
## poutcome = success:
## :...duration <= 162:
## : :...month in {apr,aug,jan,jul,jun,may,nov}:
## : : :...day <= 5: yes (99.2/43.4)
## : : : day > 5:
## : : : :...pdays <= 82: no (43.2)
## : : : pdays > 82:
## : : : :...pdays <= 94: yes (72/31.2)
## : : : pdays > 94: no (215/49.6)
## : : month in {dec,feb,mar,oct,sep}:
## : : :...contact in {telephone,unknown}: no (4.6)
## : : contact = cellular:
## : : :...housing = yes: no (45.9/20.6)
## : : housing = no:
## : : :...previous > 8: yes (11.1)
## : : previous <= 8:
## : : :...pdays <= 91: yes (18.1/1)
## : : pdays > 91:
## : : :...balance <= 104: no (7.2)
## : : balance > 104:
## : : :...pdays <= 102: no (32.8/9.8)
## : : pdays > 102: yes (94.8/26.5)
## : duration > 162:
## : :...education = primary:
## : :...job in {admin.,student,technician,unemployed,
## : : : unknown}: yes (17)
## : : job in {blue-collar,entrepreneur,housemaid,management,retired,
## : : : self-employed,services}:
## : : :...marital = single: no (8.4)
## : : marital in {divorced,married}:
## : : :...balance <= 2: no (16.7)
## : : balance > 2:
## : : :...balance <= 315: yes (27.5/3.5)
## : : balance > 315:
## : : :...job = services: yes (9.2)
## : : job = self-employed: no (4.9)
## : : job in {blue-collar,entrepreneur,housemaid,
## : : : management,retired}:
## : : :...pdays > 416: no (8.6)
## : : pdays <= 416:
## : : :...month in {dec,jan,sep}: yes (15.9)
## : : month in {apr,aug,feb,jul,jun,mar,may,nov,
## : : : oct}:
## : : :...balance <= 7066: no (123.2/38.3)
## : : balance > 7066: yes (6.5)
## : education in {secondary,tertiary,unknown}:
## : :...housing = yes:
## : :...duration > 225: yes (463/185.4)
## : : duration <= 225:
## : : :...education = unknown: yes (2.9)
## : : education in {secondary,tertiary}:
## : : :...month in {apr,feb,jan,jul,jun,may,nov}: no (119.2/31.6)
## : : month in {aug,dec,mar,oct,sep}: yes (51.4/8.4)
## : housing = no:
## : :...job in {blue-collar,housemaid,unknown}: no (86.9/34.3)
## : job in {admin.,entrepreneur,management,retired,self-employed,
## : : services,student,technician,unemployed}:
## : :...education = unknown: yes (85.2/33.3)
## : education = tertiary:
## : :...day <= 1: no (25/4.9)
## : : day > 1:
## : : :...campaign > 3: yes (42.9/6.5)
## : : campaign <= 3:
## : : :...duration > 528: yes (59.7/8)
## : : duration <= 528:
## : : :...day <= 11:
## : : :...pdays <= 50: no (8.4/0.4)
## : : : pdays > 50: yes (172.4/44.3)
## : : day > 11:
## : : :...balance <= 391: no (100.1/31.7)
## : : balance > 391:
## : : :...pdays <= 85: yes (19.4)
## : : pdays > 85:
## : : :...balance <= 598: yes (23.8)
## : : balance > 598:
## : : :...month in {apr,aug,feb,jul,
## : : : mar,may,nov,oct,
## : : : sep}: yes (137.6/43.1)
## : : month in {dec,jan,
## : : jun}: no (23.8/1.1)
## : education = secondary:
## : :...loan = yes: yes (32.1/2.8)
## : loan = no:
## : :...age <= 24: yes (52/13.1)
## : age > 24:
## : :...day <= 12: yes (235/57.6)
## : day > 12:
## : :...pdays <= 79: no (14.6/3.2)
## : pdays > 79:
## : :...month in {apr,jun,may}: yes (59.9/4.9)
## : month in {aug,dec,feb,jan,jul,mar,nov,
## : : oct,sep}:
## : :...age <= 26: no (10.4)
## : age > 26:
## : :...pdays <= 100: yes (42.2/6.2)
## : pdays > 100:
## : :...month in {feb,
## : : jan}: yes (23.1/2.5)
## : month in {aug,dec,jul,mar,
## : : nov,oct,sep}: [S1]
## poutcome in {failure,other,unknown}:
## :...duration > 552:
## :...day > 29:
## : :...duration <= 674:
## : : :...job in {admin.,blue-collar,entrepreneur,management,retired,
## : : : : services,technician,unemployed,unknown}: no (130.2/44)
## : : : job in {housemaid,self-employed,student}: yes (15.1/1.1)
## : : duration > 674:
## : : :...month in {apr,aug,dec,feb,nov,oct,sep}: yes (51.2/3.6)
## : : month in {jan,jul,jun,mar,may}:
## : : :...poutcome in {failure,other}: no (5.3)
## : : poutcome = unknown:
## : : :...education = secondary: yes (109.2/23.1)
## : : education in {primary,tertiary,unknown}:
## : : :...age <= 27: yes (7.4)
## : : age > 27:
## : : :...job in {admin.,blue-collar,management,retired,
## : : : self-employed,technician,
## : : : unemployed}: no (130.5/50)
## : : job in {entrepreneur,housemaid,services,
## : : student,unknown}: yes (34.9/2.7)
## : day <= 29:
## : :...marital in {divorced,single}:
## : :...poutcome = other:
## : : :...day <= 7: no (35.2/3.1)
## : : : day > 7:
## : : : :...duration <= 584: no (11.5)
## : : : duration > 584:
## : : : :...duration <= 610: yes (21.9)
## : : : duration > 610: no (126.6/47.5)
## : : poutcome in {failure,unknown}:
## : : :...previous > 4: yes (54.5/15.4)
## : : previous <= 4:
## : : :...job in {admin.,retired,student}:
## : : :...duration <= 563: yes (28.9/1.9)
## : : : duration > 563:
## : : : :...duration > 1060: yes (133/30.6)
## : : : duration <= 1060:
## : : : :...month in {dec,mar,oct,
## : : : : sep}: yes (25.1)
## : : : month in {apr,aug,feb,jan,jul,jun,may,nov}:
## : : : :...education = tertiary: yes (77/19.3)
## : : : education = unknown: no (39.7/15.5)
## : : : education in {primary,secondary}:
## : : : :...duration <= 637: no (103.5/36.8)
## : : : duration > 637:
## : : : :...day > 27: no (18.6/2.3)
## : : : day <= 27:
## : : : :...balance > 2091: no (46.8/16.4)
## : : : balance <= 2091:
## : : : :...day <= 2: no (17.4/3.5)
## : : : day > 2: [S2]
## : : job in {blue-collar,entrepreneur,housemaid,management,
## : : : self-employed,services,technician,unemployed,
## : : : unknown}:
## : : :...previous > 1: no (117.7/39.5)
## : : previous <= 1:
## : : :...age > 55: no (118.1/36.5)
## : : age <= 55:
## : : :...duration <= 561: no (82.3/21.9)
## : : duration > 561:
## : : :...month in {dec,mar,
## : : : oct}: yes (24.7)
## : : month in {aug,jan,jul,jun,nov,sep}:
## : : :...duration <= 685:
## : : : :...month in {jan,nov,
## : : : : : sep}: no (100.5/27.1)
## : : : : month in {aug,jul,jun}:
## : : : : :...default = yes: no (20.1/6.3)
## : : : : default = no:
## : : : : :...duration > 664: no (49.5/14.7)
## : : : : duration <= 664: [S3]
## : : : duration > 685:
## : : : :...default = yes: yes (30.8/2.8)
## : : : default = no:
## : : : :...campaign > 5: yes (86.2/22.6)
## : : : campaign <= 5:
## : : : :...campaign <= 1:
## : : : :...day <= 3: yes (18.8)
## : : : : day > 3: [S4]
## : : : campaign > 1:
## : : : :...age > 44: yes (76.1/13.7)
## : : : age <= 44: [S5]
## : : month in {apr,feb,may}:
## : : :...contact = telephone: yes (14.6/2.7)
## : : contact in {cellular,unknown}:
## : : :...duration <= 565: yes (29.1/5.6)
## : : duration > 565:
## : : :...campaign > 4: no (80.9/19.1)
## : : campaign <= 4: [S6]
## : marital = married:
## : :...duration > 800:
## : :...age > 65: no (77.5/21.4)
## : : age <= 65:
## : : :...day > 22:
## : : :...default = yes: no (5.5)
## : : : default = no:
## : : : :...campaign <= 2: no (200.4/64.7)
## : : : campaign > 2: yes (137.4/60.3)
## : : day <= 22:
## : : :...balance > 987:
## : : :...balance > 9480: no (36.2/8.6)
## : : : balance <= 9480:
## : : : :...age > 59: yes (30.7/3.6)
## : : : age <= 59:
## : : : :...age > 52:
## : : : :...day <= 4: no (21.5)
## : : : : day > 4:
## : : : : :...month in {apr,dec,feb,jan,jul,
## : : : : : jun,mar,oct,
## : : : : : sep}: yes (60.3/11.3)
## : : : : month in {aug,may,
## : : : : nov}: no (73/20.6)
## : : : age <= 52:
## : : : :...age > 40:
## : : : :...campaign <= 6: yes (234/57.1)
## : : : : campaign > 6: no (12.3/3.1)
## : : : age <= 40:
## : : : :...loan = yes: yes (22.8/4.1)
## : : : loan = no:
## : : : :...day <= 4: yes (21.6/2.4)
## : : : day > 4:
## : : : :...age > 36: no (104.4/35.7)
## : : : age <= 36: [S7]
## : : balance <= 987:
## : : :...duration > 1994: no (29.3/3.1)
## : : duration <= 1994:
## : : :...pdays > 342: yes (37.5/8.4)
## : : pdays <= 342:
## : : :...poutcome = failure: no (77.1/21.1)
## : : poutcome in {other,unknown}:
## : : :...month in {jan,
## : : : mar}: no (0)
## : : month in {dec,
## : : : sep}: yes (10.8)
## : : month in {feb,may,nov,oct}: [S8]
## : : month in {apr,aug,jul,jun}:
## : : :...loan = yes: yes (130.2/38.7)
## : : loan = no:
## : : :...balance <= -7: no (55.1/14.2)
## : : balance > -7:
## : : :...balance <= 47: yes (145.3/43.1)
## : : balance > 47: [S9]
## : duration <= 800:
## : :...duration > 797: no (27.9)
## : duration <= 797:
## : :...age <= 29:
## : :...month in {apr,aug,dec,feb,jan,jul,jun,may,nov,
## : : : oct}: no (159.8/31.1)
## : : month in {mar,sep}: yes (4.8)
## : age > 29:
## : :...default = yes: yes (52.7/21.8)
## : default = no:
## : :...month in {apr,mar}:
## : :...balance <= 220: no (37.8)
## : : balance > 220:
## : : :...balance <= 297: yes (11.4/2.4)
## : : balance > 297: no (178.6/38.4)
## : month in {aug,dec,feb,jan,jul,jun,may,nov,oct,
## : : sep}:
## : :...day <= 2: yes (67.6/24.4)
## : day > 2:
## : :...day <= 3: no (53.7/11.3)
## : day > 3:
## : :...education in {secondary,tertiary}: [S10]
## : education in {primary,unknown}:
## : :...loan = yes: no (74.1/10.7)
## : loan = no: [S11]
## duration <= 552:
## :...contact = unknown:
## :...month in {apr,feb,jan,mar,nov,oct}:
## : :...campaign > 1: no (11.3)
## : : campaign <= 1:
## : : :...poutcome = other: no (7.5)
## : : poutcome in {failure,unknown}:
## : : :...pdays > 162: yes (14.1/0.3)
## : : pdays <= 162:
## : : :...pdays > 54: no (7.6)
## : : pdays <= 54:
## : : :...duration <= 109: no (43.1/13.2)
## : : duration > 109: yes (90/22.3)
## : month in {aug,dec,jul,jun,may,sep}:
## : :...poutcome = other: yes (25.8/6.8)
## : poutcome in {failure,unknown}:
## : :...duration <= 309: no (1089.1)
## : duration > 309:
## : :...month in {aug,sep}: yes (14.1/2.5)
## : month in {dec,jul,jun,may}:
## : :...age > 58: no (30.7)
## : age <= 58:
## : :...duration <= 478:
## : :...duration <= 370: no (116.3)
## : : duration > 370:
## : : :...job in {admin.,retired,self-employed,
## : : : student,technician,unemployed,
## : : : unknown}: no (201.4/24.8)
## : : job in {blue-collar,entrepreneur,
## : : : housemaid,management,services}:
## : : :...day > 20: no (52.8/4.4)
## : : day <= 20:
## : : :...day <= 19: no (285.3/47.4)
## : : day > 19: yes (33.6/7)
## : duration > 478:
## : :...duration > 543: no (25.5)
## : duration <= 543:
## : :...job in {entrepreneur,housemaid,retired,
## : : self-employed,student,
## : : unknown}: no (32.3)
## : job in {admin.,blue-collar,management,
## : : services,technician,unemployed}:
## : :...age > 55: yes (38.3/13.6)
## : age <= 55:
## : :...age > 50: no (37)
## : age <= 50: [S12]
## contact in {cellular,telephone}:
## :...month in {dec,jun,mar,oct,sep}:
## :...duration > 219:
## : :...poutcome = other:
## : : :...balance <= 30: yes (24)
## : : : balance > 30:
## : : : :...housing = no: yes (211/61.5)
## : : : housing = yes: no (31.7/9.6)
## : : poutcome = unknown:
## : : :...loan = yes: yes (66.7/17)
## : : : loan = no:
## : : : :...job in {blue-collar,entrepreneur,housemaid,
## : : : : self-employed,services,
## : : : : unemployed}: yes (342.1/140.3)
## : : : job in {student,unknown}: no (106/48.4)
## : : : job = admin.:
## : : : :...education in {primary,secondary,
## : : : : : tertiary}: yes (124.8/47.6)
## : : : : education = unknown: no (5.2)
## : : : job = retired:
## : : : :...balance > 3463: yes (28.9)
## : : : : balance <= 3463:
## : : : : :...age <= 58: yes (11.3)
## : : : : age > 58:
## : : : : :...duration <= 284: no (26.2/2)
## : : : : duration > 284: yes (117.8/57)
## : : : job = technician:
## : : : :...age <= 26: yes (20.4)
## : : : : age > 26:
## : : : : :...campaign > 3: no (11.5)
## : : : : campaign <= 3:
## : : : : :...duration <= 222: no (7.2)
## : : : : duration > 222: yes (152.2/40.8)
## : : : job = management:
## : : : :...contact = telephone: yes (9.3)
## : : : contact = cellular:
## : : : :...month in {oct,sep}: no (93.1/30.4)
## : : : month in {dec,jun,mar}:
## : : : :...day > 23: yes (36.7)
## : : : day <= 23:
## : : : :...age <= 27: yes (15.9)
## : : : age > 27:
## : : : :...duration > 394: no (12.2)
## : : : duration <= 394:
## : : : :...duration > 358: yes (12.2)
## : : : duration <= 358:
## : : : :...housing = no: yes (132.6/46)
## : : : housing = yes: no (23.3/4.2)
## : : poutcome = failure:
## : : :...contact = telephone: no (42.9/12.9)
## : : contact = cellular:
## : : :...duration <= 236: yes (43.5/8.9)
## : : duration > 236:
## : : :...education = primary: yes (16.9/2.9)
## : : education = unknown: no (9.7)
## : : education in {secondary,tertiary}:
## : : :...campaign > 3: no (20.9/3.4)
## : : campaign <= 3:
## : : :...month in {dec,jun}: yes (115.9/40.8)
## : : month in {mar,oct,sep}:
## : : :...day <= 2: no (16)
## : : day > 2:
## : : :...age > 60: no (10.6)
## : : age <= 60:
## : : :...pdays <= 88: yes (18.2/1.2)
## : : pdays > 88:
## : : :...pdays > 779: yes (11.6)
## : : pdays <= 779: [S13]
## : duration <= 219:
## : :...duration <= 78: no (90/7.5)
## : duration > 78:
## : :...previous > 7: no (48.3/6.2)
## : previous <= 7:
## : :...loan = yes: no (89.5/22.6)
## : loan = no:
## : :...month = jun:
## : :...day > 17: no (81.1/6.4)
## : : day <= 17:
## : : :...duration <= 154: no (259.5/82.4)
## : : duration > 154:
## : : :...previous > 5: yes (18.5)
## : : previous <= 5:
## : : :...poutcome = other: no (10.3)
## : : poutcome in {failure,unknown}:
## : : :...duration > 194: no (96.3/32.2)
## : : duration <= 194: [S14]
## : month in {dec,mar,oct,sep}:
## : :...job in {entrepreneur,
## : : services}: yes (40.7/7.4)
## : job in {admin.,blue-collar,housemaid,
## : : management,retired,self-employed,
## : : student,technician,unemployed,
## : : unknown}:
## : :...balance <= 222:
## : :...marital in {divorced,
## : : : single}: yes (127.7/57.5)
## : : marital = married: no (131.2/24.9)
## : balance > 222:
## : :...balance <= 431: yes (141.8/40.2)
## : balance > 431:
## : :...age > 79: no (34/4.4)
## : age <= 79:
## : :...age > 74: yes (36.6/11.5)
## : age <= 74: [S15]
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...pdays > 374:
## :...month = nov: no (11)
## : month in {apr,aug,feb,jan,jul,may}:
## : :...duration > 347: yes (35.5)
## : duration <= 347:
## : :...marital = divorced: no (5.3)
## : marital in {married,single}:
## : :...job in {admin.,entrepreneur,management,retired,
## : : self-employed,services,student,
## : : technician,unemployed}: yes (151.8/46.1)
## : job in {blue-collar,housemaid,
## : unknown}: no (17.7/1.9)
## pdays <= 374:
## :...balance <= -1: no (625.1/96.1)
## balance > -1:
## :...duration <= 145:
## :...day > 29: no (91.9)
## : day <= 29:
## : :...age <= 22: yes (119.1/59.3)
## : age > 22:
## : :...month in {aug,jul,may}:
## : :...day <= 3: yes (29.4/13.1)
## : : day > 3:
## : : :...job in {admin.,blue-collar,
## : : : entrepreneur,management,
## : : : retired,self-employed,
## : : : services,
## : : : unknown}: no (635/8.1)
## : : job in {housemaid,student,
## : : : technician,unemployed}:
## : : :...housing = yes: no (68.8)
## : : housing = no:
## : : :...age > 60: yes (9.9/1.2)
## : : age <= 60:
## : : :...pdays <= 183: no (206.4/24.1)
## : : pdays > 183: yes (18.8/5.3)
## : month in {apr,feb,jan,nov}:
## : :...day <= 6: no (342.1/35.7)
## : day > 6:
## : :...education = unknown: no (33.7)
## : education in {primary,secondary,
## : : tertiary}:
## : :...pdays > 321: no (30.3)
## : pdays <= 321:
## : :...age <= 24: yes (31/7.3)
## : age > 24:
## : :...duration <= 64: no (140.2/6.6)
## : duration > 64: [S16]
## duration > 145:
## :...housing = yes:
## :...default = yes: no (11.8)
## : default = no:
## : :...day <= 1: no (25.8)
## : day > 1:
## : :...education = unknown: no (122.4/57.4)
## : education = tertiary:
## : :...campaign > 6: no (28)
## : : campaign <= 6: [S17]
## : education in {primary,secondary}:
## : :...job in {housemaid,student,
## : : unknown}: no (59.4)
## : job in {admin.,blue-collar,
## : : entrepreneur,management,
## : : retired,self-employed,
## : : services,technician,
## : : unemployed}:
## : :...age > 60: yes (26.8/9.7)
## : age <= 60:
## : :...age > 59: no (25.3)
## : age <= 59:
## : :...duration > 375: [S18]
## : duration <= 375: [S19]
## housing = no:
## :...month = apr:
## :...education = unknown: yes (66/20.1)
## : education in {primary,secondary,tertiary}:
## : :...pdays > 262: no (39.8/9.1)
## : pdays <= 262:
## : :...contact = telephone: no (75.1/24.7)
## : contact = cellular: [S20]
## month in {aug,feb,jan,jul,may,nov}:
## :...duration > 365:
## :...pdays > 350: yes (25.6/3.5)
## : pdays <= 350:
## : :...default = yes: yes (35.9/14.4)
## : default = no:
## : :...balance > 8121: no (66.1/10.6)
## : balance <= 8121:
## : :...age > 58: [S21]
## : age <= 58:
## : :...day <= 2: yes (45/15.9)
## : day > 2:
## : :...age > 55: no (120.5/22.9)
## : age <= 55:
## : :...duration > 506: [S22]
## : duration <= 506: [S23]
## duration <= 365:
## :...default = yes: no (20.8)
## default = no:
## :...loan = yes: no (342.5/71.9)
## loan = no:
## :...age <= 37:
## :...education in {primary,
## : : secondary}: [S24]
## : education in {tertiary,
## : : unknown}: [S25]
## age > 37:
## :...day > 28: no (89/7.4)
## day <= 28:
## :...age > 81: yes (37.7/11.5)
## age <= 81:
## :...age <= 40: no (243.3/49.9)
## age > 40: [S26]
##
## SubTree [S1]
##
## previous <= 2: no (99.7/30.1)
## previous > 2: yes (54.8/12.9)
##
## SubTree [S2]
##
## duration <= 1049: yes (197.9/49.7)
## duration > 1049: no (7.2)
##
## SubTree [S3]
##
## duration <= 571: no (37.3/9.9)
## duration > 571:
## :...duration <= 590: yes (107.1/23.8)
## duration > 590:
## :...education in {primary,secondary,unknown}: yes (166.1/66.4)
## education = tertiary: no (92.9/39.4)
##
## SubTree [S4]
##
## poutcome = failure: no (3.6)
## poutcome = unknown:
## :...age <= 49: yes (254.4/77.7)
## age > 49: no (30.9/10.3)
##
## SubTree [S5]
##
## balance > 5154: yes (35.1/4.9)
## balance <= 5154:
## :...balance > 2660: no (50.6/10.1)
## balance <= 2660:
## :...job in {blue-collar,entrepreneur,services}: yes (139.2/44.8)
## job in {housemaid,unknown}: no (9.5)
## job in {management,self-employed,technician,unemployed}:
## :...campaign > 4: yes (17.4)
## campaign <= 4:
## :...housing = yes: no (89/42.6)
## housing = no:
## :...day <= 16: no (78.6/12.9)
## day > 16: yes (58.2/25.8)
##
## SubTree [S6]
##
## job = unknown: no (0)
## job in {housemaid,self-employed,services}:
## :...housing = no: yes (19.7/1.3)
## : housing = yes:
## : :...age <= 26: yes (34.5/6.8)
## : age > 26:
## : :...marital = divorced: yes (58.2/18.4)
## : marital = single: no (107.2/43.2)
## job in {blue-collar,entrepreneur,management,technician,unemployed}:
## :...day <= 7:
## :...age <= 26: yes (13.9/2.8)
## : age > 26:
## : :...duration <= 1134: no (215.5/53.7)
## : duration > 1134: yes (45.8/16.6)
## day > 7:
## :...day <= 10: yes (103.2/25.1)
## day > 10:
## :...loan = yes: no (58.2/14.2)
## loan = no:
## :...education = unknown: no (11.7/1.7)
## education in {primary,secondary}:
## :...default = yes: yes (3.5)
## : default = no:
## : :...marital = divorced: yes (74.9/30.6)
## : marital = single: no (258/78.2)
## education = tertiary:
## :...default = yes: no (3.4)
## default = no:
## :...job in {blue-collar,unemployed}: yes (0)
## job = entrepreneur: no (5.9)
## job in {management,technician}:
## :...age > 37: no (23.5/6.5)
## age <= 37:
## :...pdays <= 324: yes (116.8/34.3)
## pdays > 324: no (6.8)
##
## SubTree [S7]
##
## contact = telephone: no (6.6)
## contact in {cellular,unknown}:
## :...day <= 6: yes (14.7)
## day > 6:
## :...day <= 7: no (12.1)
## day > 7: yes (134.6/49.7)
##
## SubTree [S8]
##
## job in {entrepreneur,housemaid,retired,self-employed,student,unemployed,
## : unknown}: no (44.9/4.2)
## job in {admin.,blue-collar,management,services,technician}:
## :...education = unknown: no (0)
## education in {primary,tertiary}:
## :...duration > 1212: no (48.8/7.5)
## : duration <= 1212:
## : :...campaign <= 1: yes (50.7/1.1)
## : campaign > 1: no (104.3/48.7)
## education = secondary:
## :...duration <= 835: no (48.5)
## duration > 835:
## :...campaign > 4: no (12.6)
## campaign <= 4:
## :...duration > 1412: yes (25.6/4.8)
## duration <= 1412:
## :...age <= 38: no (99.1/22.2)
## age > 38: yes (85.7/35.3)
##
## SubTree [S9]
##
## job in {student,unknown}: no (0)
## job in {retired,unemployed}: yes (20.4)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,self-employed,
## : services,technician}:
## :...duration > 1361: no (29.3/2.1)
## duration <= 1361:
## :...poutcome = other: yes (2.9)
## poutcome = unknown:
## :...job in {admin.,blue-collar,entrepreneur,services}:
## :...age <= 56: no (140.8/39.4)
## : age > 56: yes (7.9)
## job in {housemaid,management,self-employed,technician}:
## :...campaign > 7: yes (12.9)
## campaign <= 7:
## :...day <= 7: yes (37.8/3.3)
## day > 7: no (105.3/48.6)
##
## SubTree [S10]
##
## job in {entrepreneur,housemaid,self-employed,student,unemployed,
## : unknown}: no (216.1/85.2)
## job = retired: yes (92.9/43.5)
## job = admin.:
## :...month in {aug,dec,jan,jul,may,oct,sep}: yes (114.5/43.2)
## : month in {feb,jun,nov}: no (27.7/0.2)
## job = services:
## :...education = tertiary: no (8.1)
## : education = secondary:
## : :...day <= 4: no (15.3/1)
## : day > 4:
## : :...duration <= 768: yes (120.7/45.6)
## : duration > 768: no (7.6)
## job = technician:
## :...pdays > 85: no (34/7.5)
## : pdays <= 85:
## : :...balance > 6080: yes (28.4/5)
## : balance <= 6080:
## : :...poutcome in {failure,other}: no (4.8)
## : poutcome = unknown:
## : :...balance <= 7: yes (58.3/16.7)
## : balance > 7:
## : :...day <= 13: no (100.3/32)
## : day > 13:
## : :...age <= 50: yes (123.6/45.9)
## : age > 50: no (24.5/4.1)
## job = management:
## :...pdays > 191: yes (25/3.3)
## : pdays <= 191:
## : :...month in {jun,sep}: yes (70/19.4)
## : month in {aug,dec,feb,jan,jul,may,nov,oct}:
## : :...age > 57: no (25.4)
## : age <= 57:
## : :...age <= 38: no (102.8/16.9)
## : age > 38:
## : :...loan = yes: no (19.5)
## : loan = no:
## : :...day > 27: no (15.7)
## : day <= 27:
## : :...balance <= 311: no (51.9/12.7)
## : balance > 311: yes (126.7/54.4)
## job = blue-collar:
## :...duration <= 576: yes (36.8/5)
## duration > 576:
## :...balance <= -21: no (20.8)
## balance > -21:
## :...pdays > 315: no (13.5)
## pdays <= 315:
## :...contact = telephone: no (7.7)
## contact in {cellular,unknown}:
## :...month in {aug,dec,feb,oct,sep}: yes (19.5)
## month in {jan,jul,jun,may,nov}:
## :...campaign <= 1: no (81/26.5)
## campaign > 1:
## :...education = tertiary: yes (4.2)
## education = secondary:
## :...duration <= 702: no (84.6/31.6)
## duration > 702: yes (50.7/12)
##
## SubTree [S11]
##
## poutcome = other: yes (18.8/1.5)
## poutcome in {failure,unknown}:
## :...balance <= 273: no (136.2/30.3)
## balance > 273:
## :...balance <= 322: yes (23.6)
## balance > 322:
## :...pdays > 185: no (19.6)
## pdays <= 185:
## :...poutcome = failure: yes (17/5.1)
## poutcome = unknown:
## :...day > 25: yes (36.8/12.7)
## day <= 25:
## :...age <= 35: no (23.4)
## age > 35:
## :...contact = unknown: no (61.6/13.5)
## contact in {cellular,telephone}:
## :...day <= 4: yes (9.4)
## day > 4:
## :...age <= 39: yes (10.5/0.7)
## age > 39: no (152.7/52.9)
##
## SubTree [S12]
##
## education = unknown: yes (32.7/9.4)
## education in {primary,secondary,tertiary}:
## :...campaign > 8: yes (24/6.3)
## campaign <= 8:
## :...age > 48: yes (22.9/6)
## age <= 48:
## :...duration <= 542: no (291.2/82.5)
## duration > 542: yes (20.9/5.5)
##
## SubTree [S13]
##
## marital = divorced: no (12)
## marital in {married,single}:
## :...job in {housemaid,unknown}: no (0)
## job in {entrepreneur,services,unemployed}: yes (14.8)
## job in {admin.,blue-collar,management,retired,self-employed,student,
## : technician}:
## :...loan = yes: no (7.2)
## loan = no:
## :...balance <= 917: yes (51.3/15.7)
## balance > 917: no (83.6/21.7)
##
## SubTree [S14]
##
## job in {entrepreneur,housemaid,retired,self-employed,unemployed,
## : unknown}: no (18.1)
## job in {admin.,blue-collar,management,services,student,technician}:
## :...balance <= 11: no (13.1/3.7)
## balance > 11: yes (145.8/32.4)
##
## SubTree [S15]
##
## education = primary: no (65.8/12.4)
## education in {secondary,tertiary,unknown}:
## :...pdays > 138: no (89.6/19.6)
## pdays <= 138:
## :...duration > 186: yes (96.9/16.8)
## duration <= 186:
## :...day <= 12:
## :...contact = telephone: no (6.6)
## : contact = cellular:
## : :...pdays > 103: yes (13.2)
## : pdays <= 103:
## : :...age <= 44: no (128.4/51.8)
## : age > 44: yes (88.9/20.7)
## day > 12:
## :...housing = yes: no (29.5)
## housing = no:
## :...day <= 14: no (9.2)
## day > 14:
## :...age <= 24: yes (12.4/1.1)
## age > 24: no (173.9/65.6)
##
## SubTree [S16]
##
## job = housemaid: no (17.4)
## job = unknown: yes (7.9/0.2)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : services,student,technician,unemployed}:
## :...month in {jan,nov}: no (366.1/82.7)
## month in {apr,feb}:
## :...marital = married:
## :...month = apr: no (210.5/51.4)
## : month = feb:
## : :...age > 70: yes (9.6/0.1)
## : age <= 70:
## : :...day <= 8: yes (7.3)
## : day > 8: no (132.7/54.7)
## marital in {divorced,single}:
## :...contact = telephone: no (13.5)
## contact = cellular:
## :...previous > 4: yes (26.7/0.8)
## previous <= 4:
## :...campaign > 6: yes (14.9/1.3)
## campaign <= 6:
## :...campaign > 2: no (57.1/16.7)
## campaign <= 2:
## :...education = primary: yes (5.5/0.2)
## education in {secondary,tertiary}:
## :...poutcome = failure: yes (18.2/2.3)
## poutcome in {other,unknown}:
## :...duration <= 113: no (100.9/36.6)
## duration > 113: yes (80.7/27.9)
##
## SubTree [S17]
##
## job in {blue-collar,entrepreneur,housemaid,unemployed,
## : unknown}: no (86.8/6.5)
## job in {admin.,management,retired,self-employed,services,student,technician}:
## :...day > 27: no (120.3/19.1)
## day <= 27:
## :...poutcome = failure:
## :...pdays <= 83: yes (31.2/3.5)
## : pdays > 83:
## : :...job in {admin.,retired,self-employed,services,
## : : technician}: yes (114.1/39.8)
## : job in {management,student}:
## : :...month in {apr,feb,jan,may,nov}: no (105.7/13.1)
## : month in {aug,jul}: yes (26.8/8.5)
## poutcome in {other,unknown}:
## :...campaign > 5: yes (32.6/13.7)
## campaign <= 5:
## :...duration > 524: yes (67.7/27.3)
## duration <= 524:
## :...duration > 500: no (33.7)
## duration <= 500:
## :...job in {admin.,retired,self-employed,services,
## : student}: no (169/55.6)
## job = technician:
## :...marital = divorced: yes (10.7/3.2)
## : marital in {married,single}: no (120.3/20.9)
## job = management:
## :...balance <= 528: no (216.7/43.5)
## balance > 528:
## :...balance <= 573: yes (24.5/2.7)
## balance > 573:
## :...balance <= 915: no (59.1/6.8)
## balance > 915:
## :...age <= 28: no (17.3)
## age > 28:
## :...age > 39: no (88.5/21.2)
## age <= 39:
## :...duration <= 255: no (45.7/13.1)
## duration > 255:
## :...duration <= 317: yes (70.6/12.7)
## duration > 317: no (96.6/46.2)
##
## SubTree [S18]
##
## job in {services,unemployed}:
## :...month in {apr,jan}: no (14.5)
## : month in {aug,feb,jul,may,nov}:
## : :...balance <= 481: yes (118.9/33.2)
## : balance > 481: no (65/16.7)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : technician}:
## :...month in {jan,jul}: no (183.7/31.6)
## month in {apr,aug,feb,may,nov}:
## :...day > 20: yes (93.1/42.5)
## day <= 20:
## :...day > 18: no (40.7)
## day <= 18:
## :...previous > 2: no (82.7/39.5)
## previous <= 2:
## :...month in {apr,nov}:
## :...age <= 21: yes (7.2)
## : age > 21: no (125.6/13.4)
## month in {aug,feb,may}:
## :...day <= 14: no (259.5/70.4)
## day > 14: yes (126.3/53.1)
##
## SubTree [S19]
##
## poutcome in {failure,other}:
## :...month in {aug,jul}: yes (60/13.1)
## : month in {apr,feb,jan,may,nov}:
## : :...previous > 6: no (56.1)
## : previous <= 6:
## : :...day <= 2: no (22.2)
## : day > 2:
## : :...age <= 28: no (38.6)
## : age > 28:
## : :...job in {management,self-employed,
## : : unemployed}: no (33.4)
## : job in {admin.,blue-collar,entrepreneur,retired,services,
## : : technician}:
## : :...month = nov: no (41.9/6.6)
## : month in {apr,feb,jan,may}:
## : :...campaign > 1: no (166.4/38.8)
## : campaign <= 1:
## : :...pdays <= 306: yes (136.9/53.2)
## : pdays > 306: no (43.4)
## poutcome = unknown:
## :...day > 29: no (70.8/33.9)
## day <= 29:
## :...education = primary: no (160.1/5.6)
## education = secondary:
## :...duration > 353: no (62.7)
## duration <= 353:
## :...balance > 2153: no (154.4/8)
## balance <= 2153:
## :...day > 27: no (35.6)
## day <= 27:
## :...day > 24: yes (63.5/31.7)
## day <= 24:
## :...duration <= 213:
## :...month in {apr,aug,feb,jan,jul,
## : : may}: no (134.2)
## : month = nov: yes (23/7.2)
## duration > 213:
## :...duration <= 224: yes (47/17.7)
## duration > 224:
## :...duration <= 273: no (137.7/13.7)
## duration > 273:
## :...job in {entrepreneur,management,
## : unemployed}: yes (29.8/9.3)
## job in {admin.,blue-collar,retired,
## : self-employed,services,
## : technician}:
## :...duration <= 282: yes (32.8/12.6)
## duration > 282:
## :...age > 38: no (57)
## age <= 38:
## :...duration <= 296: no (23.9)
## duration > 296: [S27]
##
## SubTree [S20]
##
## job in {admin.,housemaid,retired,self-employed,student,unemployed,
## : unknown}: yes (359.1/143.8)
## job in {blue-collar,entrepreneur,services}: no (117.5/44.2)
## job = management:
## :...age > 45: no (56.8/12.7)
## : age <= 45:
## : :...loan = no: yes (161/57.9)
## : loan = yes: no (3.8)
## job = technician:
## :...campaign > 4: yes (10.9)
## campaign <= 4:
## :...campaign > 3: no (7.7)
## campaign <= 3:
## :...age <= 25: no (6.9)
## age > 25: yes (144.2/58.3)
##
## SubTree [S21]
##
## marital = single: no (8.3)
## marital in {divorced,married}:
## :...job in {blue-collar,entrepreneur,self-employed,student,
## : technician}: yes (32.2/1)
## job in {admin.,housemaid,management,retired,services,unemployed,unknown}:
## :...month = jul: no (24.6)
## month in {aug,feb,jan,may,nov}:
## :...previous > 2: no (26.7/5.1)
## previous <= 2:
## :...job in {admin.,services,unemployed,unknown}: no (9.2)
## job in {housemaid,management,retired}:
## :...duration > 541: no (12.7/0.8)
## duration <= 541:
## :...day <= 2: no (14.9/3.9)
## day > 2:
## :...duration > 532: yes (16.5)
## duration <= 532:
## :...balance <= 1867: yes (116.7/30.3)
## balance > 1867: no (72.2/31.5)
##
## SubTree [S22]
##
## age > 44: no (82.1/22)
## age <= 44:
## :...duration > 537: no (45.9/15.1)
## duration <= 537:
## :...day <= 7: no (35.9/9.2)
## day > 7: yes (174.7/47.6)
##
## SubTree [S23]
##
## age <= 23: yes (37.2/11.8)
## age > 23:
## :...campaign > 4:
## :...contact = telephone: no (12.9)
## : contact = cellular:
## : :...campaign <= 6: yes (139.2/48.9)
## : campaign > 6: no (45.7/12.1)
## campaign <= 4:
## :...education in {primary,unknown}: no (117.4/18.2)
## education in {secondary,tertiary}:
## :...previous > 1: yes (66.5/25.4)
## previous <= 1:
## :...campaign > 3: no (68.1/13)
## campaign <= 3:
## :...duration <= 375: yes (89.3/38.3)
## duration > 375:
## :...month in {jan,nov}: no (127.2/29.9)
## month in {aug,feb,jul,may}:
## :...balance > 2409: yes (95.5/36.8)
## balance <= 2409:
## :...duration <= 387: no (39.1)
## duration > 387:
## :...day > 27: yes (47/19.6)
## day <= 27:
## :...balance <= 0: no (45.1)
## balance > 0:
## :...month = feb: yes (58.8/27.9)
## month in {aug,jul,may}: [S28]
##
## SubTree [S24]
##
## duration <= 153: yes (84.6/33.5)
## duration > 153:
## :...campaign > 3: no (101.2/47.3)
## campaign <= 3:
## :...balance <= 47: no (60.7/4.9)
## balance > 47:
## :...previous > 3: no (41.3/3.9)
## previous <= 3:
## :...month = feb: no (120.1/22)
## month in {aug,jan,jul,may,nov}:
## :...contact = telephone: no (18.6/1.4)
## contact = cellular:
## :...day <= 5: yes (66.3/18.7)
## day > 5:
## :...duration > 330: no (41.3)
## duration <= 330:
## :...job in {entrepreneur,housemaid,retired,
## : self-employed,services,unemployed,
## : unknown}: no (44.4/1.8)
## job in {admin.,blue-collar,management,student,
## : technician}:
## :...balance > 4912: no (15)
## balance <= 4912:
## :...balance > 2466: yes (53.1/13)
## balance <= 2466:
## :...balance > 1592: no (33)
## balance <= 1592:
## :...duration > 316: yes (17)
## duration <= 316: [S29]
##
## SubTree [S25]
##
## contact = telephone: no (17.2/3.5)
## contact = cellular:
## :...month = aug:
## :...day > 27: yes (21/3.5)
## : day <= 27:
## : :...job in {admin.,blue-collar,management,retired,self-employed,
## : : student,technician,unemployed,unknown}: no (296.3/68.7)
## : job in {entrepreneur,housemaid,services}: yes (28.1/6.8)
## month in {feb,jan,jul,may,nov}:
## :...job = retired: yes (0)
## job in {entrepreneur,housemaid,services}: no (35.4/3.3)
## job in {admin.,blue-collar,management,self-employed,student,technician,
## : unemployed,unknown}:
## :...previous > 1: yes (112.8/28.9)
## previous <= 1:
## :...day > 27: no (63.2/13.9)
## day <= 27:
## :...month = jan: yes (12.9)
## month in {feb,jul,may,nov}:
## :...duration > 347: no (26.4/4.3)
## duration <= 347:
## :...marital = divorced: no (5.1)
## marital in {married,single}:
## :...duration > 283:
## :...age <= 26: no (15.7/4.4)
## : age > 26: yes (112/21.1)
## duration <= 283:
## :...duration > 277: no (25.6)
## duration <= 277:
## :...job = unknown: yes (0)
## job in {blue-collar,
## : unemployed}: no (9.8)
## job in {admin.,management,
## : self-employed,student,
## : technician}:
## :...balance > 3240: yes (82.2/18.4)
## balance <= 3240:
## :...campaign > 2: no (18.1)
## campaign <= 2:
## :...balance > 2092: no (18.9)
## balance <= 2092:
## :...duration > 266: no (15.3)
## duration <= 266:
## :...age <= 31: yes (108/33.6)
## age > 31: no (73.5/28.3)
##
## SubTree [S26]
##
## duration <= 147: yes (35.3/11.7)
## duration > 147:
## :...duration <= 154: no (48.1)
## duration > 154:
## :...balance > 12980: no (32.1)
## balance <= 12980:
## :...campaign <= 1:
## :...job in {self-employed,student,unknown}: no (21.6)
## : job in {admin.,blue-collar,housemaid}:
## : :...poutcome = other: yes (17.5)
## : : poutcome in {failure,unknown}:
## : : :...pdays > 102: no (17.6)
## : : pdays <= 102:
## : : :...pdays > 93: yes (9.2)
## : : pdays <= 93:
## : : :...balance <= 3503: no (115.3/48.6)
## : : balance > 3503: yes (36.7/5.2)
## : job in {entrepreneur,management,retired,services,technician,
## : : unemployed}:
## : :...poutcome = other: no (24.9)
## : poutcome in {failure,unknown}:
## : :...month = jan: no (35.1)
## : month in {aug,feb,jul,may,nov}:
## : :...age <= 54:
## : :...duration > 274: no (71.3/3.5)
## : : duration <= 274:
## : : :...duration <= 246: no (152.9/39.3)
## : : duration > 246: yes (44.9/11.8)
## : age > 54:
## : :...duration > 303: yes (94.2/29.6)
## : duration <= 303:
## : :...education = primary: no (37.5)
## : education in {secondary,tertiary,unknown}:
## : :...month = jul: no (13.2)
## : month in {aug,feb,may,nov}:
## : :...marital = single: no (5.1)
## : marital in {divorced,married}: [S30]
## campaign > 1:
## :...job in {blue-collar,student,unknown}: no (93.5/4.9)
## job in {admin.,entrepreneur,housemaid,management,retired,
## : self-employed,services,technician,unemployed}:
## :...pdays > 267: yes (30.1/6.8)
## pdays <= 267:
## :...poutcome = other: no (22.1)
## poutcome in {failure,unknown}:
## :...balance <= 321: no (216.5/28.1)
## balance > 321:
## :...balance > 5483: no (47.3)
## balance <= 5483:
## :...contact = telephone: no (77.4/9.1)
## contact = cellular:
## :...campaign > 7: yes (27.9/8.5)
## campaign <= 7:
## :...marital in {divorced,
## : single}: yes (93.8/37.9)
## marital = married: [S31]
##
## SubTree [S27]
##
## duration <= 297: yes (9.5)
## duration > 297: no (121.3/35.6)
##
## SubTree [S28]
##
## contact = telephone: no (7.4)
## contact = cellular:
## :...job in {admin.,housemaid,management,retired,self-employed,services,
## : technician,unknown}: no (249.3/61.3)
## job in {blue-collar,entrepreneur,student,unemployed}: yes (87.4/32.2)
##
## SubTree [S29]
##
## poutcome = failure: yes (28.8/8.2)
## poutcome in {other,unknown}: no (141.4/41)
##
## SubTree [S30]
##
## poutcome = failure: yes (18.6/3.3)
## poutcome = unknown:
## :...duration > 292: no (8.7)
## duration <= 292:
## :...job in {entrepreneur,technician}: yes (11.9/0.3)
## job in {management,retired,services,unemployed}: no (121.7/52.3)
##
## SubTree [S31]
##
## job in {admin.,entrepreneur,self-employed,services}: no (35.1)
## job in {housemaid,management,retired,technician,unemployed}:
## :...balance <= 1231:
## :...campaign <= 4: no (122.6/23.2)
## : campaign > 4: yes (8/2.2)
## balance > 1231:
## :...age > 66: yes (19.8/2.7)
## age <= 66:
## :...age <= 42: yes (13.9/1.4)
## age > 42:
## :...balance <= 1261: yes (15/1.4)
## balance > 1261:
## :...month in {aug,jan}: no (57/8.3)
## month in {feb,jul,may,nov}: yes (96.1/36.5)
##
## ----- Trial 15: -----
##
## Decision tree:
##
## duration > 551:
## :...day > 29:
## : :...month = feb: yes (0)
## : : month in {dec,jan,jun,nov}: no (81.6/27.2)
## : : month in {apr,aug,jul,mar,may,oct,sep}:
## : : :...poutcome = other: yes (11.2)
## : : poutcome in {failure,success,unknown}:
## : : :...age <= 42:
## : : :...default = yes: no (4.4/0.6)
## : : : default = no:
## : : : :...age <= 28: no (26.6/10.7)
## : : : age > 28: yes (167.8/25.1)
## : : age > 42:
## : : :...default = yes: yes (9.5)
## : : default = no:
## : : :...duration > 943: yes (63.8/14.4)
## : : duration <= 943:
## : : :...month in {apr,jul,oct}: yes (105.8/48.3)
## : : month in {aug,mar,may,sep}: no (43.6/3.1)
## : day <= 29:
## : :...contact = unknown:
## : :...campaign > 11: no (40.4/6.3)
## : : campaign <= 11:
## : : :...month in {apr,aug,dec,feb,jan,jul,mar,nov,oct,
## : : : sep}: no (46.5/14.2)
## : : month = jun:
## : : :...duration <= 556: yes (37.5/7.5)
## : : : duration > 556:
## : : : :...day <= 2: no (72.8/20.3)
## : : : day > 2:
## : : : :...job in {admin.,entrepreneur,management,
## : : : : self-employed,services,
## : : : : student}: yes (418.8/184.6)
## : : : job in {housemaid,retired,technician,unemployed,
## : : : : unknown}: no (294.6/118.9)
## : : : job = blue-collar:
## : : : :...duration > 1128: yes (30.7/3.4)
## : : : duration <= 1128:
## : : : :...loan = yes: no (27/2.4)
## : : : loan = no:
## : : : :...duration > 1040: no (9.1)
## : : : duration <= 1040:
## : : : :...duration <= 869: no (114.5/46.3)
## : : : duration > 869: yes (23.7)
## : : month = may:
## : : :...duration <= 645:
## : : :...duration > 618: no (41.7)
## : : : duration <= 618:
## : : : :...duration <= 614: no (201.1/45.7)
## : : : duration > 614: yes (23.3/4.8)
## : : duration > 645:
## : : :...day <= 5: no (60.2/9.5)
## : : day > 5:
## : : :...campaign > 4: no (77.8/21.1)
## : : campaign <= 4:
## : : :...duration > 1543: yes (63/18.4)
## : : duration <= 1543:
## : : :...job in {admin.,entrepreneur,housemaid,
## : : : retired,services,unemployed,
## : : : unknown}: no (287.1/109.7)
## : : job in {self-employed,
## : : : student}: yes (44/16.2)
## : : job = management:
## : : :...balance <= 247: no (33.8/0.8)
## : : : balance > 247:
## : : : :...duration <= 751: no (20.6/4.7)
## : : : duration > 751: yes (112.1/39.9)
## : : job = technician:
## : : :...day > 28: no (12.9)
## : : : day <= 28:
## : : : :...day <= 7: yes (7.7)
## : : : day > 7:
## : : : :...duration <= 765: no (37/4.1)
## : : : duration > 765: yes (107.5/49.3)
## : : job = blue-collar:
## : : :...default = yes: yes (2.6)
## : : default = no:
## : : :...loan = yes: no (33.2/9.3)
## : : loan = no:
## : : :...day > 28: yes (48.5/12.9)
## : : day <= 28: [S1]
## : contact in {cellular,telephone}:
## : :...month = jun: yes (145.2/39.8)
## : month in {apr,feb,jan,jul,nov}:
## : :...duration > 886:
## : : :...campaign > 6: yes (57/13.6)
## : : : campaign <= 6:
## : : : :...age > 62: yes (38.8/7.4)
## : : : age <= 62:
## : : : :...contact = telephone: no (83.4/31.5)
## : : : contact = cellular:
## : : : :...duration <= 904: yes (80.5/19.7)
## : : : duration > 904:
## : : : :...age > 56: no (65.5/20.3)
## : : : age <= 56:
## : : : :...previous > 3: yes (42.6/11.3)
## : : : previous <= 3:
## : : : :...poutcome in {failure,other,
## : : : : success}: no (175.5/75.2)
## : : : poutcome = unknown:
## : : : :...duration > 1478:
## : : : :...day <= 4: no (7.9)
## : : : : day > 4: yes (119.5/28.9)
## : : : duration <= 1478:
## : : : :...balance > 4574: no (71.1/16.7)
## : : : balance <= 4574: [S2]
## : : duration <= 886:
## : : :...job in {student,unknown}: yes (65.6/20)
## : : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : management,retired,self-employed,services,
## : : : technician,unemployed}:
## : : :...month = apr:
## : : :...default = yes: yes (12.3/2.8)
## : : : default = no:
## : : : :...housing = no: yes (100.9/49)
## : : : housing = yes:
## : : : :...job in {admin.,blue-collar,management,
## : : : : self-employed,services,technician,
## : : : : unemployed}: no (321.5/70.3)
## : : : job in {entrepreneur,housemaid,
## : : : retired}: yes (17.9/4.1)
## : : month in {feb,jan,jul,nov}:
## : : :...pdays > 265: yes (29.9/5.3)
## : : pdays <= 265:
## : : :...contact = telephone: no (133.4/40.6)
## : : contact = cellular:
## : : :...marital = married:
## : : :...day <= 3: no (57.8/11.1)
## : : : day > 3:
## : : : :...poutcome = success: yes (14.4/1.5)
## : : : poutcome in {failure,other,unknown}: [S3]
## : : marital in {divorced,single}:
## : : :...job in {admin.,housemaid,retired}:
## : : :...day <= 28: yes (169/53.6)
## : : : day > 28: no (10.2)
## : : job in {blue-collar,entrepreneur,
## : : : management,self-employed,
## : : : services,technician,unemployed}:
## : : :...education = primary: yes (80.1/29.9)
## : : education in {secondary,tertiary,
## : : : unknown}:
## : : :...campaign > 1:
## : : :...age <= 53: no (320.7/91.2)
## : : : age > 53: yes (21.6/5.9)
## : : campaign <= 1:
## : : :...pdays > 173: yes (18.4/3)
## : : pdays <= 173: [S4]
## : month in {aug,dec,mar,may,oct,sep}:
## : :...day > 26:
## : :...education = unknown: yes (10.6)
## : : education in {primary,secondary,tertiary}:
## : : :...pdays > 160: yes (14.1)
## : : pdays <= 160:
## : : :...contact = telephone: no (9)
## : : contact = cellular:
## : : :...duration > 1608: yes (7.9)
## : : duration <= 1608:
## : : :...job in {admin.,unemployed,
## : : : unknown}: yes (8.6)
## : : job in {blue-collar,entrepreneur,housemaid,
## : : management,retired,self-employed,
## : : services,student,
## : : technician}: no (145.2/33.3)
## : day <= 26:
## : :...age > 61:
## : :...job in {self-employed,services,student,
## : : : unknown}: no (0)
## : : job in {housemaid,unemployed}: yes (11.4)
## : : job in {admin.,blue-collar,entrepreneur,management,
## : : : retired,technician}:
## : : :...age > 72: yes (64.8/20.7)
## : : age <= 72:
## : : :...previous <= 1: no (105.3/12.3)
## : : previous > 1: yes (25.1/8.6)
## : age <= 61:
## : :...month = mar: yes (15)
## : month in {aug,dec,may,oct,sep}:
## : :...campaign > 7: no (80.4/30.5)
## : campaign <= 7:
## : :...day <= 11:
## : :...pdays > 364: no (31.6/6)
## : : pdays <= 364:
## : : :...marital = divorced: yes (145.6/46)
## : : marital in {married,single}:
## : : :...housing = yes:
## : : :...month in {aug,dec,
## : : : : oct}: no (64.4/28.7)
## : : : month = sep: yes (1.7)
## : : : month = may: [S5]
## : : housing = no:
## : : :...default = yes: no (3.2)
## : : default = no:
## : : :...balance > 6386: yes (28.2/3.9)
## : : balance <= 6386:
## : : :...loan = yes: yes (15.1/2.2)
## : : loan = no:
## : : :...campaign <= 1: [S6]
## : : campaign > 1: [S7]
## : day > 11:
## : :...month = dec: no (6.8)
## : month in {aug,may,oct,sep}:
## : :...marital = single:
## : :...day > 22: yes (26.7)
## : : day <= 22: [S8]
## : marital in {divorced,married}:
## : :...duration <= 582: yes (109.7/22)
## : duration > 582:
## : :...duration > 944:
## : :...day <= 12: yes (45.1/0.4)
## : : day > 12:
## : : :...pdays > 348: no (15.8/2.5)
## : : pdays <= 348:
## : : :...age <= 28: no (12.1/1.6)
## : : age > 28: [S9]
## : duration <= 944: [S10]
## duration <= 551:
## :...duration <= 77: no (934.3/83.9)
## duration > 77:
## :...poutcome = success:
## :...duration <= 106: no (188.1/55.3)
## : duration > 106:
## : :...housing = yes:
## : :...month in {aug,dec,oct,sep}:
## : : :...campaign <= 3: yes (171.4/44.9)
## : : : campaign > 3: no (19.2/2.7)
## : : month in {apr,feb,jan,jul,jun,mar,may,nov}:
## : : :...pdays > 209:
## : : :...pdays <= 364: no (131.3/16.8)
## : : : pdays > 364: yes (30.7/7.8)
## : : pdays <= 209:
## : : :...pdays <= 85: no (64.5/9.3)
## : : pdays > 85:
## : : :...pdays <= 93: yes (49.9/6.1)
## : : pdays > 93:
## : : :...pdays > 179: yes (94.1/30.7)
## : : pdays <= 179:
## : : :...day <= 5: yes (9.5)
## : : day > 5: no (117.1/27.1)
## : housing = no:
## : :...duration <= 212:
## : :...pdays > 202: no (40.7/4.6)
## : : pdays <= 202:
## : : :...contact = unknown: yes (0)
## : : contact = telephone: no (33/6.8)
## : : contact = cellular:
## : : :...loan = yes: yes (37.7/6.5)
## : : loan = no:
## : : :...pdays > 191: yes (42.6/6.6)
## : : pdays <= 191:
## : : :...balance <= 447: yes (149.8/49)
## : : balance > 447:
## : : :...pdays > 184: no (38.3/3.9)
## : : pdays <= 184:
## : : :...previous > 5: yes (33.6/5.5)
## : : previous <= 5: [S11]
## : duration > 212:
## : :...previous > 5: no (100.6/45.4)
## : previous <= 5:
## : :...previous > 4: yes (55.9/6.1)
## : previous <= 4:
## : :...month in {dec,jan,jun,may,nov,oct}:
## : :...education in {primary,
## : : : unknown}: yes (62.5/14.2)
## : : education in {secondary,tertiary}:
## : : :...duration <= 269: yes (112.4/34.9)
## : : duration > 269:
## : : :...balance <= 892: yes (135.1/52.5)
## : : balance > 892: no (116.1/29)
## : month in {apr,aug,feb,jul,mar,sep}:
## : :...previous > 3: yes (40.8)
## : previous <= 3:
## : :...duration > 472: no (27.6/7.3)
## : duration <= 472:
## : :...campaign > 2: yes (42.2)
## : campaign <= 2:
## : :...loan = yes: no (6.9/1.9)
## : loan = no: [S12]
## poutcome in {failure,other,unknown}:
## :...pdays > 388:
## :...duration <= 183: no (87.7/26.8)
## : duration > 183: yes (223.9/75.3)
## pdays <= 388:
## :...contact = unknown:
## :...month in {mar,oct}: yes (21.3/2.6)
## : month in {apr,aug,feb,jan,nov,sep}:
## : :...day <= 14: yes (75.1/15.3)
## : : day > 14: no (72.8/4.2)
## : month in {dec,jul,jun,may}:
## : :...poutcome = failure: no (0)
## : poutcome = other: yes (1.4)
## : poutcome = unknown:
## : :...duration <= 370: no (767.6)
## : duration > 370:
## : :...duration <= 459:
## : :...day <= 17: no (239.9/10.9)
## : : day > 17:
## : : :...duration <= 371: yes (9.6/1)
## : : duration > 371:
## : : :...age <= 30: yes (51.5/20.5)
## : : age > 30: no (123.9/14.7)
## : duration > 459:
## : :...balance > 855: no (136.1/21)
## : balance <= 855:
## : :...balance > 745: yes (28.3/3.7)
## : balance <= 745:
## : :...campaign <= 2: no (295.6/80.9)
## : campaign > 2:
## : :...loan = yes: no (5.8)
## : loan = no:
## : :...day <= 13: yes (87.1/23.2)
## : day > 13: no (61.7/15.8)
## contact in {cellular,telephone}:
## :...month in {dec,jun,mar,oct,sep}:
## :...duration <= 114:
## : :...previous > 2: no (32.9)
## : : previous <= 2:
## : : :...loan = yes: no (9)
## : : loan = no:
## : : :...pdays > 222: yes (22.1/3.4)
## : : pdays <= 222:
## : : :...education = unknown: no (15.5)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...marital = divorced: yes (52.5/13.4)
## : : marital in {married,single}:
## : : :...age > 61: no (35.6)
## : : age <= 61: [S13]
## : duration > 114:
## : :...campaign > 5: no (78.6/26.9)
## : campaign <= 5:
## : :...duration > 399:
## : :...job in {admin.,blue-collar,housemaid,
## : : : services,student,technician,
## : : : unknown}:
## : : :...education = unknown: no (6.2)
## : : : education in {primary,secondary,
## : : : : tertiary}:
## : : : :...day <= 29: yes (174.6/28.7)
## : : : day > 29: no (11.3/2.9)
## : : job in {entrepreneur,management,retired,
## : : : self-employed,unemployed}:
## : : :...education = unknown: yes (13)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...age <= 25: no (12.9)
## : : age > 25:
## : : :...duration <= 430: yes (37.2/6.2)
## : : duration > 430:
## : : :...duration <= 538: no (171.3/61.1)
## : : duration > 538: yes (8.6)
## : duration <= 399:
## : :...contact = telephone:
## : :...education = unknown: no (33.7/5.7)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...day <= 4: no (66.6/15)
## : : day > 4:
## : : :...month in {dec,jun,
## : : : mar}: no (107.7/34.4)
## : : month in {oct,sep}:
## : : :...previous > 4: no (10.3)
## : : previous <= 4:
## : : :...pdays > 90: yes (24.2/0.4)
## : : pdays <= 90:
## : : :...age <= 58: yes (91.1/29.6)
## : : age > 58: no (62.5/24.6)
## : contact = cellular:
## : :...previous > 12: yes (32/7.7)
## : previous <= 12:
## : :...month = mar:
## : :...balance > 6737: yes (51.6/7.5)
## : : balance <= 6737:
## : : :...age <= 25: yes (42.2/8.2)
## : : age > 25:
## : : :...age <= 27: no (39.2/5.8)
## : : age > 27:
## : : :...campaign <= 1: [S14]
## : : campaign > 1: [S15]
## : month in {dec,jun,oct,sep}:
## : :...day > 28:
## : :...loan = yes: no (3.6)
## : : loan = no: [S16]
## : day <= 28:
## : :...campaign <= 1:
## : :...day > 21: [S17]
## : : day <= 21: [S18]
## : campaign > 1:
## : :...balance > 10667: no (25.1/2.9)
## : balance <= 10667:
## : :...age <= 24: no (35.9/8.2)
## : age > 24: [S19]
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...balance <= -190:
## :...duration <= 473: no (183.4)
## : duration > 473: yes (62.5/29)
## balance > -190:
## :...default = yes: no (101.5/17.8)
## default = no:
## :...duration <= 312:
## :...housing = yes:
## : :...duration <= 86: no (52.5)
## : : duration > 86:
## : : :...job in {blue-collar,entrepreneur,
## : : : self-employed,student,
## : : : unknown}: no (895.6/102.3)
## : : job in {admin.,housemaid,
## : : : management,retired,
## : : : services,technician,
## : : : unemployed}:
## : : :...duration <= 89: yes (39.4/17.5)
## : : duration > 89:
## : : :...campaign > 5: no (99.3/5.7)
## : : campaign <= 5:
## : : :...loan = yes: no (316.6/37.8)
## : : loan = no: [S20]
## : housing = no:
## : :...balance <= -1: no (32.3)
## : balance > -1:
## : :...month in {apr,feb}:
## : :...campaign > 7: yes (27.3/7.4)
## : : campaign <= 7:
## : : :...campaign > 6: no (29.7/3.8)
## : : campaign <= 6:
## : : :...day > 9:
## : : :...month = feb: [S21]
## : : : month = apr:
## : : : :...day > 26: [S22]
## : : : day <= 26: [S23]
## : : day <= 9: [S24]
## : month in {aug,jan,jul,may,nov}:
## : :...day <= 3:
## : :...previous > 2: no (22.5)
## : : previous <= 2: [S25]
## : day > 3:
## : :...age <= 25:
## : :...loan = yes: no (21.6)
## : : loan = no:
## : : :...day <= 7: no (20.6)
## : : day > 7: [S26]
## : age > 25:
## : :...pdays > 86:
## : :...pdays <= 102: [S27]
## : : pdays > 102: [S28]
## : pdays <= 86: [S29]
## duration > 312:
## :...balance <= -117: yes (68.1/20.7)
## balance > -117:
## :...balance <= -23: no (47.9)
## balance > -23:
## :...day > 29: [S30]
## day <= 29:
## :...education = unknown:
## :...loan = yes: no (8.5)
## : loan = no:
## : :...age > 62: no (22.5/2.1)
## : age <= 62: [S31]
## education in {primary,
## : secondary,
## : tertiary}:
## :...age > 60:
## :...age > 81: yes (17.8)
## : age <= 81: [S32]
## age <= 60:
## :...day > 28: [S33]
## day <= 28: [S34]
##
## SubTree [S1]
##
## marital = divorced: yes (25.6/8.5)
## marital = single: no (84.3/27)
## marital = married:
## :...duration <= 888: no (82.7/20.5)
## duration > 888: yes (118.4/41.3)
##
## SubTree [S2]
##
## marital = single:
## :...day > 23: no (39.3/12.9)
## : day <= 23:
## : :...day > 20: yes (24.9)
## : day <= 20:
## : :...job in {entrepreneur,housemaid,management,retired,services,
## : : unemployed}: yes (53.9/6.7)
## : job in {admin.,blue-collar,self-employed,student,technician,
## : : unknown}:
## : :...balance <= 1457: yes (124.9/58.7)
## : balance > 1457: no (8.6)
## marital in {divorced,married}:
## :...age <= 38:
## :...duration > 1452: no (12.7)
## : duration <= 1452:
## : :...campaign <= 2: no (161.8/52.2)
## : campaign > 2: yes (67/19.8)
## age > 38:
## :...duration <= 940: yes (37.5/3.1)
## duration > 940:
## :...education = unknown: yes (6.2)
## education in {primary,secondary,tertiary}:
## :...month = jan: yes (25/2.4)
## month in {apr,feb,jul,nov}:
## :...age > 49: yes (73.8/26.9)
## age <= 49:
## :...job in {admin.,services}: yes (11.5)
## job in {blue-collar,entrepreneur,housemaid,management,
## retired,self-employed,student,technician,
## unemployed,unknown}: no (131/39.8)
##
## SubTree [S3]
##
## job in {admin.,entrepreneur,housemaid,retired,services,
## : unemployed}: no (310/120)
## job = self-employed: yes (52.2/19.2)
## job = technician:
## :...duration <= 634: no (59.5/4.7)
## : duration > 634: yes (95.9/42.6)
## job = management:
## :...poutcome = other: yes (19.9/1.2)
## : poutcome in {failure,unknown}:
## : :...campaign > 6: yes (15.1/1.8)
## : campaign <= 6:
## : :...age <= 25: yes (7.9/1.7)
## : age > 25: no (150.1/24)
## job = blue-collar:
## :...pdays > 167: no (11.7)
## pdays <= 167:
## :...balance > 5115: yes (13)
## balance <= 5115:
## :...balance > 2141: no (21.2/2.2)
## balance <= 2141:
## :...balance > 1184: yes (23.9)
## balance <= 1184:
## :...campaign <= 4: no (139.2/44)
## campaign > 4: yes (16.6/4)
##
## SubTree [S4]
##
## job in {entrepreneur,self-employed}: no (12.5/2.6)
## job in {blue-collar,management,services,technician,unemployed}:
## :...default = yes: yes (9.9)
## default = no:
## :...poutcome in {failure,success}: yes (6.2)
## poutcome = other: no (5.8)
## poutcome = unknown:
## :...age <= 29: no (56/16.1)
## age > 29:
## :...month = jul: yes (81/23.1)
## month = jan: no (16.3)
## month in {feb,nov}:
## :...age > 50: no (12)
## age <= 50:
## :...education = unknown: yes (6.1)
## education in {secondary,tertiary}:
## :...age <= 43: yes (116.3/51.8)
## age > 43: no (10.7)
##
## SubTree [S5]
##
## education in {primary,unknown}: no (66.3/17.9)
## education = tertiary:
## :...age <= 28: no (19.1)
## : age > 28: yes (115.8/36.4)
## education = secondary:
## :...duration <= 555: yes (12.4/0.9)
## duration > 555:
## :...poutcome = other: no (18.9/1.1)
## poutcome in {failure,success,unknown}:
## :...pdays <= 329: no (164/63.3)
## pdays > 329: yes (21.7/4.3)
##
## SubTree [S6]
##
## balance > 5348: no (7.7)
## balance <= 5348:
## :...pdays <= 205: yes (124.6/30.3)
## pdays > 205: no (7.2)
##
## SubTree [S7]
##
## poutcome in {failure,success}: yes (13.6/1.2)
## poutcome in {other,unknown}:
## :...job in {entrepreneur,housemaid}: no (16)
## job in {admin.,blue-collar,management,retired,self-employed,services,
## : student,technician,unemployed,unknown}:
## :...education = secondary: no (94.9/29.3)
## education in {primary,tertiary,unknown}:
## :...balance > 5643: no (8.1)
## balance <= 5643:
## :...duration <= 596: no (10.3)
## duration > 596: yes (135.3/50)
##
## SubTree [S8]
##
## education = unknown: no (14.3/3.2)
## education in {primary,secondary,tertiary}:
## :...month = oct: yes (26.3/2.6)
## month = sep: no (7.1/1.2)
## month in {aug,may}:
## :...duration <= 583: no (48.1/16.3)
## duration > 583:
## :...balance > 2213: yes (54.7/2.3)
## balance <= 2213:
## :...poutcome = success: yes (10.8)
## poutcome in {failure,other,unknown}:
## :...job in {admin.,entrepreneur,housemaid,retired,
## : self-employed,services,student,unemployed,
## : unknown}: yes (83.2/12.2)
## job in {blue-collar,management,technician}:
## :...balance <= 139: yes (97/18.5)
## balance > 139:
## :...duration <= 629: yes (21)
## duration > 629:
## :...loan = no: no (134/44.2)
## loan = yes: yes (17.1/3.2)
##
## SubTree [S9]
##
## job in {admin.,blue-collar,entrepreneur,management,retired,services,student,
## : technician,unemployed,unknown}: yes (147.5/42.3)
## job in {housemaid,self-employed}: no (7.9)
##
## SubTree [S10]
##
## education = unknown: no (8.3)
## education in {primary,secondary,tertiary}:
## :...balance > 3436: yes (58.1/13.2)
## balance <= 3436:
## :...balance > 2633: no (28/3.9)
## balance <= 2633:
## :...duration > 743:
## :...duration > 924: no (15.2)
## : duration <= 924:
## : :...duration <= 819: no (84.2/20.6)
## : duration > 819: yes (94.2/40.2)
## duration <= 743:
## :...duration > 730: yes (26.7/1.7)
## duration <= 730:
## :...job in {housemaid,student}: no (12.6)
## job in {self-employed,unemployed,unknown}: yes (15.8)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : services,technician}:
## :...education = tertiary: yes (91.3/26)
## education in {primary,secondary}:
## :...day > 18: no (50.1/9.9)
## day <= 18:
## :...job in {management,technician}: yes (20.7/1.4)
## job in {admin.,blue-collar,entrepreneur,
## : retired,services}:
## :...balance <= -207: yes (7.8)
## balance > -207:
## :...duration <= 629: yes (55.6/15.3)
## duration > 629: no (90/29.6)
##
## SubTree [S11]
##
## job = unknown: no (0)
## job in {blue-collar,housemaid,services,unemployed}: yes (42.6/9.4)
## job in {admin.,entrepreneur,management,retired,self-employed,student,
## : technician}:
## :...campaign <= 5: no (236.5/79.1)
## campaign > 5: yes (12.5/3.2)
##
## SubTree [S12]
##
## education = primary: no (40/15.2)
## education in {secondary,tertiary,unknown}:
## :...pdays <= 78: no (14/2.7)
## pdays > 78: yes (261.6/57.5)
##
## SubTree [S13]
##
## contact = telephone: no (9.1)
## contact = cellular:
## :...previous > 0: no (40.4/2.7)
## previous <= 0:
## :...campaign > 4: no (13.1)
## campaign <= 4:
## :...balance > 4348: no (17.5)
## balance <= 4348:
## :...education in {primary,tertiary}: no (124.9/49.7)
## education = secondary: yes (82.7/26)
##
## SubTree [S14]
##
## loan = yes: no (2.4)
## loan = no:
## :...education = primary: yes (19.4/1.1)
## education in {secondary,tertiary,unknown}:
## :...age <= 75: yes (195.6/70.3)
## age > 75: no (10.7)
##
## SubTree [S15]
##
## marital = divorced: yes (23/4.7)
## marital in {married,single}:
## :...duration <= 118: no (14.4)
## duration > 118:
## :...day <= 4: yes (30.9/6.5)
## day > 4:
## :...education in {primary,unknown}: no (19.3)
## education in {secondary,tertiary}:
## :...job in {admin.,blue-collar,entrepreneur,management,student,
## : technician,unknown}: no (120.7/42.2)
## job in {housemaid,retired,self-employed,services,
## unemployed}: yes (18.3)
##
## SubTree [S16]
##
## education = unknown: yes (11.6)
## education in {primary,secondary,tertiary}:
## :...month = dec: no (5.8)
## month in {jun,oct,sep}:
## :...pdays <= 319: yes (124/40.4)
## pdays > 319: no (6.8)
##
## SubTree [S17]
##
## duration <= 339: no (146.9/32)
## duration > 339: yes (17.7/3.4)
##
## SubTree [S18]
##
## duration > 361: no (79.1/21)
## duration <= 361:
## :...education = unknown: yes (47.9/14.7)
## education = primary: no (65.3/17.3)
## education = secondary:
## :...marital = divorced: yes (24.9/4.3)
## : marital in {married,single}:
## : :...age <= 29:
## : :...age <= 20: no (7.2)
## : : age > 20: yes (119.7/35.6)
## : age > 29:
## : :...duration <= 147: no (20.8)
## : duration > 147:
## : :...age <= 30: no (16)
## : age > 30:
## : :...previous <= 1: yes (108.8/42.5)
## : previous > 1: no (48.7/11.9)
## education = tertiary:
## :...age > 52: yes (36.3/3.1)
## age <= 52:
## :...month in {dec,oct,sep}: no (172.5/71.8)
## month = jun:
## :...marital = divorced: no (13.3)
## marital in {married,single}:
## :...previous > 2: yes (17.5/5.1)
## previous <= 2:
## :...balance > 9252: yes (8.1/0.7)
## balance <= 9252:
## :...duration <= 131: yes (19.4/5.9)
## duration > 131: no (133.2/32.1)
##
## SubTree [S19]
##
## duration > 367: no (46.1/9.9)
## duration <= 367:
## :...housing = yes:
## :...duration <= 142: no (15.4)
## : duration > 142: yes (131.6/58.4)
## housing = no:
## :...marital = divorced: no (40.1/16)
## marital = single:
## :...pdays > 130: yes (16)
## : pdays <= 130:
## : :...balance <= 1012: yes (106.1/36.7)
## : balance > 1012: no (83.5/19)
## marital = married:
## :...campaign > 4: no (13.5/3)
## campaign <= 4:
## :...day > 23: no (23.3/5.5)
## day <= 23:
## :...campaign > 3: yes (29.3/3.3)
## campaign <= 3:
## :...poutcome = other: yes (24.3/2.3)
## poutcome in {failure,unknown}:
## :...education = primary: no (11.4/3.1)
## education = unknown: yes (10.6)
## education in {secondary,tertiary}:
## :...day > 19: yes (12.3)
## day <= 19:
## :...duration <= 134: no (9.9)
## duration > 134: yes (152/42.3)
##
## SubTree [S20]
##
## marital = divorced: no (213.2/32.8)
## marital in {married,single}:
## :...pdays > 343: no (70.6/5.9)
## pdays <= 343:
## :...poutcome = other:
## :...pdays <= 117: no (19.7)
## : pdays > 117:
## : :...previous > 8: no (11.7)
## : previous <= 8:
## : :...job in {admin.,unemployed}: no (9.8)
## : job in {housemaid,management,retired,services,
## : technician}: yes (120.1/42.5)
## poutcome in {failure,unknown}:
## :...pdays > 280: no (55.5/8.4)
## pdays <= 280:
## :...previous > 2:
## :...day <= 4: no (24.4)
## : day > 4:
## : :...day <= 23: yes (121.9/50.6)
## : day > 23: no (13.7)
## previous <= 2:
## :...pdays > 243: no (40.4)
## pdays <= 243:
## :...pdays > 198: yes (29.4/8.5)
## pdays <= 198:
## :...month in {jul,nov}:
## :...day <= 6: yes (56.4/21.5)
## : day > 6: no (342.4/40.7)
## month in {apr,aug,feb,jan,may}:
## :...age <= 27: no (53.2/3.6)
## age > 27:
## :...duration > 306: yes (31.3/8.7)
## duration <= 306:
## :...day > 17:
## :...duration > 270: no (26.4)
## : duration <= 270:
## : :...age <= 32: yes (120.3/38.7)
## : age > 32: no (142.5/42.6)
## day <= 17:
## :...month = jan: yes (7.3/1)
## month in {apr,aug,feb,may}:
## :...balance <= 1026: no (210.4/38.8)
## balance > 1026:
## :...balance <= 1039: yes (6.7)
## balance > 1039: no (165.3/37.8)
##
## SubTree [S21]
##
## pdays > 266: no (19.1)
## pdays <= 266:
## :...previous <= 1: yes (263.3/62.8)
## previous > 1: no (28/11)
##
## SubTree [S22]
##
## duration <= 223: no (145.3/21.9)
## duration > 223: yes (100/41.9)
##
## SubTree [S23]
##
## poutcome = other: no (11.9)
## poutcome in {failure,unknown}:
## :...age <= 24: no (44.1/8)
## age > 24:
## :...age <= 29: yes (77.2/14.6)
## age > 29:
## :...loan = yes: yes (3.7/0.2)
## loan = no:
## :...education in {primary,tertiary}:
## :...marital = divorced: yes (26.6/7.2)
## : marital in {married,single}: no (247.3/120.8)
## education in {secondary,unknown}:
## :...balance <= 34: yes (16.3/3.7)
## balance > 34: no (167.5/45.1)
##
## SubTree [S24]
##
## job in {entrepreneur,housemaid,services}: no (73.3)
## job in {admin.,blue-collar,management,retired,self-employed,student,technician,
## : unemployed,unknown}:
## :...age > 69: no (35.4)
## age <= 69:
## :...duration > 296: yes (39.3/11.1)
## duration <= 296:
## :...balance > 6695: no (35.4/2.2)
## balance <= 6695:
## :...month = apr:
## :...loan = yes: yes (22)
## : loan = no:
## : :...education in {primary,secondary,
## : : tertiary}: no (124.3/45.4)
## : education = unknown: yes (13.4/0.3)
## month = feb:
## :...education in {primary,unknown}: no (67.5/8.2)
## education in {secondary,tertiary}:
## :...duration <= 119: no (61.5/6.1)
## duration > 119:
## :...pdays > 181: no (33.2/3.6)
## pdays <= 181:
## :...pdays > 88: yes (32.4/11.4)
## pdays <= 88:
## :...poutcome = other: no (7.2)
## poutcome in {failure,unknown}:
## :...marital = divorced: no (30.9/7.6)
## marital = single:
## :...balance <= 3: yes (9.6/1.2)
## : balance > 3: no (127.7/33.5)
## marital = married:
## :...duration > 284: yes (13.9/0.7)
## duration <= 284:
## :...job in {admin.,student,
## : unemployed,
## : unknown}: no (25.4)
## job in {blue-collar,management,
## : retired,self-employed,
## : technician}:
## :...campaign <= 2: no (122.3/41.6)
## campaign > 2: yes (39.7/10.5)
##
## SubTree [S25]
##
## job in {admin.,retired,self-employed,student,technician,
## : unknown}: no (41/10.7)
## job in {blue-collar,entrepreneur,housemaid,management,services,
## unemployed}: yes (92.3/18.3)
##
## SubTree [S26]
##
## poutcome = failure: no (32/5.8)
## poutcome in {other,unknown}:
## :...pdays > 99: no (16.9/2.9)
## pdays <= 99:
## :...previous > 0: yes (15.1/1.5)
## previous <= 0:
## :...job in {housemaid,retired,self-employed,unknown}: yes (0)
## job in {services,unemployed}: no (8.7)
## job in {admin.,blue-collar,entrepreneur,management,student,
## : technician}:
## :...balance <= 4: yes (15.1)
## balance > 4:
## :...balance <= 57: no (11)
## balance > 57: yes (161.5/50.6)
##
## SubTree [S27]
##
## balance <= 470: no (78.9/25.4)
## balance > 470: yes (158.7/45.1)
##
## SubTree [S28]
##
## pdays <= 179: no (182.5/26.6)
## pdays > 179:
## :...pdays > 286: no (88.9/14.4)
## pdays <= 286:
## :...previous > 4: no (49.3/7.8)
## previous <= 4:
## :...contact = telephone: yes (4.3)
## contact = cellular:
## :...balance > 2544: no (27.5/6.4)
## balance <= 2544:
## :...education in {primary,unknown}: no (3.6)
## education in {secondary,tertiary}: yes (126.2/35.5)
##
## SubTree [S29]
##
## duration <= 123: no (248.6)
## duration > 123:
## :...day > 29: no (49.7)
## day <= 29:
## :...age > 59:
## :...month in {jan,may}: no (19.1)
## : month in {aug,jul,nov}:
## : :...poutcome = failure: yes (0.9)
## : poutcome = other: no (5)
## : poutcome = unknown:
## : :...balance > 2798: no (37.1/2.7)
## : balance <= 2798:
## : :...duration <= 135: yes (12.7)
## : duration > 135:
## : :...education = primary: no (21.5)
## : education in {secondary,tertiary,unknown}:
## : :...marital in {divorced,single}: no (34.5/13.3)
## : marital = married:
## : :...day > 26: yes (19.8/0.4)
## : day <= 26:
## : :...loan = yes: yes (7.8/0.5)
## : loan = no:
## : :...day <= 17: yes (112.7/42.1)
## : day > 17: no (14.7)
## age <= 59:
## :...month = jul: no (320.2/23.9)
## month in {aug,jan,may,nov}:
## :...campaign > 1:
## :...poutcome = other: yes (7.1)
## : poutcome in {failure,unknown}:
## : :...month in {aug,nov}:
## : :...balance <= 445: no (250.1)
## : : balance > 445:
## : : :...balance <= 474: yes (24.4/7.7)
## : : balance > 474: no (488.4/64.6)
## : month in {jan,may}:
## : :...age > 45: no (38.7)
## : age <= 45:
## : :...contact = telephone: no (5.6)
## : contact = cellular:
## : :...job in {entrepreneur,housemaid,retired,
## : : unknown}: yes (0)
## : job in {student,unemployed}: no (13.9)
## : job in {admin.,blue-collar,management,
## : : self-employed,services,technician}:
## : :...marital = divorced: no (5)
## : marital in {married,single}:
## : :...balance <= 10333: yes (121.5/47.4)
## : balance > 10333: no (7.6)
## campaign <= 1:
## :...duration > 284: no (64.2)
## duration <= 284:
## :...job in {retired,self-employed,student,
## : unknown}: no (58.1)
## job in {admin.,blue-collar,entrepreneur,housemaid,
## : management,services,technician,unemployed}:
## :...poutcome in {failure,other}: no (29.1/3.7)
## poutcome = unknown:
## :...education = primary: no (29.8/3.2)
## education in {secondary,tertiary,unknown}:
## :...marital = divorced: yes (75.6/28.7)
## marital = married:
## :...age <= 32: no (28.6)
## : age > 32:
## : :...age <= 33: yes (13.8)
## : age > 33:
## : :...duration > 281: yes (14.2/0.6)
## : duration <= 281:
## : :...balance <= 6979: no (175.1/42.1)
## : balance > 6979: yes (21/4.5)
## marital = single:
## :...loan = yes: no (7.5)
## loan = no:
## :...duration > 239: no (29.3/3.2)
## duration <= 239:
## :...day <= 7: no (15.7/2)
## day > 7:
## :...duration > 219: yes (26.3/2)
## duration <= 219: [S35]
##
## SubTree [S30]
##
## contact = telephone: no (19.5)
## contact = cellular:
## :...month in {apr,aug,feb,may}: yes (198.4/55.4)
## month in {jan,jul,nov}: no (118.5/37.1)
##
## SubTree [S31]
##
## marital = divorced: yes (6.8)
## marital in {married,single}:
## :...campaign > 3: no (14/2.6)
## campaign <= 3:
## :...day <= 3: no (9.1)
## day > 3:
## :...duration > 491: no (26.2/7.3)
## duration <= 491:
## :...job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : retired,self-employed,student,unknown}: yes (135.6/31.7)
## job in {services,technician,unemployed}: no (8.9)
##
## SubTree [S32]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,self-employed,services,
## : student,unknown}: yes (34.9/3.3)
## job in {management,retired,technician,unemployed}:
## :...poutcome = failure: no (47/10.2)
## poutcome in {other,unknown}:
## :...age > 77: no (21.8/3.6)
## age <= 77:
## :...balance > 3718: no (45.3/10.9)
## balance <= 3718:
## :...month = jul: no (11)
## month in {apr,aug,feb,jan,may,nov}:
## :...job in {management,retired}: yes (164.5/50.5)
## job in {technician,unemployed}: no (3.8)
##
## SubTree [S33]
##
## balance <= 2843: no (113.5/11.4)
## balance > 2843: yes (14.4/4.3)
##
## SubTree [S34]
##
## education = primary:
## :...duration <= 493: no (347.9/64.9)
## : duration > 493: yes (94.7/43.6)
## education in {secondary,tertiary}:
## :...campaign > 1:
## :...balance > 5993: no (128.8/14)
## : balance <= 5993:
## : :...duration <= 316: yes (75.6/29.9)
## : duration > 316:
## : :...poutcome = other:
## : :...duration > 468: no (28.4)
## : : duration <= 468:
## : : :...day <= 5: no (15.4)
## : : day > 5:
## : : :...marital = divorced: no (5)
## : : marital in {married,single}: yes (118.9/41.8)
## : poutcome = failure:
## : :...loan = yes: no (35.1)
## : : loan = no:
## : : :...campaign > 4: no (12.6)
## : : campaign <= 4:
## : : :...marital = divorced: no (12.3)
## : : marital in {married,single}:
## : : :...duration <= 326: no (14.2)
## : : duration > 326:
## : : :...pdays > 360: yes (19.3/1.3)
## : : pdays <= 360:
## : : :...contact = telephone: no (9.6)
## : : contact = cellular:
## : : :...pdays > 338: no (13.8)
## : : pdays <= 338:
## : : :...balance > 3423: no (9)
## : : balance <= 3423:
## : : :...duration <= 334: no (9.5)
## : : duration > 334: yes (135/47)
## : poutcome = unknown:
## : :...contact = telephone: no (85.3/13.9)
## : contact = cellular:
## : :...day > 27: yes (116.3/56.4)
## : day <= 27:
## : :...marital = divorced:
## : :...loan = yes: no (7.7)
## : : loan = no:
## : : :...campaign > 6: no (10.1)
## : : campaign <= 6:
## : : :...age <= 53: no (132.3/51.7)
## : : age > 53: yes (54.7/15.3)
## : marital in {married,single}:
## : :...duration <= 365:
## : :...campaign > 7: yes (16.4/5.3)
## : : campaign <= 7:
## : : :...day <= 3: yes (17/6.4)
## : : day > 3: no (292.5/35.7)
## : duration > 365:
## : :...age > 58: yes (61.9/27.2)
## : age <= 58:
## : :...job in {housemaid,self-employed,
## : : unknown}: no (45.7)
## : job in {admin.,blue-collar,
## : : entrepreneur,management,
## : : retired,services,student,
## : : technician,unemployed}:
## : :...age > 47: no (150.9/20.7)
## : age <= 47:
## : :...loan = yes:
## : :...age <= 38: yes (124.8/57.5)
## : : age > 38: no (20.5)
## : loan = no:
## : :...month = apr: no (46.7/5)
## : month = jan: yes (2.9)
## : month in {jul,may,nov}:
## : :...day <= 22: no (339/89.9)
## : : day > 22: yes (64.2/25.4)
## : month in {aug,feb}:
## : :...marital = married:
## : :...day > 13: no (98.6/20.6)
## : : day <= 13: [S36]
## : marital = single: [S37]
## campaign <= 1:
## :...day > 27: no (26.2)
## day <= 27:
## :...duration > 546: no (28.8)
## duration <= 546:
## :...age > 55:
## :...previous <= 1: yes (113.8/29.5)
## : previous > 1: no (25.2/7.8)
## age <= 55:
## :...age > 53: no (38.3/3.1)
## age <= 53:
## :...month = jan: yes (9.4)
## month = jul:
## :...day <= 6: yes (14.5)
## : day > 6: no (270.2/61.5)
## month in {apr,aug,feb,may,nov}:
## :...age <= 22: yes (27.2/3.4)
## age > 22:
## :...day > 21:
## :...poutcome in {failure,
## : : unknown}: yes (119.2/33.8)
## : poutcome = other: no (6.3)
## day <= 21:
## :...marital = divorced: no (78.5/14.7)
## marital in {married,single}:
## :...pdays > 182: no (131.3/27.5)
## pdays <= 182:
## :...previous > 3: yes (34.2/8.5)
## previous <= 3:
## :...balance > 1512: [S38]
## balance <= 1512:
## :...balance > 1300: no (46.4)
## balance <= 1300:
## :...day > 14: [S39]
## day <= 14: [S40]
##
## SubTree [S35]
##
## duration <= 199: yes (131.5/53.3)
## duration > 199: no (13.8)
##
## SubTree [S36]
##
## campaign <= 5: no (125/44.5)
## campaign > 5: yes (15.5/2.1)
##
## SubTree [S37]
##
## balance <= 40: yes (31.3/4.8)
## balance > 40:
## :...balance <= 144: no (25.1)
## balance > 144:
## :...balance <= 3520: no (150.9/54.5)
## balance > 3520: yes (17)
##
## SubTree [S38]
##
## poutcome = other: no (11.2)
## poutcome in {failure,unknown}:
## :...pdays > 174: yes (15.6)
## pdays <= 174:
## :...duration <= 387: no (69.4/23.8)
## duration > 387:
## :...poutcome = failure: no (4.6)
## poutcome = unknown:
## :...age <= 32: no (53.9/17.7)
## age > 32: yes (115/24.8)
##
## SubTree [S39]
##
## education = secondary: no (138.7/66.3)
## education = tertiary: yes (108.3/41)
##
## SubTree [S40]
##
## duration > 522: yes (16/1.6)
## duration <= 522:
## :...duration > 492: no (40.4)
## duration <= 492:
## :...month in {apr,feb}: no (88/11.8)
## month = nov: yes (10.1)
## month in {aug,may}:
## :...job = unemployed: yes (10.3)
## job in {housemaid,retired,self-employed,student,
## : unknown}: no (6.2)
## job in {admin.,blue-collar,entrepreneur,management,services,
## : technician}:
## :...loan = yes: no (7.3)
## loan = no:
## :...duration <= 478: no (129.6/41.7)
## duration > 478: yes (15.7/0.8)
##
## ----- Trial 16: -----
##
## Decision tree:
##
## poutcome = success:
## :...housing = yes:
## : :...job in {entrepreneur,housemaid,student}: no (34.2/9)
## : : job in {retired,self-employed,services,unemployed,
## : : : unknown}: yes (123.4/52.5)
## : : job = blue-collar:
## : : :...contact = telephone: yes (4.4)
## : : : contact = unknown: no (0.2)
## : : : contact = cellular:
## : : : :...day <= 13: yes (79.5/34.4)
## : : : day > 13: no (55.9/4.9)
## : : job = management:
## : : :...duration <= 89: no (11.2)
## : : : duration > 89:
## : : : :...contact = unknown: yes (0)
## : : : contact = telephone: no (13.2/2.4)
## : : : contact = cellular:
## : : : :...pdays <= 186: yes (116.4/35.8)
## : : : pdays > 186: no (58/18)
## : : job = admin.:
## : : :...previous > 6: no (24.4/2.1)
## : : : previous <= 6:
## : : : :...education in {primary,unknown}: yes (9)
## : : : education in {secondary,tertiary}:
## : : : :...age > 52: no (9.3)
## : : : age <= 52:
## : : : :...pdays <= 180: no (89.1/36.9)
## : : : pdays > 180: yes (66.2/10.1)
## : : job = technician:
## : : :...contact = telephone: yes (3.9)
## : : contact in {cellular,unknown}:
## : : :...campaign > 3: no (16.2)
## : : campaign <= 3:
## : : :...previous > 5: yes (12.4)
## : : previous <= 5:
## : : :...month = jan: no (0)
## : : month in {jul,sep}: yes (11.8)
## : : month in {apr,aug,dec,feb,jun,mar,may,nov,oct}:
## : : :...education in {primary,secondary,
## : : : tertiary}: no (156.7/43.7)
## : : education = unknown: yes (5.4/0.8)
## : housing = no:
## : :...duration <= 162:
## : :...contact in {telephone,unknown}: no (7.7)
## : : contact = cellular:
## : : :...month in {apr,aug,jan,jul,jun,may}:
## : : :...loan = no: no (231.2/65.2)
## : : : loan = yes: yes (16.1/4.3)
## : : month in {dec,feb,mar,nov,oct,sep}:
## : : :...day <= 2: no (13.1)
## : : day > 2:
## : : :...age > 62: no (23.4/4.3)
## : : age <= 62:
## : : :...age > 57: yes (24)
## : : age <= 57:
## : : :...campaign > 2: no (13.3/3.4)
## : : campaign <= 2:
## : : :...job in {admin.,blue-collar,entrepreneur,
## : : : housemaid,management,self-employed,
## : : : services,student,technician,
## : : : unemployed,
## : : : unknown}: yes (164.5/44.1)
## : : job = retired: no (7.3)
## : duration > 162:
## : :...previous > 10: no (33.2/11.2)
## : previous <= 10:
## : :...previous > 4:
## : :...day <= 2: no (30.1)
## : : day > 2: yes (214.8/37.7)
## : previous <= 4:
## : :...balance <= 397:
## : :...balance > 353: no (60.4/6.9)
## : : balance <= 353:
## : : :...month in {dec,jul,mar,oct}: yes (60.4/3.2)
## : : month in {apr,aug,feb,jan,jun,may,nov,sep}:
## : : :...age <= 25: yes (16.6)
## : : age > 25:
## : : :...day <= 11: yes (74.1/19.6)
## : : day > 11:
## : : :...contact in {telephone,
## : : : unknown}: no (13.9/1.7)
## : : contact = cellular:
## : : :...campaign <= 1: no (144.9/48.2)
## : : campaign > 1: yes (71.7/29.7)
## : balance > 397:
## : :...duration > 707: yes (52.1/2.7)
## : duration <= 707:
## : :...campaign > 4: no (30.8/8.6)
## : campaign <= 4:
## : :...balance <= 543: yes (73.1/11.6)
## : balance > 543:
## : :...balance <= 569: no (25.8/5.7)
## : balance > 569:
## : :...previous > 2:
## : :...day > 27: yes (17.3)
## : : day <= 27:
## : : :...month in {apr,feb,
## : : : jul}: yes (37.6/3.2)
## : : month in {aug,dec,jan,jun,mar,
## : : : may,nov,oct,sep}:
## : : :...loan = yes: no (4.1)
## : : loan = no: [S1]
## : previous <= 2:
## : :...job in {management,self-employed,
## : : student,unemployed,
## : : unknown}: yes (148.7/22.1)
## : job in {admin.,blue-collar,
## : : entrepreneur,housemaid,
## : : retired,services,
## : : technician}:
## : :...day > 29: no (36.6/10.3)
## : day <= 29: [S2]
## poutcome in {failure,other,unknown}:
## :...duration > 472:
## :...duration <= 647:
## : :...default = yes: yes (119.4/52.1)
## : : default = no:
## : : :...balance <= -3: no (299.9/79.8)
## : : balance > -3:
## : : :...month in {aug,dec,mar,oct}:
## : : :...duration > 636: yes (46.4/5.1)
## : : : duration <= 636:
## : : : :...contact in {telephone,unknown}: yes (67.1/16.8)
## : : : contact = cellular:
## : : : :...poutcome = other: yes (30.6/8.1)
## : : : poutcome in {failure,unknown}:
## : : : :...age > 46:
## : : : :...housing = yes: yes (11.7/0.1)
## : : : : housing = no:
## : : : : :...campaign > 4: no (18.7)
## : : : : campaign <= 4:
## : : : : :...duration <= 480: yes (14.2/1.8)
## : : : : duration > 480: no (205.9/65.3)
## : : : age <= 46:
## : : : :...job in {entrepreneur,retired,services,
## : : : : unemployed}: yes (31/1.2)
## : : : job in {admin.,blue-collar,housemaid,
## : : : : management,self-employed,
## : : : : student,technician,unknown}:
## : : : :...duration > 574: yes (91.1/23.6)
## : : : duration <= 574:
## : : : :...duration > 531: no (85.1/16.9)
## : : : duration <= 531:
## : : : :...age <= 33: no (98.7/34.4)
## : : : age > 33: yes (123.5/28.5)
## : : month in {apr,feb,jan,jul,jun,may,nov,sep}:
## : : :...balance > 8107: no (113.9/24.4)
## : : balance <= 8107:
## : : :...campaign <= 1:
## : : :...education = unknown: yes (90.1/33.3)
## : : : education in {primary,secondary,tertiary}:
## : : : :...age <= 24: yes (51/15.5)
## : : : age > 24:
## : : : :...age <= 27:
## : : : :...duration <= 484: yes (8.4/0.3)
## : : : : duration > 484: no (127.6/24.3)
## : : : age > 27:
## : : : :...poutcome = other: yes (79.4/28.6)
## : : : poutcome = failure:
## : : : :...month in {feb,
## : : : : : jun}: yes (29.1/0.9)
## : : : : month in {apr,jan,jul,may,nov,
## : : : : : sep}:
## : : : : :...previous <= 5: no (132.5/52.8)
## : : : : previous > 5: yes (11.1)
## : : : poutcome = unknown:
## : : : :...duration <= 485: no (57.4/6.5)
## : : : duration > 485:
## : : : :...marital = single:
## : : : :...balance > 2033: yes (89.8/18.4)
## : : : : balance <= 2033:
## : : : : :...age > 41: no (20.1)
## : : : : age <= 41: [S3]
## : : : marital in {divorced,
## : : : : married}:
## : : : :...balance > 5722: no (30.9)
## : : : balance <= 5722:
## : : : :...duration > 593: [S4]
## : : : duration <= 593: [S5]
## : : campaign > 1:
## : : :...balance > 7180: yes (32.8/7.7)
## : : balance <= 7180:
## : : :...campaign > 3:
## : : :...age <= 27: no (32.1/3.4)
## : : : age > 27:
## : : : :...day <= 14:
## : : : :...campaign > 14: yes (9.8)
## : : : : campaign <= 14:
## : : : : :...campaign <= 9: yes (169.3/57.9)
## : : : : campaign > 9: no (11.1)
## : : : day > 14:
## : : : :...job in {housemaid,retired,
## : : : : services,unemployed,
## : : : : unknown}: no (32.3)
## : : : job in {admin.,blue-collar,
## : : : : entrepreneur,
## : : : : management,
## : : : : self-employed,student,
## : : : : technician}:
## : : : :...balance > 1463: yes (61.9/16)
## : : : balance <= 1463:
## : : : :...loan = yes: no (25.6)
## : : : loan = no: [S6]
## : : campaign <= 3:
## : : :...age > 33:
## : : :...age <= 34: no (49.1/1.6)
## : : : age > 34: [S7]
## : : age <= 33:
## : : :...marital = divorced: no (11.4)
## : : marital in {married,single}:
## : : :...job in {admin.,housemaid,
## : : : retired,unemployed,
## : : : unknown}: no (75.4/11.2)
## : : job in {blue-collar,
## : : : entrepreneur,
## : : : management,
## : : : self-employed,services,
## : : : student,technician}:
## : : :...balance <= 112: yes (118.2/32.8)
## : : balance > 112: [S8]
## : duration > 647:
## : :...contact = unknown:
## : :...default = yes: yes (19.8/3.8)
## : : default = no:
## : : :...balance <= -319: no (58.6/8.7)
## : : balance > -319:
## : : :...age <= 32:
## : : :...balance > 959: no (110/42.1)
## : : : balance <= 959:
## : : : :...balance <= 235:
## : : : :...duration > 1388: yes (15.8)
## : : : : duration <= 1388:
## : : : : :...age <= 24: no (11.4)
## : : : : age > 24:
## : : : : :...duration <= 656: yes (13.6)
## : : : : duration > 656: no (147.6/57.2)
## : : : balance > 235:
## : : : :...housing = no: yes (20.5/1.6)
## : : : housing = yes:
## : : : :...balance > 845: yes (34.9/1.5)
## : : : balance <= 845:
## : : : :...balance > 798: no (9.9)
## : : : balance <= 798:
## : : : :...balance <= 279: yes (20.9)
## : : : balance > 279:
## : : : :...balance <= 383: no (17.2/2)
## : : : balance > 383: yes (135.4/40.9)
## : : age > 32:
## : : :...age > 58: yes (102.2/34.2)
## : : age <= 58:
## : : :...marital = divorced:
## : : :...loan = yes: yes (24.1/4)
## : : : loan = no:
## : : : :...day <= 19: no (132.5/49.2)
## : : : day > 19: yes (44.2/6.8)
## : : marital in {married,single}:
## : : :...duration > 2129: no (33.5/2.2)
## : : duration <= 2129:
## : : :...month in {apr,aug,dec,feb,jan,jul,mar,
## : : : nov,oct,
## : : : sep}: no (17.1/5.7)
## : : month = jun:
## : : :...education in {primary,tertiary}:
## : : : :...loan = yes: yes (29.2/4.4)
## : : : : loan = no:
## : : : : :...day <= 17: no (121.7/50.1)
## : : : : day > 17: yes (78.3/17.5)
## : : : education in {secondary,unknown}:
## : : : :...balance > 2220: no (62/7.3)
## : : : balance <= 2220:
## : : : :...day > 16: no (70.8/17.5)
## : : : day <= 16:
## : : : :...loan = no: yes (130.5/48.4)
## : : : loan = yes: no (14.2/2.2)
## : : month = may:
## : : :...duration <= 672: no (31.1)
## : : duration > 672:
## : : :...campaign > 4: no (37.1/5.6)
## : : campaign <= 4:
## : : :...day <= 6: no (70.9/16.8)
## : : day > 6:
## : : :...age > 52: no (46.9/8.1)
## : : age <= 52:
## : : :...age > 44: [S9]
## : : age <= 44: [S10]
## : contact in {cellular,telephone}:
## : :...age > 49:
## : :...job = admin.: yes (96.7/40.8)
## : : job in {entrepreneur,housemaid,self-employed,services,
## : : : student,unemployed,unknown}: no (334/134)
## : : job = technician:
## : : :...duration <= 672: no (15.4)
## : : : duration > 672:
## : : : :...duration <= 1499: yes (114.9/33.2)
## : : : duration > 1499: no (11.4)
## : : job = blue-collar:
## : : :...campaign > 5: yes (13.5)
## : : : campaign <= 5:
## : : : :...day <= 4: no (16.3)
## : : : day > 4:
## : : : :...previous > 0: no (24.8/4.1)
## : : : previous <= 0:
## : : : :...housing = no: no (76.8/28.8)
## : : : housing = yes: yes (50.4/9.9)
## : : job = management:
## : : :...education in {primary,unknown}: yes (10.2)
## : : : education in {secondary,tertiary}:
## : : : :...age > 64: no (17.2)
## : : : age <= 64:
## : : : :...age > 60: yes (13)
## : : : age <= 60:
## : : : :...loan = yes: yes (11.8/3.5)
## : : : loan = no:
## : : : :...day <= 9: no (54.9/11.2)
## : : : day > 9:
## : : : :...day <= 16: yes (27.1/7.2)
## : : : day > 16: no (107.7/40.6)
## : : job = retired:
## : : :...marital = single: yes (8.5)
## : : marital in {divorced,married}:
## : : :...education = unknown: yes (9.5)
## : : education in {primary,secondary,tertiary}:
## : : :...balance <= 50: no (31.3/4.2)
## : : balance > 50:
## : : :...loan = yes: yes (21.1/2.7)
## : : loan = no:
## : : :...duration > 1980: no (10.8)
## : : duration <= 1980:
## : : :...duration > 1395: yes (11.2)
## : : duration <= 1395:
## : : :...pdays > 93: yes (26.3/4.6)
## : : pdays <= 93:
## : : :...previous > 1: no (17.8/0.8)
## : : previous <= 1:
## : : :...housing = yes: no (16.9/3.1)
## : : housing = no: [S11]
## : age <= 49:
## : :...balance <= -723: no (27.6/4.2)
## : balance > -723:
## : :...balance <= -349: yes (92.8/20.6)
## : balance > -349:
## : :...day > 15:
## : :...month in {feb,mar,sep}: yes (17.5)
## : : month in {apr,aug,dec,jan,jul,jun,may,nov,oct}:
## : : :...duration <= 651: yes (30.9/4.3)
## : : duration > 651:
## : : :...day > 29:
## : : :...job in {entrepreneur,housemaid,
## : : : : retired,services,student,
## : : : : unemployed,
## : : : : unknown}: yes (40.3/0.2)
## : : : job in {admin.,blue-collar,
## : : : : management,self-employed,
## : : : : technician}:
## : : : :...duration <= 679: no (13.9)
## : : : duration > 679:
## : : : :...housing = no: yes (65.9/12.1)
## : : : housing = yes: no (66.7/23.6)
## : : day <= 29:
## : : :...marital = single:
## : : :...campaign > 3:
## : : : :...default = yes: no (3.3)
## : : : : default = no: [S12]
## : : : campaign <= 3:
## : : : :...month in {dec,jul,jun,may,
## : : : : oct}:
## : : : :...day <= 16: no (12.5)
## : : : : day > 16: [S13]
## : : : month in {apr,aug,jan,nov}: [S14]
## : : marital in {divorced,married}:
## : : :...duration <= 891: [S15]
## : : duration > 891:
## : : :...duration > 1792: no (43.5/8.5)
## : : duration <= 1792:
## : : :...balance <= -14: no (40.6/8.1)
## : : balance > -14:
## : : :...housing = no: [S16]
## : : housing = yes: [S17]
## : day <= 15:
## : :...duration > 1962: no (26.7/4.7)
## : duration <= 1962:
## : :...contact = telephone: no (65.4/28.2)
## : contact = cellular:
## : :...job = retired: yes (0)
## : job in {entrepreneur,housemaid,
## : : unemployed}:
## : :...duration > 1311: yes (11.1)
## : : duration <= 1311:
## : : :...pdays > 99: yes (24.4/3.7)
## : : pdays <= 99:
## : : :...month in {apr,
## : : : jul}: yes (30.2/8.1)
## : : month in {aug,dec,feb,jan,
## : : jun,mar,may,nov,
## : : oct,
## : : sep}: no (117.6/20.3)
## : job in {admin.,blue-collar,management,
## : : self-employed,services,student,
## : : technician,unknown}:
## : :...age > 45: yes (157.4/38.1)
## : age <= 45: [S18]
## duration <= 472:
## :...contact = unknown:
## :...duration <= 413: no (1217.1/89.2)
## : duration > 413:
## : :...duration <= 414: yes (20.5/5.7)
## : duration > 414:
## : :...balance <= -187: yes (33.7/13.8)
## : balance > -187: no (243.4/19.1)
## contact in {cellular,telephone}:
## :...balance <= -64:
## :...month in {apr,aug,dec,feb,jan,jul,jun,may,nov,
## : : sep}: no (320.2/19.3)
## : month in {mar,oct}: yes (12/2.5)
## balance > -64:
## :...month in {apr,dec,feb,jun,mar,oct,sep}:
## :...duration <= 64: no (106.8)
## : duration > 64:
## : :...default = yes: no (10.7/0.7)
## : default = no:
## : :...day <= 7:
## : :...month in {apr,dec,jun,mar,oct,sep}:
## : : :...duration <= 151:
## : : : :...previous > 2: no (36.8)
## : : : : previous <= 2:
## : : : : :...age <= 24: no (25)
## : : : : age > 24:
## : : : : :...age <= 27: yes (62.7/17.6)
## : : : : age > 27:
## : : : : :...day > 5: no (40.6)
## : : : : day <= 5: [S19]
## : : : duration > 151:
## : : : :...previous > 6: no (45.1/10.7)
## : : : previous <= 6:
## : : : :...age > 69: no (43.2/9.4)
## : : : age <= 69:
## : : : :...day > 6: no (141.9/48.5)
## : : : day <= 6: [S20]
## : : month = feb:
## : : :...duration <= 124: no (116.9)
## : : duration > 124:
## : : :...age <= 25: yes (27.1/9)
## : : age > 25:
## : : :...age <= 28: no (93.1)
## : : age > 28:
## : : :...housing = yes: no (253.1/17.2)
## : : housing = no:
## : : :...loan = yes: no (56.8/6.2)
## : : loan = no: [S21]
## : day > 7:
## : :...month in {feb,sep}:
## : :...job = self-employed: no (28.4/3.8)
## : : job in {blue-collar,entrepreneur,housemaid,
## : : : unknown}:
## : : :...campaign <= 2: yes (98.8/12.9)
## : : : campaign > 2: no (26.9/11.1)
## : : job in {admin.,management,retired,services,
## : : : student,technician,unemployed}:
## : : :...poutcome = failure:
## : : :...pdays > 536: yes (16.4/0.5)
## : : : pdays <= 536:
## : : : :...balance <= 85: yes (27.5/6.7)
## : : : balance > 85: [S22]
## : : poutcome in {other,unknown}:
## : : :...duration > 429: yes (29.5)
## : : duration <= 429:
## : : :...housing = yes: yes (236.7/66)
## : : housing = no:
## : : :...balance <= 300: no (160/57.7)
## : : balance > 300: [S23]
## : month in {apr,dec,jun,mar,oct}:
## : :...campaign > 9: no (26)
## : campaign <= 9:
## : :...housing = yes:
## : :...day <= 20: [S24]
## : : day > 20: [S25]
## : housing = no:
## : :...duration <= 92: no (125.8/30.5)
## : duration > 92:
## : :...loan = yes: no (76/22.7)
## : loan = no:
## : :...age <= 24: [S26]
## : age > 24: [S27]
## month in {aug,jan,jul,may,nov}:
## :...pdays > 374:
## :...duration <= 141: no (23.4)
## : duration > 141:
## : :...loan = yes: no (5.6)
## : loan = no:
## : :...month = nov: no (9.8)
## : month in {aug,jan,jul,may}:
## : :...marital = divorced: no (3.4)
## : marital in {married,
## : single}: yes (125.6/40.6)
## pdays <= 374:
## :...pdays > 368: no (41.4)
## pdays <= 368:
## :...age > 60:
## :...job in {services,student}: no (0)
## : job in {blue-collar,entrepreneur,
## : : self-employed}: yes (28.1/3.1)
## : job in {admin.,housemaid,management,retired,
## : : technician,unemployed,unknown}:
## : :...duration <= 210:
## : :...job in {admin.,
## : : : unemployed}: yes (13.5/1.5)
## : : job in {housemaid,management,retired,
## : : technician,
## : : unknown}: no (193.4/34.4)
## : duration > 210:
## : :...poutcome = other: no (12.9)
## : poutcome in {failure,unknown}:
## : :...duration <= 228: yes (34.1/5)
## : duration > 228:
## : :...day > 28: yes (17/1.8)
## : day <= 28:
## : :...pdays > 181: no (14.7)
## : pdays <= 181: [S28]
## age <= 60:
## :...duration <= 184:
## :...duration <= 90: no (487.2/19.3)
## : duration > 90:
## : :...pdays <= 66: no (1555.5/197.2)
## : pdays > 66:
## : :...pdays <= 104:
## : :...day > 28: yes (11.1)
## : : day <= 28: [S29]
## : pdays > 104:
## : :...month in {aug,
## : : jul}: no (118.9/40.3)
## : month in {jan,may,nov}:
## : :...pdays <= 208: no (191.3)
## : pdays > 208: [S30]
## duration > 184:
## :...campaign > 11: no (41)
## campaign <= 11:
## :...age <= 25:
## :...housing = yes: no (106.4/25.8)
## : housing = no:
## : :...balance > 2396: yes (26.6)
## : balance <= 2396:
## : :...balance <= 100: no (26.3/3.6)
## : balance > 100:
## : :...age <= 19: yes (13.9/0.7)
## : age > 19: [S31]
## age > 25:
## :...loan = yes: no (615.5/95.1)
## loan = no:
## :...day > 13:
## :...day > 30: yes (53.7/23.4)
## : day <= 30: [S32]
## day <= 13:
## :...month in {jan,nov}: [S33]
## month in {aug,jul,may}:
## :...pdays > 271: no (170.6/27.2)
## pdays <= 271:
## :...day <= 3: yes (82.9/34.1)
## day > 3: [S34]
##
## SubTree [S1]
##
## job = blue-collar: no (0)
## job in {entrepreneur,services,unknown}: yes (12.9)
## job in {admin.,housemaid,management,retired,self-employed,student,technician,
## : unemployed}:
## :...pdays <= 115: no (72.1/13.8)
## pdays > 115: yes (71.5/27.9)
##
## SubTree [S2]
##
## education = unknown: yes (9.9)
## education in {primary,secondary,tertiary}:
## :...pdays <= 92: yes (33.5/2.7)
## pdays > 92:
## :...loan = yes: yes (7.3)
## loan = no:
## :...month in {jun,mar}: no (27.7/3.3)
## month = may: yes (19.3)
## month in {apr,aug,dec,feb,jan,jul,nov,oct,sep}:
## :...age <= 31: yes (19.3)
## age > 31:
## :...job in {admin.,blue-collar,housemaid,
## : services}: no (64.3/20.5)
## job in {entrepreneur,retired,technician}: yes (119.9/41.5)
##
## SubTree [S3]
##
## job in {entrepreneur,housemaid,retired,unemployed,unknown}: no (16.3)
## job in {admin.,blue-collar,management,self-employed,services,student,
## : technician}:
## :...duration > 622: no (35.8/5.4)
## duration <= 622:
## :...duration <= 528: no (45.2/12.8)
## duration > 528: yes (155.3/51.9)
##
## SubTree [S4]
##
## duration <= 605: no (41.2)
## duration > 605:
## :...loan = no: no (159.9/50.5)
## loan = yes: yes (32.6/9.1)
##
## SubTree [S5]
##
## duration > 583: yes (68.6/20.5)
## duration <= 583:
## :...housing = yes: no (290.7/106.3)
## housing = no:
## :...education = primary: no (60.4/18.1)
## education in {secondary,tertiary}:
## :...month in {apr,feb,jan,jul,jun,nov,sep}: yes (157.2/51.1)
## month = may: no (15.1)
##
## SubTree [S6]
##
## duration <= 597: no (114.6/23.2)
## duration > 597: yes (59.4/20.3)
##
## SubTree [S7]
##
## poutcome = failure: no (98.4/10)
## poutcome in {other,unknown}:
## :...duration <= 505:
## :...day <= 2: yes (6.9/0.4)
## : day > 2: no (122.1/13.6)
## duration > 505:
## :...balance > 1442:
## :...poutcome = other: no (6.9)
## : poutcome = unknown:
## : :...education = unknown: no (6.1)
## : education in {primary,secondary,tertiary}:
## : :...month in {feb,may}: no (38.9/6.2)
## : month in {apr,jan,jul,jun,nov,sep}:
## : :...duration > 633: no (7.6)
## : duration <= 633:
## : :...marital in {divorced,married}: yes (119.5/36.6)
## : marital = single: no (17.9/6.7)
## balance <= 1442:
## :...age > 57: no (34.8)
## age <= 57:
## :...contact = telephone: no (24.6/1.9)
## contact in {cellular,unknown}:
## :...day <= 11:
## :...marital in {divorced,married}: no (109.2/7.6)
## : marital = single: yes (44.4/20.1)
## day > 11:
## :...job in {housemaid,retired,student,
## : unknown}: no (0)
## job in {entrepreneur,management,self-employed,services,
## : technician}:
## :...age <= 55: no (155.5/28.9)
## : age > 55: yes (14.7/2)
## job in {admin.,blue-collar,unemployed}:
## :...pdays > 278: yes (12.1)
## pdays <= 278:
## :...duration <= 572: no (64.9/26.4)
## duration > 572: yes (71.2/20.6)
##
## SubTree [S8]
##
## contact = telephone: yes (16.7/1.6)
## contact in {cellular,unknown}:
## :...pdays > 243: no (29.1)
## pdays <= 243:
## :...poutcome = other: yes (10.1/0.1)
## poutcome in {failure,unknown}:
## :...loan = yes: no (55.3/9.1)
## loan = no:
## :...job in {self-employed,services}: yes (24.4/1.5)
## job in {blue-collar,entrepreneur,management,student,technician}:
## :...duration <= 500: no (38.2)
## duration > 500:
## :...month in {jan,nov,sep}: no (16.2)
## month in {apr,feb,jul,jun,may}:
## :...campaign <= 2: no (99.1/40.9)
## campaign > 2: yes (46.6/11.8)
##
## SubTree [S9]
##
## loan = no: yes (117.3/39.3)
## loan = yes: no (9.6)
##
## SubTree [S10]
##
## education = primary: yes (82.8/31.6)
## education in {secondary,tertiary,unknown}:
## :...balance <= 1: no (21.4)
## balance > 1:
## :...age > 37: no (143.4/36.1)
## age <= 37:
## :...day > 29: yes (12.8)
## day <= 29:
## :...day > 28: no (15.1)
## day <= 28:
## :...balance <= 280: yes (30.9/5.8)
## balance > 280: no (105.8/42.5)
##
## SubTree [S11]
##
## duration <= 763: yes (41.7/11)
## duration > 763: no (90.6/38.7)
##
## SubTree [S12]
##
## poutcome in {failure,other}: yes (6.6)
## poutcome = unknown:
## :...loan = no: yes (95.8/21.6)
## loan = yes: no (37.2/13.7)
##
## SubTree [S13]
##
## contact = cellular: yes (182/56.4)
## contact = telephone: no (11.9/3.1)
##
## SubTree [S14]
##
## poutcome = other: no (9.8)
## poutcome in {failure,unknown}:
## :...duration > 1456: yes (37.5/10)
## duration <= 1456:
## :...default = yes: yes (2.3)
## default = no:
## :...duration > 1199: no (28.7/2.5)
## duration <= 1199:
## :...contact = telephone: yes (3.1)
## contact = cellular:
## :...duration <= 1023: no (244/88.3)
## duration > 1023: yes (20.4/3)
##
## SubTree [S15]
##
## job in {retired,unknown}: no (0)
## job in {entrepreneur,student,unemployed}: yes (58.1/17.1)
## job in {admin.,blue-collar,housemaid,management,self-employed,services,
## : technician}:
## :...duration > 878: no (43.5)
## duration <= 878:
## :...pdays > 110: no (50.7/7.2)
## pdays <= 110:
## :...day <= 19:
## :...month in {apr,aug,dec,jan,jul,jun}: no (142.8/24.8)
## : month in {may,nov,oct}: yes (42.3/18.2)
## day > 19:
## :...job in {admin.,services}: yes (54.5/15.9)
## job in {blue-collar,housemaid,management,self-employed,
## : technician}:
## :...month in {dec,jun}: no (0)
## month = apr: yes (31/6.5)
## month in {aug,jan,jul,may,nov,oct}:
## :...duration > 768: no (71.2/17.1)
## duration <= 768:
## :...job in {blue-collar,housemaid,management,
## : technician}: no (138.7/56.8)
## job = self-employed: yes (16/0.4)
##
## SubTree [S16]
##
## age <= 42: no (113.1/33.2)
## age > 42: yes (72.6/19.5)
##
## SubTree [S17]
##
## job in {retired,unemployed,unknown}: yes (0)
## job in {entrepreneur,self-employed,student}: no (30.2/5.3)
## job in {admin.,blue-collar,housemaid,management,services,technician}:
## :...duration <= 931: yes (37.8)
## duration > 931:
## :...duration > 1478: yes (28.2)
## duration <= 1478:
## :...month = aug: no (2.9)
## month in {dec,jan,jun,may,oct}: yes (13.3/1.7)
## month in {apr,jul,nov}:
## :...campaign > 3: yes (33/6.1)
## campaign <= 3:
## :...campaign > 2: no (27.2/6.1)
## campaign <= 2:
## :...balance <= 262: no (30.3/6.4)
## balance > 262: yes (128.7/37.9)
##
## SubTree [S18]
##
## education = unknown: no (36.7/10.6)
## education in {primary,secondary,tertiary}:
## :...day <= 2: no (89.9/33.8)
## day > 2:
## :...month in {dec,oct,sep}: no (43.9/12.8)
## month in {jan,jun,mar,nov}: yes (22)
## month in {apr,aug,feb,jul,may}:
## :...age > 41:
## :...pdays > 267: yes (22.8/5.1)
## : pdays <= 267:
## : :...pdays > 172: no (11)
## : pdays <= 172:
## : :...pdays > 144: yes (10.8)
## : pdays <= 144:
## : :...pdays > 3: no (8.2)
## : pdays <= 3:
## : :...balance <= 237: no (46.1/5)
## : balance > 237: yes (108.1/46.7)
## age <= 41:
## :...pdays > 326: no (105.2/47.7)
## pdays <= 326:
## :...pdays > 278: yes (53.8/3.6)
## pdays <= 278:
## :...loan = yes: yes (149.3/35.7)
## loan = no:
## :...previous > 1: yes (56/6.3)
## previous <= 1:
## :...job in {services,unknown}: yes (90.3/21.3)
## job in {admin.,blue-collar,management,
## : self-employed,student,technician}:
## :...month in {apr,jul}: no (203.3/97.8)
## month = feb: yes (80.1/26.5)
## month = aug:
## :...balance <= 131: yes (34.3)
## : balance > 131:
## : :...duration <= 716: no (12.5)
## : duration > 716:
## : :...campaign > 6: yes (17)
## : campaign <= 6:
## : :...duration <= 754: yes (16.5)
## : duration > 754:
## : :...housing = no: no (100.5/40.9)
## : housing = yes: yes (34/6.1)
## month = may:
## :...age > 40: yes (12.1)
## age <= 40:
## :...age <= 24: yes (11.9)
## age > 24:
## :...day <= 6: yes (59.7/18.3)
## day > 6:
## :...duration <= 680: yes (7)
## duration > 680:
## :...balance <= 1351: no (104.3/34.6)
## balance > 1351: yes (26.6/6.5)
##
## SubTree [S19]
##
## poutcome = other: yes (17.7/3.6)
## poutcome in {failure,unknown}:
## :...month in {apr,dec,jun,mar,sep}: no (236.8/58.1)
## month = oct: yes (18.9/5.4)
##
## SubTree [S20]
##
## marital = divorced: yes (76.4/21.2)
## marital in {married,single}:
## :...day > 4:
## :...job in {entrepreneur,housemaid,self-employed,student,unemployed,
## : : unknown}: yes (56.5/2.6)
## : job in {admin.,blue-collar,management,retired,services,technician}:
## : :...education in {primary,unknown}: yes (24.8/0.5)
## : education in {secondary,tertiary}:
## : :...contact = telephone: no (24.8/4.9)
## : contact = cellular:
## : :...month in {apr,jun,mar,oct}: no (121.8/56.6)
## : month in {dec,sep}: yes (13.8)
## day <= 4:
## :...month = dec: yes (37.6/7.5)
## month = oct: no (10.4)
## month in {apr,jun,mar,sep}:
## :...job in {housemaid,unemployed}: no (45.3/4.7)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : self-employed,services,student,technician,unknown}:
## :...balance > 4041: no (77.2/18.7)
## balance <= 4041:
## :...education = primary: no (22.2/9.9)
## education = unknown: yes (15.9/7.8)
## education = tertiary:
## :...age > 54: no (32/6.6)
## : age <= 54:
## : :...age > 47: yes (26.9/1.6)
## : age <= 47:
## : :...age <= 37: yes (176.7/54.4)
## : age > 37: no (68.4/23.1)
## education = secondary:
## :...balance > 2701: no (16.9)
## balance <= 2701:
## :...balance > 1437: yes (24/1)
## balance <= 1437:
## :...age > 59: yes (12.3/0.5)
## age <= 59:
## :...duration <= 237: no (100.2/22.3)
## duration > 237: yes (82.9/38.5)
##
## SubTree [S21]
##
## job in {blue-collar,entrepreneur,housemaid,services,unemployed,
## : unknown}: no (173.3/24.4)
## job in {admin.,management,retired,self-employed,student,technician}:
## :...balance <= 49: no (45.9/5.1)
## balance > 49:
## :...pdays > 181: no (23)
## pdays <= 181:
## :...campaign > 1: no (156.2/54.6)
## campaign <= 1:
## :...age <= 30: yes (42.7/8.8)
## age > 30:
## :...pdays > 141: yes (11.1)
## pdays <= 141:
## :...pdays > 74: no (9.4)
## pdays <= 74:
## :...age <= 35: no (28.5/4.1)
## age > 35:
## :...duration <= 234: no (66.1/26.2)
## duration > 234: yes (76/19.4)
##
## SubTree [S22]
##
## contact = telephone: yes (8.5/1.9)
## contact = cellular:
## :...day > 22: no (29.9)
## day <= 22:
## :...age <= 37: yes (74/32.1)
## age > 37: no (81.7/10.4)
##
## SubTree [S23]
##
## duration <= 86: yes (34.3/2.4)
## duration > 86:
## :...age <= 54:
## :...age <= 23: no (23.7/7.6)
## : age > 23: yes (242.6/76)
## age > 54:
## :...marital = divorced: yes (15.2/2.1)
## marital in {married,single}: no (114.8/39.4)
##
## SubTree [S24]
##
## education = primary: no (55.1)
## education in {secondary,tertiary,unknown}:
## :...job = unknown: no (0)
## job in {housemaid,retired}: yes (18.9/1.5)
## job in {admin.,blue-collar,entrepreneur,management,self-employed,services,
## : student,technician,unemployed}:
## :...day > 13: no (565.6/92.2)
## day <= 13:
## :...duration > 300: yes (72.8/29.7)
## duration <= 300:
## :...previous <= 3: no (116.5/20.2)
## previous > 3: yes (40/16.8)
##
## SubTree [S25]
##
## job in {entrepreneur,student,unknown}: no (0)
## job in {blue-collar,management,self-employed}:
## :...pdays <= 437: yes (189.6/53.1)
## : pdays > 437: no (15.9/1.6)
## job in {admin.,housemaid,retired,services,technician,unemployed}:
## :...poutcome = other: no (19.6)
## poutcome in {failure,unknown}:
## :...balance > 5818: no (11.1)
## balance <= 5818:
## :...balance > 3261: yes (10.3)
## balance <= 3261:
## :...age <= 50: no (145.3/41.9)
## age > 50: yes (22.7/7)
##
## SubTree [S26]
##
## contact = cellular: yes (159.9/53.7)
## contact = telephone: no (5.4)
##
## SubTree [S27]
##
## campaign > 6: yes (40.4/10.1)
## campaign <= 6:
## :...campaign > 5: no (30.3/5.7)
## campaign <= 5:
## :...job in {entrepreneur,services}: yes (145.9/64.3)
## job in {housemaid,self-employed,student,unemployed,
## : unknown}: no (373.5/154.1)
## job = blue-collar:
## :...pdays > 83: no (29.5)
## : pdays <= 83:
## : :...marital in {divorced,married}: no (118.7/47.2)
## : marital = single: yes (31/1)
## job = admin.:
## :...balance > 9083: no (15.5)
## : balance <= 9083:
## : :...balance <= 128: no (28.7/3.3)
## : balance > 128:
## : :...education in {primary,unknown}: no (20.7/4.9)
## : education in {secondary,tertiary}:
## : :...poutcome = failure: yes (31.4/3.4)
## : poutcome = other: no (22.9/2.3)
## : poutcome = unknown:
## : :...age > 49: no (26/7.1)
## : age <= 49:
## : :...duration <= 105: no (7.5)
## : duration > 105:
## : :...age <= 28: no (43/11.7)
## : age > 28: yes (105.6/20)
## job = technician:
## :...duration > 410: yes (20.5)
## : duration <= 410:
## : :...marital = divorced: yes (11)
## : marital in {married,single}:
## : :...pdays > 253: yes (29.3/2)
## : pdays <= 253:
## : :...balance > 2165: yes (102.9/24.7)
## : balance <= 2165:
## : :...poutcome = failure: yes (20.4/5.1)
## : poutcome in {other,unknown}:
## : :...duration > 390: no (14.3)
## : duration <= 390:
## : :...duration <= 260: no (108.6/26.6)
## : duration > 260: yes (39/12.9)
## job = retired:
## :...poutcome = failure: no (65.1/19.1)
## : poutcome in {other,unknown}:
## : :...age <= 57: no (21.4/3.5)
## : age > 57:
## : :...previous > 1: yes (37/9)
## : previous <= 1:
## : :...day <= 19: no (122.5/42.7)
## : day > 19:
## : :...pdays > 70: no (15)
## : pdays <= 70:
## : :...age > 82: yes (12.4)
## : age <= 82:
## : :...day <= 21: yes (36.2/3.6)
## : day > 21:
## : :...month = dec: no (9.1)
## : month in {apr,jun,mar,oct}:
## : :...duration > 348: yes (14.3)
## : duration <= 348:
## : :...duration <= 280: yes (123.2/51.6)
## : duration > 280: no (9.2)
## job = management:
## :...contact = telephone: no (21/4.8)
## contact = cellular:
## :...education = secondary: yes (33.8/7.4)
## education in {primary,tertiary,unknown}:
## :...poutcome in {failure,other}: no (162.9/63.7)
## poutcome = unknown:
## :...balance <= 5: no (40.3/7.9)
## balance > 5:
## :...marital = divorced: no (25.3/8.1)
## marital in {married,single}:
## :...day <= 11: yes (66.2/14.2)
## day > 11:
## :...day <= 14: no (21.4/3.6)
## day > 14:
## :...duration <= 177: yes (110/28.6)
## duration > 177:
## :...duration <= 185: no (13.5)
## duration > 185:
## :...day <= 15: yes (10.7)
## day > 15:
## :...duration > 345: yes (33/7.3)
## duration <= 345:
## :...balance <= 444: yes (31.9/7.7)
## balance > 444: no (126.2/42.6)
##
## SubTree [S28]
##
## job in {admin.,technician,unemployed,unknown}: no (13.5)
## job in {housemaid,management,retired}:
## :...duration <= 244: no (12.5)
## duration > 244:
## :...day > 26: no (19.6/3)
## day <= 26:
## :...balance > 14190: yes (11.3)
## balance <= 14190:
## :...balance > 3718: no (24.7/3.3)
## balance <= 3718:
## :...duration <= 278: yes (47.6/6.8)
## duration > 278:
## :...education = unknown: no (9)
## education in {primary,secondary,tertiary}:
## :...duration <= 284: no (8.6)
## duration > 284: yes (119.3/42)
##
## SubTree [S29]
##
## education in {primary,unknown}: no (13.1)
## education in {secondary,tertiary}:
## :...marital in {divorced,single}: no (85/24.3)
## marital = married: yes (114.4/39.5)
##
## SubTree [S30]
##
## month in {jan,may}: no (161.5/14)
## month = nov: yes (17.6/3.7)
##
## SubTree [S31]
##
## month in {aug,jan,nov}: yes (76.6/23.9)
## month in {jul,may}: no (109.6/45.8)
##
## SubTree [S32]
##
## job in {housemaid,unknown}: no (78.2)
## job in {admin.,blue-collar,entrepreneur,management,retired,self-employed,
## : services,student,technician,unemployed}:
## :...duration > 436:
## :...age > 56: no (26.6)
## : age <= 56:
## : :...default = yes: no (4.1)
## : default = no:
## : :...marital = divorced: yes (12.9/1.8)
## : marital in {married,single}:
## : :...age > 53: yes (20.7/3.8)
## : age <= 53:
## : :...month = jan: no (15.5)
## : month in {aug,jul,may,nov}:
## : :...job in {blue-collar,retired,
## : : self-employed}: no (44.9/7.7)
## : job in {admin.,entrepreneur,management,services,
## : : student,technician,unemployed}:
## : :...balance <= 17: no (21.5)
## : balance > 17:
## : :...balance <= 1583: yes (116.9/37.1)
## : balance > 1583: no (40.1/14)
## duration <= 436:
## :...poutcome = unknown:
## :...day > 28: no (147.5)
## : day <= 28:
## : :...month in {aug,jan,jul,nov}: no (1344.7/218.4)
## : month = may:
## : :...day <= 16: no (102.1/5.9)
## : day > 16:
## : :...job = self-employed: yes (11.2)
## : job in {admin.,blue-collar,entrepreneur,management,
## : : retired,services,student,technician,unemployed}:
## : :...education = primary: no (6.1)
## : education = unknown: yes (7.7/2.5)
## : education in {secondary,tertiary}:
## : :...balance <= 6784: no (244.4/71.6)
## : balance > 6784: yes (16.6/4.1)
## poutcome in {failure,other}:
## :...education = primary: no (25.1)
## education in {secondary,tertiary,unknown}:
## :...month in {jan,nov}:
## :...day <= 16: yes (25.4/5.7)
## : day > 16:
## : :...age <= 29: yes (12.1/4.1)
## : age > 29: no (205.5/22.1)
## month in {aug,jul,may}:
## :...balance > 9796: yes (30.6/4.1)
## balance <= 9796:
## :...contact = telephone: yes (8.5/1.5)
## contact = cellular:
## :...day <= 18:
## :...pdays <= 367: no (149.5/26.4)
## : pdays > 367: yes (8.3/0.9)
## day > 18:
## :...balance > 4047: no (9.5)
## balance <= 4047:
## :...age > 52: no (34/6.5)
## age <= 52:
## :...age <= 34: no (56.2/21.4)
## age > 34: yes (67/3.6)
##
## SubTree [S33]
##
## job in {retired,unknown}: yes (0)
## job in {blue-collar,entrepreneur,student}: no (11.3)
## job in {admin.,housemaid,management,self-employed,services,technician,
## : unemployed}:
## :...duration > 374: yes (30)
## duration <= 374:
## :...previous <= 1: yes (114.3/26.6)
## previous > 1: no (34.5/12.5)
##
## SubTree [S34]
##
## pdays > 180: yes (45/12.7)
## pdays <= 180:
## :...pdays > 166: no (49.5/2.3)
## pdays <= 166:
## :...pdays > 75: yes (90.7/37.5)
## pdays <= 75:
## :...poutcome = failure: no (10.4/0.8)
## poutcome = other: yes (3.4/1.2)
## poutcome = unknown:
## :...day > 12:
## :...contact = telephone: no (6.2)
## : contact = cellular:
## : :...job = unknown: no (0)
## : job in {retired,student,unemployed}: yes (35.8/3.2)
## : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : management,self-employed,services,technician}:
## : :...campaign > 5: yes (16.7/2.9)
## : campaign <= 5:
## : :...age > 49: no (18.2)
## : age <= 49:
## : :...campaign <= 1: yes (73.9/29.7)
## : campaign > 1: no (77.9/15.9)
## day <= 12:
## :...job in {blue-collar,retired,self-employed,
## : unknown}: no (258.8/37.4)
## job in {admin.,entrepreneur,housemaid,management,services,
## : student,technician,unemployed}:
## :...day <= 7:
## :...balance <= 379: no (168.2/33.2)
## : balance > 379:
## : :...duration > 408: no (52.4/3.3)
## : duration <= 408:
## : :...month in {jul,may}: yes (173.1/58.8)
## : month = aug:
## : :...campaign > 3: no (17.5)
## : campaign <= 3:
## : :...contact = telephone: no (3.2)
## : contact = cellular:
## : :...duration > 391: yes (22.5/4.2)
## : duration <= 391: [S35]
## day > 7:
## :...month = jul: no (108.9/10.5)
## month in {aug,may}:
## :...contact = telephone: yes (9.5/2.6)
## contact = cellular:
## :...duration <= 288: no (105.6/9.9)
## duration > 288:
## :...balance > 4667: no (12.1)
## balance <= 4667:
## :...marital = divorced: no (13.9/2)
## marital in {married,single}:
## :...balance > 2863: yes (39.4/9)
## balance <= 2863:
## :...balance <= 487: yes (76.1/29.3)
## balance > 487: no (59.6/8.8)
##
## SubTree [S35]
##
## job in {admin.,technician,unemployed}: no (36.6)
## job in {entrepreneur,housemaid,management,services,student}: yes (109.9/47.2)
##
## ----- Trial 17: -----
##
## Decision tree:
##
## duration > 636:
## :...pdays > 336:
## : :...poutcome in {success,unknown}: yes (29)
## : : poutcome in {failure,other}:
## : : :...pdays <= 343: yes (49.8/7.1)
## : : pdays > 343:
## : : :...pdays > 495: no (11.1)
## : : pdays <= 495:
## : : :...contact = unknown: yes (0)
## : : contact = telephone: no (4.1)
## : : contact = cellular:
## : : :...age > 58: yes (10.8)
## : : age <= 58:
## : : :...age > 55: no (9.7)
## : : age <= 55:
## : : :...previous <= 2: no (110.1/52.6)
## : : previous > 2: yes (69.9/13.7)
## : pdays <= 336:
## : :...pdays > 324: no (65.4/17.9)
## : pdays <= 324:
## : :...duration > 889:
## : :...day > 29:
## : : :...campaign <= 1: yes (36.4)
## : : : campaign > 1:
## : : : :...job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : : retired,services,student,technician,
## : : : : unknown}: yes (80.8/11.5)
## : : : job in {management,self-employed,
## : : : unemployed}: no (47.3/13.9)
## : : day <= 29:
## : : :...campaign > 11: no (34.7/10.3)
## : : campaign <= 11:
## : : :...day > 28: no (106.6/39.8)
## : : day <= 28:
## : : :...month in {dec,jan,sep}: no (117.7/49.7)
## : : month in {mar,oct}: yes (64.3/26.5)
## : : month = feb:
## : : :...balance <= 619: no (109.9/45.7)
## : : : balance > 619: yes (81.5/13.7)
## : : month = apr:
## : : :...poutcome = success: no (6.7)
## : : : poutcome in {failure,other,unknown}:
## : : : :...loan = no: yes (270.5/81.9)
## : : : loan = yes: no (22.7/8.3)
## : : month = aug:
## : : :...poutcome = failure: yes (0.9)
## : : : poutcome in {other,success}: no (12.9/3.6)
## : : : poutcome = unknown:
## : : : :...duration <= 1029:
## : : : :...job in {admin.,entrepreneur,housemaid,
## : : : : : self-employed,student,
## : : : : : unemployed,
## : : : : : unknown}: no (24.6/0.4)
## : : : : job in {blue-collar,management,retired,
## : : : : services,
## : : : : technician}: yes (109.8/45.5)
## : : : duration > 1029:
## : : : :...duration <= 1663: yes (241.3/61)
## : : : duration > 1663: no (47.6/17)
## : : month = jun:
## : : :...age > 47:
## : : : :...loan = no: no (126.3/45)
## : : : : loan = yes: yes (6.7)
## : : : age <= 47:
## : : : :...poutcome = failure: no (2.3)
## : : : poutcome in {other,
## : : : : success}: yes (5.5)
## : : : poutcome = unknown:
## : : : :...marital = divorced: yes (18.9)
## : : : marital in {married,single}:
## : : : :...education in {primary,
## : : : : tertiary}: yes (125.9/36.6)
## : : : education = unknown: no (2)
## : : : education = secondary:
## : : : :...balance <= 1823: yes (129.7/48.6)
## : : : balance > 1823: no (13.3)
## : : month = jul:
## : : :...poutcome in {failure,other,
## : : : : success}: yes (6.9)
## : : : poutcome = unknown:
## : : : :...age > 58: yes (38.4/2.9)
## : : : age <= 58:
## : : : :...balance > 2005: no (98.3/27.1)
## : : : balance <= 2005:
## : : : :...duration > 1504: yes (32.8)
## : : : duration <= 1504:
## : : : :...balance > 1351: yes (28.2/3.5)
## : : : balance <= 1351:
## : : : :...day > 16: yes (187.6/68.5)
## : : : day <= 16:
## : : : :...duration > 1452: no (11.4)
## : : : duration <= 1452: [S1]
## : : month = nov:
## : : :...education = unknown: no (18.9/3.9)
## : : : education in {primary,secondary,tertiary}:
## : : : :...balance > 4158: yes (65.5/16.2)
## : : : balance <= 4158:
## : : : :...poutcome in {failure,
## : : : : other}: no (47/13.8)
## : : : poutcome = success: yes (3.4)
## : : : poutcome = unknown:
## : : : :...marital = divorced: yes (24.2/3.2)
## : : : marital in {married,single}: [S2]
## : : month = may:
## : : :...age > 58: yes (32.3)
## : : age <= 58:
## : : :...duration <= 906: yes (53.2/8.2)
## : : duration > 906:
## : : :...job in {admin.,retired,student,
## : : : unemployed,
## : : : unknown}: yes (75.1/10.2)
## : : job in {blue-collar,entrepreneur,
## : : : housemaid,management,
## : : : self-employed,services,
## : : : technician}:
## : : :...balance > 2380: yes (108.9/27)
## : : balance <= 2380: [S3]
## : duration <= 889:
## : :...age <= 32:
## : :...duration > 872: no (33.3/4.9)
## : : duration <= 872:
## : : :...pdays > 197: no (43.3/10.7)
## : : pdays <= 197:
## : : :...month in {dec,mar,sep}: yes (29)
## : : month in {apr,aug,feb,jan,jul,jun,may,nov,oct}:
## : : :...balance > 2115:
## : : :...campaign <= 4: yes (139.8/23.7)
## : : : campaign > 4: no (12.8/2.9)
## : : balance <= 2115:
## : : :...contact = telephone: no (4.8)
## : : contact in {cellular,unknown}:
## : : :...balance > 955: no (101.9/29.9)
## : : balance <= 955:
## : : :...poutcome = failure: no (10.6/1.1)
## : : poutcome = other: yes (8.6)
## : : poutcome in {success,unknown}:
## : : :...marital = married:
## : : :...duration > 776: yes (81.7/29.6)
## : : : duration <= 776: [S4]
## : : marital in {divorced,single}: [S5]
## : age > 32:
## : :...pdays > 266: yes (62.1/15.8)
## : pdays <= 266:
## : :...contact = unknown:
## : :...marital = divorced: no (124.1/55.5)
## : : marital in {married,single}:
## : : :...balance <= 57: no (148.2/34.2)
## : : balance > 57:
## : : :...balance <= 150: yes (60.7/18.8)
## : : balance > 150: no (579.6/212.1)
## : contact in {cellular,telephone}:
## : :...pdays > 217: no (25.9/4.7)
## : pdays <= 217:
## : :...day > 30: no (52/12.6)
## : day <= 30:
## : :...day > 29: yes (103.7/33.8)
## : day <= 29:
## : :...month in {dec,jan,jun,mar,
## : : oct}: yes (202.9/83.2)
## : month = sep: no (44/20.1)
## : month = feb:
## : :...loan = yes: no (12.2)
## : : loan = no:
## : : :...duration <= 672: yes (26.3/1.6)
## : : duration > 672: no (107.4/40.4)
## : month = apr:
## : :...duration <= 658: no (17.1)
## : : duration > 658:
## : : :...age <= 33: no (13.9)
## : : age > 33:
## : : :...age <= 34: yes (28.3/3.5)
## : : age > 34:
## : : :...day <= 18: no (121.9/29)
## : : day > 18: yes (36.8/12.2)
## : month = may:
## : :...balance > 3576: yes (23)
## : : balance <= 3576:
## : : :...day <= 4: yes (14.7)
## : : day > 4:
## : : :...duration > 857: yes (14.3)
## : : duration <= 857:
## : : :...balance <= -5: yes (43.6/13.1)
## : : balance > -5: no (211.6/60.4)
## : month = jul:
## : :...poutcome = success: no (15.2/2.4)
## : : poutcome in {failure,
## : : : other}: yes (7.5)
## : : poutcome = unknown: [S6]
## : month = nov:
## : :...education in {primary,
## : : : unknown}: no (77.1/19.2)
## : : education in {secondary,tertiary}:
## : : :...default = yes: yes (4)
## : : default = no:
## : : :...previous > 2: no (16.1/2.5)
## : : previous <= 2: [S7]
## : month = aug:
## : :...default = yes: no (11.4/1.3)
## : default = no: [S8]
## duration <= 636:
## :...poutcome = success:
## :...duration <= 132:
## : :...pdays > 98: no (241.7/58.8)
## : : pdays <= 98:
## : : :...duration <= 80: no (24.1)
## : : duration > 80:
## : : :...duration > 127: no (11.7)
## : : duration <= 127:
## : : :...marital in {divorced,married}: no (89/37)
## : : marital = single: yes (80.7/16.3)
## : duration > 132:
## : :...age <= 22: yes (25.9)
## : age > 22:
## : :...pdays > 199:
## : :...duration > 346: yes (122.6/41.6)
## : : duration <= 346:
## : : :...balance > 5336: no (16.8)
## : : balance <= 5336:
## : : :...pdays > 460: yes (21/5)
## : : pdays <= 460:
## : : :...age <= 57: no (227.3/66.4)
## : : age > 57: yes (21.3/2.7)
## : pdays <= 199:
## : :...pdays > 192: yes (52.4/3.6)
## : pdays <= 192:
## : :...pdays <= 44: no (60.7/19)
## : pdays > 44:
## : :...duration > 575: yes (45.9/5.2)
## : duration <= 575:
## : :...campaign > 4: no (70/27.8)
## : campaign <= 4:
## : :...marital = married:
## : :...education in {secondary,unknown}:
## : : :...loan = yes: yes (32.7)
## : : : loan = no:
## : : : :...duration > 395: no (85.2/41)
## : : : duration <= 395:
## : : : :...month in {dec,feb,jul,mar,
## : : : : may,
## : : : : sep}: yes (143.5/9.5)
## : : : month in {apr,aug,jan,jun,
## : : : : nov,oct}:
## : : : :...duration <= 165: no (17.8)
## : : : duration > 165: [S9]
## : : education in {primary,tertiary}:
## : : :...job in {services,student,
## : : : unemployed,
## : : : unknown}: yes (14.8)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,housemaid,
## : : : management,retired,
## : : : self-employed,technician}:
## : : :...month in {apr,jun,mar,nov}:
## : : :...duration > 359: no (26.2)
## : : : duration <= 359:
## : : : :...pdays > 187: no (16.6)
## : : : pdays <= 187: [S10]
## : : month in {aug,dec,feb,jan,jul,
## : : : may,oct,sep}:
## : : :...pdays <= 91: yes (51.1/4.3)
## : : pdays > 91:
## : : :...balance <= 354: yes (35.7/4.3)
## : : balance > 354:
## : : :...loan = yes: no (5.2)
## : : loan = no: [S11]
## : marital in {divorced,single}:
## : :...loan = yes: no (53/19.3)
## : loan = no:
## : :...month = jan: no (19.4/1.9)
## : month = mar: yes (10.6)
## : month in {aug,dec,feb,jul,may,nov}: [S12]
## : month in {apr,jun,oct,sep}:
## : :...duration > 434: yes (28.9)
## : duration <= 434: [S13]
## poutcome in {failure,other,unknown}:
## :...duration <= 129:
## :...duration <= 60: no (326.8)
## : duration > 60:
## : :...month in {aug,dec,jan,jul,jun,may,nov}:
## : :...job in {admin.,blue-collar,entrepreneur,management,retired,
## : : : services,technician}: no (1104.3/67.9)
## : : job in {housemaid,self-employed,student,unemployed,unknown}:
## : : :...duration <= 86: no (37)
## : : duration > 86:
## : : :...age <= 21: no (23.9)
## : : age > 21:
## : : :...previous > 2: no (10.8)
## : : previous <= 2:
## : : :...poutcome in {failure,
## : : : unknown}: no (165.1/50.3)
## : : poutcome = other: yes (31.6/7.7)
## : month in {apr,feb,mar,oct,sep}:
## : :...contact = unknown: yes (34.9/11.3)
## : contact in {cellular,telephone}:
## : :...education = unknown: no (52.9/4.2)
## : education in {primary,secondary,tertiary}:
## : :...housing = no:
## : :...duration <= 74: no (38.2)
## : : duration > 74:
## : : :...contact = telephone: no (82.8/19)
## : : contact = cellular:
## : : :...day <= 9: no (258.4/71.8)
## : : day > 9:
## : : :...loan = yes: no (15.2/3.4)
## : : loan = no:
## : : :...day > 18:
## : : :...balance <= 6: no (31.6)
## : : : balance > 6:
## : : : :...age <= 22: no (26.4)
## : : : age > 22:
## : : : :...age <= 24: yes (11)
## : : : age > 24: [S14]
## : : day <= 18: [S15]
## : housing = yes:
## : :...balance > 1319: no (114.6)
## : balance <= 1319:
## : :...age > 51: no (39.3)
## : age <= 51:
## : :...day <= 4: no (29.7)
## : day > 4:
## : :...balance > 1223: yes (15.4/1.7)
## : balance <= 1223:
## : :...age <= 28: no (30.9)
## : age > 28:
## : :...pdays > 257: no (24)
## : pdays <= 257:
## : :...day > 28: no (12.3)
## : day <= 28: [S16]
## duration > 129:
## :...month in {apr,dec,feb,jun,mar,oct,sep}:
## :...month in {dec,mar,oct,sep}:
## : :...contact = unknown: yes (49.5/12)
## : : contact in {cellular,telephone}:
## : : :...marital = divorced:
## : : :...balance <= 117: yes (34.2/0.5)
## : : : balance > 117:
## : : : :...housing = yes: yes (38.4/6.1)
## : : : housing = no:
## : : : :...pdays > 461: no (8.5)
## : : : pdays <= 461:
## : : : :...day <= 12: no (56.3/19.4)
## : : : day > 12: yes (110.1/30.1)
## : : marital in {married,single}:
## : : :...duration > 594: no (56.4/9.4)
## : : duration <= 594:
## : : :...campaign > 3:
## : : :...duration <= 187: no (65/7.7)
## : : : duration > 187: yes (111.9/51.5)
## : : campaign <= 3:
## : : :...campaign > 2:
## : : :...age <= 27: no (31.2/8.6)
## : : : age > 27:
## : : : :...job in {admin.,blue-collar,
## : : : : entrepreneur,housemaid,
## : : : : management,retired,
## : : : : services,student,
## : : : : unemployed,
## : : : : unknown}: yes (154/23.7)
## : : : job in {self-employed,
## : : : technician}: no (9.5/0.9)
## : : campaign <= 2:
## : : :...previous > 8: no (26.5/4.4)
## : : previous <= 8:
## : : :...duration > 289:
## : : :...duration <= 300: yes (78.7/11.4)
## : : : duration > 300:
## : : : :...month = dec: yes (102.8/22.1)
## : : : month in {mar,oct,sep}:
## : : : :...balance > 6368: yes (33.7/4.9)
## : : : balance <= 6368: [S17]
## : : duration <= 289:
## : : :...duration <= 141: [S18]
## : : duration > 141:
## : : :...loan = yes: no (22.2/1.4)
## : : loan = no:
## : : :...age <= 21: yes (31.8/6.1)
## : : age > 21: [S19]
## : month in {apr,feb,jun}:
## : :...campaign > 14: yes (30.1/8.5)
## : campaign <= 14:
## : :...housing = yes:
## : :...day > 20:
## : : :...duration <= 162: no (34.2)
## : : : duration > 162:
## : : : :...day <= 22: yes (31.6)
## : : : day > 22:
## : : : :...job in {entrepreneur,housemaid,
## : : : : retired}: no (10.9)
## : : : job in {self-employed,student,
## : : : : unknown}: yes (11.4)
## : : : job in {admin.,blue-collar,management,
## : : : : services,technician,unemployed}:
## : : : :...balance > 1482: yes (55/9.4)
## : : : balance <= 1482: [S20]
## : : day <= 20:
## : : :...pdays > 349: yes (26.6/1.8)
## : : pdays <= 349:
## : : :...day > 19: no (158.9/4.5)
## : : day <= 19:
## : : :...pdays > 316: no (102.7/3.5)
## : : pdays <= 316:
## : : :...age <= 24: yes (31/11.8)
## : : age > 24:
## : : :...month = jun: [S21]
## : : month in {apr,feb}: [S22]
## : housing = no:
## : :...contact = unknown:
## : :...month in {apr,feb}: yes (14.3/1.8)
## : : month = jun:
## : : :...poutcome = failure: no (0)
## : : poutcome = other: yes (2.9)
## : : poutcome = unknown:
## : : :...duration <= 485: no (179.1/4)
## : : duration > 485:
## : : :...balance > 1903: no (61.7/3.8)
## : : balance <= 1903:
## : : :...balance <= 679: no (133.9/38.2)
## : : balance > 679: yes (55.1/13.6)
## : contact in {cellular,telephone}:
## : :...month = feb:
## : :...day > 9:
## : : :...previous > 1: no (62.1/15.2)
## : : : previous <= 1:
## : : : :...loan = yes: yes (9.9)
## : : : loan = no:
## : : : :...day > 20: no (113.3/52.1)
## : : : day <= 20: [S23]
## : : day <= 9:
## : : :...education in {secondary,unknown}:
## : : :...duration <= 188: no (74)
## : : : duration > 188:
## : : : :...duration <= 191: yes (22.2/6.5)
## : : : duration > 191: no (348.4/80.5)
## : : education in {primary,tertiary}:
## : : :...age <= 28: no (37.1)
## : : age > 28:
## : : :...balance > 1609: [S24]
## : : balance <= 1609: [S25]
## : month in {apr,jun}:
## : :...age > 78: no (27.9/3.7)
## : age <= 78:
## : :...duration > 374:
## : :...duration <= 397: yes (73.7/6.3)
## : : duration > 397:
## : : :...duration > 611: yes (25.4)
## : : duration <= 611:
## : : :...age <= 41: yes (215.1/62.6)
## : : age > 41: [S26]
## : duration <= 374:
## : :...day > 29:
## : :...duration <= 199: no (71.9/4.1)
## : : duration > 199: [S27]
## : day <= 29:
## : :...duration > 334: [S28]
## : duration <= 334:
## : :...previous > 4: yes (40.5/9.3)
## : previous <= 4: [S29]
## month in {aug,jan,jul,may,nov}:
## :...duration <= 402:
## :...balance <= -41: no (215.4)
## : balance > -41:
## : :...loan = yes: no (604.4/59.7)
## : loan = no:
## : :...job in {blue-collar,unknown}:
## : :...day > 14: no (366/22.9)
## : : day <= 14:
## : : :...month in {jan,may}: no (196.5/17.2)
## : : month = nov: yes (15.9/4.1)
## : : month in {aug,jul}:
## : : :...marital = divorced: yes (16.4/3.8)
## : : marital in {married,single}:
## : : :...age <= 28: yes (15.5/5.2)
## : : age > 28:
## : : :...day <= 2: yes (14.2/5.2)
## : : day > 2: no (117/6.3)
## : job in {admin.,entrepreneur,housemaid,management,
## : : retired,self-employed,services,student,
## : : technician,unemployed}:
## : :...pdays > 388: yes (92/36.9)
## : pdays <= 388:
## : :...day > 27:
## : :...pdays > 92: no (124.6/43.2)
## : : pdays <= 92:
## : : :...balance <= 1228: no (353.7/12.2)
## : : balance > 1228:
## : : :...duration <= 146: yes (16.3/3.5)
## : : duration > 146: no (147.2/20.5)
## : day <= 27:
## : :...month = jan:
## : :...contact = cellular: yes (132.3/50.2)
## : : contact in {telephone,
## : : unknown}: no (5.8)
## : month in {aug,jul,may,nov}:
## : :...age <= 25:
## : :...housing = yes: no (56.7/9)
## : : housing = no:
## : : :...balance <= 4: yes (18.5/0.6)
## : : balance > 4:
## : : :...duration <= 182: no (64.4/16.3)
## : : duration > 182: [S30]
## : age > 25:
## : :...campaign > 1: [S31]
## : campaign <= 1:
## : :...housing = yes: [S32]
## : housing = no:
## : :...duration <= 183: [S33]
## : duration > 183:
## : :...age > 72: yes (25.1/3)
## : age <= 72: [S34]
## duration > 402:
## :...contact = unknown:
## :...month = jan: no (0)
## : month = aug: yes (5.7)
## : month in {jul,may,nov}:
## : :...age > 56: no (38.3)
## : age <= 56:
## : :...duration <= 527: no (337.8/40.4)
## : duration > 527:
## : :...duration > 618: no (34)
## : duration <= 618:
## : :...duration <= 541: yes (68.8/29.7)
## : duration > 541:
## : :...day <= 6: yes (30.2/8.4)
## : day > 6: [S35]
## contact in {cellular,telephone}:
## :...pdays > 352:
## :...job in {admin.,retired,self-employed,unemployed,
## : : unknown}: yes (44/3.1)
## : job in {blue-collar,entrepreneur,housemaid,
## : management,services,student,
## : technician}: no (102.1/48.1)
## pdays <= 352:
## :...pdays > 342: no (58/8.8)
## pdays <= 342:
## :...month in {jan,jul,nov}:
## :...age <= 31:
## : :...default = yes: yes (26.3/6.9)
## : : default = no:
## : : :...day > 21: no (130.1/32.6)
## : : day <= 21: [S36]
## : age > 31:
## : :...loan = yes:
## : :...previous > 0: no (33.5)
## : : previous <= 0: [S37]
## : loan = no:
## : :...age <= 45:
## : :...day > 30: no (39.4)
## : : day <= 30:
## : : :...duration <= 425: no (28.9)
## : : duration > 425: [S38]
## : age > 45:
## : :...marital = single: no (30.3/3.6)
## : marital in {divorced,married}:
## : :...job = student: no (0)
## : job in {admin.,
## : : entrepreneur,
## : : retired,technician,
## : : unemployed,unknown}:
## : :...age <= 66: no (241.4/66.4)
## : : age > 66: yes (29/7)
## : job in {blue-collar,
## : : housemaid,
## : : management,
## : : self-employed,
## : : services}: [S39]
## month in {aug,may}:
## :...duration > 605:
## :...marital = divorced: no (26.3/7.3)
## : marital in {married,single}:
## : :...poutcome = other: no (8.3/0.9)
## : poutcome in {failure,unknown}:
## : :...duration <= 631: yes (184.2/35.3)
## : duration > 631: no (17.6/2.1)
## duration <= 605:
## :...campaign <= 1:
## :...default = yes: yes (4.4)
## : default = no: [S40]
## campaign > 1:
## :...campaign > 9: no (36/4.6)
## campaign <= 9:
## :...age > 59: yes (78.1/29.7)
## age <= 59:
## :...duration <= 438: no (221.7/47.3)
## duration > 438:
## :...default = yes: yes (9.5/2.2)
## default = no: [S41]
##
## SubTree [S1]
##
## balance <= 4: yes (58.5/15.1)
## balance > 4: no (96.8/31)
##
## SubTree [S2]
##
## contact in {telephone,unknown}: no (14.3/5)
## contact = cellular:
## :...campaign > 5: no (9.4)
## campaign <= 5:
## :...duration > 1916: yes (9.1)
## duration <= 1916:
## :...duration > 1792: no (8.5)
## duration <= 1792:
## :...balance <= 1315: yes (116.1/45.1)
## balance > 1315: no (43.3/12.7)
##
## SubTree [S3]
##
## education = unknown: no (11.2)
## education in {primary,secondary,tertiary}:
## :...age > 46: no (92.1/23.5)
## age <= 46:
## :...day <= 10:
## :...duration <= 926: no (14.1)
## : duration > 926:
## : :...age <= 41: no (135.7/39.2)
## : age > 41: yes (37.2/7.6)
## day > 10:
## :...campaign > 4: yes (35.5/10.7)
## campaign <= 4:
## :...job = entrepreneur: yes (7.6)
## job in {housemaid,technician}: no (61.7/19.4)
## job in {blue-collar,management,self-employed,services}:
## :...balance <= 370: yes (119.9/31.2)
## balance > 370:
## :...age > 40: yes (19)
## age <= 40:
## :...campaign <= 3: no (113.8/28.8)
## campaign > 3: yes (29.9/11.8)
##
## SubTree [S4]
##
## campaign <= 7: no (159.2/43.8)
## campaign > 7: yes (13.8/2.8)
##
## SubTree [S5]
##
## job in {retired,unknown}: yes (0)
## job in {admin.,blue-collar,management,unemployed}:
## :...education = unknown: no (4.9)
## : education in {primary,secondary,tertiary}:
## : :...balance > 508: yes (60.5/27.5)
## : balance <= 508:
## : :...balance <= -223: no (11.3/2.2)
## : balance > -223: yes (212/25.9)
## job in {entrepreneur,housemaid,self-employed,services,student,technician}:
## :...month = apr: no (15.4)
## month in {aug,feb,jan,jul,jun,may,nov,oct}:
## :...balance > 367: yes (58.1/8.5)
## balance <= 367:
## :...duration <= 771: yes (119.9/49)
## duration > 771: no (39.4)
##
## SubTree [S6]
##
## job in {entrepreneur,self-employed,services,student,unemployed,
## : unknown}: yes (83.4/19.3)
## job in {admin.,blue-collar,housemaid,management,retired,technician}:
## :...default = yes: no (17.5/3.3)
## default = no:
## :...day > 26: no (38.6/8.7)
## day <= 26:
## :...education in {primary,tertiary}: yes (148.2/60.3)
## education = unknown: no (0.6)
## education = secondary:
## :...balance <= -241: yes (9.3)
## balance > -241: no (146.4/53)
##
## SubTree [S7]
##
## marital = divorced: no (42.5/13.2)
## marital in {married,single}:
## :...duration <= 654: yes (27.3/3.9)
## duration > 654:
## :...age > 59: yes (8.7)
## age <= 59:
## :...day <= 19: no (83.1/27.9)
## day > 19: yes (77.5/28)
##
## SubTree [S8]
##
## job in {admin.,housemaid,self-employed,services}: yes (84.3/18.1)
## job in {entrepreneur,student,unknown}: no (12.6)
## job in {blue-collar,management,retired,technician,unemployed}:
## :...contact = telephone: no (8.6)
## contact = cellular:
## :...duration <= 652: yes (45.9/8.7)
## duration > 652:
## :...poutcome = success: no (5.1)
## poutcome in {failure,other}: yes (6.3)
## poutcome = unknown:
## :...education = primary: yes (21.2)
## education in {secondary,tertiary,unknown}:
## :...job = retired: no (20.7)
## job in {blue-collar,management,technician,unemployed}:
## :...day > 27: no (16.3)
## day <= 27:
## :...campaign <= 1: yes (13.7)
## campaign > 1:
## :...duration > 884: no (12.8)
## duration <= 884:
## :...age > 50: no (49.8/12.1)
## age <= 50:
## :...balance <= 2997: yes (147/55.3)
## balance > 2997: no (32.4/8.3)
##
## SubTree [S9]
##
## balance <= 2147: yes (103.7/13.9)
## balance > 2147: no (72.1/32.5)
##
## SubTree [S10]
##
## pdays <= 182: no (117.7/53)
## pdays > 182: yes (9.2)
##
## SubTree [S11]
##
## duration > 547: no (12.5)
## duration <= 547:
## :...duration > 367: yes (25.9)
## duration <= 367:
## :...age <= 62: yes (112.1/43.1)
## age > 62: no (55.9/14.9)
##
## SubTree [S12]
##
## job = unknown: no (0)
## job in {blue-collar,housemaid,retired,unemployed}: yes (75.3/18.4)
## job in {admin.,entrepreneur,management,self-employed,services,student,
## : technician}:
## :...education = primary: no (0)
## education = unknown: yes (21.6/5.8)
## education in {secondary,tertiary}:
## :...pdays <= 100: yes (127.5/49.8)
## pdays > 100:
## :...pdays <= 188: no (179.4/42.2)
## pdays > 188: yes (19.5/6.2)
##
## SubTree [S13]
##
## education = primary: yes (8.7)
## education in {secondary,tertiary,unknown}:
## :...balance <= 29: yes (14)
## balance > 29:
## :...balance <= 78: no (15)
## balance > 78:
## :...duration > 405: no (20.1/3.3)
## duration <= 405:
## :...age > 64: no (10.9/1.5)
## age <= 64:
## :...balance > 3933: yes (22.7)
## balance <= 3933:
## :...contact = unknown: yes (0)
## contact = telephone: no (5.5)
## contact = cellular:
## :...campaign > 2: yes (8.7)
## campaign <= 2:
## :...marital = divorced: no (26.4/9.7)
## marital = single:
## :...pdays <= 86: no (34.5/14)
## pdays > 86: yes (99.8/21.9)
##
## SubTree [S14]
##
## day <= 23: yes (99.4/35.1)
## day > 23: no (86.9/19.4)
##
## SubTree [S15]
##
## marital = divorced: yes (43.3/5.4)
## marital in {married,single}:
## :...job in {entrepreneur,unknown}: yes (0)
## job in {self-employed,services}: no (14.3)
## job in {admin.,blue-collar,housemaid,management,retired,student,technician,
## : unemployed}:
## :...balance <= 84: no (32.2/9.3)
## balance > 84:
## :...previous > 1: yes (13.9/0.4)
## previous <= 1:
## :...poutcome = failure: no (7.5)
## poutcome in {other,unknown}: yes (137.7/40)
##
## SubTree [S16]
##
## balance > 984: no (14.1)
## balance <= 984:
## :...balance > 667: yes (32.3/7.2)
## balance <= 667:
## :...day <= 8: no (9.7)
## day > 8:
## :...duration <= 75: yes (21.3/4)
## duration > 75: no (123.5/49.7)
##
## SubTree [S17]
##
## poutcome = other: no (59.8/18.1)
## poutcome in {failure,unknown}:
## :...pdays > 187: no (75.5/24.1)
## pdays <= 187:
## :...housing = yes: yes (51.5/11.2)
## housing = no:
## :...day <= 1: no (26.9/5.2)
## day > 1:
## :...marital = single: yes (113.7/32.3)
## marital = married:
## :...month in {mar,sep}: no (116.2/46.1)
## month = oct: yes (96.4/34.6)
##
## SubTree [S18]
##
## poutcome = other: no (9.4/2)
## poutcome in {failure,unknown}:
## :...previous <= 1: yes (113.9/25.9)
## previous > 1: no (10.5/3.3)
##
## SubTree [S19]
##
## job in {entrepreneur,unknown}: no (16.7)
## job in {admin.,blue-collar,housemaid,management,retired,self-employed,services,
## : student,technician,unemployed}:
## :...education = unknown: no (48.1/11.8)
## education in {primary,secondary,tertiary}:
## :...campaign <= 1:
## :...duration <= 174: no (128.3/44.7)
## : duration > 174:
## : :...duration > 216:
## : :...age > 75: yes (14.9)
## : : age <= 75:
## : : :...job in {admin.,blue-collar,housemaid,management,
## : : : retired,services,technician,
## : : : unemployed}: no (240/78.3)
## : : job in {self-employed,student}: yes (14.8)
## : duration <= 216:
## : :...pdays > 163: yes (32/1.6)
## : pdays <= 163:
## : :...day > 24: no (16.5/2.2)
## : day <= 24:
## : :...age <= 23: no (8.4)
## : age > 23: yes (137.8/33.2)
## campaign > 1:
## :...duration > 279: no (18.5)
## duration <= 279:
## :...pdays > 325: yes (16.7)
## pdays <= 325:
## :...job in {blue-collar,retired,services,student,
## : technician}: no (119.3/22.3)
## job in {admin.,housemaid,management,self-employed,
## : unemployed}:
## :...contact = telephone: no (3)
## contact = cellular:
## :...pdays <= 157: yes (116.8/37.2)
## pdays > 157: no (22.9/3.2)
##
## SubTree [S20]
##
## marital = divorced: no (13.2)
## marital in {married,single}:
## :...contact = telephone: yes (0)
## contact = unknown: no (25.4/8.6)
## contact = cellular:
## :...duration <= 553: no (133.6/59.8)
## duration > 553: yes (19.5)
##
## SubTree [S21]
##
## job in {entrepreneur,housemaid,retired,self-employed,unknown}: no (36)
## job in {admin.,blue-collar,management,services,student,technician,unemployed}:
## :...age <= 26: no (37.2/3.8)
## age > 26:
## :...balance > 4276: no (33.4/4.1)
## balance <= 4276:
## :...contact = telephone: yes (7.1/2.9)
## contact = cellular:
## :...loan = yes: yes (29.4/4.5)
## : loan = no:
## : :...balance <= 736: yes (87.5/26.7)
## : balance > 736: no (71/23.4)
## contact = unknown:
## :...duration <= 439: no (55.7)
## duration > 439:
## :...job in {admin.,blue-collar,student,
## : technician}: no (125.5/38.5)
## job in {management,services,unemployed}: yes (84.5/26.6)
##
## SubTree [S22]
##
## education = primary: no (86.1)
## education in {secondary,tertiary,unknown}:
## :...day <= 9:
## :...duration <= 273: no (235.6/4.2)
## : duration > 273:
## : :...job in {admin.,housemaid,student,unemployed,
## : : unknown}: no (58.8)
## : job in {blue-collar,entrepreneur,management,retired,self-employed,
## : : services,technician}:
## : :...previous <= 2: no (210.7/45.5)
## : previous > 2: yes (70.2/27.5)
## day > 9:
## :...month = feb: yes (97.2/20.1)
## month = apr:
## :...previous > 5: yes (19.4/5.7)
## previous <= 5:
## :...job in {entrepreneur,retired,services,student,technician,
## : unemployed,unknown}: no (67.2)
## job in {admin.,blue-collar,housemaid,management,self-employed}:
## :...age <= 31: no (30.2)
## age > 31:
## :...balance > 2346: no (28.8)
## balance <= 2346:
## :...day <= 13: yes (22.3/3.6)
## day > 13:
## :...campaign > 2: no (15.6)
## campaign <= 2:
## :...poutcome in {failure,
## : unknown}: no (132/49.6)
## poutcome = other: yes (10.4/0.4)
##
## SubTree [S23]
##
## job in {blue-collar,entrepreneur,housemaid,management,unemployed,
## : unknown}: yes (62.9)
## job in {admin.,retired,self-employed,services,student,technician}:
## :...campaign <= 3: yes (102.3/28)
## campaign > 3: no (30.7/12)
##
## SubTree [S24]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,unemployed}: no (13.5)
## job in {management,retired,self-employed,services,student,technician,
## unknown}: yes (110.7/37)
##
## SubTree [S25]
##
## job in {entrepreneur,housemaid,self-employed,services,technician,
## : unknown}: no (39.9)
## job in {admin.,blue-collar,management,retired,student,unemployed}:
## :...balance > 698: no (71/14.9)
## balance <= 698:
## :...contact = telephone: no (7.4)
## contact = cellular:
## :...loan = yes: no (5.1)
## loan = no:
## :...poutcome = other: no (3.7)
## poutcome in {failure,unknown}:
## :...day <= 2: no (28.2/5.1)
## day > 2:
## :...pdays > 184: yes (8.3)
## pdays <= 184:
## :...poutcome = failure: no (5.1)
## poutcome = unknown:
## :...job in {admin.,management,retired,
## : unemployed}: yes (142.4/44.8)
## job in {blue-collar,student}: no (11.7)
##
## SubTree [S26]
##
## contact = telephone: yes (2.9)
## contact = cellular:
## :...pdays > 111: no (20.9)
## pdays <= 111:
## :...balance <= 4054: yes (111.3/52)
## balance > 4054: no (21.7)
##
## SubTree [S27]
##
## contact = telephone: no (3.1)
## contact = cellular:
## :...balance <= 262: yes (31.2)
## balance > 262:
## :...balance <= 712: no (52.8/6.6)
## balance > 712: yes (105/46.8)
##
## SubTree [S28]
##
## contact = telephone: yes (18.1/3.3)
## contact = cellular:
## :...loan = no: no (120.3/30.8)
## loan = yes: yes (7.7/1.7)
##
## SubTree [S29]
##
## poutcome = other: no (50.5/18.4)
## poutcome = failure:
## :...age > 60: no (21.2)
## : age <= 60:
## : :...job in {admin.,entrepreneur,housemaid,management,retired,technician,
## : : unknown}: yes (102/35.6)
## : job in {blue-collar,self-employed,services,student,
## : unemployed}: no (21.6)
## poutcome = unknown:
## :...age > 73: yes (41.4/8.9)
## age <= 73:
## :...duration > 298: yes (72.7/18.1)
## duration <= 298:
## :...marital in {divorced,single}:
## :...contact = telephone: no (28.2/8.4)
## : contact = cellular:
## : :...month = apr: yes (207.9/56.1)
## : month = jun:
## : :...loan = yes: no (9.6)
## : loan = no:
## : :...day > 15: no (44.9/7.8)
## : day <= 15:
## : :...duration <= 156: no (25.8/2.7)
## : duration > 156:
## : :...job = entrepreneur: yes (0)
## : job in {retired,unknown}: no (11.1)
## : job in {admin.,blue-collar,housemaid,
## : : management,self-employed,services,
## : : student,technician,unemployed}:
## : :...duration > 276: no (18.5/3.5)
## : duration <= 276:
## : :...balance <= 3349: yes (114.1/24.2)
## : balance > 3349: no (22.2/7.4)
## marital = married:
## :...loan = yes: yes (12.9/1.5)
## loan = no:
## :...age <= 34: no (90.6/24.2)
## age > 34:
## :...education in {primary,unknown}: yes (106.8/39.7)
## education in {secondary,tertiary}:
## :...day > 22: no (37/4.3)
## day <= 22:
## :...balance <= 76: no (15.3)
## balance > 76:
## :...contact = telephone: yes (29.8/7.1)
## contact = cellular:
## :...month = apr: no (112.7/45.5)
## month = jun:
## :...age <= 58: yes (120/49.6)
## age > 58: no (6.8)
##
## SubTree [S30]
##
## balance <= 102: no (14.6)
## balance > 102:
## :...duration <= 216: yes (20.7)
## duration > 216:
## :...duration <= 223: no (15)
## duration > 223: yes (120.5/40.2)
##
## SubTree [S31]
##
## job in {entrepreneur,housemaid}: no (116.3/6.1)
## job in {admin.,management,retired,self-employed,services,student,technician,
## : unemployed}:
## :...duration > 394: yes (75.3/35.4)
## duration <= 394:
## :...previous > 6: no (93.4/39.3)
## previous <= 6:
## :...day > 4: no (1882.8/369.6)
## day <= 4:
## :...month = aug: no (40.3)
## month in {jul,may,nov}:
## :...previous > 1: no (23.7)
## previous <= 1:
## :...contact = cellular: yes (104.3/35.9)
## contact in {telephone,unknown}: no (26.3/3.6)
##
## SubTree [S32]
##
## month = aug: yes (85/32.1)
## month in {jul,may,nov}:
## :...marital in {divorced,married}: no (375.6/35)
## marital = single:
## :...day <= 11: no (90.1/1.6)
## day > 11:
## :...balance <= 27: yes (31.7/6.4)
## balance > 27: no (176.8/51.8)
##
## SubTree [S33]
##
## month = jul: no (42.9)
## month in {aug,may,nov}:
## :...previous > 2: yes (18.5/4.3)
## previous <= 2:
## :...contact in {telephone,unknown}: yes (79.1/37.2)
## contact = cellular:
## :...day <= 3: yes (10/1.3)
## day > 3: no (213.5/29.1)
##
## SubTree [S34]
##
## contact = telephone: yes (61.1/26.1)
## contact = unknown: no (21.4/10)
## contact = cellular:
## :...job in {entrepreneur,self-employed}: no (50/6.8)
## job = services: yes (81.8/25)
## job in {admin.,housemaid,management,retired,student,technician,unemployed}:
## :...duration <= 189: yes (40.1/10.5)
## duration > 189:
## :...education in {secondary,unknown}:
## :...duration <= 210: no (44.3/4.4)
## : duration > 210:
## : :...job = unemployed: no (8.2)
## : job in {admin.,housemaid,retired}:
## : :...month in {aug,jul,nov}: yes (118.6/29.6)
## : : month = may: no (12.7/2.3)
## : job in {management,student,technician}:
## : :...balance > 4912: no (9.7)
## : balance <= 4912:
## : :...pdays <= 98: yes (124.4/58.2)
## : pdays > 98: no (12.2/1.1)
## education in {primary,tertiary}:
## :...age > 62: no (30.9)
## age <= 62:
## :...job in {technician,unemployed}: yes (63.5/23.7)
## job in {admin.,housemaid,management,retired,student}:
## :...education = primary: no (29.4/2.5)
## education = tertiary:
## :...pdays > 87: yes (60/23.3)
## pdays <= 87:
## :...balance <= 385: no (55.1)
## balance > 385:
## :...balance <= 464: yes (20.1/2.2)
## balance > 464:
## :...duration > 325: no (33.6)
## duration <= 325:
## :...duration <= 304: no (131.7/39.2)
## duration > 304: yes (9.8/1.5)
##
## SubTree [S35]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,self-employed,
## : services,student,technician,unemployed,unknown}: no (225.4/61.1)
## job = retired: yes (6.4)
##
## SubTree [S36]
##
## job in {housemaid,retired,unknown}: no (0)
## job in {entrepreneur,unemployed}: yes (15.9/0.9)
## job in {admin.,blue-collar,management,self-employed,services,student,
## : technician}:
## :...previous > 1: yes (26.7/7.5)
## previous <= 1:
## :...duration > 577: no (104.9/29.4)
## duration <= 577:
## :...marital = married: no (61.4/15)
## marital in {divorced,single}:
## :...duration <= 491: no (78.2/28.7)
## duration > 491: yes (112.1/22.5)
##
## SubTree [S37]
##
## job in {entrepreneur,housemaid,retired,student,unemployed,
## : unknown}: no (51.1)
## job in {self-employed,services}: yes (15.4/4.6)
## job in {admin.,blue-collar,management,technician}:
## :...age <= 58: no (196.3/33.1)
## age > 58: yes (14.9/2.8)
##
## SubTree [S38]
##
## job in {housemaid,retired,student,unknown}: no (29.9)
## job in {admin.,blue-collar,entrepreneur,management,self-employed,services,
## : technician,unemployed}:
## :...education in {primary,unknown}: yes (89.1/40.5)
## education in {secondary,tertiary}:
## :...balance <= 1454: no (374.9/68.7)
## balance > 1454:
## :...marital = divorced: yes (13)
## marital in {married,single}:
## :...job in {admin.,entrepreneur,services,
## : unemployed}: no (17.4)
## job in {blue-collar,management,self-employed,technician}:
## :...housing = no: yes (64.5/28.6)
## housing = yes: no (73.2/24.3)
##
## SubTree [S39]
##
## contact = telephone: no (32.2/10.1)
## contact = cellular:
## :...campaign > 3: yes (48.7/7.3)
## campaign <= 3:
## :...balance > 6651: yes (29/3.7)
## balance <= 6651:
## :...duration > 607: no (10.9)
## duration <= 607:
## :...day > 29: no (8.6)
## day <= 29:
## :...duration <= 537: no (106.2/43.5)
## duration > 537: yes (42.9/3.7)
##
## SubTree [S40]
##
## education = primary: no (42.5/9)
## education in {secondary,tertiary,unknown}:
## :...day <= 11:
## :...marital = divorced: no (14)
## : marital in {married,single}:
## : :...age > 58: yes (15.4/1.4)
## : age <= 58:
## : :...balance <= 47: no (13.3)
## : balance > 47:
## : :...balance <= 123: yes (23.1/1)
## : balance > 123: no (130.4/48.3)
## day > 11:
## :...job in {admin.,entrepreneur,self-employed,unemployed,
## : unknown}: yes (59/3)
## job in {housemaid,services}: no (13.6)
## job in {blue-collar,management,retired,student,technician}:
## :...day > 21: yes (38.5/3.7)
## day <= 21:
## :...duration > 554: yes (42.2/5.3)
## duration <= 554:
## :...duration > 530: no (12.2)
## duration <= 530:
## :...balance <= 167: no (15.9/1.2)
## balance > 167: yes (115.5/45.9)
##
## SubTree [S41]
##
## duration <= 445: yes (49.7/13.1)
## duration > 445:
## :...duration <= 454: no (30.4)
## duration > 454:
## :...balance <= 391:
## :...poutcome = failure: no (22)
## : poutcome in {other,unknown}:
## : :...age > 51: no (26.9)
## : age <= 51:
## : :...duration <= 466: no (20.8)
## : duration > 466:
## : :...duration > 601: no (16.3)
## : duration <= 601:
## : :...duration <= 478: yes (31.1/9.6)
## : duration > 478:
## : :...duration <= 488: no (20.6)
## : duration > 488:
## : :...marital = divorced: yes (37.7/15.8)
## : marital = single: no (69.2/16.8)
## : marital = married:
## : :...education in {primary,
## : : unknown}: no (11)
## : education in {secondary,tertiary}:
## : :...day <= 13: no (42.9/6.3)
## : day > 13: yes (83.4/36.4)
## balance > 391:
## :...poutcome = other: no (13.2)
## poutcome in {failure,unknown}:
## :...job = unknown: no (0)
## job in {entrepreneur,unemployed}: yes (22.7/1.9)
## job in {admin.,blue-collar,housemaid,management,retired,
## : self-employed,services,student,technician}:
## :...duration <= 460: yes (36.7/7.6)
## duration > 460:
## :...duration <= 494: no (104.4/24.3)
## duration > 494:
## :...loan = yes: no (8.6)
## loan = no:
## :...balance > 8153: no (12.1)
## balance <= 8153:
## :...balance <= 409: yes (11.1)
## balance > 409:
## :...job = blue-collar: no (10.7)
## job = student: yes (6.2)
## job in {admin.,housemaid,management,
## : retired,self-employed,services,
## : technician}:
## :...balance <= 428: no (9.7)
## balance > 428:
## :...day <= 6: yes (37.5/7.7)
## day > 6:
## :...age <= 46: yes (130.4/51.3)
## age > 46: no (15.6)
##
## ----- Trial 18: -----
##
## Decision tree:
##
## poutcome = success:
## :...housing = yes:
## : :...education = primary: no (87.5/21)
## : : education in {secondary,tertiary,unknown}:
## : : :...duration <= 151: no (158/41.3)
## : : duration > 151:
## : : :...day <= 4: yes (115.9/27.2)
## : : day > 4:
## : : :...month = jul: no (20.9/1.1)
## : : month in {aug,dec,feb,jan,mar,nov,oct,sep}:
## : : :...job = unknown: yes (0)
## : : : job in {entrepreneur,housemaid,self-employed,services,
## : : : : student,unemployed}: no (55.2/16.2)
## : : : job in {admin.,blue-collar,management,retired,
## : : : : technician}:
## : : : :...pdays <= 97: yes (77.3/5.7)
## : : : pdays > 97:
## : : : :...day <= 8: no (37.2/9.8)
## : : : day > 8: yes (163.1/43.6)
## : : month in {apr,jun,may}:
## : : :...job in {student,unknown}: no (0)
## : : job in {entrepreneur,housemaid,self-employed,
## : : : unemployed}: yes (16.1)
## : : job in {admin.,blue-collar,management,retired,services,
## : : : technician}:
## : : :...balance <= 33: yes (20.3/1.9)
## : : balance > 33:
## : : :...day > 20: yes (45.2/15.5)
## : : day <= 20:
## : : :...age <= 28: yes (15.8/2.8)
## : : age > 28: no (187.9/41.3)
## : housing = no:
## : :...contact = unknown: no (4.4)
## : contact in {cellular,telephone}:
## : :...duration <= 212:
## : :...previous > 8: yes (35.5/4.1)
## : : previous <= 8:
## : : :...duration <= 80: no (28.8/5.4)
## : : duration > 80:
## : : :...contact = telephone: no (35.1/11.2)
## : : contact = cellular:
## : : :...pdays <= 67: yes (33.4/4)
## : : pdays > 67:
## : : :...month in {dec,jul,may,sep}:
## : : :...day <= 11: no (65.7/7.8)
## : : : day > 11:
## : : : :...age <= 30: yes (21.4/0.8)
## : : : age > 30: no (111.5/45)
## : : month in {apr,aug,feb,jan,jun,mar,nov,oct}:
## : : :...day <= 2: no (43.4/14)
## : : day > 2:
## : : :...balance > 1738:
## : : :...loan = yes: yes (12.2)
## : : : loan = no:
## : : : :...campaign > 7: yes (10.1)
## : : : campaign <= 7:
## : : : :...balance > 9916: yes (8.6)
## : : : balance <= 9916: [S1]
## : : balance <= 1738:
## : : :...education = primary: no (23.8/7.4)
## : : education in {secondary,tertiary,
## : : : unknown}:
## : : :...balance <= 65: no (29.5/9)
## : : balance > 65:
## : : :...duration > 197: yes (48)
## : : duration <= 197: [S2]
## : duration > 212:
## : :...pdays <= 91: yes (239.6/39.6)
## : pdays > 91:
## : :...pdays <= 167:
## : :...month in {dec,feb,mar}: yes (23.3)
## : : month in {aug,jan,oct,sep}:
## : : :...job in {entrepreneur,retired,self-employed,
## : : : : services,technician,unemployed,
## : : : : unknown}: yes (49.6)
## : : : job in {admin.,blue-collar,housemaid,management,
## : : : : student}:
## : : : :...marital = divorced: no (9.6)
## : : : marital in {married,single}:
## : : : :...contact = cellular: yes (117.5/47.1)
## : : : contact = telephone: no (7.3/0.1)
## : : month in {apr,jul,jun,may,nov}:
## : : :...age <= 26: yes (14.6)
## : : age > 26:
## : : :...job in {admin.,student,unemployed,
## : : : unknown}: yes (9.8)
## : : job in {blue-collar,entrepreneur,housemaid,
## : : : management,retired,self-employed,
## : : : services,technician}:
## : : :...balance <= 329: no (39.9/3)
## : : balance > 329:
## : : :...duration > 884: yes (7.1)
## : : duration <= 884:
## : : :...balance <= 505: yes (8.7)
## : : balance > 505: no (126/37.2)
## : pdays > 167:
## : :...previous > 4: yes (85.6/9.6)
## : previous <= 4:
## : :...campaign > 2: yes (84.1/7.6)
## : campaign <= 2:
## : :...education = unknown: yes (14.9)
## : education in {primary,secondary,tertiary}:
## : :...duration <= 248: yes (66.1/6.7)
## : duration > 248:
## : :...duration <= 257: no (42.7/12.7)
## : duration > 257:
## : :...day <= 7: yes (29.3)
## : day > 7: [S3]
## poutcome in {failure,other,unknown}:
## :...duration > 613:
## :...pdays > 336:
## : :...previous > 3: no (69/30.9)
## : : previous <= 3:
## : : :...job in {entrepreneur,housemaid,management,retired,services,
## : : : unemployed,unknown}: yes (91.1/8.1)
## : : job in {admin.,blue-collar,self-employed,student,technician}:
## : : :...duration <= 788: no (27.4/3.7)
## : : duration > 788: yes (105.5/35.2)
## : pdays <= 336:
## : :...marital in {divorced,single}:
## : :...campaign > 1:
## : : :...month in {dec,oct}: yes (19.3)
## : : : month in {apr,aug,feb,jan,jul,jun,mar,may,nov,sep}:
## : : : :...job in {student,unknown}: yes (60.4/9.1)
## : : : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : : management,retired,self-employed,services,
## : : : : technician,unemployed}:
## : : : :...age <= 24: no (36.8/6.3)
## : : : age > 24:
## : : : :...poutcome in {failure,other}: no (149.8/62.3)
## : : : poutcome = unknown:
## : : : :...balance <= -249: no (72.8/19.5)
## : : : balance > -249:
## : : : :...age <= 27:
## : : : :...job in {admin.,entrepreneur,
## : : : : : housemaid,management,
## : : : : : retired}: yes (52.2/1.4)
## : : : : job in {blue-collar,self-employed,
## : : : : : services,technician,
## : : : : : unemployed}: [S4]
## : : : age > 27:
## : : : :...marital = divorced:
## : : : :...balance > 2784: yes (72.2/13)
## : : : : balance <= 2784:
## : : : : :...age <= 31: yes (23.6/0.6)
## : : : : age > 31: [S5]
## : : : marital = single:
## : : : :...campaign > 11: no (28.4/5.9)
## : : : campaign <= 11:
## : : : :...age > 43:
## : : : :...day > 30: no (16.2)
## : : : : day <= 30: [S6]
## : : : age <= 43:
## : : : :...age > 40: no (121.2/31.6)
## : : : age <= 40: [S7]
## : : campaign <= 1:
## : : :...pdays > 318: no (25.9/4.6)
## : : pdays <= 318:
## : : :...default = yes: yes (17.3/2.9)
## : : default = no:
## : : :...education = unknown: no (79.2/32.5)
## : : education in {primary,secondary,tertiary}:
## : : :...poutcome = other: no (73/31.9)
## : : poutcome in {failure,unknown}:
## : : :...pdays > 257: yes (33.6)
## : : pdays <= 257:
## : : :...age > 57: yes (41.8/2.7)
## : : age <= 57:
## : : :...duration > 826:
## : : :...month in {aug,dec,feb,jan,oct,
## : : : : sep}: yes (103/14.9)
## : : : month in {apr,jul,jun,mar,may,
## : : : : nov}: [S8]
## : : duration <= 826:
## : : :...job = housemaid: no (18)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,
## : : : management,retired,
## : : : self-employed,services,
## : : : student,technician,
## : : : unemployed,unknown}: [S9]
## : marital = married:
## : :...day > 30: yes (58.1/15.8)
## : day <= 30:
## : :...age <= 28:
## : :...balance <= 1882: no (215.5/66.6)
## : : balance > 1882: yes (21/4.4)
## : age > 28:
## : :...age <= 32:
## : :...contact = telephone: no (9.4)
## : : contact in {cellular,unknown}:
## : : :...balance > 435:
## : : :...education = unknown: no (5.5)
## : : : education in {primary,secondary,tertiary}:
## : : : :...job in {admin.,blue-collar,
## : : : : entrepreneur,management,
## : : : : retired,self-employed,
## : : : : technician,unemployed,
## : : : : unknown}: yes (238/50.1)
## : : : job in {housemaid,services,
## : : : student}: no (20.3/3.8)
## : : balance <= 435:
## : : :...poutcome in {failure,
## : : : other}: yes (15.1)
## : : poutcome = unknown:
## : : :...duration > 1381: yes (21/2.1)
## : : duration <= 1381:
## : : :...month in {dec,feb,jan,mar,nov,oct,
## : : : sep}: no (27.9)
## : : month in {apr,aug,jul,jun,may}:
## : : :...housing = no: yes (28.8/9)
## : : housing = yes: [S10]
## : age > 32:
## : :...duration <= 724:
## : :...duration > 721: no (30.9/0.4)
## : : duration <= 721:
## : : :...age <= 34: no (107.2/12.5)
## : : age > 34:
## : : :...day <= 2: yes (35/8.4)
## : : day > 2:
## : : :...education = unknown: yes (58.4/21.2)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...age <= 37:
## : : :...previous > 0: no (26.4/5.5)
## : : : previous <= 0: [S11]
## : : age > 37:
## : : :...month in {mar,
## : : : oct}: no (40.2/2.6)
## : : month in {apr,aug,dec,feb,
## : : : jan,jul,jun,may,
## : : : nov,sep}:
## : : :...age > 58: yes (76.6/21.1)
## : : age <= 58:
## : : :...housing = yes: [S12]
## : : housing = no: [S13]
## : duration > 724:
## : :...balance > 973:
## : :...previous > 3: yes (26.5/2.2)
## : : previous <= 3:
## : : :...previous > 2: no (28.2/8.8)
## : : previous <= 2:
## : : :...poutcome = other: yes (25.3/1.7)
## : : poutcome in {failure,unknown}:
## : : :...education = tertiary:
## : : :...duration <= 926:
## : : : :...campaign > 7: no (11.5)
## : : : : campaign <= 7: [S14]
## : : : duration > 926:
## : : : :...duration <= 974: no (41.8)
## : : : duration > 974:
## : : : :...day <= 6: yes (17.8)
## : : : day > 6: [S15]
## : : education in {primary,
## : : : secondary,
## : : : unknown}:
## : : :...balance > 4848: [S16]
## : : balance <= 4848: [S17]
## : balance <= 973:
## : :...balance > 908: no (57.8/11.4)
## : balance <= 908:
## : :...balance > 827: yes (85.8/27)
## : balance <= 827:
## : :...month in {dec,feb,jan,jul,mar,sep}:
## : :...age <= 38:
## : : :...duration > 1478: yes (15.2)
## : : : duration <= 1478: [S18]
## : : age > 38:
## : : :...balance <= -137: yes (33.3)
## : : balance > -137:
## : : :...balance > 358: yes (116.6/27.9)
## : : balance <= 358:
## : : :...age <= 39: yes (26.9/0.7)
## : : age > 39: [S19]
## : month in {apr,aug,jun,may,nov,oct}:
## : :...duration > 1869: no (27.7)
## : duration <= 1869:
## : :...age > 59: no (38.9/3.9)
## : age <= 59:
## : :...campaign > 4: no (156.9/35.4)
## : campaign <= 4: [S20]
## duration <= 613:
## :...month in {dec,mar,oct,sep}:
## :...duration <= 78: no (63.4)
## : duration > 78:
## : :...campaign > 5: no (86.1/20.5)
## : campaign <= 5:
## : :...balance > 13204: no (52.4/13.1)
## : balance <= 13204:
## : :...duration > 199:
## : :...contact = unknown: yes (30.6/12.2)
## : : contact = telephone:
## : : :...job in {services,student,unemployed,
## : : : : unknown}: no (29.8)
## : : : job in {admin.,blue-collar,entrepreneur,
## : : : : housemaid,management,retired,
## : : : : self-employed,technician}:
## : : : :...day <= 6: no (30.2/2.1)
## : : : day > 6:
## : : : :...month in {dec,sep}: yes (79.5/13.1)
## : : : month in {mar,oct}:
## : : : :...marital = divorced: yes (11.8)
## : : : marital in {married,
## : : : single}: no (112.1/43.6)
## : : contact = cellular:
## : : :...job in {blue-collar,entrepreneur,housemaid,
## : : : services,unemployed,
## : : : unknown}: yes (240/78.4)
## : : job = self-employed: no (50.9/20.2)
## : : job = retired:
## : : :...education = tertiary: yes (8.4)
## : : : education in {primary,secondary,unknown}:
## : : : :...month in {dec,oct}: no (95.7/35.9)
## : : : month in {mar,sep}: yes (117.7/34.9)
## : : job = student:
## : : :...balance > 6677: yes (8.4)
## : : : balance <= 6677:
## : : : :...day <= 24: no (98.1/43.2)
## : : : day > 24: yes (28.3/3.1)
## : : job = admin.:
## : : :...pdays > 524: no (10.9)
## : : : pdays <= 524:
## : : : :...duration > 505: yes (18.5)
## : : : duration <= 505:
## : : : :...age <= 28: yes (39.3/6.7)
## : : : age > 28:
## : : : :...age <= 31: no (16)
## : : : age > 31: yes (122/56.3)
## : : job = management:
## : : :...duration <= 206: yes (26.2)
## : : : duration > 206:
## : : : :...age > 53: yes (79.4/11.7)
## : : : age <= 53:
## : : : :...marital = divorced: yes (5.9)
## : : : marital in {married,single}:
## : : : :...campaign > 2: yes (53.3/11.3)
## : : : campaign <= 2:
## : : : :...day <= 5: yes (40.8/8.3)
## : : : day > 5: [S21]
## : : job = technician:
## : : :...month = dec: yes (20)
## : : month in {mar,oct,sep}:
## : : :...duration > 462: no (12.8/1.3)
## : : duration <= 462:
## : : :...age > 50: yes (17)
## : : age <= 50:
## : : :...balance <= 142: no (15.8)
## : : balance > 142:
## : : :...loan = yes: no (2.3)
## : : loan = no:
## : : :...duration <= 209: no (8.4)
## : : duration > 209:
## : : :...age <= 27: no (15.1/2.1)
## : : age > 27: yes (123.4/34.2)
## : duration <= 199:
## : :...job in {entrepreneur,services}: yes (47.5/8.1)
## : job in {admin.,blue-collar,housemaid,management,
## : : retired,self-employed,student,technician,
## : : unemployed,unknown}:
## : :...month = mar:
## : :...previous > 2: no (31.1/6.5)
## : : previous <= 2:
## : : :...pdays > 191: yes (35/3.9)
## : : pdays <= 191:
## : : :...education in {secondary,unknown}:
## : : :...balance <= 9750: no (133.2/40.9)
## : : : balance > 9750: yes (12.4)
## : : education in {primary,tertiary}:
## : : :...campaign > 2: yes (44.9/3.7)
## : : campaign <= 2:
## : : :...age <= 33: no (71.3/22.4)
## : : age > 33: yes (139.8/38)
## : month in {dec,oct,sep}:
## : :...campaign > 3: no (37.3)
## : campaign <= 3:
## : :...day > 20:
## : :...month in {dec,sep}: no (88.6/11.3)
## : : month = oct: yes (199.6/75.2)
## : day <= 20:
## : :...balance <= 103: no (80.6/5.6)
## : balance > 103:
## : :...day > 18: no (65.7/10.3)
## : day <= 18:
## : :...previous > 5: no (19.1)
## : previous <= 5: [S22]
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...duration <= 154:
## :...day <= 2: no (184.2)
## : day > 2:
## : :...month in {aug,jan,jul,jun,may,nov}:
## : :...loan = yes: no (204.2)
## : : loan = no:
## : : :...duration <= 92: no (485.1/5.4)
## : : duration > 92:
## : : :...poutcome = unknown: no (975.2/118.1)
## : : poutcome in {failure,other}:
## : : :...contact = unknown: yes (18/4.4)
## : : contact in {cellular,telephone}:
## : : :...balance <= 9541: no (432.7/73)
## : : balance > 9541: yes (22/7.2)
## : month in {apr,feb}:
## : :...day > 27: no (71.6)
## : day <= 27:
## : :...day <= 6:
## : :...pdays <= 351: no (194.9/25.5)
## : : pdays > 351: yes (10/2.8)
## : day > 6:
## : :...housing = yes:
## : :...education in {primary,
## : : : unknown}: no (30.4)
## : : education in {secondary,tertiary}:
## : : :...month = apr:
## : : :...age > 60: yes (9.6/1.4)
## : : : age <= 60:
## : : : :...day <= 8: yes (13/3.1)
## : : : day > 8: no (177.9/12.8)
## : : month = feb:
## : : :...balance <= 168: no (23.1)
## : : balance > 168: [S23]
## : housing = no:
## : :...duration <= 108:
## : :...contact in {telephone,
## : : : unknown}: no (25.2)
## : : contact = cellular:
## : : :...loan = yes: no (14.8)
## : : loan = no:
## : : :...age <= 67: no (237.2/67.1)
## : : age > 67: yes (17.9/3.6)
## : duration > 108:
## : :...pdays > 139: no (20.8/2.7)
## : pdays <= 139:
## : :...campaign > 2: no (57.9/17.8)
## : campaign <= 2:
## : :...balance <= 75: no (23.4/6.3)
## : balance > 75: [S24]
## duration > 154:
## :...pdays > 370:
## :...duration > 480: yes (40.1)
## : duration <= 480:
## : :...loan = yes: no (5.6)
## : loan = no:
## : :...age <= 29: yes (19.2/0.3)
## : age > 29:
## : :...age <= 31: no (37.6/2.6)
## : age > 31:
## : :...age > 60: no (15)
## : age <= 60:
## : :...month in {jan,jun}: yes (20.3)
## : month in {apr,aug,feb,jul,may,nov}:
## : :...pdays <= 373: no (8.4)
## : pdays > 373: yes (115.6/47.8)
## pdays <= 370:
## :...age > 61:
## :...age <= 62: yes (75.8/6.8)
## : age > 62:
## : :...marital = single: no (11.7)
## : marital in {divorced,married}:
## : :...day > 28: yes (27.3/2.4)
## : day <= 28:
## : :...duration <= 207:
## : :...job in {admin.,blue-collar,retired,
## : : : self-employed,services,student,
## : : : technician,unemployed,
## : : : unknown}: no (139.5/14.8)
## : : job in {entrepreneur,housemaid,
## : : management}: yes (27.2/11.5)
## : duration > 207:
## : :...job in {blue-collar,housemaid,
## : : self-employed}: yes (14.8)
## : job in {entrepreneur,services,student,
## : : technician,
## : : unemployed}: no (9.7)
## : job in {admin.,management,retired,
## : : unknown}:
## : :...balance > 3298:
## : :...age <= 76: no (109.5/17)
## : : age > 76: yes (18.9/6.3)
## : balance <= 3298:
## : :...housing = yes: yes (7.5)
## : housing = no:
## : :...balance > 2303: yes (61.9/11.7)
## : balance <= 2303:
## : :...balance > 771:
## : :...day <= 24: no (142.9/43.7)
## : : day > 24: yes (13.7/2)
## : balance <= 771: [S25]
## age <= 61:
## :...contact = unknown:
## :...month in {apr,aug,feb,nov}: yes (79.1/27.8)
## : month in {jan,may}: no (796.3/66.1)
## : month in {jul,jun}:
## : :...poutcome = failure: no (0)
## : poutcome = other: yes (2.4)
## : poutcome = unknown:
## : :...duration <= 421: no (239.8)
## : duration > 421:
## : :...job in {entrepreneur,housemaid,student,
## : : unknown}: no (33.4)
## : job in {admin.,blue-collar,management,
## : : retired,self-employed,services,
## : : technician,unemployed}:
## : :...duration > 596: no (46.3/3.3)
## : duration <= 596:
## : :...default = yes: yes (32.2/8.8)
## : default = no:
## : :...duration > 583: yes (49.8/15.6)
## : duration <= 583:
## : :...balance <= -268: yes (22.9/5.2)
## : balance > -268: [S26]
## contact in {cellular,telephone}:
## :...month = jun:
## :...age > 57: no (51.6/9.2)
## : age <= 57:
## : :...balance <= 22: no (71.4/14.2)
## : balance > 22:
## : :...balance <= 132: yes (69.6/13.6)
## : balance > 132:
## : :...age <= 24: no (56/12.4)
## : age > 24:
## : :...duration > 405: yes (93.1/22.6)
## : duration <= 405: [S27]
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...duration <= 403:
## :...balance <= -41: no (157.5)
## : balance > -41:
## : :...housing = yes:
## : :...day <= 21:
## : : :...month in {apr,jul,may,
## : : : : nov}: no (1587.2/133)
## : : : month in {aug,feb,jan}:
## : : : :...day <= 6: no (211/17.7)
## : : : day > 6:
## : : : :...balance <= 91: no (28.4)
## : : : balance > 91: [S28]
## : : day > 21:
## : : :...month in {jan,jul,nov}:
## : : :...previous <= 6: no (251.7)
## : : : previous > 6: yes (19.1/3.3)
## : : month in {apr,aug,feb,may}:
## : : :...previous > 3: yes (34.5/2.8)
## : : previous <= 3: [S29]
## : housing = no:
## : :...month in {apr,feb,may}:
## : :...pdays > 284: no (100.9/19.5)
## : : pdays <= 284:
## : : :...day <= 8: [S30]
## : : day > 8:
## : : :...balance > 5304: no (100.4/25.2)
## : : balance <= 5304: [S31]
## : month in {aug,jan,jul,nov}:
## : :...poutcome = unknown:
## : :...day > 17: no (868.2/65.2)
## : : day <= 17:
## : : :...month in {aug,jul}: [S32]
## : : month in {jan,nov}: [S33]
## : poutcome in {failure,other}:
## : :...duration <= 167: yes (50.2/12.6)
## : duration > 167:
## : :...duration <= 178: no (30.2/1.6)
## : duration > 178: [S34]
## duration > 403:
## :...pdays > 352: yes (98.7/41)
## pdays <= 352:
## :...loan = yes:
## :...education = primary: no (57.7)
## : education in {secondary,tertiary,
## : : unknown}:
## : :...day <= 5: no (49.5/2.2)
## : day > 5:
## : :...marital in {divorced,
## : : single}: [S35]
## : marital = married: [S36]
## loan = no:
## :...age <= 28:
## :...pdays > 246: no (32.4/5.2)
## : pdays <= 246:
## : :...previous > 0: yes (22.9)
## : previous <= 0: [S37]
## age > 28:
## :...campaign <= 1:
## :...default = yes: yes (24.6/7.8)
## : default = no: [S38]
## campaign > 1:
## :...duration > 605: yes (85.9/37.4)
## duration <= 605:
## :...balance <= -39: no (78.8/3.9)
## balance > -39:
## :...housing = yes: [S39]
## housing = no: [S40]
##
## SubTree [S1]
##
## education in {primary,unknown}: yes (16.3/2.6)
## education in {secondary,tertiary}: no (126.8/38.7)
##
## SubTree [S2]
##
## month = jan: no (8)
## month in {apr,aug,feb,jun,mar,nov,oct}:
## :...pdays <= 89: no (49.2/20.2)
## pdays > 89: yes (221.1/42.3)
##
## SubTree [S3]
##
## marital = divorced: yes (60.9/9)
## marital in {married,single}:
## :...month in {apr,jan,jul,sep}: yes (77.1/12.9)
## month in {aug,dec,feb,jun,mar,may,nov,oct}:
## :...balance <= 61: no (13)
## balance > 61:
## :...duration <= 271: no (9)
## duration > 271:
## :...day <= 23: yes (109.7/35.4)
## day > 23: no (30.2/8.4)
##
## SubTree [S4]
##
## education = primary: yes (17.9)
## education in {secondary,tertiary,unknown}:
## :...day <= 8: yes (29.1/2.6)
## day > 8: no (107.9/37.6)
##
## SubTree [S5]
##
## contact = telephone: no (6.1)
## contact in {cellular,unknown}:
## :...balance > 2534: no (23.4/1.2)
## balance <= 2534:
## :...education in {primary,tertiary}:
## :...age <= 46: yes (86.1/15.6)
## : age > 46: no (75.4/33.8)
## education in {secondary,unknown}:
## :...balance > 1417: yes (17.6/2.8)
## balance <= 1417:
## :...balance > 999: no (18.7)
## balance <= 999:
## :...day <= 16: yes (77.5/28.9)
## day > 16: no (102.8/31.4)
##
## SubTree [S6]
##
## education = unknown: no (6.4)
## education in {primary,secondary,tertiary}:
## :...month in {apr,jan,mar,nov,sep}: yes (31.6)
## month in {aug,feb,jul,jun,may}:
## :...duration <= 766: no (37.1/12.6)
## duration > 766: yes (112/24.4)
##
## SubTree [S7]
##
## contact = telephone: yes (24/2.8)
## contact in {cellular,unknown}:
## :...campaign <= 2:
## :...duration <= 715: no (92.5/20.9)
## : duration > 715:
## : :...housing = no: yes (125.1/53.9)
## : housing = yes:
## : :...month in {apr,jan,jul,jun,mar,nov,sep}: no (96.5/16.6)
## : month in {aug,feb,may}: yes (123.5/54.8)
## campaign > 2:
## :...balance > 6281: no (32.5/5.8)
## balance <= 6281:
## :...month = mar: yes (0)
## month in {jan,nov,sep}: no (39.5/6.4)
## month in {apr,aug,feb,jul,jun,may}:
## :...balance > 1583: yes (62.9/3.6)
## balance <= 1583:
## :...housing = no:
## :...job in {admin.,entrepreneur,housemaid,management,
## : : retired,technician,unemployed}: no (98.6/28.6)
## : job in {blue-collar,self-employed,
## : services}: yes (25)
## housing = yes:
## :...duration > 1226: yes (28.5)
## duration <= 1226:
## :...education in {primary,unknown}: no (15.3/2.9)
## education in {secondary,tertiary}:
## :...day <= 15: yes (58.2/10)
## day > 15: no (90.5/41.5)
##
## SubTree [S8]
##
## job in {admin.,entrepreneur,services,student,unemployed}: yes (125.1/20.6)
## job = unknown: no (7.9)
## job in {blue-collar,housemaid,management,retired,self-employed,technician}:
## :...loan = yes: yes (46.7/11.1)
## loan = no:
## :...duration > 1311: yes (30.6/4.6)
## duration <= 1311:
## :...balance > 2537: yes (70.3/23.1)
## balance <= 2537:
## :...age > 54: no (10.2)
## age <= 54:
## :...age > 42: yes (40.9/12.5)
## age <= 42:
## :...day <= 3: yes (7.4)
## day > 3:
## :...age <= 24: yes (15.9/3.2)
## age > 24: no (124.4/35.1)
##
## SubTree [S9]
##
## contact = telephone: yes (11.9)
## contact in {cellular,unknown}:
## :...balance <= -170: yes (33.9/3.2)
## balance > -170:
## :...pdays > 154: yes (25.1/4.2)
## pdays <= 154:
## :...poutcome = failure: no (10.2)
## poutcome = unknown:
## :...month in {dec,mar,oct,sep}: yes (14.3)
## month in {apr,aug,feb,jan,jul,jun,may,nov}:
## :...age > 43: no (90/26.5)
## age <= 43:
## :...duration <= 633: no (68/20)
## duration > 633:
## :...duration <= 636: yes (27.9)
## duration > 636:
## :...balance > 4780: no (26.5/3.3)
## balance <= 4780:
## :...month = aug: no (11.9)
## month in {feb,jan,jul}:
## :...balance <= 2362: no (107.4/40.3)
## : balance > 2362: yes (15.8)
## month in {apr,jun,may,nov}:
## :...job in {retired,
## : unknown}: yes (0)
## job in {entrepreneur,student,
## : unemployed}: no (11.7/0.9)
## job in {admin.,blue-collar,management,
## : self-employed,services,
## : technician}:
## :...day > 28: yes (17)
## day <= 28:
## :...balance <= 81: no (71.2/30.6)
## balance > 81:
## :...day <= 22: yes (162.4/33.7)
## day > 22: no (24.9/10.3)
##
## SubTree [S10]
##
## job in {retired,student,unknown}: no (0)
## job in {entrepreneur,unemployed}: yes (8.8)
## job in {admin.,blue-collar,housemaid,management,self-employed,services,
## : technician}:
## :...campaign > 5: yes (13.2/3.1)
## campaign <= 5:
## :...balance <= -49: no (24.2)
## balance > -49:
## :...balance <= 55: yes (37.7/14.8)
## balance > 55: no (94.5/20.8)
##
## SubTree [S11]
##
## contact in {cellular,unknown}: yes (120.9/34.9)
## contact = telephone: no (7.7)
##
## SubTree [S12]
##
## contact = unknown: no (90.7/9)
## contact in {cellular,telephone}:
## :...job in {entrepreneur,housemaid,retired,self-employed,student,unemployed,
## : unknown}: no (41.5/1.5)
## job in {admin.,blue-collar,management,services,technician}:
## :...age <= 43: no (86.6/22.5)
## age > 43: yes (97.4/42.3)
##
## SubTree [S13]
##
## month = dec: no (0)
## month in {apr,may,sep}: yes (45.7/7.3)
## month in {aug,feb,jan,jul,jun,nov}:
## :...contact = telephone: no (15.6)
## contact in {cellular,unknown}:
## :...day > 20: no (70.8/12.1)
## day <= 20:
## :...campaign <= 1: no (108.3/37.5)
## campaign > 1:
## :...campaign > 6: no (17.7/2.3)
## campaign <= 6:
## :...day <= 9: no (64.6/25.9)
## day > 9: yes (119.8/34.3)
##
## SubTree [S14]
##
## campaign <= 2: no (77/36.3)
## campaign > 2: yes (56.7/8.9)
##
## SubTree [S15]
##
## day > 23: no (19.3)
## day <= 23:
## :...age <= 37: yes (13.6)
## age > 37:
## :...loan = yes: yes (3.6)
## loan = no:
## :...age <= 51: no (80.2/11)
## age > 51: yes (49.4/18.9)
##
## SubTree [S16]
##
## job in {admin.,housemaid,self-employed,services,student,technician,unemployed,
## : unknown}: no (37.1)
## job in {blue-collar,entrepreneur,management,retired}: yes (86.1/33.3)
##
## SubTree [S17]
##
## poutcome = failure: yes (15.7/2.3)
## poutcome = unknown:
## :...job = student: yes (0)
## job in {entrepreneur,housemaid,self-employed,unemployed}:
## :...day <= 3: yes (10.3)
## : day > 3:
## : :...duration <= 756: yes (10.5)
## : duration > 756: no (121.1/42.1)
## job in {admin.,blue-collar,management,retired,services,technician,unknown}:
## :...duration > 1183: yes (86.2/7.3)
## duration <= 1183:
## :...day > 19:
## :...duration <= 1120: yes (126.9/21.8)
## : duration > 1120: no (9.5)
## day <= 19:
## :...age <= 37: no (53.2/19)
## age > 37:
## :...balance <= 1082: yes (18.5)
## balance > 1082:
## :...age <= 41: yes (56.4/8.1)
## age > 41:
## :...duration <= 829: no (98.9/29.2)
## duration > 829: yes (95.9/26.9)
##
## SubTree [S18]
##
## poutcome = failure: yes (5.5)
## poutcome in {other,unknown}: no (145/46.4)
##
## SubTree [S19]
##
## age <= 45: no (55.5/7.8)
## age > 45: yes (119.7/49.2)
##
## SubTree [S20]
##
## pdays > 110: no (57.6/13.8)
## pdays <= 110:
## :...poutcome in {failure,other}: yes (7.9)
## poutcome = unknown:
## :...contact = telephone: no (7.6/2.2)
## contact = cellular:
## :...education = unknown: no (22.2/0.9)
## : education in {primary,secondary,tertiary}:
## : :...day <= 6: yes (66.9/12.3)
## : day > 6:
## : :...age <= 35: yes (59.3/11.1)
## : age > 35:
## : :...duration <= 774: yes (24/3.3)
## : duration > 774:
## : :...duration <= 893: no (93.4/12.6)
## : duration > 893:
## : :...age <= 50: no (126.8/40.8)
## : age > 50: yes (47.4/5.1)
## contact = unknown:
## :...default = yes: yes (2.5)
## default = no:
## :...day <= 7: no (109.6/25.3)
## day > 7:
## :...age <= 36: no (66.4/11.9)
## age > 36:
## :...job in {student,unemployed}: yes (0)
## job in {entrepreneur,management,self-employed,
## : unknown}: no (30.1/0.4)
## job in {admin.,blue-collar,housemaid,retired,services,
## : technician}:
## :...day <= 8: yes (11.7)
## day > 8:
## :...education = tertiary: yes (23.3/2.7)
## education in {primary,secondary,unknown}:
## :...job in {admin.,housemaid}: yes (20.5/1.3)
## job in {blue-collar,retired,services,
## : technician}:
## :...duration <= 743: no (9.7)
## duration > 743:
## :...day <= 24: no (116.9/42.3)
## day > 24: yes (32.2/5.4)
##
## SubTree [S21]
##
## poutcome = other: no (12.7)
## poutcome in {failure,unknown}:
## :...duration <= 498: no (215.1/68.3)
## duration > 498: yes (43.7/14.8)
##
## SubTree [S22]
##
## previous > 2: yes (26.6/7.6)
## previous <= 2:
## :...pdays > 185: no (21.4)
## pdays <= 185:
## :...pdays > 96: yes (54/17.4)
## pdays <= 96:
## :...poutcome in {failure,other}: no (11.8)
## poutcome = unknown:
## :...month = dec: no (14)
## month in {oct,sep}:
## :...age <= 28: yes (72.7/30.3)
## age > 28: no (122.8/31.9)
##
## SubTree [S23]
##
## poutcome in {failure,unknown}: no (126.2/49.5)
## poutcome = other: yes (8.5)
##
## SubTree [S24]
##
## education in {primary,secondary,tertiary}: yes (187.1/39.2)
## education = unknown: no (17.4/6.2)
##
## SubTree [S25]
##
## balance > 355: yes (100.9/17.1)
## balance <= 355:
## :...duration <= 546: no (111/45.2)
## duration > 546: yes (13.2)
##
## SubTree [S26]
##
## duration <= 466: no (62)
## duration > 466:
## :...housing = no: no (123.8/30.9)
## housing = yes:
## :...loan = yes: no (13.3)
## loan = no:
## :...month = jul: yes (4.9)
## month = jun:
## :...day <= 3: no (58/10.3)
## day > 3: yes (116.2/42.8)
##
## SubTree [S27]
##
## education = unknown: yes (28.2/6.3)
## education in {primary,secondary,tertiary}:
## :...previous > 2: yes (83.1/24)
## previous <= 2:
## :...pdays > 199: yes (26.2/5.8)
## pdays <= 199:
## :...previous > 0: no (38/2.7)
## previous <= 0:
## :...education = primary: no (21/3.5)
## education in {secondary,tertiary}:
## :...day <= 1: yes (60.7/18.1)
## day > 1:
## :...balance > 3027: yes (102.7/38.8)
## balance <= 3027:
## :...balance > 2161: no (35.6/1.9)
## balance <= 2161:
## :...marital = single: no (121.7/40)
## marital = divorced: yes (14.8/2.8)
## marital = married:
## :...age <= 33: yes (31/4.3)
## age > 33:
## :...balance <= 1830: no (142.1/50.4)
## balance > 1830: yes (8.6)
##
## SubTree [S28]
##
## pdays > 291: yes (15.3)
## pdays <= 291:
## :...age <= 38:
## :...age <= 29: yes (28.5/9.7)
## : age > 29: no (105.4/13.4)
## age > 38:
## :...campaign > 3: no (16.4)
## campaign <= 3:
## :...contact = cellular: yes (130.9/40.7)
## contact = telephone: no (5.2)
##
## SubTree [S29]
##
## contact = telephone: yes (10/0.7)
## contact = cellular:
## :...month = aug: no (41.6)
## month in {apr,feb,may}:
## :...age > 59: no (13.6)
## age <= 59:
## :...duration > 313: yes (71.9/10.4)
## duration <= 313:
## :...job in {admin.,entrepreneur,housemaid,retired,self-employed,
## : services,student,unemployed,unknown}: no (25.8)
## job in {blue-collar,management,technician}: yes (118.1/51.6)
##
## SubTree [S30]
##
## job in {entrepreneur,housemaid,self-employed,services,unemployed,unknown}:
## :...pdays <= 276: no (122.2/7.9)
## : pdays > 276: yes (7.4)
## job in {admin.,blue-collar,management,retired,student,technician}:
## :...contact = telephone: no (50.9/9.9)
## contact = cellular:
## :...poutcome = other: no (25.6/3.1)
## poutcome in {failure,unknown}:
## :...day > 7: no (40.5/6.3)
## day <= 7:
## :...duration > 385: no (29.4/3.4)
## duration <= 385:
## :...day <= 2: no (127.2/36.3)
## day > 2:
## :...loan = yes: no (21.2/4.1)
## loan = no:
## :...month = apr: yes (32.8/7.2)
## month in {feb,may}:
## :...education in {primary,unknown}: no (36.4)
## education in {secondary,tertiary}:
## :...marital = married: yes (147/55.2)
## marital in {divorced,single}:
## :...pdays > 172: yes (10.5/1.3)
## pdays <= 172:
## :...job in {admin.,management,student,
## : technician}: no (141.3/40.6)
## job in {blue-collar,
## retired}: yes (27.5/7.4)
##
## SubTree [S31]
##
## duration > 366: yes (89.2/21.6)
## duration <= 366:
## :...balance > 3015: yes (97.6/27.7)
## balance <= 3015:
## :...poutcome = other: no (51.5/13.9)
## poutcome in {failure,unknown}:
## :...balance > 2285: no (66.4/13.7)
## balance <= 2285:
## :...balance > 1720: yes (88.4/21.8)
## balance <= 1720:
## :...contact = telephone: no (21.3/5.6)
## contact = cellular:
## :...balance > 455:
## :...marital = divorced: no (13.5)
## : marital in {married,single}:
## : :...pdays > 161: yes (27.9/6.8)
## : pdays <= 161:
## : :...poutcome = failure: no (12.4)
## : poutcome = unknown:
## : :...day <= 11: no (14.5)
## : day > 11:
## : :...loan = yes: yes (3.9)
## : loan = no: [S41]
## balance <= 455:
## :...duration > 345: no (21.1)
## duration <= 345:
## :...loan = yes: no (14.2/4.3)
## loan = no:
## :...age <= 24: no (18.8/5.4)
## age > 24:
## :...balance > 408: yes (25.2)
## balance <= 408:
## :...balance > 368: no (26.1/7.7)
## balance <= 368:
## :...duration > 323: yes (26.3)
## duration <= 323: [S42]
##
## SubTree [S32]
##
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,technician,unemployed,unknown}: no (905.8/179)
## job in {services,student}:
## :...day <= 2: yes (13.2)
## day > 2: no (141.7/56.6)
##
## SubTree [S33]
##
## marital = divorced: no (13.1)
## marital in {married,single}:
## :...duration <= 165: yes (12.2/0.5)
## duration > 165:
## :...balance > 3007: yes (43.5/10.2)
## balance <= 3007:
## :...duration <= 185: no (21.1)
## duration > 185:
## :...duration <= 190: yes (13.7)
## duration > 190: no (132.8/54.2)
##
## SubTree [S34]
##
## balance <= 65: no (33.8/2.1)
## balance > 65:
## :...age <= 28: yes (80.1/20.9)
## age > 28:
## :...month = jan: no (26)
## month in {aug,jul,nov}:
## :...previous > 8: no (19.1)
## previous <= 8:
## :...previous > 6: yes (18.2/0.8)
## previous <= 6:
## :...previous > 4: no (35.9/2.8)
## previous <= 4:
## :...education = primary: no (6.3)
## education in {secondary,tertiary,unknown}:
## :...day > 24: yes (23.8/0.7)
## day <= 24:
## :...loan = yes: no (8.1)
## loan = no:
## :...balance <= 167: no (14.8)
## balance > 167:
## :...balance > 11754: no (10.8)
## balance <= 11754:
## :...balance > 10500: yes (11.7)
## balance <= 10500:
## :...balance > 3612: no (16.7)
## balance <= 3612: [S43]
##
## SubTree [S35]
##
## poutcome = other: no (5.6)
## poutcome in {failure,unknown}:
## :...age <= 27: no (47/8)
## age > 27:
## :...campaign <= 1: yes (103.3/31.2)
## campaign > 1: no (107.3/33.9)
##
## SubTree [S36]
##
## poutcome = other: yes (26.8/8.7)
## poutcome in {failure,unknown}:
## :...balance <= 132: no (101.8)
## balance > 132:
## :...balance <= 137: yes (8.1)
## balance > 137: no (149.7/32.4)
##
## SubTree [S37]
##
## job in {entrepreneur,retired,self-employed,student,unemployed}: yes (115.3/29.6)
## job in {admin.,blue-collar,housemaid,management,services,technician,unknown}:
## :...day <= 15: no (61.4/6.5)
## day > 15:
## :...default = yes: yes (3)
## default = no:
## :...duration <= 416: yes (29.2/4)
## duration > 416:
## :...campaign > 8: yes (8.8)
## campaign <= 8:
## :...balance <= 198: no (45.7)
## balance > 198: yes (107.1/44.5)
##
## SubTree [S38]
##
## education in {primary,unknown}:
## :...age > 47: no (44.3)
## : age <= 47:
## : :...job in {retired,student,unknown}: no (0)
## : job in {housemaid,self-employed}: yes (15.1)
## : job in {admin.,blue-collar,entrepreneur,management,services,technician,
## : : unemployed}:
## : :...marital = divorced: yes (5.1)
## : marital in {married,single}: no (138.5/34.5)
## education in {secondary,tertiary}:
## :...month in {aug,feb,may}:
## :...day > 16: yes (62.5/12.5)
## : day <= 16:
## : :...age > 57: yes (20/1.8)
## : age <= 57:
## : :...duration > 473:
## : :...job in {admin.,blue-collar,entrepreneur,student,technician,
## : : : unknown}: yes (133.4/26.1)
## : : job in {housemaid,management,retired,self-employed,
## : : services,unemployed}: no (96.3/32.5)
## : duration <= 473:
## : :...marital = divorced: yes (14.6/3.4)
## : marital in {married,single}:
## : :...job in {admin.,entrepreneur,self-employed,
## : : unemployed}: yes (42.6/13.2)
## : job in {blue-collar,housemaid,management,retired,
## : services,student,technician,
## : unknown}: no (93/11.1)
## month in {apr,jan,jul,nov}:
## :...job in {retired,unknown}: no (29.3)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,
## : self-employed,services,student,technician,unemployed}:
## :...day > 29: yes (54.9/14.8)
## day <= 29:
## :...job in {entrepreneur,student,unemployed}: no (32.4)
## job in {admin.,blue-collar,housemaid,management,self-employed,
## : services,technician}:
## :...contact = telephone: yes (25.4/7.2)
## contact = cellular:
## :...age > 48: yes (118.9/43.2)
## age <= 48:
## :...marital = divorced: no (25)
## marital in {married,single}:
## :...day <= 9: no (50.2/3.3)
## day > 9:
## :...month = jan: no (9.4)
## month in {apr,jul,nov}:
## :...duration > 590: yes (29.9/8.8)
## duration <= 590:
## :...balance > 3944: yes (43.7/15.2)
## balance <= 3944: [S44]
##
## SubTree [S39]
##
## pdays > 329: no (34.7)
## pdays <= 329:
## :...day <= 3: no (29)
## day > 3:
## :...month in {aug,feb,jan}: no (110.2/9.4)
## month in {apr,jul,may,nov}:
## :...poutcome = other: no (24.8)
## poutcome in {failure,unknown}:
## :...previous > 3: yes (34.8/8.2)
## previous <= 3:
## :...duration <= 429: no (53.8)
## duration > 429:
## :...balance > 4256: no (37.8)
## balance <= 4256:
## :...day > 28: no (35.2/4)
## day <= 28:
## :...balance > 3564: yes (21/5.3)
## balance <= 3564:
## :...duration > 566: no (62.1/8.7)
## duration <= 566:
## :...duration <= 559: no (299.9/107.8)
## duration > 559: yes (28.1/6.1)
##
## SubTree [S40]
##
## pdays > 178: yes (73.8/27.8)
## pdays <= 178:
## :...job in {student,unknown}: no (39.1)
## job in {admin.,blue-collar,entrepreneur,housemaid,management,retired,
## : self-employed,services,technician,unemployed}:
## :...day <= 3: yes (44.6/15.1)
## day > 3:
## :...marital in {divorced,single}:
## :...poutcome in {failure,other}: no (12.1)
## : poutcome = unknown:
## : :...duration <= 438: no (73.9/16.7)
## : duration > 438:
## : :...month = feb: yes (25.1/4.5)
## : month = may: no (29.9/6.4)
## : month in {apr,aug,jan,jul,nov}:
## : :...education = primary: yes (15.2/0.9)
## : education = unknown: no (2.4)
## : education in {secondary,tertiary}:
## : :...job in {entrepreneur,housemaid,retired,
## : : self-employed}: no (16.4)
## : job in {admin.,blue-collar,management,services,
## : : technician,unemployed}:
## : :...balance <= 30: yes (39.9/5.3)
## : balance > 30:
## : :...duration > 590: no (15.5)
## : duration <= 590:
## : :...balance <= 246: no (31.4/3.4)
## : balance > 246:
## : :...duration > 571: yes (15)
## : duration <= 571:
## : :...day <= 6: yes (12.6)
## : day > 6: [S45]
## marital = married:
## :...month = may: yes (38.7/14.4)
## month in {apr,aug,feb,jan,jul,nov}:
## :...balance <= 67: no (97.2/8.9)
## balance > 67:
## :...balance <= 163: yes (71.1/30.1)
## balance > 163:
## :...balance <= 265: no (24.5)
## balance > 265:
## :...day > 23: no (91.2/9.7)
## day <= 23:
## :...poutcome = failure: no (10.5)
## poutcome in {other,unknown}:
## :...month = jan: yes (4.6)
## month in {apr,aug,feb,jul,nov}:
## :...day <= 11: no (95.7/16.4)
## day > 11:
## :...day <= 12: yes (49.7/14.1)
## day > 12:
## :...balance <= 274: yes (7.7)
## balance > 274: [S46]
##
## SubTree [S41]
##
## education = primary: yes (13.5/2.2)
## education in {secondary,tertiary,unknown}:
## :...job in {admin.,retired,self-employed,services,unemployed}: yes (107.8/44.6)
## job in {blue-collar,entrepreneur,housemaid,management,student,technician,
## unknown}: no (142.4/27.4)
##
## SubTree [S42]
##
## poutcome = failure: no (15/5.8)
## poutcome = unknown:
## :...balance > 229: yes (83/14.3)
## balance <= 229:
## :...job in {admin.,entrepreneur,housemaid,retired,services,student,
## : technician,unemployed,unknown}: yes (105.5/27.9)
## job in {blue-collar,management,self-employed}: no (28.1)
##
## SubTree [S43]
##
## job = entrepreneur: yes (0)
## job in {housemaid,technician,unemployed,unknown}: no (14.2)
## job in {admin.,blue-collar,management,retired,self-employed,services,student}:
## :...duration > 350: yes (24.9)
## duration <= 350:
## :...campaign <= 2: yes (106.4/49.2)
## campaign > 2: no (20.9/3.3)
##
## SubTree [S44]
##
## poutcome = failure: yes (14.3/3.9)
## poutcome in {other,unknown}:
## :...job in {admin.,blue-collar,management,technician}: no (161.9/30.4)
## job in {housemaid,self-employed,services}: yes (32/12.5)
##
## SubTree [S45]
##
## duration <= 459: yes (46.9/8.7)
## duration > 459: no (122.7/51.6)
##
## SubTree [S46]
##
## duration <= 411: yes (10.1/1.1)
## duration > 411: no (165.4/44.6)
##
## ----- Trial 19: -----
##
## Decision tree:
##
## poutcome = success:
## :...duration <= 132:
## : :...month in {apr,jan,jul,may}: no (85.6/6.4)
## : : month in {aug,dec,feb,jun,mar,nov,oct,sep}:
## : : :...contact in {telephone,unknown}: no (7.5)
## : : contact = cellular:
## : : :...balance <= 157: no (45.6/7.3)
## : : balance > 157:
## : : :...loan = yes: no (23.8/5.7)
## : : loan = no:
## : : :...previous > 6: no (25/6.2)
## : : previous <= 6:
## : : :...month = dec: no (9.8)
## : : month in {aug,jun,nov,oct}:
## : : :...job in {admin.,blue-collar,management,
## : : : : self-employed,technician,
## : : : : unknown}: yes (112.3/41.3)
## : : : job in {entrepreneur,housemaid,retired,
## : : : services,student,
## : : : unemployed}: no (22.9)
## : : month in {feb,mar,sep}:
## : : :...job in {admin.,self-employed}: no (10.7)
## : : job in {blue-collar,entrepreneur,housemaid,
## : : management,retired,services,student,
## : : technician,unemployed,
## : : unknown}: yes (113.7/9.7)
## : duration > 132:
## : :...age <= 23: yes (39.5)
## : age > 23:
## : :...age > 32:
## : :...pdays <= 185:
## : : :...pdays > 177:
## : : : :...month in {apr,aug,jul,jun,mar,may,sep}:
## : : : : :...balance <= 7051: yes (308/16.4)
## : : : : : balance > 7051: no (16.3/6.2)
## : : : : month in {dec,feb,jan,nov,oct}:
## : : : : :...campaign <= 2: no (136.7/61.9)
## : : : : campaign > 2: yes (25.3)
## : : : pdays <= 177:
## : : : :...job = housemaid: no (22.4/1.5)
## : : : job in {self-employed,services,student,unemployed,
## : : : : unknown}: yes (123.2/16.2)
## : : : job in {admin.,blue-collar,entrepreneur,management,
## : : : : retired,technician}:
## : : : :...pdays > 101:
## : : : :...duration <= 221: no (73.9/16.5)
## : : : : duration > 221:
## : : : : :...balance <= 1445: yes (74.3/11.7)
## : : : : balance > 1445: no (108.1/33.2)
## : : : pdays <= 101:
## : : : :...pdays <= 39: no (52.9/19.1)
## : : : pdays > 39:
## : : : :...marital = married: yes (435.9/99.1)
## : : : marital in {divorced,single}:
## : : : :...month in {apr,aug,dec,feb,mar,
## : : : : sep}: yes (39.9)
## : : : month in {jan,jul,jun,may,nov,
## : : : oct}: no (129.1/55.5)
## : : pdays > 185:
## : : :...job = student: yes (0)
## : : job in {admin.,housemaid,self-employed,unemployed,unknown}:
## : : :...campaign <= 5: yes (122.6/18.7)
## : : : campaign > 5: no (7.5)
## : : job in {blue-collar,entrepreneur,management,retired,
## : : : services,technician}:
## : : :...marital = single: yes (58.9/17.5)
## : : marital in {divorced,married}:
## : : :...housing = yes:
## : : :...education in {primary,secondary,
## : : : : tertiary}: no (160.2/39.1)
## : : : education = unknown: yes (6.7)
## : : housing = no:
## : : :...previous > 11: no (10.2)
## : : previous <= 11:
## : : :...job = services: yes (17.7)
## : : job in {blue-collar,entrepreneur,
## : : : management,retired,technician}:
## : : :...previous > 4: yes (10.5)
## : : previous <= 4:
## : : :...month in {apr,feb,jul,
## : : : oct}: yes (30.5/2.7)
## : : month in {aug,dec,jan,jun,mar,may,
## : : nov,sep}: no (122.5/41.6)
## : age <= 32:
## : :...job in {housemaid,unemployed,unknown}: yes (21.6)
## : job in {entrepreneur,retired}: no (1.2)
## : job in {admin.,blue-collar,management,self-employed,services,
## : : student,technician}:
## : :...duration > 649: yes (37.8/2.5)
## : duration <= 649:
## : :...education = unknown: no (27.6/2.9)
## : education in {primary,secondary,tertiary}:
## : :...age > 31: no (114.6/29)
## : age <= 31:
## : :...marital = divorced: yes (8.7)
## : marital in {married,single}:
## : :...age <= 24: yes (25/3.7)
## : age > 24:
## : :...housing = yes: no (112.9/40.3)
## : housing = no:
## : :...job = blue-collar: yes (17.1)
## : job in {admin.,management,
## : : self-employed,services,
## : : student,technician}:
## : :...month in {feb,jan,jul,jun,may,
## : : nov}:
## : :...balance <= 163: yes (14)
## : : balance > 163: no (161.5/60.7)
## : month in {apr,aug,dec,mar,oct,
## : : sep}: [S1]
## poutcome in {failure,other,unknown}:
## :...duration > 613:
## :...marital in {divorced,single}:
## : :...balance > 12634: yes (54.4/10)
## : : balance <= 12634:
## : : :...balance > 6843:
## : : :...pdays <= 313: no (120.9/36.2)
## : : : pdays > 313: yes (8.3)
## : : balance <= 6843:
## : : :...month in {dec,sep}: yes (76.5/15.2)
## : : month in {apr,aug,feb,jan,jul,jun,mar,may,nov,oct}:
## : : :...age > 59: yes (51.9/9.6)
## : : age <= 59:
## : : :...age > 54:
## : : :...pdays > 117: no (14.7)
## : : : pdays <= 117:
## : : : :...poutcome = other: no (0)
## : : : poutcome = failure: yes (12)
## : : : poutcome = unknown:
## : : : :...education = unknown: no (12.8)
## : : : education in {primary,secondary,
## : : : : tertiary}:
## : : : :...age > 57: yes (51.6/14.9)
## : : : age <= 57:
## : : : :...default = yes: yes (3)
## : : : default = no:
## : : : :...loan = no: no (100/23)
## : : : loan = yes: yes (23.7/7.8)
## : : age <= 54:
## : : :...duration <= 1014:
## : : :...duration > 1002: no (36.2/3.5)
## : : : duration <= 1002:
## : : : :...campaign <= 1:
## : : : :...balance > 3829: no (75.2/24.2)
## : : : : balance <= 3829:
## : : : : :...loan = yes: [S2]
## : : : : loan = no: [S3]
## : : : campaign > 1:
## : : : :...marital = divorced:
## : : : :...pdays > 332: no (21.8)
## : : : : pdays <= 332:
## : : : : :...age > 53: yes (21.5/3.3)
## : : : : age <= 53:
## : : : : :...duration <= 697: no (112.6/22.4)
## : : : : duration > 697: [S4]
## : : : marital = single:
## : : : :...duration > 926:
## : : : :...day <= 5: no (18.4/3.4)
## : : : : day > 5: yes (124.9/28.9)
## : : : duration <= 926:
## : : : :...duration > 907: no (48.3/2.8)
## : : : duration <= 907: [S5]
## : : duration > 1014:
## : : :...age <= 24: no (27.7/5.8)
## : : age > 24:
## : : :...duration <= 1051: yes (94.6/7.2)
## : : duration > 1051:
## : : :...duration <= 1058: no (29.7/4.7)
## : : duration > 1058:
## : : :...day <= 4: yes (66.9/8.2)
## : : day > 4:
## : : :...day > 27: yes (112.7/22.4)
## : : day <= 27: [S6]
## : marital = married:
## : :...duration <= 800:
## : :...duration > 797: no (30.6)
## : : duration <= 797:
## : : :...poutcome in {failure,other}:
## : : :...default = yes: yes (6.6)
## : : : default = no:
## : : : :...job in {services,student,unemployed,
## : : : : unknown}: yes (47.8/3.7)
## : : : job in {admin.,blue-collar,entrepreneur,housemaid,
## : : : : management,retired,self-employed,
## : : : : technician}:
## : : : :...contact = unknown: no (0)
## : : : contact = telephone: yes (20.6/3.6)
## : : : contact = cellular:
## : : : :...education = unknown: yes (5.4)
## : : : education in {primary,secondary,tertiary}:
## : : : :...duration <= 631: no (25/2.9)
## : : : duration > 631:
## : : : :...balance > 7641: no (13.5/0.5)
## : : : balance <= 7641:
## : : : :...loan = yes: no (45/15.2)
## : : : loan = no:
## : : : :...month in {apr,dec,jan,
## : : : : oct}: no (42/9.5)
## : : : month in {aug,feb,jul,jun,
## : : : mar,may,nov,
## : : : sep}: yes (112.6/33.4)
## : : poutcome = unknown:
## : : :...default = yes: yes (48.7/21.7)
## : : default = no:
## : : :...month = dec: yes (8.4)
## : : month in {aug,feb,jun,oct}:
## : : :...job in {entrepreneur,student}: no (19.8)
## : : : job in {admin.,retired,services,unemployed}:
## : : : :...loan = yes: no (21.7)
## : : : : loan = no:
## : : : : :...day <= 23: no (182.1/55.6)
## : : : : day > 23: yes (10.6)
## : : : job in {blue-collar,housemaid,management,
## : : : : self-employed,technician,unknown}:
## : : : :...education = unknown: no (16.4)
## : : : education in {primary,secondary,tertiary}:
## : : : :...loan = yes: yes (47.2/6.9)
## : : : loan = no:
## : : : :...job = housemaid: no (12)
## : : : job in {blue-collar,self-employed,
## : : : : unknown}: [S7]
## : : : job in {management,technician}:
## : : : :...day > 25: no (27.8)
## : : : day <= 25:
## : : : :...balance > 5969: yes (21.6)
## : : : balance <= 5969:
## : : : :...campaign > 7: no (12.3)
## : : : campaign <= 7:
## : : : :...day > 22: yes (15.9)
## : : : day <= 22: [S8]
## : : month in {apr,jan,jul,mar,may,nov,sep}:
## : : :...contact = unknown:
## : : :...job in {entrepreneur,housemaid,management,
## : : : : retired,self-employed,student,
## : : : : unemployed,unknown}: no (89.4)
## : : : job in {admin.,blue-collar,services,
## : : : : technician}:
## : : : :...age <= 53: no (193.4/34.1)
## : : : age > 53: yes (32.6/9.4)
## : : contact in {cellular,telephone}:
## : : :...job in {housemaid,student,
## : : : unknown}: no (20.1)
## : : job in {admin.,blue-collar,entrepreneur,
## : : : management,retired,self-employed,
## : : : services,technician,unemployed}:
## : : :...month = may:
## : : :...balance > 2371: yes (26)
## : : : balance <= 2371: [S9]
## : : month in {apr,jan,jul,mar,nov,sep}:
## : : :...balance > 5754: no (28.7)
## : : balance <= 5754: [S10]
## : duration > 800:
## : :...balance > 11317: no (36.2/4.7)
## : balance <= 11317:
## : :...default = yes: no (20.1/6)
## : default = no:
## : :...duration > 2770: no (31.9/7.1)
## : duration <= 2770:
## : :...age > 65: no (99.5/33.5)
## : age <= 65:
## : :...duration <= 803: yes (38.7/4.9)
## : duration > 803:
## : :...duration > 1434:
## : :...education = unknown: yes (0)
## : : education = tertiary: no (118.9/52.8)
## : : education in {primary,secondary}:
## : : :...age <= 33: yes (31.4)
## : : age > 33:
## : : :...previous > 3: yes (10.3)
## : : previous <= 3: [S11]
## : duration <= 1434:
## : :...duration > 1422: no (33.5/3.7)
## : duration <= 1422:
## : :...pdays > 183: [S12]
## : pdays <= 183:
## : :...pdays > 149: no (58/16.9)
## : pdays <= 149:
## : :...pdays > 8: yes (45.7/10.6)
## : pdays <= 8: [S13]
## duration <= 613:
## :...contact = unknown:
## :...month in {dec,jan,may}: no (757.4/18.3)
## : month in {apr,aug,feb,jul,jun,mar,nov,oct,sep}:
## : :...age > 57: no (57.4)
## : age <= 57:
## : :...campaign > 17: no (29.3)
## : campaign <= 17:
## : :...marital = divorced: no (147.7/13.7)
## : marital in {married,single}:
## : :...duration <= 60: no (50.9)
## : duration > 60:
## : :...month = mar: yes (6.3)
## : month in {apr,aug,feb,nov,oct,sep}:
## : :...day <= 14: yes (74.8/15.8)
## : : day > 14: no (122/36.8)
## : month in {jul,jun}:
## : :...poutcome = other: yes (2)
## : poutcome in {failure,unknown}:
## : :...duration <= 421: no (239.5)
## : duration > 421:
## : :...month = jul: yes (16/6.6)
## : month = jun:
## : :...day <= 22: no (417.7/129.7)
## : day > 22: yes (32.8/12.1)
## contact in {cellular,telephone}:
## :...month in {dec,jun,mar,oct,sep}:
## :...duration <= 181:
## : :...previous > 7: no (35)
## : : previous <= 7:
## : : :...day <= 1: no (88.4/10.1)
## : : day > 1:
## : : :...duration <= 78: no (45.2)
## : : duration > 78:
## : : :...month = mar:
## : : :...job = entrepreneur: yes (0)
## : : : job in {housemaid,unknown}: no (12.5)
## : : : job in {admin.,blue-collar,management,
## : : : : retired,self-employed,services,
## : : : : student,technician,unemployed}:
## : : : :...campaign > 5: no (24.7/4.9)
## : : : campaign <= 5:
## : : : :...age <= 27: no (77.6/26.4)
## : : : age > 27:
## : : : :...day <= 13:
## : : : :...previous <= 3: yes (209.1/56.7)
## : : : : previous > 3: no (10.2/3)
## : : : day > 13: [S14]
## : : month in {dec,jun,oct,sep}:
## : : :...campaign > 3: no (57)
## : : campaign <= 3:
## : : :...pdays > 307: no (47.7/3)
## : : pdays <= 307:
## : : :...duration <= 123: [S15]
## : : duration > 123:
## : : :...duration > 171: no (104.7/23.1)
## : : duration <= 171:
## : : :...pdays > 171: no (33.5)
## : : pdays <= 171: [S16]
## : duration > 181:
## : :...day <= 4:
## : :...duration > 550: yes (29.9)
## : : duration <= 550:
## : : :...contact = telephone: no (71.1/17.7)
## : : contact = cellular:
## : : :...month = dec: yes (37.8/9)
## : : month in {jun,mar,oct,sep}:
## : : :...education = unknown: no (8.5)
## : : education in {primary,secondary,tertiary}:
## : : :...duration <= 223:
## : : :...job in {admin.,entrepreneur,
## : : : : housemaid,management,
## : : : : retired,self-employed,
## : : : : student,technician,
## : : : : unemployed,
## : : : : unknown}: no (148.6/27.6)
## : : : job in {blue-collar,
## : : : services}: yes (22.1/5.3)
## : : duration > 223:
## : : :...campaign > 1:
## : : :...balance <= 543: yes (58.2/1.4)
## : : : balance > 543: no (78.9/37.6)
## : : campaign <= 1:
## : : :...age <= 27: yes (19.4)
## : : age > 27:
## : : :...age <= 34: yes (107.6/46.3)
## : : age > 34:
## : : :...age <= 43: no (91.1/13.6)
## : : age > 43: yes (65.3/28.8)
## : day > 4:
## : :...day <= 6:
## : :...balance <= 363: no (45/16.8)
## : : balance > 363:
## : : :...month in {dec,mar,sep}: yes (45.6/1.6)
## : : month in {jun,oct}:
## : : :...job in {admin.,blue-collar,entrepreneur,
## : : : housemaid,management,retired,
## : : : self-employed,services,student,
## : : : unemployed,
## : : : unknown}: yes (109/17.7)
## : : job = technician: no (19.2/5.3)
## : day > 6:
## : :...duration > 509:
## : :...housing = yes: yes (18/2.8)
## : : housing = no:
## : : :...month = mar: yes (26.6/5.4)
## : : month in {dec,jun,oct,sep}:
## : : :...previous > 5: no (19.5)
## : : previous <= 5:
## : : :...campaign <= 2: no (133.7/33)
## : : campaign > 2: yes (13.8/2)
## : duration <= 509:
## : :...duration > 500: yes (27.5/2.4)
## : duration <= 500:
## : :...job in {admin.,blue-collar,entrepreneur,
## : : retired,services,unknown}:
## : :...age <= 27: yes (42.8/8.2)
## : : age > 27:
## : : :...loan = yes: yes (35/10.3)
## : : loan = no:
## : : :...age <= 34:
## : : :...pdays > 275: yes (9.2/0.9)
## : : : pdays <= 275: [S17]
## : : age > 34:
## : : :...previous > 4: yes (30.9/5.7)
## : : previous <= 4: [S18]
## : job in {housemaid,management,self-employed,
## : : student,technician,unemployed}:
## : :...marital = divorced: yes (42.4)
## : marital in {married,single}:
## : :...duration <= 214: [S19]
## : duration > 214:
## : :...campaign > 4: no (43.9/16.7)
## : campaign <= 4:
## : :...balance <= 488: yes (281.6/64.8)
## : balance > 488: [S20]
## month in {apr,aug,feb,jan,jul,may,nov}:
## :...age > 60:
## :...marital = single: no (16.7)
## : marital in {divorced,married}:
## : :...age > 83: yes (30.3/2.3)
## : age <= 83:
## : :...campaign > 5: no (30.8/4.7)
## : campaign <= 5:
## : :...duration <= 209:
## : :...education = unknown: no (18.7)
## : : education in {primary,secondary,tertiary}:
## : : :...job in {services,
## : : : student}: no (0)
## : : job in {admin.,blue-collar,
## : : : entrepreneur,self-employed,
## : : : unemployed}: yes (46.7/14.5)
## : : job in {housemaid,management,retired,
## : : : technician,unknown}:
## : : :...poutcome = failure: no (38.8)
## : : poutcome in {other,unknown}:
## : : :...housing = yes: no (15.3)
## : : housing = no:
## : : :...day <= 12: no (84.7/8.6)
## : : day > 12:
## : : :...day <= 21: yes (114.8/47.4)
## : : day > 21: no (79.9/17.3)
## : duration > 209:
## : :...poutcome = other: no (32.7/5)
## : poutcome in {failure,unknown}:
## : :...balance > 2611:
## : :...month in {jan,jul}: yes (28.9/4.9)
## : : month in {apr,aug,feb,may,nov}:
## : : :...duration <= 224: yes (9.1)
## : : duration > 224:
## : : :...age <= 61: yes (18.6/2.8)
## : : age > 61: [S21]
## : balance <= 2611:
## : :...age <= 61: no (56.7/20.7)
## : age > 61:
## : :...housing = yes: yes (9.7)
## : housing = no:
## : :...age <= 62: yes (27.1)
## : age > 62:
## : :...day > 14: [S22]
## : day <= 14: [S23]
## age <= 60:
## :...balance <= -1: no (458/50.3)
## balance > -1:
## :...pdays > 385:
## :...duration <= 209: no (78.6/14.2)
## : duration > 209: yes (93.3/21.1)
## pdays <= 385:
## :...duration > 441:
## :...previous > 6: yes (74.1/30.1)
## : previous <= 6:
## : :...campaign > 4:
## : :...month in {apr,jan}: yes (11.8)
## : : month in {aug,feb,jul,may,nov}:
## : : :...education = unknown: no (12.4)
## : : education in {primary,secondary,
## : : : tertiary}:
## : : :...balance > 1626: yes (76.6/18.4)
## : : balance <= 1626:
## : : :...duration <= 512: no (84/14.8)
## : : duration > 512:
## : : :...balance <= 247: no (39.7/7.7)
## : : balance > 247: yes (110.4/38)
## : campaign <= 4:
## : :...balance > 8121: no (105.1/8.7)
## : balance <= 8121:
## : :...month = jan:
## : :...default = yes: yes (2.5)
## : : default = no:
## : : :...day <= 27: yes (16.8/3.4)
## : : day > 27: no (122.2/8.2)
## : month in {aug,may}:
## : :...poutcome = other: no (104.1/26.2)
## : : poutcome in {failure,unknown}:
## : : :...age > 40: [S24]
## : : age <= 40:
## : : :...default = yes: yes (5.1)
## : : default = no: [S25]
## : month in {apr,feb,jul,nov}:
## : :...age <= 24: yes (31.2/8.3)
## : age > 24:
## : :...job in {retired,
## : : unknown}: no (45.5)
## : job in {admin.,blue-collar,
## : : entrepreneur,
## : : housemaid,
## : : management,
## : : self-employed,
## : : services,student,
## : : technician,
## : : unemployed}:
## : :...previous > 2: no (91.6/11.4)
## : previous <= 2:
## : :...loan = yes: [S26]
## : loan = no:
## : :...duration > 578: [S27]
## : duration <= 578: [S28]
## duration <= 441:
## :...default = yes: no (44.4)
## default = no:
## :...housing = yes:
## :...campaign > 6: no (83.3)
## : campaign <= 6:
## : :...month in {apr,jan,jul,may,nov}:
## : :...day <= 20: no (1967.6/171.9)
## : : day > 20:
## : : :...month in {jan,jul,may,
## : : : nov}: no (547.8/66.6)
## : : month = apr: [S29]
## : month in {aug,feb}:
## : :...day > 25: yes (98.3/35.6)
## : day <= 25: [S30]
## housing = no:
## :...duration <= 74: no (95.2)
## duration > 74:
## :...education = primary: no (453.5/61.2)
## education in {secondary,tertiary,
## : unknown}:
## :...day <= 1: yes (51.3/19.7)
## day > 1:
## :...month in {aug,jan,jul,nov}:
## :...age <= 25: [S31]
## : age > 25:
## : :...day > 16: [S32]
## : day <= 16: [S33]
## month in {apr,feb,may}:
## :...day <= 9: [S34]
## day > 9:
## :...month = feb: [S35]
## month in {apr,may}:
## :...duration > 365: [S36]
## duration <= 365: [S37]
##
## SubTree [S1]
##
## contact = unknown: yes (0)
## contact = telephone: no (3.6)
## contact = cellular:
## :...balance <= 118: no (20.7/3.4)
## balance > 118: yes (126.6/20.7)
##
## SubTree [S2]
##
## education in {primary,unknown}: yes (11.3)
## education in {secondary,tertiary}:
## :...month in {apr,aug,feb,jun,mar,oct}: no (17.3)
## month in {jan,jul,may,nov}:
## :...balance <= -305: no (24.7/2.7)
## balance > -305: yes (128.4/47.4)
##
## SubTree [S3]
##
## job in {admin.,entrepreneur,housemaid,retired,self-employed,services,
## : unemployed,unknown}: yes (337.1/105.4)
## job = student: no (50.1/19.6)
## job = management:
## :...duration <= 873: yes (100.6/32.3)
## : duration > 873: no (30.7/5.5)
## job = technician:
## :...previous > 1: yes (13.8)
## : previous <= 1:
## : :...age <= 28: yes (48.4/4.1)
## : age > 28:
## : :...age <= 31: no (32.3/4.2)
## : age > 31: yes (93/28.2)
## job = blue-collar:
## :...default = yes: no (5.4)
## default = no:
## :...age <= 24: yes (9.8)
## age > 24:
## :...day <= 5: no (9.4/0.6)
## day > 5:
## :...age <= 25: no (7.1)
## age > 25: yes (144/52.4)
##
## SubTree [S4]
##
## poutcome = failure: yes (21.9/3.2)
## poutcome = other: no (4.4)
## poutcome = unknown:
## :...day > 29: yes (9.2)
## day <= 29:
## :...age <= 34: no (35.2/7.5)
## age > 34:
## :...balance <= -6: no (14)
## balance > -6: yes (122.6/48.3)
##
## SubTree [S5]
##
## previous > 1: yes (69/19.3)
## previous <= 1:
## :...poutcome = other: no (7.3)
## poutcome in {failure,unknown}:
## :...job in {admin.,entrepreneur,retired,student,unknown}: yes (152.7/54.4)
## job in {housemaid,self-employed,services,unemployed}: no (147.1/59.9)
## job = technician:
## :...poutcome = failure: no (8.2)
## : poutcome = unknown:
## : :...housing = no: no (92.9/25.7)
## : housing = yes: yes (94.5/26.8)
## job = blue-collar:
## :...duration <= 651: yes (32.3/3.3)
## : duration > 651:
## : :...month in {apr,jan,oct}: yes (10.8)
## : month in {aug,feb,mar,nov}: no (10.2)
## : month in {jul,jun,may}:
## : :...duration <= 858: no (119.1/54.3)
## : duration > 858: yes (9.6)
## job = management:
## :...default = yes: no (4.2)
## default = no:
## :...month in {feb,jan,jul,mar}: no (57.9/10.8)
## month in {apr,aug,jun,may,nov,oct}:
## :...balance > 2443: yes (22.9/0.2)
## balance <= 2443:
## :...balance <= 1243: yes (113.9/44.2)
## balance > 1243: no (15.5)
##
## SubTree [S6]
##
## contact = telephone: no (31.8/10.5)
## contact in {cellular,unknown}:
## :...job in {admin.,retired,student,unemployed}: yes (64/3.4)
## job in {blue-collar,entrepreneur,housemaid,management,self-employed,
## : services,technician,unknown}:
## :...day <= 7: no (117.3/45.8)
## day > 7:
## :...pdays > 296: no (26.2/6.4)
## pdays <= 296:
## :...balance <= -112: no (25.3/5.8)
## balance > -112:
## :...day <= 10: yes (65.9/9)
## day > 10:
## :...age > 42: yes (57.2/11.2)
## age <= 42:
## :...balance <= 145: yes (70.5/13.9)
## balance > 145:
## :...balance <= 633: no (106.6/26.4)
## balance > 633:
## :...age <= 31: yes (33.7)
## age > 31:
## :...loan = no: yes (115.1/47.3)
## loan = yes: no (11.2)
##
## SubTree [S7]
##
## contact = telephone: no (7)
## contact in {cellular,unknown}:
## :...balance <= 2822: yes (117.3/19.8)
## balance > 2822: no (32.5/12.8)
##
## SubTree [S8]
##
## duration > 733: yes (61.6/14)
## duration <= 733:
## :...day <= 2: yes (8)
## day > 2:
## :...month = oct: yes (3.7)
## month in {aug,feb,jun}:
## :...age <= 32: yes (7.8)
## age > 32: no (119.6/33.6)
##
## SubTree [S9]
##
## education in {primary,unknown}: no (49.3/5.7)
## education in {secondary,tertiary}: yes (130.5/45.2)
##
## SubTree [S10]
##
## education = unknown: yes (25/7.6)
## education in {primary,secondary,tertiary}:
## :...day <= 5: no (28.1/2.4)
## day > 5:
## :...day <= 10: yes (99.8/36.4)
## day > 10:
## :...duration <= 676:
## :...campaign <= 7: no (189.7/17.8)
## : campaign > 7: yes (14.3/2.8)
## duration > 676:
## :...contact = telephone: no (39.9/5.7)
## contact = cellular:
## :...job in {admin.,entrepreneur,retired}: yes (58.7/14.1)
## job in {blue-collar,management,self-employed,services,
## : technician,unemployed}:
## :...duration > 766: no (68.7/5.2)
## duration <= 766:
## :...education = tertiary: no (68.9/16)
## education in {primary,secondary}:
## :...duration > 751: yes (23.5)
## duration <= 751:
## :...loan = no: yes (119.7/54)
## loan = yes: no (9.3)
##
## SubTree [S11]
##
## poutcome = other: yes (0)
## poutcome = failure: no (7.6)
## poutcome = unknown:
## :...age <= 34: no (12.1/3.3)
## age > 34: yes (139.2/30.5)
##
## SubTree [S12]
##
## contact in {cellular,unknown}: yes (133.9/40.8)
## contact = telephone: no (5.1)
##
## SubTree [S13]
##
## poutcome in {failure,other}: no (10.9)
## poutcome = unknown:
## :...loan = yes:
## :...education = unknown: yes (15.2)
## : education in {primary,secondary,tertiary}:
## : :...month in {apr,dec,jan,mar,oct,sep}: yes (13.6)
## : month in {aug,feb,jul,jun,may,nov}:
## : :...job in {admin.,retired,self-employed,student,unemployed,
## : : unknown}: yes (42.4/4.2)
## : job in {blue-collar,entrepreneur,housemaid,management,services,
## : : technician}:
## : :...age > 47: no (91.6/24.6)
## : age <= 47:
## : :...age <= 26: yes (19.6)
## : age > 26:
## : :...day <= 7: no (25.5/1.7)
## : day > 7:
## : :...age <= 34: no (92.7/38.5)
## : age > 34: yes (99.8/17.8)
## loan = no:
## :...balance <= -12: no (108.7/33.7)
## balance > -12:
## :...duration > 1203:
## :...month in {apr,aug,dec,feb,jan,mar,sep}: yes (81.3/4.3)
## : month in {jul,jun,may,nov,oct}:
## : :...day <= 5: yes (11.9)
## : day > 5:
## : :...duration <= 1361: yes (113.9/40.2)
## : duration > 1361: no (46.5/4.8)
## duration <= 1203:
## :...age <= 27: yes (77.7/23.4)
## age > 27:
## :...duration > 1149:
## :...education = unknown: yes (9.2)
## : education in {primary,secondary,tertiary}:
## : :...job in {admin.,self-employed}: yes (8.2)
## : job in {blue-collar,entrepreneur,housemaid,
## : management,retired,services,student,
## : technician,unemployed,
## : unknown}: no (124.4/21.8)
## duration <= 1149:
## :...duration > 1126: yes (58.8/9.4)
## duration <= 1126:
## :...job in {admin.,self-employed,student,
## : unknown}: no (141.4/46.1)
## job in {entrepreneur,housemaid,retired,
## : unemployed}: yes (206.6/85.5)
## job = services:
## :...month in {apr,feb,jul,jun,may,
## : : nov}: no (108.8/52.3)
## : month in {aug,dec,jan,mar,oct,
## : sep}: yes (22.9)
## job = technician:
## :...education in {primary,secondary,
## : : unknown}: no (113.5/39.9)
## : education = tertiary: yes (49.2/9.3)
## job = management:
## :...day > 25: yes (24.4/4.9)
## : day <= 25:
## : :...education = primary: yes (11.3)
## : education in {secondary,tertiary,unknown}:
## : :...day > 20: no (50.2/5.9)
## : day <= 20:
## : :...balance <= 1480: yes (87.1/29.9)
## : balance > 1480: no (72.8/18)
## job = blue-collar:
## :...day <= 10: no (96.7/32.6)
## day > 10:
## :...day <= 13: yes (28.5/3.4)
## day > 13:
## :...month in {dec,feb,mar,
## : sep}: yes (0)
## month in {jun,oct}: no (14.9)
## month in {apr,aug,jan,jul,may,nov}:
## :...day <= 15: no (28.6/4.6)
## day > 15:
## :...duration <= 895: no (69.5/27.3)
## duration > 895: yes (107.3/21.7)
##
## SubTree [S14]
##
## job in {admin.,retired,services,technician,unemployed}: yes (83.5/30.7)
## job in {blue-collar,management,self-employed,student}: no (51.6/6.1)
##
## SubTree [S15]
##
## marital = divorced: yes (30.7/11.2)
## marital in {married,single}:
## :...pdays > 252: yes (14.8/3.2)
## pdays <= 252:
## :...balance <= 634: no (133.2)
## balance > 634:
## :...balance <= 790: yes (25/5.4)
## balance > 790: no (113.6/14.3)
##
## SubTree [S16]
##
## job in {housemaid,self-employed,unemployed,unknown}: no (21)
## job in {admin.,blue-collar,entrepreneur,management,retired,services,student,
## : technician}:
## :...balance <= 211: yes (110.6/29.6)
## balance > 211:
## :...age <= 23: no (21.7)
## age > 23:
## :...balance > 1558:
## :...job in {admin.,blue-collar,entrepreneur,retired,services,
## : : technician}: yes (159.9/40.5)
## : job in {management,student}: no (43.1/12.9)
## balance <= 1558:
## :...day > 27: yes (20/3)
## day <= 27:
## :...job in {admin.,blue-collar,entrepreneur,management,retired,
## : technician}: no (133.5/12.6)
## job in {services,student}: yes (27.4/6.5)
##
## SubTree [S17]
##
## duration <= 345: no (109.5/9.2)
## duration > 345: yes (28.6/11.5)
##
## SubTree [S18]
##
## campaign > 4: yes (34.7/8.6)
## campaign <= 4:
## :...poutcome = other: no (60.9/13.4)
## poutcome in {failure,unknown}:
## :...day > 25:
## :...balance <= 5: yes (9.5/0.6)
## : balance > 5:
## : :...duration <= 342: no (106.9/22.6)
## : duration > 342: yes (31.7/12)
## day <= 25:
## :...age <= 37: yes (31.4)
## age > 37:
## :...balance > 3266: yes (40.6/6.5)
## balance <= 3266:
## :...education = unknown: yes (29.4/7.5)
## education in {primary,secondary,tertiary}:
## :...month in {dec,sep}: yes (99.7/37.8)
## month in {jun,mar,oct}: no (136.4/35)
##
## SubTree [S19]
##
## education in {primary,unknown}: no (19.8)
## education in {secondary,tertiary}:
## :...job in {housemaid,management,unemployed}: yes (95.6/28.5)
## job in {self-employed,student,technician}: no (63/11.1)
##
## SubTree [S20]
##
## contact = telephone: no (30.4/5)
## contact = cellular:
## :...job = housemaid: yes (20.8)
## job in {management,self-employed,student,technician,unemployed}:
## :...previous > 4: no (38.6/11.1)
## previous <= 4:
## :...campaign > 2: yes (56.3/8.7)
## campaign <= 2:
## :...pdays > 440: yes (24.5/3.5)
## pdays <= 440:
## :...job in {self-employed,student,technician}:
## :...education in {primary,tertiary,
## : : unknown}: yes (90/12.9)
## : education = secondary: no (88.4/40.3)
## job in {management,unemployed}:
## :...poutcome = other: no (7.3)
## poutcome in {failure,unknown}:
## :...education = primary: no (1.5)
## education = unknown: yes (4.9)
## education in {secondary,tertiary}:
## :...previous > 2: no (17/1.4)
## previous <= 2:
## :...pdays > 232: yes (13.9)
## pdays <= 232:
## :...loan = yes: no (11.3)
## loan = no:
## :...month in {dec,oct,
## : sep}: no (92.3/31.3)
## month in {jun,mar}: yes (75.9/26.9)
##
## SubTree [S21]
##
## campaign <= 2: no (109/12)
## campaign > 2: yes (22/8.4)
##
## SubTree [S22]
##
## job = admin.: no (4.3)
## job in {blue-collar,entrepreneur,housemaid,management,retired,self-employed,
## services,student,technician,unemployed,unknown}: yes (165.5/35)
##
## SubTree [S23]
##
## job in {admin.,blue-collar,entrepreneur,services,student,
## : technician}: yes (0)
## job in {management,unemployed}: no (13.9)
## job in {housemaid,retired,self-employed,unknown}:
## :...balance > 2303: yes (11.6)
## balance <= 2303:
## :...previous > 2: no (11)
## previous <= 2:
## :...age <= 65: no (52.8/17.2)
## age > 65: yes (147.5/50.1)
##
## SubTree [S24]
##
## contact = telephone: yes (30.2/8.8)
## contact = cellular:
## :...campaign > 3: no (59.6/4.2)
## campaign <= 3:
## :...loan = yes: no (38.3/5.3)
## loan = no:
## :...balance > 2277: yes (78.7/31.1)
## balance <= 2277:
## :...balance <= 2: yes (23.9/5.5)
## balance > 2: no (213.9/49.4)
##
## SubTree [S25]
##
## duration > 605: yes (35.3/5.4)
## duration <= 605:
## :...age <= 31:
## :...education = primary: no (6.1)
## : education = unknown: yes (6.5/0.6)
## : education in {secondary,tertiary}:
## : :...campaign > 2: no (48.1/4.1)
## : campaign <= 2:
## : :...contact = telephone: yes (2.6)
## : contact = cellular:
## : :...day > 26: no (19.9)
## : day <= 26:
## : :...day > 21: yes (11.9)
## : day <= 21:
## : :...duration <= 456: no (22.7)
## : duration > 456:
## : :...pdays > 357: no (10.5)
## : pdays <= 357:
## : :...balance <= 857: yes (121.7/43.7)
## : balance > 857: no (51.6/7.9)
## age > 31:
## :...contact = telephone: no (5.5)
## contact = cellular:
## :...balance <= 54: no (90.7/31.9)
## balance > 54:
## :...marital = divorced: yes (14.4/0.7)
## marital in {married,single}:
## :...job in {entrepreneur,retired,self-employed,unemployed,
## : unknown}: yes (19.7)
## job in {admin.,blue-collar,housemaid,management,services,
## : student,technician}:
## :...housing = yes:
## :...education = primary: no (8.3)
## : education in {secondary,tertiary,unknown}:
## : :...job in {admin.,blue-collar,management,services,
## : : student,technician}: yes (181.9/55.8)
## : job = housemaid: no (5.3)
## housing = no:
## :...duration <= 446: yes (10.4)
## duration > 446:
## :...duration <= 478: no (28.4)
## duration > 478:
## :...duration <= 486: yes (19.9)
## duration > 486: no (107.2/49.3)
##
## SubTree [S26]
##
## day <= 29: no (223.3/38.1)
## day > 29: yes (12.7/3.1)
##
## SubTree [S27]
##
## balance <= 5441: no (203.9/31.7)
## balance > 5441: yes (17/4.8)
##
## SubTree [S28]
##
## default = yes: no (7.1)
## default = no:
## :...duration > 573: yes (46.1/13.8)
## duration <= 573:
## :...housing = yes:
## :...age <= 29: no (54.7)
## : age > 29:
## : :...contact = telephone: no (10.2)
## : contact = cellular:
## : :...day <= 3: no (21.6)
## : day > 3:
## : :...duration <= 480: no (103.1/17.6)
## : duration > 480:
## : :...balance <= 466: yes (111.4/42.6)
## : balance > 466:
## : :...month = apr: no (52.1)
## : month in {feb,jul,nov}:
## : :...job in {admin.,blue-collar,management,
## : : technician}: yes (118.8/47.1)
## : job in {entrepreneur,housemaid,
## : self-employed,services,student,
## : unemployed}: no (29.5)
## housing = no:
## :...education = primary: no (37.5/5.9)
## education = unknown: yes (21.9/3.3)
## education in {secondary,tertiary}:
## :...poutcome = failure: yes (23.6/7)
## poutcome = other: no (5.3/0.8)
## poutcome = unknown:
## :...balance <= 97: no (106.7/23.9)
## balance > 97:
## :...job in {services,student,technician}: yes (106.7/26)
## job in {admin.,blue-collar,entrepreneur,housemaid,
## : management,self-employed,unemployed}:
## :...contact = telephone: yes (18.7/2.2)
## contact = cellular:
## :...age > 58: no (17.8)
## age <= 58:
## :...day > 30: no (14.3)
## day <= 30:
## :...balance > 4871: no (23.8/1.2)
## balance <= 4871:
## :...job in {admin.,management,
## : self-employed}: yes (122.5/43.5)
## job in {blue-collar,entrepreneur,
## housemaid,
## unemployed}: no (58.2/12.6)
##
## SubTree [S29]
##
## duration > 358: yes (18.5)
## duration <= 358:
## :...day <= 25: yes (31.5/6.8)
## day > 25: no (125/35.2)
##
## SubTree [S30]
##
## education in {primary,unknown}: no (66.6)
## education in {secondary,tertiary}:
## :...balance <= 93: no (64.7)
## balance > 93:
## :...balance > 4758: no (50.7)
## balance <= 4758:
## :...age <= 27: yes (28.2/6.2)
## age > 27:
## :...day > 18: no (50.6)
## day <= 18:
## :...day > 15: yes (62.5/22.5)
## day <= 15:
## :...duration <= 117: no (49.6)
## duration > 117:
## :...previous > 1:
## :...balance > 2841: no (19.2)
## : balance <= 2841:
## : :...month = aug: yes (58.7/8.6)
## : month = feb: no (81.8/19.9)
## previous <= 1:
## :...age > 56: yes (16.6/5.2)
## age <= 56:
## :...balance <= 1321: no (169.2/3.8)
## balance > 1321:
## :...balance <= 1388: yes (18.1/0.7)
## balance > 1388: no (118.6/26.8)
##
## SubTree [S31]
##
## month = jan: yes (16.3)
## month in {aug,jul,nov}:
## :...marital in {divorced,married}: no (7.7/1)
## marital = single:
## :...job in {admin.,unknown}: no (11.2)
## job in {entrepreneur,housemaid,retired,self-employed,
## : unemployed}: yes (16.3/0.4)
## job in {blue-collar,management,services,student,technician}:
## :...duration <= 199: no (53.6/7.2)
## duration > 199:
## :...campaign > 2: yes (27.8/0.8)
## campaign <= 2:
## :...job = blue-collar: yes (0)
## job = services: no (7.5)
## job in {management,student,technician}:
## :...previous <= 1: yes (108.5/34.2)
## previous > 1: no (18.1/4.4)
##
## SubTree [S32]
##
## pdays <= 85: no (995/56.4)
## pdays > 85:
## :...month in {aug,jul}: yes (96/36.5)
## month in {jan,nov}:
## :...job = admin.: yes (40.3/16.9)
## job in {blue-collar,entrepreneur,housemaid,management,retired,
## self-employed,services,student,technician,unemployed,
## unknown}: no (166.5/7.7)
##
## SubTree [S33]
##
## month in {jan,nov}:
## :...duration > 371: yes (24.8)
## : duration <= 371:
## : :...pdays > 192: no (22.2/2.7)
## : pdays <= 192:
## : :...marital in {divorced,single}: no (93.2/37.2)
## : marital = married:
## : :...campaign > 2: no (11)
## : campaign <= 2:
## : :...age <= 31: no (12.7/3.4)
## : age > 31: yes (137.1/27.4)
## month in {aug,jul}:
## :...previous > 6: yes (35/7.7)
## previous <= 6:
## :...loan = yes: no (52.9)
## loan = no:
## :...duration <= 317:
## :...marital in {divorced,married}: no (389.1/19.4)
## : marital = single:
## : :...job in {retired,unknown}: no (0)
## : job in {housemaid,services}: yes (29.2/7.8)
## : job in {admin.,blue-collar,entrepreneur,management,
## : : self-employed,student,technician,unemployed}:
## : :...pdays <= 216: no (213.2/27.8)
## : pdays > 216: yes (16/4.5)
## duration > 317:
## :...contact = telephone: no (9.1)
## contact = cellular:
## :...job in {housemaid,self-employed,unemployed,
## : unknown}: no (34.2)
## job in {admin.,blue-collar,entrepreneur,management,retired,
## : services,student,technician}:
## :...duration <= 325: yes (47.5/11.2)
## duration > 325:
## :...day <= 3: yes (17.9/1.6)
## day > 3:
## :...day <= 5: no (41.4)
## day > 5:
## :...poutcome in {failure,
## : other}: yes (33.2/3.7)
## poutcome = unknown:
## :...age <= 39: no (111.6/11.5)
## age > 39:
## :...campaign <= 1: yes (51.9/9.2)
## campaign > 1: no (91.5/26.6)
##
## SubTree [S34]
##
## duration <= 113: no (60.8)
## duration > 113:
## :...job in {blue-collar,housemaid,self-employed,services,
## : unemployed}: no (206.6/18.3)
## job in {admin.,entrepreneur,management,retired,student,technician,unknown}:
## :...pdays > 181: no (58.6/6.4)
## pdays <= 181:
## :...balance <= 50: no (44.5)
## balance > 50:
## :...campaign <= 1:
## :...balance > 5830: yes (20/0.4)
## : balance <= 5830:
## : :...poutcome = other: yes (19.3/2.3)
## : poutcome in {failure,unknown}:
## : :...day > 8: yes (15.2)
## : day <= 8:
## : :...job in {entrepreneur,student}: no (17)
## : job in {admin.,management,retired,technician,
## : : unknown}:
## : :...duration <= 235: no (123.1/33.4)
## : duration > 235:
## : :...loan = no: yes (142.6/53.6)
## : loan = yes: no (4.2)
## campaign > 1:
## :...previous > 1: yes (22.9/7.4)
## previous <= 1:
## :...duration <= 139: no (26.2)
## duration > 139:
## :...month = apr: yes (47.4/20.4)
## month in {feb,may}:
## :...education in {secondary,
## : unknown}: no (86.9/1.3)
## education = tertiary:
## :...age > 58: yes (7.8)
## age <= 58:
## :...contact = cellular: no (159.9/45.8)
## contact = telephone: yes (10/1.9)
##
## SubTree [S35]
##
## pdays > 266: no (21.7/3.2)
## pdays <= 266:
## :...job in {admin.,housemaid,retired,self-employed,services,
## : unemployed}: no (121.9/48.4)
## job in {blue-collar,entrepreneur,management,student,technician,
## unknown}: yes (214/42.8)
##
## SubTree [S36]
##
## pdays <= 282: yes (138.8/42.2)
## pdays > 282: no (9.8)
##
## SubTree [S37]
##
## contact = telephone: no (52.5/8.2)
## contact = cellular:
## :...age > 54: no (88.5/18.6)
## age <= 54:
## :...poutcome = other: yes (76.6/29.3)
## poutcome in {failure,unknown}:
## :...month = may:
## :...balance > 5087: no (26.1)
## : balance <= 5087:
## : :...day <= 18: no (91.1/12.4)
## : day > 18:
## : :...age <= 22: yes (13.9)
## : age > 22:
## : :...duration <= 151: no (28.2)
## : duration > 151:
## : :...age <= 24: no (14.8)
## : age > 24:
## : :...day <= 25: yes (68.4/19.7)
## : day > 25: no (111.5/38.7)
## month = apr:
## :...job in {housemaid,retired,self-employed}: no (36.5/2.6)
## job in {admin.,blue-collar,entrepreneur,management,services,
## : student,technician,unemployed,unknown}:
## :...marital = divorced: yes (33.6/10.1)
## marital = married:
## :...job in {blue-collar,student,unknown}: no (16.1)
## : job in {admin.,entrepreneur,management,services,
## : : technician,unemployed}:
## : :...education = secondary: no (101.9/31)
## : education = unknown: yes (3.9)
## : education = tertiary:
## : :...pdays > 218: no (7.3)
## : pdays <= 218:
## : :...age <= 44: no (111.3/45.9)
## : age > 44: yes (25.9)
## marital = single:
## :...loan = yes: no (5.8)
## loan = no:
## :...campaign > 4: yes (15.3)
## campaign <= 4:
## :...previous > 0: no (31.4/9.6)
## previous <= 0:
## :...balance > 1745: yes (78.6/15.4)
## balance <= 1745:
## :...balance > 1244: no (15.5)
## balance <= 1244:
## :...duration <= 106: no (14)
## duration > 106:
## :...duration <= 107: yes (14.5)
## duration > 107:
## :...duration <= 121: no (15)
## duration > 121: yes (116.3/48.2)
##
##
## Evaluation on training data (36170 cases):
##
## Trial Decision Tree
## ----- ----------------
## Size Errors
##
## 0 401 2489( 6.9%)
## 1 251 4363(12.1%)
## 2 266 3653(10.1%)
## 3 367 3794(10.5%)
## 4 439 3985(11.0%)
## 5 464 3746(10.4%)
## 6 483 3547( 9.8%)
## 7 506 3464( 9.6%)
## 8 551 4391(12.1%)
## 9 494 4119(11.4%)
## 10 507 3836(10.6%)
## 11 528 3639(10.1%)
## 12 527 3380( 9.3%)
## 13 540 3674(10.2%)
## 14 527 3509( 9.7%)
## 15 536 3478( 9.6%)
## 16 530 3081( 8.5%)
## 17 541 2994( 8.3%)
## 18 550 2713( 7.5%)
## 19 535 2812( 7.8%)
## boost 524( 1.4%) <<
##
##
## (a) (b) <-classified as
## ---- ----
## 31902 36 (a): class no
## 488 3744 (b): class yes
##
##
## Attribute usage:
##
## 100.00% balance
## 100.00% contact
## 100.00% day
## 100.00% month
## 100.00% duration
## 100.00% campaign
## 100.00% poutcome
## 100.00% age
## 100.00% pdays
## 99.64% job
## 97.63% default
## 95.52% loan
## 94.79% housing
## 87.71% previous
## 84.12% marital
## 81.40% education
##
##
## Time: 2.1 secs# summary(c50.model) # Too long to include in knitted fileQuestion 10
# Set a seed for reproducibility
set.seed(123)
c50_predictions <- predict(c50.model, validation_set[-17])
c50_matrix <- confusionMatrix(c50_predictions, validation_set$y)
print(c50_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction no yes
## no 7683 545
## yes 301 512
##
## Accuracy : 0.9064
## 95% CI : (0.9002, 0.9124)
## No Information Rate : 0.8831
## P-Value [Acc > NIR] : 6.086e-13
##
## Kappa : 0.4964
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Sensitivity : 0.9623
## Specificity : 0.4844
## Pos Pred Value : 0.9338
## Neg Pred Value : 0.6298
## Prevalence : 0.8831
## Detection Rate : 0.8498
## Detection Prevalence : 0.9101
## Balanced Accuracy : 0.7233
##
## 'Positive' Class : no
## # Extract performance metrics for the pruned model
c50_accuracy <- c50_matrix$overall['Accuracy']
# True Positive Rate
c50_sensitivity <- c50_matrix$byClass['Sensitivity']
# True Negative Rate
c50_specificity <- c50_matrix$byClass['Specificity']The accuracy of the C50 model was 0.9064263, while the TPR was 0.9622996, and the TNR was 0.4843898. Within the binary classes (subscribed/did not subscribe), these statistics show that the model struggles to predict subscribers (minority class), but does not struggle to predict non-subscribers (majority class). The overall accuracy is high, meaning that many of the predictions made by the model are correct, which makes sense given that the model is very good at predicting the majority class (and there is much more data in that class so it drowns out the low performance on the minority class).
Question 11
The rpart model had a higher TPR and a lower TNR than the C50 model, which shows that it was even more skewed towards the accurate prediction of the majority class (no subscription). The overall accuracy of the rpart model was also a little lower. Given that pruning also did not improve the accuracy of the rpart model, I think that the C50 model is superior because it predicts the minority class more accurately, and predicts the majority class with good accuracy as well. In general, the rpart model is meant to be simpler and more interpretable, and allows the user to manually tune hyperparameters such as cp, which is useful for smaller datatsets but can become slow, cumbersome, or inaccurate with larger or more complicated data. The C50 algorithm is significantly more streamlined and automated, and supports boosting and more complex data, which leads to a simpler and more accurate decision tree output.