LBB_2_Data_Visualization
Muhammed Rizal Abdul Aziz
2023-03-07
- Invoke requisite libraries:
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)
library(scales)
library(glue)
library(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layoutlibrary(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionlibrary(tidyr)2.Data Input:
Data is downloaded from the following web resource: https://archive.ics.uci.edu/ml/datasets/bank+marketing
The telemarketing data was collected from May 2008 to November 2010 with the aim of predicting whether the client will subscribe to (yes/no) a bank term deposit (variable y).
Banmart<-read.csv("data/bank-additional-full.csv")Here we have labeled the dataset as “Banmart”.
- Data Inspection
head(Banmart)## age job marital education default housing loan contact month
## 1 56 housemaid married basic.4y no no no telephone may
## 2 57 services married high.school unknown no no telephone may
## 3 37 services married high.school no yes no telephone may
## 4 40 admin. married basic.6y no no no telephone may
## 5 56 services married high.school no no yes telephone may
## 6 45 services married basic.9y unknown no no telephone may
## day_of_week duration campaign pdays previous poutcome emp.var.rate
## 1 mon 261 1 999 0 nonexistent 1.1
## 2 mon 149 1 999 0 nonexistent 1.1
## 3 mon 226 1 999 0 nonexistent 1.1
## 4 mon 151 1 999 0 nonexistent 1.1
## 5 mon 307 1 999 0 nonexistent 1.1
## 6 mon 198 1 999 0 nonexistent 1.1
## cons.price.idx cons.conf.idx euribor3m nr.employed y
## 1 93.994 -36.4 4.857 5191 no
## 2 93.994 -36.4 4.857 5191 no
## 3 93.994 -36.4 4.857 5191 no
## 4 93.994 -36.4 4.857 5191 no
## 5 93.994 -36.4 4.857 5191 no
## 6 93.994 -36.4 4.857 5191 nodim(Banmart)## [1] 41188 21From inspection above, “bank-additional-full.csv” is consist of 41188 x 21 of rows and columns. We proceed to check the data structure.
str(Banmart)## 'data.frame': 41188 obs. of 21 variables:
## $ age : int 56 57 37 40 56 45 59 41 24 25 ...
## $ job : chr "housemaid" "services" "services" "admin." ...
## $ marital : chr "married" "married" "married" "married" ...
## $ education : chr "basic.4y" "high.school" "high.school" "basic.6y" ...
## $ default : chr "no" "unknown" "no" "no" ...
## $ housing : chr "no" "no" "yes" "no" ...
## $ loan : chr "no" "no" "no" "no" ...
## $ contact : chr "telephone" "telephone" "telephone" "telephone" ...
## $ month : chr "may" "may" "may" "may" ...
## $ day_of_week : chr "mon" "mon" "mon" "mon" ...
## $ duration : int 261 149 226 151 307 198 139 217 380 50 ...
## $ campaign : int 1 1 1 1 1 1 1 1 1 1 ...
## $ pdays : int 999 999 999 999 999 999 999 999 999 999 ...
## $ previous : int 0 0 0 0 0 0 0 0 0 0 ...
## $ poutcome : chr "nonexistent" "nonexistent" "nonexistent" "nonexistent" ...
## $ emp.var.rate : num 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 ...
## $ cons.price.idx: num 94 94 94 94 94 ...
## $ cons.conf.idx : num -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 ...
## $ euribor3m : num 4.86 4.86 4.86 4.86 4.86 ...
## $ nr.employed : num 5191 5191 5191 5191 5191 ...
## $ y : chr "no" "no" "no" "no" ...Column names:
names(Banmart)## [1] "age" "job" "marital" "education"
## [5] "default" "housing" "loan" "contact"
## [9] "month" "day_of_week" "duration" "campaign"
## [13] "pdays" "previous" "poutcome" "emp.var.rate"
## [17] "cons.price.idx" "cons.conf.idx" "euribor3m" "nr.employed"
## [21] "y"Check for missing values:
colSums(is.na(Banmart))## age job marital education default
## 0 0 0 0 0
## housing loan contact month day_of_week
## 0 0 0 0 0
## duration campaign pdays previous poutcome
## 0 0 0 0 0
## emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed
## 0 0 0 0 0
## y
## 0A second check for missing values
anyNA(Banmart)## [1] FALSEBoth checks show no missing values. Most of the data column data may prove relevant to an analysis for a successful marketing strategy.
- Data Type Change
The data types of the dataset requires extensive changes namely “chr” types to “factor”.
Banmart$job <- as.factor(Banmart$job)
Banmart$marital <- as.factor(Banmart$marital)
Banmart$education <- as.factor(Banmart$education)
Banmart$default <- as.factor(Banmart$default)
Banmart$housing <- as.factor(Banmart$housing)
Banmart$loan <- as.factor(Banmart$loan)
Banmart$contact <- as.factor(Banmart$contact)
Banmart$month <- as.factor(Banmart$month)
Banmart$day_of_week <- as.factor(Banmart$day_of_week)
Banmart$y <- as.factor(Banmart$y)and also we will change the name of column “y” to “Sale_Success”:
colnames(Banmart)[21] <- "Sale_Success"Check that changes have taken place
str(Banmart)## 'data.frame': 41188 obs. of 21 variables:
## $ age : int 56 57 37 40 56 45 59 41 24 25 ...
## $ job : Factor w/ 12 levels "admin.","blue-collar",..: 4 8 8 1 8 8 1 2 10 8 ...
## $ marital : Factor w/ 4 levels "divorced","married",..: 2 2 2 2 2 2 2 2 3 3 ...
## $ education : Factor w/ 8 levels "basic.4y","basic.6y",..: 1 4 4 2 4 3 6 8 6 4 ...
## $ default : Factor w/ 3 levels "no","unknown",..: 1 2 1 1 1 2 1 2 1 1 ...
## $ housing : Factor w/ 3 levels "no","unknown",..: 1 1 3 1 1 1 1 1 3 3 ...
## $ loan : Factor w/ 3 levels "no","unknown",..: 1 1 1 1 3 1 1 1 1 1 ...
## $ contact : Factor w/ 2 levels "cellular","telephone": 2 2 2 2 2 2 2 2 2 2 ...
## $ month : Factor w/ 10 levels "apr","aug","dec",..: 7 7 7 7 7 7 7 7 7 7 ...
## $ day_of_week : Factor w/ 5 levels "fri","mon","thu",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ duration : int 261 149 226 151 307 198 139 217 380 50 ...
## $ campaign : int 1 1 1 1 1 1 1 1 1 1 ...
## $ pdays : int 999 999 999 999 999 999 999 999 999 999 ...
## $ previous : int 0 0 0 0 0 0 0 0 0 0 ...
## $ poutcome : chr "nonexistent" "nonexistent" "nonexistent" "nonexistent" ...
## $ emp.var.rate : num 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 1.1 ...
## $ cons.price.idx: num 94 94 94 94 94 ...
## $ cons.conf.idx : num -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 -36.4 ...
## $ euribor3m : num 4.86 4.86 4.86 4.86 4.86 ...
## $ nr.employed : num 5191 5191 5191 5191 5191 ...
## $ Sale_Success : Factor w/ 2 levels "no","yes": 1 1 1 1 1 1 1 1 1 1 ...colSums(is.na(Banmart))## age job marital education default
## 0 0 0 0 0
## housing loan contact month day_of_week
## 0 0 0 0 0
## duration campaign pdays previous poutcome
## 0 0 0 0 0
## emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed
## 0 0 0 0 0
## Sale_Success
## 0The last check confirms that changes made have not resulted in any missing values.
- Identify new information from data.
We now check the summary of the data’s statistics.
summary(Banmart)## age job marital
## Min. :17.00 admin. :10422 divorced: 4612
## 1st Qu.:32.00 blue-collar: 9254 married :24928
## Median :38.00 technician : 6743 single :11568
## Mean :40.02 services : 3969 unknown : 80
## 3rd Qu.:47.00 management : 2924
## Max. :98.00 retired : 1720
## (Other) : 6156
## education default housing loan
## university.degree :12168 no :32588 no :18622 no :33950
## high.school : 9515 unknown: 8597 unknown: 990 unknown: 990
## basic.9y : 6045 yes : 3 yes :21576 yes : 6248
## professional.course: 5243
## basic.4y : 4176
## basic.6y : 2292
## (Other) : 1749
## contact month day_of_week duration
## cellular :26144 may :13769 fri:7827 Min. : 0.0
## telephone:15044 jul : 7174 mon:8514 1st Qu.: 102.0
## aug : 6178 thu:8623 Median : 180.0
## jun : 5318 tue:8090 Mean : 258.3
## nov : 4101 wed:8134 3rd Qu.: 319.0
## apr : 2632 Max. :4918.0
## (Other): 2016
## campaign pdays previous poutcome
## Min. : 1.000 Min. : 0.0 Min. :0.000 Length:41188
## 1st Qu.: 1.000 1st Qu.:999.0 1st Qu.:0.000 Class :character
## Median : 2.000 Median :999.0 Median :0.000 Mode :character
## Mean : 2.568 Mean :962.5 Mean :0.173
## 3rd Qu.: 3.000 3rd Qu.:999.0 3rd Qu.:0.000
## Max. :56.000 Max. :999.0 Max. :7.000
##
## emp.var.rate cons.price.idx cons.conf.idx euribor3m
## Min. :-3.40000 Min. :92.20 Min. :-50.8 Min. :0.634
## 1st Qu.:-1.80000 1st Qu.:93.08 1st Qu.:-42.7 1st Qu.:1.344
## Median : 1.10000 Median :93.75 Median :-41.8 Median :4.857
## Mean : 0.08189 Mean :93.58 Mean :-40.5 Mean :3.621
## 3rd Qu.: 1.40000 3rd Qu.:93.99 3rd Qu.:-36.4 3rd Qu.:4.961
## Max. : 1.40000 Max. :94.77 Max. :-26.9 Max. :5.045
##
## nr.employed Sale_Success
## Min. :4964 no :36548
## 1st Qu.:5099 yes: 4640
## Median :5191
## Mean :5167
## 3rd Qu.:5228
## Max. :5228
## We make the following quick observations:
Mean age of respondents is 40.
A large population of the respondents work in administrative, blue-collar, and technician jobs.
More than half of the respondents are married.
More than half of the respondents have a university or high school education and 5243 of them have a professional qualification.
Calls to the respondents were made daily except weekends in roughly equal volume of calls.
The mean number of times phone calls were made was 2.5 times and the maximum number of calls made was 56 times.
The mean duration of calls were 258 seconds.
The respondents were approached by telephonist marketers no more than once in the last three(3) years.
The remaining data concern with macroeconomic indicators over the period of data collection. The means of these indicators are a euribor bank rate of 3.621, a consumer price index of 93.58, a consumer price index of -40.5, and an employment rate of 0.082.
More than 75% of respondents have not defaulted in any loans while about 25% default status is unknown. Only 3 of the respondents have defaulted on loans.
11.More than half of the respondents already have a housing loan (21576) while a little less than 50% (18622) have no housing.
More than 75% of the respondents (33950) have no personal loan, 6248 already have a personal loan, and the status of personal loans of 990 is unknown.
More than 25% (13769) of the calls were made in the month of May.
Study Case
We will try to identify any relationship between “Sale_Success” (Yes/No) and the other data columns.
emp.var.rate_rate <- ggplot(Banmart, aes(x=Sale_Success, y=emp.var.rate, group=Sale_Success)) +
geom_boxplot(aes(fill=Sale_Success))
emp.var.rate_rate
emp.var.rate_rate + facet_grid(housing ~ loan, labeller=label_both, scales='free')
Interpretation:
1- Term Deposits are taken up at a mean of employment variability rate at less than -1.
2- Term Deposits are taken up even when respondents have housing loan only, personal loan only, no housing and personal loans, and have both housing and personal loans.
3- There are respondents who take up the term deposit product at both extremes of low and high employment variability rate.
4- Term deposits tend not to be taken up at times of high employment variability rate (1%).
age_rate <- ggplot(Banmart, aes(x=Sale_Success, y=age, group=Sale_Success)) +
geom_boxplot(aes(fill=Sale_Success))
age_rate
age_rate + facet_grid(housing ~ loan,labeller=label_both, scales='free')
Interpretation:
1- Respondents who take up the term deposit product are mostly between 30 and 50, some above 70 but none below 25 years old.
int_rate <- ggplot(Banmart, aes(x=Sale_Success, y=euribor3m, group=Sale_Success)) +
geom_boxplot(aes(fill=Sale_Success))
int_rate
int_rate + facet_grid(housing ~ loan, labeller=label_both, scales='free')
Interpretations:
1- The mean of Euribor3m rate at which respondents will decide (“YES”) to buy the bank term deposit product is about 1.25.
2- The mean of Euribor3m rate at which respondents will decide (“NO”) to not buy the bank term deposit product is about 4.8.
3- There are respondents who subscribe to the term deposit product when euribor3m rates are high.
4- Respondents whose status of housing and personal loans are unknown tend to take up the term deposit product at lower euribor3m rates of less than 1.5.
no_of_calls <- ggplot(Banmart, aes(x=Sale_Success, y=campaign, group=Sale_Success)) +
geom_boxplot(aes(fill=Sale_Success))
no_of_calls
no_of_calls + facet_grid(housing ~ loan, labeller=label_both, scales='free')
# bp + facet_grid(housing ~ ., margins=TRUE)Interpretations:
1- Number of calls made to secure a term deposit product subscriber is less than the number of calls made to respondnets who eventually decline to subscribe to the product (failure).
2- Number of calls made to respondents who already either have a housing or personal loan is less than those who do not have both housing and personal loans ( in order to clinch a successful term deposit product deal).
We now take a closer look at data of respondents who have subscribed to the term deposit product by subsetting the main dataset.
Banmart_YES_count<-subset(Banmart, subset = Sale_Success == "yes")
Banmart_YES_count## age job marital education default housing loan
## 76 41 blue-collar divorced basic.4y unknown yes no
## 84 49 entrepreneur married university.degree unknown yes no
## 89 49 technician married basic.9y no no no
## 130 41 technician married professional.course unknown yes no
## 140 45 blue-collar married basic.9y unknown yes no
## 183 42 blue-collar married basic.9y no yes yes
## 287 39 housemaid married basic.9y no yes no
## 389 28 unknown single unknown unknown yes yes
## 390 44 services married high.school no yes no
## 447 42 technician married professional.course no no no
## 470 42 management married university.degree no no no
## 505 39 services married high.school unknown yes no
## 557 42 blue-collar married high.school no no yes
## 682 45 housemaid married professional.course unknown yes no
## 821 31 admin. single university.degree no no no
## 833 28 student single basic.9y unknown yes yes
## 857 41 entrepreneur married university.degree no yes no
## 871 37 blue-collar single basic.9y unknown yes no
## 877 44 blue-collar married basic.4y no yes no
## 1079 44 entrepreneur married basic.4y unknown no no
## 1115 54 admin. divorced university.degree no no no
## 1167 42 services married professional.course no yes no
## 1190 46 blue-collar single basic.9y no yes no
## 1234 32 blue-collar married professional.course no no no
## 1257 43 technician single university.degree no yes no
## 1320 54 admin. married university.degree no no no
## 1349 50 technician married high.school no yes no
## 1397 31 services married basic.6y no no no
## 1443 51 blue-collar married basic.9y unknown yes no
## 1445 31 entrepreneur divorced high.school no yes no
## 1502 41 services divorced high.school no yes no
## 1609 32 unknown unknown university.degree no no no
## 1614 33 services married high.school unknown no no
## 1633 38 management married basic.9y unknown no no
## 1637 60 housemaid married high.school unknown no no
## 1656 35 blue-collar married professional.course no yes yes
## 1692 33 blue-collar married basic.6y unknown yes yes
## 1726 51 blue-collar married basic.9y no no yes
## 1764 24 services single high.school no yes no
## 1792 32 admin. married university.degree no no yes
## 1810 43 admin. married university.degree unknown yes no
## 1820 44 blue-collar single basic.6y unknown yes no
## 2003 59 management married university.degree no no no
## 2040 24 services single high.school no no no
## 2065 39 admin. married university.degree no no no
## 2105 41 admin. single unknown no yes yes
## 2258 39 blue-collar married basic.9y unknown no no
## 2276 32 admin. single university.degree unknown no no
## 2306 33 management married basic.4y no yes yes
## 2316 38 management married basic.9y no yes no
## 2317 35 admin. single high.school no yes yes
## 2331 38 blue-collar single basic.9y no yes no
## 2407 38 blue-collar single university.degree unknown yes no
## 2418 38 technician single university.degree no no no
## 2422 30 technician married university.degree no yes no
## 2425 51 admin. single basic.6y no no no
## 2445 31 services married basic.6y unknown no no
## 2450 45 technician married university.degree no yes yes
## 2474 36 admin. married high.school no no no
## 2636 31 services married basic.9y no no no
## 2646 45 entrepreneur married university.degree no yes no
## 2685 51 admin. married basic.4y unknown yes no
## 2698 38 blue-collar married basic.6y unknown yes no
## 2714 41 technician married high.school no yes no
## 2745 27 admin. single high.school no yes no
## 2756 37 blue-collar married basic.4y unknown yes no
## 2764 33 unemployed divorced basic.9y no no no
## 2776 33 blue-collar married high.school no no no
## 2780 35 student married university.degree no yes no
## 2854 40 blue-collar married high.school no no no
## 2906 40 blue-collar married basic.6y no yes no
## 3048 36 technician married professional.course no no no
## 3091 35 housemaid married basic.4y no no no
## 3114 32 services married basic.9y no no no
## 3175 42 services divorced basic.6y no yes no
## 3184 45 admin. married high.school no yes no
## 3204 38 services single high.school unknown no yes
## 3220 39 blue-collar married basic.9y no no no
## 3224 45 self-employed married basic.6y unknown no no
## 3260 49 blue-collar divorced basic.4y unknown no no
## 3265 41 blue-collar married basic.9y no no no
## 3339 30 admin. married university.degree no yes no
## 3382 53 technician married professional.course unknown yes no
## 3385 35 technician married unknown unknown no no
## 3396 51 management married university.degree unknown no yes
## 3428 33 blue-collar divorced basic.9y unknown no no
## 3437 44 services married high.school unknown yes no
## 3454 50 blue-collar married basic.9y no yes no
## 3507 30 admin. single high.school no no yes
## 3542 45 entrepreneur married university.degree no yes yes
## 3546 35 admin. single high.school no no yes
## 3565 29 blue-collar single high.school no yes no
## 3567 44 management single university.degree unknown yes no
## 3571 31 blue-collar married basic.6y unknown unknown unknown
## 3575 56 blue-collar married basic.4y unknown yes yes
## 3577 45 technician married university.degree no yes no
## 3609 26 blue-collar single basic.9y no no no
## 3629 40 entrepreneur married university.degree no no no
## 3662 49 admin. divorced high.school no yes no
## 3678 26 admin. single high.school no no no
## 3686 37 blue-collar single basic.9y unknown no no
## 3694 37 admin. single high.school no yes no
## 3698 38 blue-collar single university.degree unknown no no
## 3735 51 services married basic.6y no no no
## 3741 46 admin. divorced university.degree no no no
## 3775 35 student single high.school no no yes
## 3855 57 services divorced high.school no yes yes
## 3888 28 blue-collar married basic.9y no no yes
## 3940 47 management married basic.4y unknown no no
## 3980 57 technician married professional.course no yes no
## 3989 45 blue-collar married unknown no yes yes
## 4035 48 blue-collar married basic.9y no no no
## 4051 28 services married high.school no no no
## 4111 38 services married high.school no yes no
## 4153 34 blue-collar married basic.6y no yes no
## 4165 52 services married high.school unknown yes no
## 4168 52 services divorced high.school no no no
## 4210 33 technician divorced professional.course no no no
## 4253 32 services single basic.6y no no yes
## 4265 31 blue-collar single high.school no no no
## 4269 47 blue-collar married unknown unknown no no
## 4295 53 blue-collar married basic.4y unknown no no
## 4354 35 services single basic.4y no yes no
## 4480 58 retired married basic.4y unknown no no
## 4486 39 blue-collar single basic.9y no no no
## 4523 27 blue-collar married basic.6y unknown unknown unknown
## 4610 42 admin. married high.school no no no
## 4624 55 technician married high.school no yes no
## 4636 49 housemaid married basic.4y unknown no yes
## 4653 42 admin. single university.degree no yes yes
## 4673 45 admin. single professional.course no yes no
## 4678 59 retired married professional.course unknown no no
## 4695 54 blue-collar married basic.9y unknown no no
## 4721 55 technician married basic.9y unknown yes no
## 4738 30 admin. single university.degree no no no
## 4753 35 technician single university.degree no yes no
## 4770 31 blue-collar married basic.6y no no yes
## 4794 36 admin. single professional.course no yes yes
## 4852 46 housemaid married basic.4y no no no
## 4873 32 technician single university.degree unknown no no
## 4881 25 blue-collar single basic.4y no yes no
## 4900 45 admin. divorced university.degree no no no
## 4903 56 entrepreneur married university.degree no no yes
## 4905 30 admin. single high.school no no no
## 4983 44 blue-collar divorced unknown no yes yes
## 5008 32 blue-collar married basic.9y no no no
## 5028 37 services married high.school no yes yes
## 5057 58 admin. divorced university.degree no yes no
## 5074 35 services married high.school no no no
## 5085 49 technician married professional.course no no no
## 5108 38 technician married basic.6y unknown no no
## 5113 22 blue-collar single basic.6y unknown no yes
## 5163 47 blue-collar married basic.6y no yes no
## 5175 55 retired married high.school no no no
## 5330 50 technician married high.school no yes no
## 5348 32 admin. single university.degree no no no
## 5364 33 services single high.school no no no
## 5385 60 retired married high.school unknown yes no
## 5416 46 blue-collar married basic.4y no yes no
## 5436 39 technician single professional.course no no no
## 5443 39 services married high.school no yes no
## 5551 33 blue-collar single basic.9y unknown no yes
## 5614 56 blue-collar married professional.course no yes no
## 5620 58 admin. single university.degree no no no
## 5637 44 management single university.degree unknown yes no
## 5639 29 student single high.school no no yes
## 5653 41 services married high.school unknown yes no
## 5700 58 admin. single university.degree no no no
## 5708 43 entrepreneur married high.school no yes yes
## 5732 41 unemployed married basic.9y unknown yes yes
## 5781 39 management married university.degree no no no
## 5785 25 blue-collar married high.school unknown yes yes
## 5819 38 self-employed single university.degree no no no
## 5851 52 blue-collar married basic.4y unknown yes no
## 5853 28 entrepreneur married basic.9y no no no
## 5864 24 admin. married basic.9y no yes no
## 5949 45 services divorced unknown no yes no
## 5979 42 services married professional.course no yes no
## 5999 29 technician single university.degree no yes no
## 6019 34 blue-collar married basic.9y no no no
## 6105 47 admin. married high.school no no no
## 6144 31 blue-collar married basic.9y no no no
## 6165 39 management single university.degree no yes no
## 6214 52 management married professional.course no yes no
## 6281 30 self-employed married basic.9y no no no
## 6363 45 blue-collar married basic.6y unknown no no
## 6434 52 admin. divorced university.degree no yes no
## 6467 34 blue-collar single basic.9y unknown no no
## 6521 57 blue-collar divorced basic.9y no yes no
## 6532 34 blue-collar married basic.9y no yes yes
## 6586 40 admin. married university.degree no yes no
## 6606 50 services married basic.4y unknown yes no
## 6607 33 blue-collar married basic.6y no no no
## 6630 25 unemployed single high.school unknown no no
## 6649 54 technician married professional.course no no no
## 6663 33 admin. married university.degree no no no
## 6679 41 management married basic.6y no yes no
## 6696 53 technician married professional.course unknown no no
## 6739 54 retired married basic.4y unknown no no
## 6763 30 management single university.degree no no yes
## 6861 59 retired married professional.course no no no
## 6902 39 admin. married university.degree no yes no
## 6938 40 technician married basic.9y unknown yes no
## 6960 28 entrepreneur married basic.9y unknown yes no
## 6968 38 technician divorced professional.course no yes no
## 6983 34 services married high.school no no no
## 7010 37 unemployed married professional.course unknown no no
## 7056 31 admin. divorced high.school no no no
## 7096 31 blue-collar married basic.9y no no no
## 7136 40 admin. single high.school no yes no
## 7138 37 admin. married university.degree no yes no
## 7163 36 admin. single university.degree no no no
## 7249 37 admin. single university.degree no yes no
## 7267 42 admin. single university.degree unknown yes no
## 7289 30 technician single university.degree unknown yes no
## 7290 58 retired married basic.9y unknown yes no
## 7360 34 housemaid divorced high.school no no no
## 7398 40 services married high.school no no yes
## 7405 48 blue-collar married basic.6y no yes no
## 7420 30 admin. married university.degree no no no
## 7438 43 blue-collar divorced basic.4y unknown yes no
## 7445 25 blue-collar married basic.9y unknown yes no
## 7446 27 admin. single high.school unknown no no
## 7471 47 blue-collar married basic.6y unknown yes no
## 7476 52 services married high.school unknown unknown unknown
## 7479 50 technician married professional.course no yes no
## 7487 31 services married high.school no no no
## 7543 41 entrepreneur married university.degree no yes no
## 7545 56 blue-collar married basic.4y unknown no no
## 7551 43 blue-collar married basic.9y unknown no no
## 7556 37 blue-collar married high.school no no no
## 7572 29 technician married professional.course no no no
## 7614 49 blue-collar married basic.6y no yes no
## 7621 48 technician single unknown no yes no
## 7653 42 services married high.school no no no
## 7718 32 admin. single high.school no yes no
## 7720 43 blue-collar married basic.4y unknown no no
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## 35834 81 retired divorced unknown unknown yes yes
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## 35838 26 technician single university.degree no no no
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## 35841 48 entrepreneur married university.degree no yes no
## 35844 45 admin. married unknown no yes no
## 35856 19 student single basic.9y no yes no
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## 35896 37 admin. married university.degree no yes no
## 35897 37 housemaid single university.degree no no no
## 35913 44 services married high.school no yes yes
## 35914 53 technician married professional.course no no no
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## 35940 54 admin. single university.degree no no no
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## 35957 50 admin. divorced university.degree no no yes
## 35965 35 admin. married high.school no yes no
## 35970 42 technician married professional.course no no no
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## 35980 54 blue-collar married basic.4y no unknown unknown
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## 35985 36 self-employed married university.degree no yes no
## 35986 34 technician single professional.course no yes no
## 36000 60 retired married university.degree no yes no
## 36007 31 admin. married university.degree no yes no
## 36009 58 management married university.degree no yes no
## 36011 33 blue-collar married basic.9y no yes no
## 36014 27 student single high.school no yes yes
## 36034 33 admin. married university.degree no yes no
## 36035 28 technician single university.degree no yes no
## 36039 31 admin. married high.school no yes no
## 36053 36 admin. married high.school no no no
## 36062 25 admin. single university.degree no yes no
## 36063 22 student single high.school no yes yes
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## 36070 27 services married university.degree no yes no
## 36075 32 technician married professional.course no yes no
## 36086 25 admin. single university.degree no yes no
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## 36090 22 technician single unknown no no no
## 36093 26 blue-collar single university.degree no yes no
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## 36117 30 technician single professional.course no no no
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## 36125 34 admin. married university.degree no yes yes
## 36130 31 blue-collar married basic.4y no no no
## 36135 50 admin. divorced university.degree no yes yes
## 36141 56 technician married basic.4y no no no
## 36147 29 management married university.degree no yes no
## 36152 26 self-employed single university.degree no no no
## 36153 33 admin. single university.degree no yes no
## 36158 32 blue-collar single high.school no no no
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## 36165 32 admin. single university.degree no yes no
## 36167 38 management married university.degree no no no
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## 36178 26 student single high.school no yes no
## 36182 24 technician single professional.course no unknown unknown
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## 36195 24 management single university.degree no yes no
## 36215 26 technician single university.degree no yes no
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## 36226 29 admin. single high.school no yes no
## 36230 35 blue-collar single professional.course no yes no
## 36234 32 admin. married university.degree no yes no
## 36235 27 admin. single university.degree no yes yes
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## 36238 36 technician single university.degree no yes no
## 36241 29 admin. married high.school no yes no
## 36242 36 technician married university.degree no yes no
## 36249 57 retired married professional.course no yes no
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## 36251 28 admin. single university.degree no no no
## 36255 32 technician married professional.course no unknown unknown
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## 36259 31 services married basic.9y no yes no
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## 36268 33 admin. married university.degree no no no
## 36269 37 admin. married university.degree no yes yes
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## 36293 36 admin. married university.degree no no no
## 36298 29 admin. single university.degree no no no
## 36300 49 management married university.degree no no no
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## 36303 32 admin. single university.degree no yes no
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## 36342 31 admin. single university.degree no yes no
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## 36353 32 admin. married university.degree no yes yes
## 36354 32 admin. married university.degree no no no
## 36355 37 technician single university.degree no no no
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## 36387 32 admin. married university.degree no yes yes
## 36391 32 admin. married university.degree no yes no
## 36392 32 admin. married university.degree no no no
## 36402 41 technician married professional.course no unknown unknown
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## 36408 59 admin. married unknown no no no
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## 36413 24 unknown single university.degree no no no
## 36414 24 unknown single university.degree no yes yes
## 36416 24 unknown single university.degree no yes no
## 36417 24 unknown single university.degree no no no
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## 36425 30 admin. single university.degree no no no
## 36429 44 admin. single university.degree no no no
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## 36449 53 services married unknown no yes no
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## 36464 33 admin. single university.degree no no no
## 36465 28 technician single professional.course no yes no
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## 36472 31 services married high.school no no no
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## 36491 37 self-employed married professional.course no no no
## 36492 28 student single high.school no yes no
## 36494 20 student single unknown no yes no
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## 36498 28 admin. single university.degree no yes no
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## 36513 29 admin. single university.degree no no no
## 36516 29 admin. divorced university.degree no yes no
## 36518 29 admin. single university.degree no yes no
## 36527 38 technician married university.degree no no no
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## 36540 30 admin. single university.degree no yes no
## 36541 36 management single university.degree no yes no
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## 36552 29 services single high.school no yes yes
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## 36562 30 admin. single university.degree no yes no
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## 36567 61 admin. married university.degree unknown yes no
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## 36592 29 admin. single university.degree no yes yes
## 36594 26 admin. single university.degree no no yes
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## 36598 25 services single high.school no yes no
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## 36608 36 management married university.degree no yes no
## 36609 36 management married university.degree no no no
## 36612 30 admin. married university.degree no yes no
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## 36618 53 housemaid married high.school no no yes
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## 36620 32 admin. single university.degree no yes no
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## 36660 30 admin. single university.degree no no no
## 36661 30 admin. single university.degree no no yes
## 36662 32 admin. single university.degree no no no
## 36663 28 admin. single university.degree no yes no
## 36664 32 admin. single university.degree no no no
## 36667 24 admin. single university.degree no no no
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## 36683 51 technician single university.degree no no no
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## 36722 36 technician single professional.course no no no
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## 36760 29 admin. single university.degree no no no
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## 36766 25 admin. single unknown no no no
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## 36771 54 blue-collar married basic.9y no yes no
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## 36820 57 management married unknown no no no
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## 36825 24 student single unknown no yes no
## 36826 24 blue-collar single unknown no no yes
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## 36891 49 admin. married university.degree no no no
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## 36952 45 admin. married university.degree no no no
## 36953 50 admin. married university.degree no no no
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## 36972 32 self-employed single university.degree no yes no
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## 36995 33 admin. single university.degree no no no
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## 37028 26 services single high.school no no no
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## 37043 31 admin. single high.school no yes no
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## 37074 32 admin. single university.degree no yes no
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## 37101 30 student single university.degree no no no
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## 37162 59 retired married unknown no no no
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## 37205 25 technician single university.degree no yes no
## 37206 44 admin. married university.degree no yes no
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## 37208 76 retired married basic.4y no yes no
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## 37219 29 admin. single university.degree no no no
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## 37221 25 admin. single university.degree no yes no
## 37224 32 technician single professional.course no no no
## 37226 51 housemaid married unknown no no no
## 37228 70 retired married basic.4y no yes no
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## 37231 41 services single university.degree no yes no
## 37232 41 services single university.degree no yes no
## 37233 33 admin. single high.school no yes no
## 37236 73 retired married basic.4y no no no
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## 37246 28 admin. single university.degree no no no
## 37250 36 services married basic.9y no yes no
## 37251 51 housemaid married unknown no yes yes
## 37252 36 services married basic.9y no yes no
## 37259 27 blue-collar unknown high.school no no no
## 37260 29 admin. single high.school no no no
## 37261 76 retired married university.degree no no no
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## 37264 33 admin. single high.school no yes no
## 37266 43 admin. single high.school no yes no
## 37273 36 management married university.degree no no no
## 37275 38 technician married professional.course no no no
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## 37281 36 admin. divorced university.degree no yes no
## 37282 37 technician married university.degree no yes no
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## 37291 63 housemaid married basic.4y no yes no
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## 37311 37 blue-collar married basic.9y no no no
## 37313 34 technician single professional.course no yes no
## 37322 31 admin. single university.degree no no no
## 37331 58 technician married professional.course no no no
## 37332 33 admin. single high.school no yes no
## 37333 26 student single professional.course no yes no
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## 37340 52 management married high.school no no no
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## 37346 30 admin. married university.degree no no no
## 37353 57 admin. married university.degree no yes no
## 37354 35 admin. married university.degree no no yes
## 37356 80 retired married illiterate unknown yes yes
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## 37361 44 management married university.degree no no no
## 37363 58 technician married professional.course no yes no
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## 37375 49 admin. married university.degree no yes no
## 37386 27 admin. single university.degree no yes no
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## 37389 42 management divorced unknown no yes no
## 37394 26 student single basic.9y no yes no
## 37395 49 admin. married high.school no yes no
## 37396 26 student single basic.9y no no no
## 37398 26 student single basic.9y no yes no
## 37402 27 admin. single university.degree no no no
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## 37407 32 technician married professional.course no yes no
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## 37410 56 admin. married basic.9y no yes no
## 37411 66 retired married unknown no no no
## 37412 27 admin. single university.degree no yes no
## 37415 32 technician single professional.course no no no
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## 37420 20 student single basic.4y no yes no
## 37422 33 services married high.school no yes no
## 37426 66 retired unknown basic.9y no yes no
## 37431 28 admin. single university.degree no no no
## 37434 56 admin. married basic.9y no no no
## 37454 38 admin. married high.school no no no
## 37458 28 admin. single university.degree no no no
## 37462 23 student single high.school no yes no
## 37463 36 unemployed married university.degree no no no
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## 37466 29 admin. single university.degree no yes yes
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## 37471 30 services single high.school no yes no
## 37474 39 admin. married high.school no no no
## 37479 32 blue-collar single basic.9y no yes no
## 37481 46 admin. married university.degree no yes no
## 37490 39 unemployed married high.school no no no
## 37493 46 technician married basic.6y no yes no
## 37496 22 student single basic.6y no yes no
## 37499 36 services married high.school no yes yes
## 37508 40 admin. married high.school no no no
## 37510 74 retired married professional.course no yes no
## 37523 33 services married high.school no no no
## 37525 39 blue-collar married basic.6y no no no
## 37530 57 admin. single high.school no yes no
## 37537 36 management married basic.6y no yes yes
## 37539 28 unemployed married professional.course no yes no
## 37541 26 student single professional.course no yes no
## 37544 39 technician married university.degree no yes no
## 37545 62 retired married unknown no no no
## 37551 35 technician married professional.course no yes no
## 37552 61 management married university.degree no yes no
## 37556 42 management married university.degree no yes no
## 37560 54 admin. married university.degree no yes no
## 37566 58 blue-collar divorced basic.4y no no no
## 37567 55 retired married basic.4y no yes no
## 37569 71 retired married basic.4y no yes no
## 37571 70 retired married professional.course no yes no
## 37572 28 unemployed married professional.course no no no
## 37573 46 technician married professional.course no yes no
## 37574 42 technician married professional.course no yes no
## 37576 35 admin. married university.degree no no no
## 37578 38 self-employed divorced high.school no no no
## 37579 28 unemployed married professional.course no yes no
## 37580 17 student single basic.9y no unknown unknown
## 37581 31 admin. married university.degree no no no
## 37583 29 blue-collar single basic.6y no no no
## 37589 31 entrepreneur single university.degree no yes no
## 37595 62 management divorced high.school no no no
## 37598 76 retired married professional.course no no no
## 37603 73 retired married basic.4y no no no
## 37604 67 retired married professional.course no yes yes
## 37605 80 retired married high.school no no no
## 37610 25 admin. single university.degree no no no
## 37611 25 admin. single university.degree no yes no
## 37614 34 technician married university.degree no no no
## 37623 28 admin. single university.degree no yes no
## 37625 48 technician married high.school no yes no
## 37626 44 admin. single university.degree no no no
## 37628 23 technician married professional.course no yes no
## 37632 28 admin. single university.degree no yes no
## 37634 41 admin. single high.school no yes no
## 37636 74 retired married basic.9y no yes no
## 37638 22 student single professional.course no yes no
## 37640 67 retired married basic.6y no no no
## 37641 36 admin. single university.degree no no no
## 37644 61 retired married university.degree no no no
## 37646 34 admin. single university.degree no yes no
## 37650 26 admin. single university.degree no yes no
## 37651 47 admin. single university.degree no yes no
## 37659 37 admin. married university.degree no yes no
## 37662 71 retired married basic.4y unknown unknown unknown
## 37663 50 admin. married university.degree no no no
## 37664 34 technician married professional.course no no no
## 37665 56 management married university.degree no yes no
## 37666 33 blue-collar divorced basic.4y no yes no
## 37667 20 student single high.school no yes no
## 37668 64 retired married high.school unknown no no
## 37672 35 technician married professional.course no no no
## 37676 74 retired divorced basic.4y no yes no
## 37682 38 technician married university.degree no yes no
## 37683 35 admin. married university.degree no yes no
## 37684 37 admin. married university.degree no no no
## 37687 32 technician single university.degree no yes no
## 37688 33 admin. single university.degree no yes no
## 37689 55 unknown married university.degree no yes no
## 37691 74 retired married university.degree no yes yes
## 37694 64 retired married basic.4y no yes no
## 37696 34 admin. single university.degree no no no
## 37703 33 admin. single university.degree no no no
## 37705 37 admin. divorced university.degree no no no
## 37707 66 retired married basic.6y no yes no
## 37708 36 technician single professional.course no yes no
## 37709 34 admin. single university.degree no yes no
## 37711 35 blue-collar divorced high.school no no no
## 37714 32 management single university.degree no no no
## 37717 71 retired single university.degree no yes no
## 37721 24 admin. single university.degree no yes no
## 37724 25 student single university.degree no no no
## 37727 28 technician single professional.course no yes no
## 37728 28 technician single professional.course no yes no
## 37730 34 technician single unknown no yes no
## 37731 51 management married high.school no yes yes
## 37738 61 retired married basic.4y no yes yes
## 37739 61 retired married basic.4y no yes no
## 37744 87 retired divorced basic.4y no no no
## 37746 54 admin. married university.degree no yes yes
## 37752 24 student single high.school no no no
## 37753 34 unemployed single professional.course no no no
## 37754 54 admin. married university.degree no yes no
## 37756 62 admin. married university.degree no yes no
## 37757 79 housemaid married basic.4y no no no
## 37758 30 blue-collar married high.school no yes no
## 37759 36 admin. single high.school no yes no
## 37761 39 admin. married university.degree no yes yes
## 37763 64 retired married unknown no no no
## 37764 24 student single unknown no yes yes
## 37765 24 student single unknown no yes no
## 37770 74 retired married basic.4y unknown yes no
## 37771 47 housemaid married university.degree no yes no
## 37772 38 unemployed single high.school no yes no
## 37784 66 retired married basic.4y unknown yes no
## 37789 63 housemaid married basic.4y no no no
## 37790 51 admin. divorced high.school no yes no
## 37799 58 retired married high.school no no no
## 37801 63 housemaid married basic.4y no no no
## 37802 54 retired married professional.course unknown no no
## 37804 62 retired married professional.course no yes no
## 37806 58 retired married high.school no yes no
## 37808 56 services single high.school no no yes
## 37809 43 admin. married high.school no yes no
## 37812 27 admin. single high.school no no no
## 37814 42 retired divorced illiterate no no no
## 37817 59 technician married professional.course no yes no
## 37819 80 retired married basic.4y no yes no
## 37824 28 student single unknown no no no
## 37828 59 admin. single university.degree no no no
## 37830 51 admin. married university.degree no yes no
## 37831 46 admin. married university.degree no yes no
## 37832 50 admin. married university.degree no no yes
## 37834 58 retired divorced high.school no no no
## 37835 31 admin. single university.degree no no no
## 37851 33 admin. married high.school no no no
## 37854 55 entrepreneur divorced basic.9y no yes no
## 37855 26 student single university.degree no no yes
## 37856 62 retired married professional.course no yes yes
## 37861 26 student single high.school no yes no
## 37862 72 unknown married unknown no yes yes
## 37864 30 student married university.degree no no no
## 37871 73 retired married basic.4y no unknown unknown
## 37872 38 technician married professional.course no unknown unknown
## 37876 30 student married university.degree no yes no
## 37879 53 admin. married university.degree no yes no
## 37881 38 admin. married high.school no yes no
## 37883 31 management married university.degree no yes yes
## 37891 39 entrepreneur married basic.6y no yes no
## 37904 33 admin. married high.school no yes no
## 37905 54 admin. married unknown no yes no
## 37906 79 retired married basic.9y no no no
## 37907 39 entrepreneur married basic.6y no yes no
## 37911 37 admin. married university.degree no yes no
## 37912 34 technician married professional.course no yes no
## 37915 34 technician married professional.course no yes yes
## 37917 18 student single unknown no no no
## 37920 26 admin. single university.degree no yes no
## 37923 32 admin. married university.degree no no no
## 37926 60 retired married professional.course no yes no
## 37927 44 admin. married university.degree no yes no
## 37930 40 unknown single unknown no no no
## 37934 26 student single unknown no yes yes
## 37940 59 management married university.degree no yes no
## 37942 51 technician married professional.course no no yes
## 37943 53 technician married professional.course no yes yes
## 37953 76 management married unknown no no no
## 37954 39 blue-collar married basic.9y no yes no
## 37955 72 retired married basic.4y no no no
## 37956 18 student single unknown no yes no
## 37958 28 student single high.school no no no
## 37961 50 admin. married high.school no yes no
## 37969 45 housemaid single basic.4y no no no
## 37970 59 admin. married unknown no yes yes
## 37971 61 retired married university.degree no no no
## 37972 59 admin. married unknown no no yes
## 37973 45 housemaid single basic.4y no yes no
## 37983 52 technician married professional.course no yes yes
## 37985 45 admin. married university.degree no no no
## 37988 45 admin. married university.degree no no no
## 37990 41 admin. married university.degree no no no
## 37993 30 admin. single university.degree no no no
## 37995 30 self-employed single university.degree no yes no
## 37996 43 technician married professional.course no no no
## 37997 49 admin. married high.school no no no
## 37998 71 retired married basic.4y no yes no
## 37999 66 management divorced university.degree no no no
## 38001 39 self-employed divorced high.school no no no
## 38002 30 self-employed single university.degree no no no
## 38003 29 self-employed single university.degree no yes no
## 38005 43 technician married high.school no yes no
## 38006 75 retired married unknown no no no
## 38007 24 student single basic.9y no unknown unknown
## 38009 39 self-employed divorced high.school no no no
## 38013 34 technician married professional.course no yes yes
## 38015 30 admin. married university.degree no yes yes
## 38017 58 retired married basic.4y no no no
## 38019 36 services married high.school no yes yes
## 38021 78 unknown married unknown no yes no
## 38022 46 admin. married high.school no yes no
## 38025 27 admin. single university.degree no yes yes
## 38026 27 admin. single university.degree no no no
## 38027 36 unemployed married unknown unknown no no
## 38034 76 retired married basic.4y no yes no
## 38035 56 admin. married university.degree no yes no
## 38037 42 management married basic.6y no yes no
## 38038 25 admin. single high.school no no no
## 38041 42 management married basic.6y no yes no
## 38043 69 retired married high.school no no no
## 38047 34 admin. single university.degree no no no
## 38048 49 admin. divorced university.degree no yes no
## 38052 43 admin. single high.school no yes no
## 38054 28 admin. single university.degree no yes no
## 38056 40 unemployed married professional.course no no yes
## 38058 31 admin. single high.school no yes no
## 38059 36 admin. single university.degree no yes no
## 38061 71 retired married unknown no yes no
## 38062 34 admin. married university.degree no no no
## 38064 47 management married university.degree no yes no
## 38070 62 entrepreneur married university.degree no no no
## 38071 62 entrepreneur married university.degree no yes no
## 38072 70 retired married basic.4y no no no
## 38073 59 retired married basic.4y no yes no
## 38075 70 admin. married basic.4y no no no
## 38076 29 admin. single high.school no yes no
## 38077 27 admin. married university.degree no yes no
## 38078 24 technician married university.degree no yes yes
## 38079 21 student single basic.9y no unknown unknown
## 38081 27 admin. single university.degree no yes no
## 38082 70 admin. married basic.4y no yes yes
## 38083 24 admin. single university.degree no no no
## 38085 53 technician married professional.course no no no
## 38090 38 admin. single university.degree unknown yes no
## 38092 31 self-employed married university.degree no no no
## 38096 49 unemployed married high.school no no no
## 38097 49 unemployed married high.school no no no
## 38105 36 admin. married high.school no no no
## 38106 46 self-employed divorced high.school no no no
## 38107 56 unemployed married professional.course no no no
## 38108 52 admin. married university.degree no no no
## 38110 37 technician married university.degree no yes no
## 38111 39 services married high.school no no no
## 38112 60 self-employed divorced university.degree no no no
## 38114 44 technician married professional.course no yes no
## 38115 22 services single professional.course no yes yes
## 38116 22 services single professional.course no yes yes
## 38118 63 housemaid married basic.4y no yes no
## 38128 70 retired divorced university.degree no yes no
## 38137 81 retired married basic.4y no yes no
## 38139 30 admin. married university.degree no no no
## 38142 43 services married basic.6y no no no
## 38147 56 management divorced university.degree no no no
## 38149 61 retired married high.school no yes no
## 38152 35 admin. married university.degree no yes no
## 38155 50 management married university.degree no yes no
## 38156 37 admin. single university.degree no yes no
## 38159 35 admin. married high.school no yes no
## 38174 23 unemployed single basic.9y no yes no
## 38176 71 retired married basic.4y no yes no
## 38179 75 retired divorced basic.4y unknown yes no
## 38180 83 retired married professional.course no yes no
## 38185 82 retired married university.degree no yes no
## 38191 69 retired divorced professional.course no no no
## 38195 65 retired married high.school no yes no
## 38200 56 unknown married basic.4y no no no
## 38201 37 housemaid single university.degree no no no
## 38205 50 unknown married unknown no no no
## 38206 35 admin. married university.degree no no no
## 38209 34 self-employed married university.degree no no no
## 38212 60 admin. married unknown no yes no
## 38213 48 management married university.degree no no no
## 38214 48 management married university.degree no yes no
## 38222 63 retired married high.school no no no
## 38231 54 management divorced university.degree no yes no
## 38232 36 technician married professional.course unknown no no
## 38233 37 management single basic.9y no no no
## 38235 42 management single university.degree no no no
## 38238 42 management single university.degree no yes no
## 38240 59 technician married university.degree no yes no
## 38241 42 management single university.degree no yes no
## 38243 36 admin. married university.degree no yes yes
## 38245 42 management single university.degree no no no
## 38247 77 retired married university.degree no no yes
## 38250 32 admin. married professional.course no yes no
## 38258 30 management married university.degree no no no
## 38259 35 student single university.degree no yes no
## 38260 30 management married university.degree no yes no
## 38261 80 retired married basic.4y no no no
## 38270 32 admin. married professional.course no no yes
## 38271 22 student single high.school no yes no
## 38275 17 student single unknown no no yes
## 38276 33 unemployed married high.school no yes yes
## 38277 45 blue-collar single basic.9y no no yes
## 38278 26 student single basic.9y no yes no
## 38283 28 technician single high.school no no no
## 38284 28 technician single high.school no unknown unknown
## 38285 28 admin. single high.school no no no
## 38289 74 retired married unknown no yes yes
## 38290 37 technician married university.degree no yes no
## 38297 34 management married university.degree no no no
## 38301 33 admin. single university.degree no no no
## 38313 40 services married professional.course no yes no
## 38317 74 retired married basic.9y no yes no
## 38319 37 blue-collar married basic.6y no no no
## 38320 33 admin. single university.degree no yes no
## 38322 37 management single university.degree no no no
## 38324 25 admin. single university.degree no yes yes
## 38325 28 services married basic.9y no yes no
## 38326 28 services married basic.9y no yes no
## 38328 22 student single high.school no no no
## 38331 39 technician married university.degree no no no
## 38332 33 technician married professional.course no yes no
## 38338 33 admin. single university.degree no yes no
## 38341 26 admin. single university.degree no no no
## 38346 49 admin. single high.school no yes no
## 38348 50 technician married professional.course no unknown unknown
## 38349 33 admin. married university.degree no no no
## 38350 38 technician married university.degree no no no
## 38351 28 management single university.degree no no no
## 38352 62 retired married university.degree unknown no no
## 38356 49 admin. single high.school no yes no
## 38357 36 admin. married university.degree no no no
## 38359 70 retired married basic.4y no yes no
## 38363 60 retired married basic.4y no no no
## 38377 30 services single high.school no yes no
## 38387 21 student single high.school no no no
## 38393 36 management married basic.6y no yes no
## 38394 33 admin. married university.degree no yes no
## 38396 57 admin. single high.school no unknown unknown
## 38397 31 services single professional.course no yes no
## 38398 31 admin. married university.degree no yes no
## 38399 60 technician married basic.4y no yes no
## 38401 59 housemaid married basic.4y no yes no
## 38403 30 technician married professional.course no yes no
## 38404 24 management single university.degree no yes no
## 38405 39 admin. single high.school no yes no
## 38406 44 admin. married university.degree no yes no
## 38407 38 admin. married university.degree no yes no
## 38408 38 admin. married university.degree no yes no
## 38412 36 admin. married university.degree no yes no
## 38415 32 admin. married university.degree no yes no
## 38416 88 retired divorced basic.4y no no no
## 38417 44 admin. married university.degree no yes no
## 38418 36 admin. married university.degree no no no
## 38420 42 blue-collar married professional.course no yes no
## 38421 42 blue-collar married professional.course no no no
## 38422 29 blue-collar single basic.9y no no yes
## 38423 54 unemployed married basic.9y no yes no
## 38424 34 technician married professional.course no yes no
## 38427 37 unemployed married university.degree no yes no
## 38428 35 unemployed married university.degree no no no
## 38429 56 technician married basic.4y no no no
## 38430 33 services married high.school no yes no
## 38431 71 management married university.degree no yes no
## 38432 56 retired married professional.course no unknown unknown
## 38433 56 retired married professional.course no no no
## 38437 45 technician married professional.course no no no
## 38438 30 admin. single university.degree no yes no
## 38439 56 technician married basic.4y no no no
## 38440 25 services single high.school no yes no
## 38441 24 admin. single university.degree no yes yes
## 38443 35 unemployed married university.degree no no no
## 38445 61 management married university.degree no yes no
## 38446 22 student single high.school no no no
## 38447 64 admin. married high.school no yes no
## 38448 23 technician single university.degree no yes no
## 38449 21 student single high.school no yes no
## 38451 24 student single unknown no yes no
## 38453 98 retired married basic.4y unknown yes no
## 38454 64 admin. married high.school no yes no
## 38456 98 retired married basic.4y unknown yes no
## 38457 22 student single basic.9y no no no
## 38458 22 student single basic.9y no no no
## 38462 29 admin. single high.school no yes no
## 38463 34 admin. married university.degree no no no
## 38466 26 admin. single high.school no no no
## 38477 33 admin. single high.school no no no
## 38479 26 admin. married high.school no yes no
## 38481 42 management married university.degree no yes no
## 38484 55 unemployed married basic.9y no no no
## 38487 72 admin. married university.degree unknown no yes
## 38489 71 retired married basic.4y no no no
## 38490 32 technician single university.degree no no no
## 38491 52 housemaid married high.school no no no
## 38492 68 retired married basic.4y no yes no
## 38494 29 services married high.school no no no
## 38495 33 services single high.school no no no
## 38496 65 housemaid married basic.4y no unknown unknown
## 38497 42 management married university.degree no no no
## 38504 63 technician married professional.course no yes no
## 38509 31 management married university.degree no yes no
## 38510 68 retired divorced professional.course no yes no
## 38515 71 retired married basic.4y no no no
## 38516 21 student single high.school no no no
## 38517 32 technician single university.degree no yes no
## 38522 63 retired married high.school no yes no
## 38530 58 unemployed divorced basic.9y no yes no
## 38532 32 admin. single university.degree no no no
## 38539 40 admin. married high.school no no no
## 38540 62 retired married high.school no no no
## 38541 54 retired married basic.4y no no yes
## 38542 24 student single high.school no yes no
## 38547 55 retired married basic.4y no yes no
## 38548 33 admin. single university.degree no no no
## 38549 80 retired divorced high.school no yes no
## 38551 31 entrepreneur unknown university.degree no no no
## 38552 31 admin. married high.school no no no
## 38553 53 admin. divorced high.school no no no
## 38555 30 technician married professional.course no yes yes
## 38557 72 retired married basic.6y no yes yes
## 38558 82 retired single basic.4y no yes no
## 38559 34 admin. married university.degree no no no
## 38562 67 admin. married basic.4y unknown no no
## 38563 48 technician married high.school no no no
## 38565 61 technician married professional.course no no no
## 38566 48 technician married high.school no yes no
## 38567 48 technician married high.school no no yes
## 38570 69 retired married basic.4y no yes no
## 38571 34 technician single university.degree no no no
## 38572 32 admin. single university.degree no yes no
## 38573 51 blue-collar married basic.9y no yes no
## 38574 54 retired married basic.4y no no no
## 38576 55 retired married high.school no yes no
## 38583 78 retired divorced basic.6y no no no
## 38585 26 student single high.school no no no
## 38590 39 technician single university.degree unknown no yes
## 38591 39 technician single university.degree unknown yes no
## 38592 34 technician single university.degree no no no
## 38593 36 self-employed single university.degree no no no
## 38595 59 technician married basic.9y no no no
## 38596 25 student single high.school no no no
## 38597 69 retired married basic.4y no yes yes
## 38598 18 student single basic.6y no no yes
## 38600 37 admin. single university.degree no no no
## 38604 34 admin. single high.school no yes no
## 38613 30 admin. single university.degree no no no
## 38616 37 self-employed married professional.course no yes yes
## 38622 47 technician divorced high.school no yes no
## 38629 45 blue-collar married high.school no yes no
## 38634 52 management married basic.6y no no no
## 38636 71 retired married professional.course no yes no
## 38641 56 management married university.degree no unknown unknown
## 38642 32 admin. single high.school no no no
## 38643 36 admin. single university.degree no no yes
## 38644 79 retired married basic.4y no no yes
## 38645 56 housemaid divorced professional.course no yes no
## 38647 30 unemployed single basic.9y no yes no
## 38648 27 blue-collar single basic.9y no no no
## 38650 47 admin. divorced university.degree no no no
## 38651 54 admin. married university.degree no yes yes
## 38652 22 technician single professional.course no yes no
## 38653 28 self-employed married professional.course no yes no
## 38654 32 admin. married high.school no yes no
## 38656 54 technician married basic.9y no no no
## 38657 71 retired married professional.course no yes yes
## 38667 26 technician single professional.course no no yes
## 38677 73 retired married university.degree no no yes
## 38680 69 retired married basic.6y no yes no
## 38681 34 unemployed single university.degree no no no
## 38683 54 admin. married high.school no yes no
## 38686 54 admin. married university.degree no yes no
## 38687 53 management divorced university.degree no no yes
## 38688 56 technician divorced university.degree no no no
## 38689 69 retired married high.school no no no
## 38690 26 admin. single high.school no yes no
## 38691 26 admin. single high.school no unknown unknown
## 38692 27 student single university.degree no no yes
## 38693 57 admin. married high.school no yes no
## 38694 25 admin. single university.degree no no yes
## 38695 24 unemployed married high.school no yes no
## 38696 29 housemaid single university.degree no no yes
## 38697 22 student single professional.course no no no
## 38698 81 unknown divorced unknown unknown yes no
## 38699 41 management married university.degree no no no
## 38701 81 unknown divorced unknown unknown yes no
## 38704 76 retired single basic.4y no no no
## 38706 38 admin. married university.degree no no no
## 38707 27 blue-collar single high.school no no no
## 38708 71 housemaid married basic.4y no yes no
## 38709 28 admin. married high.school no no no
## 38710 34 technician married professional.course no yes no
## 38711 61 management married university.degree no yes no
## 38712 61 management married university.degree no yes no
## 38713 41 admin. married university.degree no no no
## 38716 33 admin. married university.degree no yes no
## 38717 38 admin. married university.degree no yes no
## 38718 41 admin. married university.degree no yes no
## 38719 52 admin. divorced university.degree no yes no
## 38721 33 admin. married university.degree no yes no
## 38722 30 admin. single university.degree no no no
## 38723 79 retired married basic.4y no no yes
## 38724 28 admin. married high.school no yes no
## 38725 54 technician married basic.9y no no no
## 38727 79 retired married basic.4y no yes no
## 38729 52 admin. divorced university.degree no no no
## 38730 63 management married basic.4y unknown yes no
## 38737 37 services married high.school no no no
## 38741 72 retired married basic.4y no yes no
## 38742 20 student single high.school no yes no
## 38744 28 management married university.degree no no no
## 38745 72 retired divorced basic.6y no yes no
## 38748 20 student single high.school no no no
## 38749 20 student single high.school no no no
## 38751 36 management married university.degree no no yes
## 38752 72 retired divorced basic.6y no yes no
## 38755 29 admin. single university.degree no no yes
## 38756 23 student single university.degree no yes no
## 38757 33 admin. married university.degree no yes no
## 38759 53 housemaid married basic.4y no no yes
## 38760 38 admin. married university.degree no no no
## 38761 40 services married high.school no yes no
## 38762 29 student single professional.course no no no
## 38765 29 student single professional.course no yes yes
## 38768 65 retired single university.degree no no no
## 38769 43 management married high.school no no no
## 38771 25 admin. married unknown no no no
## 38774 25 admin. married unknown no no no
## 38775 65 retired single university.degree no no no
## 38776 29 admin. single university.degree no no no
## 38777 38 admin. married university.degree no no no
## 38778 67 retired married basic.4y no yes no
## 38779 51 self-employed single basic.9y no yes no
## 38780 49 unemployed married professional.course no yes no
## 38781 34 admin. single university.degree no yes no
## 38782 34 admin. single university.degree no no no
## 38783 34 admin. single university.degree no no no
## 38786 56 blue-collar divorced basic.4y no no no
## 38787 32 self-employed married university.degree no yes no
## 38792 66 retired married basic.4y no yes yes
## 38794 56 management divorced unknown no yes no
## 38795 35 technician single professional.course no yes no
## 38797 32 self-employed married university.degree no no no
## 38798 60 unemployed married basic.4y no no no
## 38800 38 admin. married university.degree no no no
## 38801 29 admin. single high.school no yes no
## 38803 26 admin. married high.school no yes no
## 38805 26 student single university.degree no no no
## 38806 26 blue-collar single high.school no yes no
## 38807 29 admin. single university.degree no no no
## 38808 32 admin. single university.degree no yes no
## 38809 32 admin. single university.degree no yes no
## 38810 53 admin. single university.degree no yes yes
## 38811 80 retired divorced unknown no yes yes
## 38812 31 technician married unknown no no no
## 38814 65 retired married university.degree no no no
## 38818 29 technician married university.degree no yes no
## 38820 52 technician married professional.course no yes no
## 38822 52 technician married professional.course no yes no
## 38824 39 management single university.degree no yes no
## 38825 77 retired married unknown no yes no
## 38826 77 retired married unknown no yes no
## 38828 31 services married high.school no no no
## 38829 41 management married unknown no no yes
## 38831 55 blue-collar married basic.4y no no no
## 38832 78 retired divorced basic.4y no yes no
## 38833 18 student single high.school no no no
## 38839 40 technician single university.degree no no no
## 38840 25 admin. single university.degree no no yes
## 38841 61 retired married basic.4y no yes no
## 38844 64 retired married high.school no no no
## 38845 67 retired married basic.4y no no no
## 38846 50 admin. married university.degree no yes no
## 38856 30 blue-collar single high.school no unknown unknown
## 38857 26 admin. married high.school no yes no
## 38863 30 blue-collar single high.school no no no
## 38867 66 retired married basic.4y no yes no
## 38871 19 student single unknown no yes no
## 38872 25 admin. single unknown no yes no
## 38877 72 retired married high.school no no no
## 38879 77 retired divorced basic.4y no yes no
## 38882 40 technician single university.degree no no no
## 38883 40 technician single university.degree no no no
## 38885 68 retired married high.school no no no
## 38886 34 self-employed single university.degree no no yes
## 38887 47 management married basic.9y no yes no
## 38890 35 management married university.degree no yes no
## 38893 82 retired divorced basic.4y no yes no
## 38894 48 management married university.degree no yes yes
## 38895 53 admin. married university.degree no yes no
## 38896 43 admin. married university.degree no yes no
## 38897 34 housemaid single basic.4y no yes no
## 38898 43 admin. married university.degree no yes no
## 38899 26 admin. single university.degree no yes no
## 38900 66 retired single basic.4y no yes no
## 38902 83 retired divorced basic.4y no no no
## 38912 27 management single professional.course no yes no
## 38913 56 retired married university.degree no yes no
## 38915 24 student single unknown no yes no
## 38924 31 technician single university.degree no no no
## 38928 57 admin. married university.degree no no no
## 38929 61 retired married basic.4y no yes no
## 38930 58 retired married basic.4y no yes no
## 38931 56 retired married university.degree no no no
## 38932 48 management divorced university.degree no yes no
## 38935 56 housemaid divorced basic.4y no yes no
## 38936 28 technician single professional.course no yes no
## 38938 27 technician single university.degree no no yes
## 38939 28 technician single professional.course no yes no
## 38940 25 technician single professional.course no yes no
## 38943 78 retired married professional.course no no no
## 38947 73 retired married university.degree no no no
## 38950 44 admin. divorced high.school no yes no
## 38959 60 admin. married unknown unknown yes no
## 38960 38 technician married university.degree no yes yes
## 38962 54 unemployed married high.school no yes no
## 38963 38 technician married university.degree no no no
## 38965 30 technician married university.degree no yes no
## 38966 55 technician married high.school no yes no
## 38967 58 unknown married basic.9y no yes no
## 38968 83 retired married high.school no no no
## 38971 60 retired married high.school no no no
## 38975 48 admin. married high.school unknown no yes
## 38976 50 admin. single high.school no yes no
## 38977 60 retired married university.degree no no no
## 38982 46 admin. married university.degree no unknown unknown
## 38988 50 technician married high.school no yes no
## 38990 36 admin. single high.school no unknown unknown
## 38991 54 blue-collar married high.school no no no
## 38994 43 admin. married high.school no no yes
## 38997 49 housemaid single university.degree no yes no
## 39000 50 technician married high.school no no no
## 39001 38 technician single university.degree no yes no
## 39004 54 admin. divorced university.degree no no no
## 39005 42 services married university.degree no no no
## 39009 30 student single unknown no no no
## 39010 31 self-employed single university.degree no no no
## 39011 32 admin. married high.school no yes yes
## 39012 86 retired married professional.course no no no
## 39013 41 self-employed married university.degree no unknown unknown
## 39014 26 admin. single university.degree no yes no
## 39015 65 management married unknown no no no
## 39019 65 management married unknown no yes no
## 39020 37 management married unknown no no no
## 39021 64 housemaid married basic.4y no yes yes
## 39022 56 retired married basic.4y no no no
## 39024 55 admin. married professional.course no yes no
## 39025 29 unemployed married basic.4y no no no
## 39027 64 housemaid married basic.4y no no no
## 39029 64 housemaid married basic.4y no no no
## 39031 56 retired married basic.4y no no no
## 39032 62 housemaid married professional.course no yes no
## 39033 81 retired divorced basic.4y no yes no
## 39041 63 technician married unknown no yes no
## 39042 85 retired divorced basic.4y unknown yes no
## 39043 84 retired married high.school no no no
## 39045 59 retired married professional.course no no no
## 39046 46 admin. single university.degree no yes yes
## 39047 56 blue-collar married basic.4y unknown yes no
## 39049 55 services married basic.9y no yes no
## 39052 64 retired married high.school no yes no
## 39053 70 retired married basic.4y no no no
## 39058 18 student single basic.9y no no no
## 39059 76 retired married university.degree no yes yes
## 39061 24 student single high.school no yes no
## 39062 76 retired married university.degree no no yes
## 39064 38 unemployed single high.school no yes no
## 39066 21 student single university.degree no yes no
## 39067 52 technician married high.school no no no
## 39070 55 entrepreneur divorced basic.9y no no no
## 39075 43 management married unknown no yes no
## 39077 29 technician single university.degree no yes no
## 39079 31 admin. married professional.course no no yes
## 39080 51 technician married professional.course no no yes
## 39081 23 student single basic.9y no yes no
## 39083 23 student single basic.9y no yes no
## 39084 50 admin. married university.degree no yes no
## 39085 27 technician single university.degree no yes no
## 39087 62 retired married university.degree no yes no
## 39089 57 admin. married unknown no yes no
## 39090 41 admin. married university.degree no yes no
## 39092 41 admin. married university.degree no no no
## 39093 41 admin. married university.degree no yes no
## 39096 45 admin. married university.degree no no no
## 39099 46 technician married professional.course no yes no
## 39100 22 technician single professional.course no yes no
## 39104 37 admin. married university.degree no no yes
## 39105 35 unemployed married professional.course no yes no
## 39106 39 unemployed single university.degree no yes no
## 39107 53 admin. married university.degree no yes yes
## 39111 32 self-employed single university.degree no yes no
## 39112 35 management divorced university.degree no no no
## 39113 40 self-employed married university.degree no no yes
## 39116 73 retired divorced high.school no yes no
## 39117 43 blue-collar married basic.9y no yes no
## 39118 26 technician single university.degree no yes no
## 39119 27 technician single university.degree no yes no
## 39120 32 admin. single university.degree no yes no
## 39121 34 admin. married university.degree no no yes
## 39125 73 retired divorced high.school no no yes
## 39126 51 blue-collar married professional.course no yes no
## 39131 39 admin. single university.degree no yes no
## 39133 30 blue-collar married high.school no yes no
## 39134 78 retired divorced professional.course no yes no
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## 39136 66 retired married professional.course no no yes
## 39138 30 blue-collar married high.school no no no
## 39139 30 technician married professional.course no yes no
## 39143 31 admin. married university.degree no unknown unknown
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## 39146 53 technician married high.school no yes no
## 39148 19 student single basic.6y no yes no
## 39149 31 admin. divorced professional.course no yes no
## 39150 25 blue-collar single basic.6y no no no
## 39151 35 services single high.school no yes no
## 39152 30 technician married professional.course no yes no
## 39153 33 admin. married university.degree no yes no
## 39154 21 student single basic.9y no no no
## 39155 38 blue-collar single high.school no no no
## 39156 38 blue-collar single high.school no yes no
## 39157 24 admin. single university.degree no yes no
## 39158 38 blue-collar single high.school no yes no
## 39160 37 admin. single high.school no no no
## 39161 21 student single basic.9y no yes no
## 39164 36 management single university.degree no no no
## 39165 34 technician single university.degree no yes yes
## 39167 34 technician single university.degree no yes no
## 39168 52 services married high.school unknown yes no
## 39170 34 technician single university.degree no no no
## 39171 36 management married university.degree no no no
## 39172 53 admin. divorced university.degree no no no
## 39176 25 blue-collar single basic.9y no no no
## 39179 34 admin. married professional.course no yes no
## 39182 34 blue-collar married high.school no yes no
## 39183 41 admin. divorced university.degree no yes yes
## 39184 28 unemployed married high.school no no no
## 39185 72 retired married professional.course no no no
## 39186 33 entrepreneur single professional.course no yes no
## 39190 34 technician divorced professional.course no no no
## 39191 74 retired married unknown no no yes
## 39192 27 student single high.school no no no
## 39194 50 technician married university.degree no yes no
## 39195 41 admin. divorced university.degree no no no
## 39196 38 technician single high.school no yes no
## 39197 41 admin. divorced university.degree no yes no
## 39198 41 admin. divorced university.degree no yes no
## 39199 43 self-employed married university.degree no yes no
## 39205 73 retired married unknown no yes no
## 39206 29 admin. single unknown no yes no
## 39207 49 blue-collar married basic.9y unknown yes no
## 39209 27 services single university.degree no yes no
## 39210 49 blue-collar married basic.9y unknown no no
## 39211 59 blue-collar married basic.4y no yes no
## 39212 33 self-employed single university.degree no yes no
## 39213 36 admin. single university.degree no no no
## 39214 49 blue-collar married basic.9y unknown no no
## 39216 64 retired married university.degree no no no
## 39217 34 admin. single university.degree no no no
## 39218 42 blue-collar married basic.6y no yes yes
## 39219 34 admin. single high.school no no no
## 39220 29 blue-collar single professional.course no yes yes
## 39221 34 admin. single university.degree no yes no
## 39222 34 admin. single university.degree no no no
## 39223 34 admin. single university.degree no yes yes
## 39224 34 admin. single university.degree no no yes
## 39225 55 unemployed divorced university.degree no no no
## 39226 34 admin. single university.degree no no yes
## 39227 34 admin. single university.degree no no yes
## 39228 64 retired married university.degree no no no
## 39229 26 admin. single high.school no no no
## 39231 34 admin. single university.degree no yes yes
## 39232 38 blue-collar single high.school no no no
## 39233 29 blue-collar single professional.course no no yes
## 39234 25 unemployed married high.school no yes no
## 39235 43 self-employed married university.degree no yes no
## 39240 55 admin. married high.school no yes no
## 39241 28 admin. single university.degree no yes no
## 39246 46 admin. married university.degree no yes no
## 39247 38 services married high.school no yes no
## 39252 31 self-employed married professional.course no yes no
## 39256 23 student single high.school no no no
## 39257 38 housemaid single high.school no yes no
## 39259 26 student single high.school no no no
## 39260 27 services single university.degree no no no
## 39261 27 services single university.degree no yes no
## 39262 80 retired married basic.4y no no no
## 39263 62 technician married unknown no no no
## 39268 29 admin. single high.school no yes yes
## 39269 62 technician married unknown no yes no
## 39273 33 admin. single university.degree no no no
## 39276 82 retired married professional.course no yes no
## 39278 31 admin. married professional.course no no no
## 39280 30 self-employed married university.degree no yes no
## 39282 34 technician married professional.course no no no
## 39284 29 admin. single university.degree no yes no
## 39287 31 unemployed single university.degree no yes no
## 39288 47 self-employed divorced university.degree no no no
## 39289 48 unemployed married university.degree no yes no
## 39290 33 technician single professional.course no yes no
## 39292 46 unemployed single university.degree no no no
## 39293 31 admin. single university.degree no yes no
## 39296 52 admin. married university.degree no no no
## 39299 66 retired married high.school no unknown unknown
## 39300 23 student single high.school no no no
## 39305 52 technician married basic.9y no no no
## 39306 53 blue-collar single basic.9y no unknown unknown
## 39310 28 admin. single university.degree no no no
## 39313 38 admin. single university.degree no yes no
## 39314 43 admin. married high.school no yes no
## 39315 34 admin. single university.degree no yes no
## 39316 29 technician single professional.course no yes yes
## 39319 39 admin. divorced professional.course no no no
## 39320 75 retired married basic.9y no no no
## 39321 59 unemployed married basic.9y no yes no
## 39322 27 admin. single unknown no yes no
## 39323 30 technician unknown university.degree no no no
## 39324 30 technician unknown university.degree no no no
## 39325 29 admin. single university.degree no yes no
## 39326 38 student single unknown no no yes
## 39329 39 technician divorced high.school no no no
## 39330 39 technician divorced high.school no no no
## 39334 27 admin. single unknown no no no
## 39335 30 student single unknown no no yes
## 39337 30 student single unknown no yes no
## 39338 27 admin. single university.degree no no no
## 39339 27 admin. single unknown no no no
## 39340 27 admin. single university.degree no no no
## 39341 30 student single unknown no no no
## 39342 30 student single unknown no yes no
## 39343 80 retired married basic.4y no yes no
## 39345 41 technician divorced university.degree no no no
## 39349 78 retired married unknown no no no
## 39350 66 housemaid divorced basic.4y no yes no
## 39353 65 housemaid divorced basic.4y unknown no no
## 39356 34 blue-collar single unknown no yes no
## 39358 27 self-employed single university.degree no no no
## 39365 58 services married high.school no no no
## 39371 57 management married university.degree no no no
## 39376 35 blue-collar married basic.4y no no no
## 39379 68 retired divorced basic.4y no yes no
## 39380 59 admin. divorced university.degree no yes no
## 39381 27 admin. single university.degree no yes no
## 39382 47 self-employed married professional.course no yes no
## 39385 27 admin. single university.degree no no no
## 39386 49 technician divorced professional.course no yes no
## 39387 64 retired married basic.4y no yes no
## 39388 56 unemployed divorced basic.4y no no no
## 39389 56 unemployed divorced basic.4y no yes no
## 39390 56 admin. single university.degree no no no
## 39391 56 admin. single university.degree no yes no
## 39393 27 admin. single university.degree no yes no
## 39395 60 housemaid married basic.4y no yes yes
## 39397 33 admin. single university.degree no yes no
## 39398 27 student single unknown no yes no
## 39399 41 admin. divorced high.school no no no
## 39401 35 admin. divorced high.school no yes no
## 39404 32 admin. single university.degree no yes no
## 39405 35 admin. divorced high.school no yes yes
## 39406 33 admin. single university.degree no yes no
## 39408 46 technician married professional.course no no yes
## 39409 27 admin. single university.degree no no no
## 39410 61 admin. married high.school no yes no
## 39412 82 housemaid divorced basic.4y no unknown unknown
## 39413 58 retired married basic.4y no no no
## 39415 53 management divorced university.degree no yes no
## 39419 58 housemaid single professional.course no no yes
## 39420 26 unemployed single university.degree no yes no
## 39421 71 retired married professional.course no no no
## 39422 53 technician married university.degree no unknown unknown
## 39424 37 technician married professional.course no yes no
## 39425 54 admin. married high.school no yes no
## 39433 48 admin. married professional.course no yes no
## 39439 59 blue-collar married basic.4y no no no
## 39441 35 admin. married university.degree no yes no
## 39442 63 technician married high.school no no no
## 39444 26 admin. single university.degree no yes yes
## 39445 80 housemaid married basic.4y no yes yes
## 39446 49 admin. married university.degree no yes yes
## 39447 20 student single basic.4y no yes yes
## 39448 20 student single basic.4y no yes yes
## 39449 53 entrepreneur married basic.4y no yes yes
## 39450 36 admin. single basic.9y no yes yes
## 39452 48 admin. married university.degree no no no
## 39453 74 retired married university.degree no no no
## 39454 48 admin. married university.degree no yes yes
## 39455 48 admin. married university.degree no yes no
## 39456 35 admin. married university.degree no yes no
## 39457 37 admin. married university.degree no yes yes
## 39461 35 services married professional.course no yes no
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## 39472 82 retired divorced basic.4y no no no
## 39473 74 retired divorced basic.4y no yes no
## 39475 74 retired married basic.4y no no no
## 39476 85 housemaid married basic.4y unknown no no
## 39477 85 housemaid married basic.4y unknown yes no
## 39479 75 retired divorced high.school no no no
## 39480 85 housemaid married basic.4y unknown yes no
## 39482 45 management married unknown no yes no
## 39485 66 retired divorced basic.4y no yes no
## 39486 57 housemaid married basic.4y no yes no
## 39488 80 retired divorced basic.4y no yes no
## 39489 80 retired divorced basic.4y no yes no
## 39490 80 retired divorced basic.4y no yes yes
## 39491 57 housemaid married basic.4y no no no
## 39492 58 unemployed married basic.9y no yes no
## 39493 53 housemaid married university.degree no yes no
## 39495 57 retired married high.school no yes no
## 39496 77 retired married high.school no yes no
## 39499 80 retired divorced basic.4y no yes yes
## 39501 43 admin. divorced university.degree no no no
## 39502 41 admin. married university.degree no yes no
## 39504 47 admin. married high.school no yes no
## 39505 73 retired single professional.course no no no
## 39506 26 student single high.school no yes yes
## 39511 46 admin. married high.school no no no
## 39512 38 management divorced university.degree no yes no
## 39514 32 technician married professional.course no no no
## 39516 29 technician married university.degree no yes no
## 39518 20 student single high.school no no no
## 39521 71 retired married basic.4y no no no
## 39527 39 management married university.degree no no no
## 39531 37 admin. married high.school no no no
## 39532 30 admin. single university.degree no yes no
## 39534 44 management married unknown no no no
## 39535 29 services single high.school no no no
## 39536 48 technician single professional.course no yes no
## 39538 52 admin. married unknown no yes no
## 39539 52 admin. married unknown no yes no
## 39540 28 admin. single unknown no yes no
## 39541 33 admin. married university.degree no yes no
## 39542 52 admin. married unknown no no no
## 39543 50 admin. married basic.9y no yes no
## 39545 29 services single unknown no yes no
## 39546 38 admin. single high.school no yes no
## 39548 31 self-employed single university.degree no no no
## 39550 37 technician married professional.course no no no
## 39552 35 admin. single university.degree no yes no
## 39553 29 services single unknown no yes no
## 39555 52 admin. married university.degree no no yes
## 39556 33 admin. single university.degree no yes no
## 39557 38 admin. single high.school no yes yes
## 39559 36 blue-collar married unknown no no no
## 39562 35 admin. married university.degree no no yes
## 39566 31 student single university.degree no yes yes
## 39567 21 student single high.school no yes no
## 39570 39 admin. married high.school no yes no
## 39575 48 blue-collar married basic.9y no yes no
## 39576 18 student single unknown no yes no
## 39577 18 student single unknown no yes no
## 39580 43 technician single professional.course no no no
## 39581 52 admin. married university.degree no yes no
## 39582 24 student single high.school no yes no
## 39583 52 technician married university.degree no no yes
## 39586 51 services married high.school no no no
## 39587 32 student single unknown no yes no
## 39589 24 student single high.school no no no
## 39592 24 student single high.school no yes no
## 39593 52 admin. married university.degree no yes no
## 39596 29 admin. single university.degree no yes no
## 39599 20 student single unknown no yes no
## 39602 72 retired married basic.4y no yes no
## 39604 37 technician married university.degree no yes no
## 39605 33 services married high.school no no no
## 39606 52 admin. married university.degree no yes yes
## 39607 52 admin. married university.degree no no no
## 39608 52 admin. married university.degree no no no
## 39612 52 technician married university.degree no no no
## 39614 31 student single unknown no no no
## 39616 37 management married high.school no no no
## 39617 44 technician married university.degree no yes no
## 39618 30 student single high.school no no no
## 39620 30 student single high.school no no no
## 39624 44 admin. single university.degree no yes no
## 39627 22 student single unknown no yes no
## 39630 38 entrepreneur married professional.course no yes no
## 39632 56 technician married professional.course no yes no
## 39637 59 admin. divorced basic.4y no yes no
## 39638 58 admin. married high.school no yes no
## 39639 50 admin. married university.degree no yes no
## 39640 77 retired married university.degree no yes no
## 39641 66 blue-collar married unknown no yes no
## 39643 61 management married university.degree no no no
## 39644 48 unemployed married professional.course no no no
## 39645 48 unemployed married professional.course no yes no
## 39647 40 technician married professional.course no yes no
## 39649 60 admin. married unknown no yes no
## 39650 48 unemployed married professional.course no no no
## 39651 77 retired married university.degree no yes no
## 39655 45 blue-collar married professional.course no yes no
## 39657 58 management married university.degree no no no
## 39658 31 admin. married university.degree no yes no
## 39659 41 unemployed married basic.9y no yes no
## 39660 28 admin. single high.school no yes no
## 39661 29 admin. single university.degree no no no
## 39662 39 services married high.school no yes no
## 39663 70 retired married basic.4y no yes no
## 39664 40 admin. single basic.9y no yes no
## 39665 40 admin. single basic.9y no yes no
## 39667 60 management married unknown no yes no
## 39668 29 admin. married university.degree no yes yes
## 39669 52 management married university.degree no no no
## 39671 30 admin. single high.school no yes no
## 39675 68 retired married basic.4y no yes yes
## 39676 33 technician married professional.course no yes no
## 39677 76 retired married basic.4y no yes no
## 39678 65 admin. married university.degree no yes no
## 39681 52 management married university.degree no yes no
## 39682 33 admin. single university.degree no yes no
## 39683 71 admin. married basic.4y no yes yes
## 39684 29 student single university.degree no yes no
## 39686 33 admin. married university.degree no yes no
## 39689 60 blue-collar married basic.4y no yes no
## 39691 63 retired married professional.course no yes yes
## 39692 33 technician married university.degree no yes no
## 39693 74 retired divorced university.degree no yes no
## 39694 47 services divorced university.degree no yes yes
## 39695 50 unemployed married high.school no no no
## 39697 48 self-employed divorced university.degree no no no
## 39698 28 student single high.school no no yes
## 39700 68 retired married professional.course no no yes
## 39703 46 admin. married university.degree no no no
## 39704 31 admin. married professional.course no yes yes
## 39705 58 management married university.degree no yes no
## 39708 46 admin. married university.degree no no no
## 39709 28 student single university.degree no unknown unknown
## 39710 31 services single basic.9y no yes no
## 39712 61 blue-collar married basic.6y no yes yes
## 39713 41 management married unknown no yes no
## 39715 34 admin. married university.degree no yes no
## 39717 45 self-employed married high.school no no no
## 39718 28 student single university.degree no unknown unknown
## 39719 24 unemployed single high.school no no yes
## 39720 80 retired married basic.4y no no no
## 39724 24 unemployed single high.school no yes no
## 39725 76 retired divorced basic.4y no yes no
## 39726 45 technician single university.degree no no no
## 39727 20 student single unknown no no no
## 39728 20 student single unknown no no no
## 39729 36 admin. married university.degree no no no
## 39730 36 admin. married university.degree no yes no
## 39731 77 retired divorced basic.4y no no no
## 39732 22 student single high.school no yes no
## 39733 46 blue-collar married professional.course no yes no
## 39734 69 retired married high.school no no no
## 39735 92 retired divorced unknown unknown no no
## 39736 64 housemaid married unknown no yes no
## 39737 31 technician divorced university.degree no no no
## 39739 28 admin. single university.degree no no no
## 39740 28 admin. married high.school no no yes
## 39741 70 retired divorced high.school no yes no
## 39742 29 services single high.school no yes no
## 39743 60 retired married high.school no no no
## 39745 49 technician married university.degree no yes no
## 39746 36 admin. married university.degree no yes yes
## 39747 37 student divorced university.degree no yes no
## 39750 43 technician married professional.course no no no
## 39754 38 admin. single basic.9y no no no
## 39755 37 student divorced university.degree no yes yes
## 39756 61 admin. married unknown no no no
## 39757 22 student single high.school unknown yes yes
## 39761 32 services single university.degree no no yes
## 39764 29 technician married professional.course no no no
## 39765 30 admin. single university.degree no unknown unknown
## 39768 33 admin. married university.degree no yes no
## 39773 56 unemployed married basic.9y no no no
## 39775 27 student single basic.9y no yes yes
## 39777 31 unknown single high.school no no no
## 39783 29 admin. married university.degree no yes no
## 39785 25 services single unknown no yes no
## 39786 25 services single unknown no yes no
## 39787 76 housemaid married basic.4y no yes no
## 39788 25 services single unknown no yes no
## 39792 29 admin. married university.degree no no yes
## 39796 76 housemaid married basic.4y no no no
## 39797 51 technician married university.degree no yes no
## 39798 39 technician married university.degree no no yes
## 39803 22 admin. single university.degree no no no
## 39804 48 admin. divorced high.school no no no
## 39805 29 technician single professional.course no yes no
## 39807 34 admin. married high.school no yes no
## 39809 32 unemployed single professional.course no yes yes
## 39817 47 admin. divorced high.school no yes no
## 39821 35 technician single professional.course no yes no
## 39822 47 blue-collar married basic.9y no unknown unknown
## 39828 34 technician married high.school no yes no
## 39829 29 admin. single university.degree no yes no
## 39830 34 admin. married university.degree no no no
## 39831 33 admin. single university.degree no no no
## 39832 44 technician married university.degree no yes no
## 39835 44 technician married university.degree no no no
## 39836 28 services married high.school no no yes
## 39838 29 admin. single university.degree no no no
## 39842 37 admin. married university.degree no unknown unknown
## 39844 50 management married university.degree no no no
## 39845 36 management divorced university.degree no yes no
## 39846 23 student single high.school no yes no
## 39847 39 technician married university.degree no yes no
## 39848 89 retired divorced basic.4y no no no
## 39849 30 self-employed married university.degree no yes no
## 39850 21 student single high.school no yes no
## 39852 30 self-employed married university.degree no no no
## 39853 36 self-employed single university.degree no no yes
## 39854 39 technician married university.degree no yes no
## 39855 59 unemployed married basic.4y no yes no
## 39857 35 admin. single university.degree no yes no
## 39858 22 student single high.school no no yes
## 39864 29 self-employed single university.degree no yes no
## 39865 25 student single high.school no no no
## 39867 31 technician married professional.course no yes no
## 39868 29 admin. married high.school no yes no
## 39869 56 management married basic.6y no yes no
## 39870 60 housemaid married basic.4y no yes no
## 39872 31 technician married professional.course no yes no
## 39876 31 technician married professional.course no yes no
## 39877 29 admin. married high.school no yes no
## 39880 29 admin. married high.school no yes no
## 39881 24 student single high.school no no no
## 39882 28 management single university.degree no yes no
## 39884 28 management single university.degree no yes no
## 39886 43 blue-collar married professional.course no yes yes
## 39890 28 management single university.degree no yes no
## 39891 78 retired divorced unknown no no no
## 39892 24 student single high.school no no yes
## 39893 78 retired divorced unknown no no no
## 39894 65 unknown married unknown no yes no
## 39897 70 blue-collar married basic.4y no no yes
## 39900 30 admin. married high.school no yes no
## 39906 36 management married university.degree no no no
## 39907 36 management married university.degree no no no
## 39908 32 admin. single university.degree no no no
## 39912 36 admin. single university.degree no no no
## 39913 36 blue-collar single high.school no yes yes
## 39915 36 admin. single university.degree no yes yes
## 39916 36 blue-collar single high.school no no no
## 39918 37 admin. married high.school no no no
## 39923 59 technician married professional.course no no no
## 39926 44 self-employed divorced professional.course no yes no
## 39940 69 retired divorced professional.course no no no
## 39941 37 technician single university.degree no yes no
## 39942 23 student single basic.6y no no no
## 39948 83 retired divorced basic.4y no no yes
## 39951 27 admin. single university.degree no yes no
## 39954 37 unemployed married university.degree unknown yes no
## 39955 51 admin. married university.degree no no no
## 39956 51 admin. married university.degree no yes no
## 39958 53 management divorced university.degree no no no
## 39959 51 blue-collar married basic.4y no no yes
## 39960 34 admin. single university.degree no yes no
## 39961 32 blue-collar single high.school no no no
## 39963 37 self-employed married university.degree no no no
## 39964 37 unemployed married university.degree unknown no no
## 39965 62 blue-collar married high.school no yes no
## 39970 38 technician single university.degree no yes no
## 39971 36 management married university.degree no no no
## 39973 34 unemployed single university.degree no no no
## 39975 76 retired married professional.course unknown yes no
## 39976 76 retired married professional.course unknown yes no
## 39977 56 retired married high.school no no no
## 39978 64 retired married professional.course no no no
## 39980 27 admin. single high.school no no no
## 39983 25 student single high.school no yes yes
## 39984 38 entrepreneur married basic.6y no no no
## 39986 27 admin. single high.school no no no
## 39990 34 unemployed single university.degree no yes no
## 39993 26 admin. married high.school no no no
## 39994 27 unknown single university.degree no yes no
## 39997 30 technician single university.degree no yes no
## 39999 33 services married high.school no yes no
## 40000 56 retired married basic.4y no yes no
## 40002 86 retired single basic.9y unknown no no
## 40003 21 student single high.school no yes yes
## 40005 26 admin. married high.school no yes yes
## 40006 66 retired married basic.4y no no yes
## 40009 26 admin. married high.school no no no
## 40015 60 management married university.degree no yes yes
## 40016 37 admin. single high.school no no no
## 40018 38 admin. married high.school no no no
## 40022 27 services single high.school no no no
## 40024 33 admin. married university.degree no yes yes
## 40026 55 admin. married university.degree no yes no
## 40027 35 admin. single university.degree no no no
## 40028 27 services single high.school no unknown unknown
## 40029 25 blue-collar single basic.9y no no yes
## 40031 48 admin. single university.degree no yes no
## 40034 34 technician single university.degree no yes no
## 40037 41 admin. divorced university.degree no no no
## 40039 41 admin. divorced university.degree no yes no
## 40042 21 student single basic.9y no yes no
## 40043 46 admin. married high.school no yes no
## 40044 46 admin. married high.school no yes no
## 40047 29 admin. single high.school no no no
## 40049 46 admin. married high.school no yes yes
## 40050 43 self-employed married university.degree no no no
## 40051 83 housemaid divorced basic.4y no yes no
## 40054 55 admin. married high.school no no no
## 40055 33 admin. married high.school no yes yes
## 40056 35 admin. married high.school no yes no
## 40057 36 services married high.school no no no
## 40058 34 admin. single high.school no no no
## 40061 75 retired married university.degree no yes no
## 40062 29 admin. single high.school no yes no
## 40063 37 admin. married high.school no unknown unknown
## 40065 25 services single high.school no no yes
## 40066 21 student single unknown no no no
## 40068 21 student single unknown no yes no
## 40071 58 admin. married high.school no yes yes
## 40072 25 admin. single high.school no no no
## 40074 34 self-employed single university.degree no no no
## 40078 34 admin. married university.degree no yes no
## 40079 72 retired married basic.4y no no yes
## 40080 26 unemployed married high.school no yes no
## 40084 46 admin. married university.degree no yes no
## 40086 79 retired married basic.4y no no yes
## 40092 39 admin. divorced university.degree no yes yes
## 40094 59 retired divorced basic.4y no no yes
## 40095 39 admin. divorced university.degree no no yes
## 40098 35 technician single professional.course no no no
## 40099 62 technician married unknown no unknown unknown
## 40102 27 admin. single university.degree unknown no yes
## 40104 24 admin. single high.school no no no
## 40105 19 student single basic.9y no no yes
## 40106 59 retired divorced basic.4y no yes yes
## 40109 62 technician married unknown no no no
## 40110 62 technician married unknown no yes no
## 40113 28 student single high.school no yes no
## 40115 73 retired married basic.4y no yes no
## 40116 29 admin. single high.school no no no
## 40117 22 services single professional.course no no no
## 40118 83 retired married university.degree no yes no
## 40120 83 retired married university.degree no no no
## 40121 66 retired married high.school no no no
## 40122 66 retired married high.school no yes no
## 40124 29 admin. married university.degree no unknown unknown
## 40126 31 unemployed single university.degree no yes no
## 40127 35 technician single professional.course no yes no
## 40128 35 technician single professional.course no yes no
## 40129 22 services single professional.course no no no
## 40132 35 technician single professional.course no yes no
## 40133 29 admin. single high.school no yes no
## 40135 53 blue-collar single basic.9y no no no
## 40136 30 student single professional.course no yes no
## 40138 29 technician single basic.9y no yes no
## 40139 53 blue-collar single basic.9y no yes no
## 40140 45 management married university.degree no yes no
## 40142 29 technician single basic.9y no yes no
## 40144 29 admin. single university.degree no yes no
## 40145 34 services married basic.9y no no no
## 40146 53 blue-collar single basic.9y no yes no
## 40147 35 admin. married university.degree no yes no
## 40150 78 retired married unknown no yes no
## 40152 23 blue-collar single basic.9y no yes no
## 40154 52 technician married basic.6y no yes no
## 40155 50 management married university.degree no yes no
## 40156 37 services married high.school no no no
## 40157 28 services single high.school no yes no
## 40158 32 services single unknown no no yes
## 40159 30 admin. single university.degree no no no
## 40162 20 student single basic.9y no yes no
## 40163 80 retired married basic.4y no no no
## 40164 70 retired divorced basic.4y no no no
## 40165 35 admin. married university.degree no no no
## 40166 23 blue-collar single basic.9y no no no
## 40168 28 self-employed single university.degree no yes no
## 40169 47 admin. single basic.9y no yes yes
## 40173 31 admin. single university.degree no yes no
## 40176 44 admin. married unknown no no no
## 40178 60 admin. married university.degree no no no
## 40179 51 admin. married university.degree no no yes
## 40184 29 admin. single high.school no yes no
## 40185 26 technician single university.degree no yes no
## 40189 59 technician married professional.course no yes no
## 40192 22 admin. single university.degree no yes no
## 40193 56 technician married professional.course no yes no
## 40194 49 technician divorced professional.course no yes no
## 40195 78 retired married basic.4y no no no
## 40197 72 retired married basic.4y no yes no
## 40198 78 retired married basic.4y no yes no
## 40199 56 technician married professional.course no no no
## 40200 56 unemployed divorced basic.4y no yes no
## 40201 66 retired married basic.4y no yes no
## 40202 78 retired married basic.4y no yes no
## 40203 29 admin. married university.degree no yes no
## 40204 30 technician married university.degree no yes yes
## 40208 29 technician single professional.course no no yes
## 40211 23 student single unknown no no no
## 40213 62 retired married high.school no no no
## 40217 66 housemaid married basic.4y no no no
## 40219 82 housemaid divorced basic.4y no no no
## 40221 72 retired married basic.6y no yes no
## 40222 37 unemployed single university.degree no yes yes
## 40224 24 technician single professional.course no yes no
## 40226 52 admin. married university.degree no yes yes
## 40227 24 services single high.school no yes no
## 40228 43 technician married professional.course no yes no
## 40229 64 admin. married high.school no no no
## 40230 45 management married university.degree no yes no
## 40231 40 management married university.degree no yes no
## 40232 30 admin. single university.degree no yes no
## 40235 60 admin. married basic.9y no no no
## 40236 24 services single high.school no yes no
## 40239 31 student single university.degree no no no
## 40240 59 management married basic.4y no yes no
## 40241 42 unknown single university.degree no no no
## 40242 31 student single university.degree no yes yes
## 40244 24 technician married professional.course no no no
## 40245 42 unknown single university.degree no yes no
## 40246 26 admin. single high.school no yes no
## 40247 26 admin. single university.degree no no no
## 40248 63 admin. married university.degree no yes no
## 40250 35 blue-collar married basic.9y no yes no
## 40251 51 technician married high.school no no no
## 40252 65 management married university.degree no yes no
## 40259 68 retired married university.degree no yes no
## 40260 68 retired married university.degree no no no
## 40262 24 technician single professional.course no yes no
## 40263 84 retired divorced basic.4y no yes yes
## 40264 32 admin. single university.degree no no no
## 40266 23 student single unknown no no no
## 40267 52 admin. married professional.course no no no
## 40273 52 admin. married professional.course no yes yes
## 40274 77 retired married basic.4y no unknown unknown
## 40276 48 housemaid married professional.course no yes no
## 40277 68 retired divorced high.school no yes yes
## 40279 24 student single professional.course no no no
## 40280 25 self-employed single unknown no unknown unknown
## 40281 57 blue-collar married basic.4y no no yes
## 40282 24 student single professional.course no yes no
## 40284 51 retired divorced high.school no no no
## 40285 50 housemaid married basic.4y no no yes
## 40287 48 housemaid married professional.course no no no
## 40288 26 technician single professional.course no no no
## 40290 76 unknown married unknown no no no
## 40292 80 retired divorced basic.4y no no yes
## 40293 34 admin. divorced university.degree no yes no
## 40294 50 housemaid married basic.6y no no no
## 40295 50 entrepreneur divorced university.degree no yes no
## 40296 31 technician single university.degree no no no
## 40297 51 admin. married university.degree no no no
## 40299 31 technician single university.degree no yes no
## 40300 48 blue-collar married professional.course no no no
## 40301 71 retired married basic.4y no yes no
## 40302 31 technician single university.degree no no no
## 40303 34 admin. married university.degree no yes no
## 40306 27 services single high.school no no no
## 40310 37 management married university.degree no yes no
## 40311 35 admin. married university.degree no yes no
## 40313 71 retired married basic.9y no yes yes
## 40314 40 management married university.degree no no no
## 40316 37 admin. married university.degree no yes no
## 40318 40 management married university.degree no yes no
## 40329 53 services married basic.9y no yes no
## 40330 31 student single unknown no yes no
## 40336 62 retired married basic.4y no no no
## 40337 67 retired married basic.4y no no no
## 40343 31 technician single unknown no yes no
## 40346 27 admin. single university.degree no no no
## 40348 64 retired married professional.course no no no
## 40349 37 technician single university.degree no yes no
## 40350 28 admin. single university.degree no yes yes
## 40351 28 unemployed single basic.9y no no yes
## 40352 31 student single university.degree no no no
## 40353 47 services divorced unknown no yes no
## 40356 40 admin. married high.school no no yes
## 40357 75 retired married unknown no no no
## 40358 30 student single high.school no no no
## 40359 21 student single high.school no yes no
## 40360 58 blue-collar married basic.4y no yes no
## 40361 48 admin. married university.degree no yes yes
## 40363 35 technician married university.degree no yes no
## 40364 35 technician married university.degree no yes no
## 40365 27 student single university.degree no yes no
## 40366 28 student single basic.9y no yes no
## 40367 61 retired married university.degree no no no
## 40368 47 admin. married university.degree no unknown unknown
## 40369 27 student single university.degree no no no
## 40371 59 unknown married unknown no no no
## 40372 28 student single basic.9y no no yes
## 40374 18 student single unknown no yes no
## 40376 48 blue-collar married basic.9y no no no
## 40378 34 admin. married university.degree no yes no
## 40380 18 student single unknown no yes no
## 40381 48 admin. single university.degree no yes no
## 40382 47 admin. married university.degree no no no
## 40383 30 admin. single university.degree no yes no
## 40385 44 services divorced basic.6y no yes no
## 40386 30 blue-collar single professional.course no no no
## 40388 41 admin. divorced high.school no yes yes
## 40390 26 unemployed single university.degree no yes no
## 40392 26 unemployed single university.degree no yes no
## 40393 48 admin. divorced university.degree no no no
## 40395 41 admin. divorced high.school no unknown unknown
## 40396 48 admin. divorced university.degree no no no
## 40399 47 admin. married high.school no no no
## 40400 31 student single unknown no yes no
## 40401 77 retired married basic.4y no no no
## 40402 31 student single unknown no yes no
## 40403 41 entrepreneur married university.degree no yes no
## 40405 41 entrepreneur married university.degree no yes no
## 40407 37 management married high.school no yes no
## 40408 46 technician married professional.course no yes no
## 40411 25 admin. single university.degree no no no
## 40412 45 admin. married university.degree no no no
## 40414 59 retired married professional.course no yes no
## 40417 41 admin. divorced high.school no yes no
## 40418 27 admin. single university.degree no no no
## 40419 59 retired married professional.course no no no
## 40420 41 admin. divorced high.school no yes no
## 40421 41 admin. divorced high.school no yes no
## 40422 77 management married unknown no yes no
## 40424 41 technician divorced university.degree no yes no
## 40425 27 admin. single university.degree no yes no
## 40427 24 admin. single university.degree no no no
## 40428 64 retired married basic.4y no unknown unknown
## 40429 64 unknown married unknown no yes no
## 40436 35 unemployed married high.school no yes no
## 40440 29 services single university.degree no no no
## 40441 58 technician married basic.9y no yes no
## 40442 26 admin. single university.degree no no no
## 40443 26 admin. single university.degree no no no
## 40444 53 management married university.degree no yes no
## 40447 55 admin. divorced high.school no no no
## 40449 58 management married university.degree no no no
## 40450 34 blue-collar married basic.9y no no yes
## 40451 92 retired married unknown no no yes
## 40453 50 admin. single university.degree no no no
## 40455 65 retired married professional.course no yes no
## 40458 31 admin. married university.degree no no no
## 40459 70 retired married basic.4y no yes no
## 40461 31 admin. married university.degree no no no
## 40462 55 admin. divorced high.school no yes no
## 40464 43 technician married high.school no yes no
## 40466 61 admin. married university.degree no yes yes
## 40467 26 student single high.school no yes no
## 40468 51 blue-collar married basic.9y no yes no
## 40470 92 retired married unknown no no yes
## 40471 75 retired married basic.4y no no no
## 40473 35 admin. married university.degree no yes no
## 40474 66 admin. divorced university.degree no yes no
## 40476 41 admin. married university.degree no yes no
## 40477 42 technician married professional.course no no no
## 40479 67 housemaid divorced professional.course no no no
## 40481 52 management married university.degree no yes no
## 40482 70 technician married unknown no no no
## 40483 33 admin. married university.degree no no no
## 40484 51 technician married professional.course no yes no
## 40485 76 retired married university.degree no yes no
## 40486 27 admin. married university.degree no no no
## 40488 33 admin. married university.degree no yes no
## 40491 33 management married university.degree no no no
## 40493 42 blue-collar married basic.9y no yes no
## 40494 25 student single high.school no yes yes
## 40495 48 self-employed divorced university.degree no no no
## 40496 38 entrepreneur married university.degree no yes no
## 40497 39 services single high.school no yes no
## 40499 36 services single university.degree no no no
## 40500 30 admin. single university.degree no no no
## 40505 42 technician married university.degree no no no
## 40507 31 admin. married professional.course no no no
## 40510 31 admin. single university.degree no yes no
## 40511 34 technician single basic.9y no no no
## 40514 44 retired single high.school no no no
## 40515 33 student married professional.course no yes no
## 40518 58 self-employed married university.degree no no no
## 40543 30 admin. single university.degree no no no
## 40544 19 student single high.school no unknown unknown
## 40545 33 blue-collar married professional.course no yes no
## 40547 76 retired divorced basic.4y no no no
## 40548 60 retired married high.school no yes no
## 40549 56 retired married university.degree no no no
## 40553 27 admin. married university.degree no yes no
## 40554 64 retired married professional.course no yes no
## 40557 69 retired married high.school no yes yes
## 40558 33 technician married professional.course no yes no
## 40559 37 admin. married university.degree no yes no
## 40560 24 student single unknown no yes no
## 40562 60 admin. divorced professional.course no yes no
## 40564 59 admin. married university.degree no no yes
## 40565 45 blue-collar single high.school no yes yes
## 40568 37 admin. married university.degree no no no
## 40574 22 student single high.school no no no
## 40575 45 management married university.degree no no no
## 40576 81 retired divorced basic.4y no no no
## 40585 55 management divorced university.degree no yes no
## 40586 39 management married university.degree no yes no
## 40587 60 retired married university.degree no no no
## 40590 47 management married university.degree no no no
## 40595 60 retired married university.degree no no no
## 40596 32 services single university.degree no yes no
## 40597 32 admin. single university.degree no yes no
## 40599 43 unemployed married basic.9y no no no
## 40602 57 management married university.degree no no no
## 40605 31 admin. single high.school no no no
## 40611 30 admin. single high.school no no no
## 40613 51 technician married professional.course no yes no
## 40617 22 admin. single university.degree no yes no
## 40618 33 admin. married university.degree no no no
## 40620 43 entrepreneur married university.degree no no no
## 40627 35 admin. married high.school no no no
## 40628 32 admin. married high.school no unknown unknown
## 40629 34 admin. married university.degree no no yes
## 40639 85 retired married basic.4y no no no
## 40640 89 retired divorced basic.4y no yes no
## 40643 66 retired married unknown no yes no
## 40644 26 admin. single university.degree no yes no
## 40645 36 management divorced university.degree no no no
## 40646 36 management divorced university.degree no yes no
## 40649 26 admin. single university.degree no yes no
## 40652 86 retired married basic.4y no yes no
## 40653 42 admin. single high.school no no no
## 40654 44 management married university.degree no no no
## 40657 67 unknown divorced unknown unknown yes no
## 40660 46 services married university.degree no yes no
## 40661 32 blue-collar married basic.4y no no no
## 40662 31 student single unknown no unknown unknown
## 40664 28 management single university.degree no yes no
## 40665 32 blue-collar married basic.4y no no no
## 40666 45 unemployed married high.school no no no
## 40669 38 technician single professional.course no yes no
## 40671 29 admin. single high.school no yes no
## 40672 60 admin. married professional.course no yes yes
## 40673 45 unemployed married professional.course unknown no no
## 40674 45 unemployed married professional.course unknown no no
## 40675 27 technician single university.degree no yes no
## 40676 27 technician single university.degree no yes no
## 40677 38 technician single professional.course no no no
## 40678 33 admin. married high.school no yes no
## 40680 37 admin. single university.degree no no no
## 40683 26 technician single basic.9y no yes no
## 40684 34 admin. single high.school no no no
## 40685 27 admin. single university.degree no no no
## 40686 38 technician single professional.course no yes no
## 40687 83 retired divorced basic.4y no no no
## 40689 24 technician single professional.course no yes no
## 40691 64 retired divorced basic.4y no yes yes
## 40692 29 technician single professional.course no unknown unknown
## 40693 38 services single high.school no no no
## 40700 23 student single basic.9y no yes yes
## 40702 29 technician single professional.course no no no
## 40704 71 retired married high.school no no no
## 40710 57 admin. divorced high.school no no no
## 40715 84 retired divorced unknown unknown no no
## 40716 39 management married university.degree no yes yes
## 40717 82 housemaid married basic.4y no no no
## 40718 30 technician single professional.course no no no
## 40719 86 retired married unknown unknown yes yes
## 40721 34 admin. married professional.course no yes yes
## 40722 34 admin. married professional.course no no no
## 40723 31 admin. single university.degree no yes yes
## 40724 53 management divorced university.degree no no no
## 40726 30 technician single professional.course no unknown unknown
## 40728 86 retired married unknown unknown yes no
## 40729 24 student single high.school no yes yes
## 40730 52 admin. married professional.course no no yes
## 40731 60 retired married high.school no no no
## 40732 19 student single basic.4y no yes no
## 40733 36 management married university.degree no unknown unknown
## 40735 23 student single professional.course no yes no
## 40736 60 retired married high.school no no no
## 40737 52 admin. married professional.course no no no
## 40739 39 entrepreneur married professional.course no no no
## 40741 33 technician married university.degree no no no
## 40742 23 student single professional.course no no no
## 40745 19 student single basic.6y no yes no
## 40747 37 admin. married university.degree no no yes
## 40748 36 unemployed single high.school no yes no
## 40749 82 retired divorced basic.4y no yes no
## 40750 25 student single high.school no yes no
## 40752 31 admin. married university.degree no yes no
## 40753 33 technician single university.degree no yes no
## 40754 23 admin. single university.degree no no no
## 40755 24 admin. single university.degree no no no
## 40756 56 admin. married basic.9y no yes yes
## 40757 77 retired married basic.4y no yes no
## 40759 33 technician married unknown no yes yes
## 40760 19 student single basic.6y no yes yes
## 40763 23 student single basic.9y no yes no
## 40764 30 technician single university.degree no no no
## 40765 36 technician married university.degree no unknown unknown
## 40767 34 technician single university.degree no yes no
## 40768 34 technician single university.degree no no no
## 40769 26 technician single university.degree no no no
## 40770 41 management divorced university.degree no no no
## 40771 36 technician married university.degree no yes no
## 40772 26 technician single university.degree no yes no
## 40774 34 technician single university.degree no no yes
## 40775 31 services single high.school no yes no
## 40776 25 student single high.school no no no
## 40780 38 blue-collar single high.school no yes no
## 40781 41 unemployed married high.school no yes yes
## 40782 33 admin. married university.degree no no no
## 40783 33 admin. married university.degree no no yes
## 40784 33 technician married professional.course no no no
## 40785 32 technician married basic.9y no yes no
## 40786 32 technician married basic.9y no no no
## 40787 41 unemployed married high.school no no no
## 40788 33 admin. married university.degree no yes yes
## 40793 28 blue-collar single university.degree no unknown unknown
## 40798 58 admin. married high.school no no no
## 40799 42 admin. single high.school no no no
## 40800 23 student single high.school no no yes
## 40802 53 technician married university.degree no no no
## 40804 31 technician married university.degree no no no
## 40806 33 admin. married university.degree no yes no
## 40814 58 admin. married university.degree no no no
## 40817 30 technician single university.degree no yes no
## 40820 31 admin. married university.degree no yes no
## 40821 33 unemployed single unknown no yes no
## 40823 26 technician single professional.course no yes no
## 40824 33 technician single professional.course no yes no
## 40825 25 student single unknown no no no
## 40829 31 admin. single high.school no no no
## 40831 48 services married basic.6y no no no
## 40839 32 admin. married high.school no yes no
## 40840 48 unemployed married professional.course no yes no
## 40845 30 student single professional.course no yes no
## 40846 29 admin. single university.degree no no no
## 40852 42 management married university.degree no yes no
## 40853 34 admin. married university.degree no no yes
## 40855 42 admin. divorced university.degree no no no
## 40856 41 admin. married unknown no no no
## 40867 32 technician married professional.course no no no
## 40868 32 technician married professional.course no no no
## 40869 26 technician single university.degree no no no
## 40870 26 blue-collar single basic.6y no no no
## 40871 35 technician married professional.course no yes yes
## 40873 32 technician married professional.course no yes no
## 40875 41 technician married professional.course no no no
## 40876 57 admin. married university.degree no unknown unknown
## 40878 22 self-employed single professional.course no yes no
## 40881 28 admin. single high.school no no no
## 40885 51 admin. married university.degree no yes yes
## 40890 61 retired married basic.4y no no no
## 40892 29 technician married professional.course no yes no
## 40893 47 admin. married high.school no yes no
## 40899 49 technician divorced professional.course no yes no
## 40901 66 retired married basic.4y no yes no
## 40902 56 unemployed divorced basic.4y no no yes
## 40904 31 technician single professional.course no yes no
## 40908 48 technician married professional.course no yes yes
## 40910 27 admin. single university.degree no no no
## 40913 33 services single university.degree no yes no
## 40914 65 retired married basic.4y no yes yes
## 40921 59 services married university.degree no yes no
## 40928 31 technician married university.degree no yes yes
## 40929 21 student single high.school no no no
## 40930 20 student single unknown no yes yes
## 40933 27 blue-collar single high.school no no no
## 40934 71 retired married professional.course no no no
## 40938 27 blue-collar single high.school no yes no
## 40941 49 admin. married high.school unknown no no
## 40942 66 retired married basic.4y unknown unknown unknown
## 40943 65 retired married basic.4y no yes yes
## 40944 35 admin. married university.degree no no no
## 40946 54 admin. married high.school no no no
## 40952 70 retired married professional.course no no no
## 40953 50 admin. married high.school no yes no
## 40955 48 technician married professional.course no no no
## 40956 61 blue-collar married professional.course no yes no
## 40958 37 admin. single high.school no no no
## 40961 37 admin. single high.school no no no
## 40969 65 retired married basic.4y no no no
## 40971 24 admin. single university.degree no yes no
## 40974 68 retired divorced high.school no yes yes
## 40976 44 technician married high.school no yes yes
## 40977 56 technician divorced professional.course no no no
## 40978 42 technician married professional.course no yes yes
## 40979 44 admin. married university.degree no yes no
## 40981 29 admin. single university.degree no yes no
## 40982 68 retired divorced high.school no yes no
## 40986 47 admin. single university.degree no no no
## 40991 31 admin. single university.degree no unknown unknown
## 40993 48 technician married university.degree no yes yes
## 40994 50 entrepreneur divorced university.degree no yes no
## 40995 54 services divorced high.school no yes yes
## 40997 81 retired married basic.4y no yes no
## 41001 54 services divorced high.school no yes no
## 41004 37 management married university.degree no yes no
## 41005 80 retired married professional.course no yes no
## 41007 37 housemaid married university.degree no no no
## 41008 37 housemaid married university.degree no no no
## 41010 24 blue-collar single high.school no no no
## 41011 33 admin. single university.degree no yes no
## 41012 37 housemaid married university.degree no no no
## 41014 29 admin. single high.school no no no
## 41015 31 technician single professional.course no unknown unknown
## 41017 37 management married university.degree no yes no
## 41018 45 admin. married high.school no yes no
## 41019 26 unemployed single high.school no yes no
## 41020 31 student single high.school no yes no
## 41021 25 student single high.school no yes no
## 41023 23 student single high.school no no yes
## 41026 25 student single high.school no no no
## 41027 65 retired married high.school no yes yes
## 41028 37 services married high.school no yes yes
## 41031 28 admin. single university.degree no no no
## 41033 36 unemployed married high.school no yes no
## 41034 33 admin. single university.degree no yes no
## 41035 33 services single high.school no yes no
## 41036 30 technician married professional.course no yes no
## 41039 23 student single high.school no yes no
## 41040 33 admin. single university.degree no yes no
## 41041 30 technician married professional.course no yes no
## 41043 25 student single high.school no yes no
## 41045 62 admin. married high.school no no no
## 41047 60 admin. married high.school no no no
## 41048 62 admin. married high.school no no no
## 41050 21 student single high.school no no no
## 41051 30 management married university.degree no no no
## 41053 65 retired married basic.4y no no no
## 41055 31 student single university.degree no no no
## 41056 27 technician single university.degree no yes no
## 41058 30 management married university.degree no no yes
## 41059 65 retired married basic.4y no yes no
## 41062 31 management married university.degree no yes no
## 41064 48 admin. married university.degree no yes no
## 41066 29 technician single university.degree no no no
## 41077 50 blue-collar divorced professional.course no yes no
## 41078 45 blue-collar married high.school no yes yes
## 41079 37 admin. married university.degree no no no
## 41084 24 technician single university.degree no yes yes
## 41086 51 admin. divorced high.school no yes yes
## 41089 18 student single basic.4y no yes no
## 41090 50 blue-collar divorced professional.course no yes no
## 41093 31 admin. single university.degree no yes no
## 41099 29 student single high.school no yes yes
## 41100 59 admin. divorced high.school no no no
## 41101 33 admin. married university.degree no yes no
## 41102 63 retired married basic.4y no yes no
## 41111 34 technician married unknown no yes no
## 41114 34 technician married unknown no no no
## 41115 60 admin. married unknown no no no
## 41116 42 services divorced university.degree no unknown unknown
## 41117 36 blue-collar single basic.6y no no no
## 41118 29 technician single professional.course no no no
## 41120 36 blue-collar single basic.6y no yes no
## 41123 34 technician married unknown no no no
## 41124 36 blue-collar single basic.6y no no no
## 41125 37 technician single professional.course no yes no
## 41126 37 technician single professional.course no yes no
## 41127 61 admin. married high.school no yes no
## 41128 61 admin. married high.school no yes yes
## 41129 31 admin. single high.school no yes no
## 41131 31 admin. single university.degree no yes no
## 41133 41 unemployed married basic.9y no no no
## 41135 25 student single high.school no no no
## 41139 58 unemployed married university.degree no yes no
## 41141 33 management married university.degree no yes no
## 41142 37 admin. married university.degree no yes no
## 41143 43 admin. divorced university.degree no yes no
## 41146 26 admin. single university.degree no no no
## 41147 41 admin. married university.degree no yes no
## 41148 25 technician single professional.course no yes no
## 41149 35 admin. single professional.course no yes no
## 41152 41 technician married professional.course no no no
## 41154 67 housemaid divorced professional.course no yes no
## 41157 41 technician married professional.course no yes no
## 41159 35 technician divorced basic.4y no no no
## 41160 35 technician divorced basic.4y no yes no
## 41161 33 admin. married university.degree no no no
## 41164 35 technician divorced basic.4y no yes no
## 41165 54 admin. married professional.course no no no
## 41166 38 housemaid divorced university.degree no no no
## 41167 32 admin. married university.degree no no no
## 41172 33 student married professional.course no yes no
## 41173 31 admin. single university.degree no yes no
## 41174 62 retired married university.degree no yes no
## 41175 62 retired married university.degree no yes no
## 41179 62 retired married university.degree no no no
## 41182 37 admin. married university.degree no yes no
## 41184 73 retired married professional.course no yes no
## 41187 44 technician married professional.course no no no
## contact month day_of_week duration campaign pdays previous poutcome
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## 29330 cellular apr fri 164 4 999 0 nonexistent
## 29346 telephone apr fri 394 2 999 0 nonexistent
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## 29979 telephone apr tue 1348 4 999 0 nonexistent
## 29980 telephone apr tue 396 3 999 0 nonexistent
## 29981 telephone apr tue 207 17 999 0 nonexistent
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## 29987 cellular apr tue 164 1 999 0 nonexistent
## 29989 cellular apr tue 211 1 999 0 nonexistent
## 29990 cellular apr tue 243 1 999 0 nonexistent
## 29995 cellular apr tue 106 1 999 0 nonexistent
## 29999 cellular apr tue 121 1 999 0 nonexistent
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## 30021 cellular apr wed 219 1 999 0 nonexistent
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## 30048 cellular apr wed 545 1 999 0 nonexistent
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## 30051 cellular apr thu 328 1 999 0 nonexistent
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## 30057 cellular apr thu 247 5 999 0 nonexistent
## 30059 cellular apr thu 172 1 999 0 nonexistent
## 30060 cellular apr thu 270 2 999 0 nonexistent
## 30061 telephone apr thu 413 3 999 0 nonexistent
## 30064 cellular apr thu 163 1 999 0 nonexistent
## 30066 cellular apr thu 522 4 999 0 nonexistent
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## 30077 cellular apr fri 160 1 999 0 nonexistent
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## 30083 cellular apr fri 227 1 999 1 failure
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## 30149 cellular apr thu 662 1 999 0 nonexistent
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## 30176 cellular apr thu 297 1 2 1 success
## 30177 cellular apr thu 413 1 999 0 nonexistent
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## 30180 cellular apr thu 328 1 999 0 nonexistent
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## 30183 cellular apr thu 733 1 999 0 nonexistent
## 30184 cellular apr thu 335 1 999 0 nonexistent
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## 30191 cellular apr thu 271 1 2 1 success
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## 30203 cellular apr thu 390 1 999 0 nonexistent
## 30204 cellular apr thu 381 1 999 0 nonexistent
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## 30235 cellular apr thu 341 1 999 0 nonexistent
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## 30298 cellular apr thu 278 1 999 0 nonexistent
## 30302 cellular apr thu 269 1 999 1 failure
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## 30304 cellular apr thu 1373 2 999 0 nonexistent
## 30310 cellular apr thu 574 1 999 0 nonexistent
## 30311 telephone apr thu 917 1 999 0 nonexistent
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## 30313 cellular apr thu 430 1 999 0 nonexistent
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## 30320 cellular apr thu 452 1 999 0 nonexistent
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## 30327 cellular apr thu 352 1 999 0 nonexistent
## 30330 cellular apr thu 260 1 999 0 nonexistent
## 30331 cellular apr thu 780 1 999 0 nonexistent
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## 30360 cellular apr thu 970 1 999 1 failure
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## 30366 cellular apr thu 175 1 999 0 nonexistent
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## 30400 cellular apr thu 301 1 999 0 nonexistent
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## 30402 cellular apr thu 380 3 999 0 nonexistent
## 30404 cellular apr thu 427 3 999 0 nonexistent
## 30405 cellular apr thu 370 3 999 0 nonexistent
## 30407 cellular apr thu 949 2 999 0 nonexistent
## 30408 cellular apr thu 753 1 999 0 nonexistent
## 30409 cellular apr thu 1260 2 2 1 success
## 30412 cellular apr thu 652 2 999 0 nonexistent
## 30413 cellular apr thu 1034 2 999 0 nonexistent
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## 30415 cellular apr thu 266 1 999 0 nonexistent
## 30418 cellular apr thu 502 1 0 1 success
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## 30422 cellular apr thu 567 2 999 0 nonexistent
## 30423 cellular apr thu 501 1 999 0 nonexistent
## 30425 telephone apr thu 712 2 999 0 nonexistent
## 30429 cellular apr thu 259 1 999 0 nonexistent
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## 30993 telephone may tue 521 6 999 0 nonexistent
## 30994 cellular may tue 862 3 999 0 nonexistent
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## 31054 cellular may wed 451 1 999 1 failure
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## 38071 telephone sep tue 722 1 999 0 nonexistent
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## 38191 cellular oct tue 144 1 999 0 nonexistent
## 38195 cellular oct tue 384 2 999 0 nonexistent
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## 38232 cellular oct thu 667 1 999 0 nonexistent
## 38233 cellular oct thu 137 1 999 0 nonexistent
## 38235 cellular oct fri 1106 2 999 0 nonexistent
## 38238 cellular oct mon 105 1 999 0 nonexistent
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## 38243 cellular oct mon 78 1 999 1 failure
## 38245 cellular oct mon 146 1 999 0 nonexistent
## 38247 cellular oct mon 348 1 999 0 nonexistent
## 38250 cellular oct tue 435 1 999 0 nonexistent
## 38258 cellular oct tue 411 2 999 0 nonexistent
## 38259 cellular oct tue 79 2 999 0 nonexistent
## 38260 cellular oct tue 1226 2 999 0 nonexistent
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## 38275 cellular oct tue 896 1 2 2 success
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## 38278 telephone oct tue 1003 3 999 0 nonexistent
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## 38331 cellular oct fri 170 1 6 1 success
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## 38338 cellular oct fri 233 1 999 0 nonexistent
## 38341 cellular oct fri 306 1 999 0 nonexistent
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## 38349 cellular oct fri 130 1 6 1 success
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## 38351 cellular oct fri 324 1 999 1 failure
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## 38356 cellular oct fri 136 2 999 0 nonexistent
## 38357 cellular oct fri 342 1 999 2 failure
## 38359 cellular oct mon 131 1 999 0 nonexistent
## 38363 cellular oct mon 98 1 999 0 nonexistent
## 38377 cellular oct mon 385 2 999 0 nonexistent
## 38387 cellular oct mon 328 1 999 0 nonexistent
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## 38394 cellular oct tue 148 2 6 1 success
## 38396 telephone oct tue 513 1 999 0 nonexistent
## 38397 telephone oct tue 373 1 999 0 nonexistent
## 38398 cellular oct tue 213 1 999 0 nonexistent
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## 38401 cellular oct tue 518 2 6 1 success
## 38403 cellular oct tue 427 1 999 0 nonexistent
## 38404 cellular oct tue 676 2 999 1 failure
## 38405 cellular oct tue 386 1 999 0 nonexistent
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## 38416 cellular oct wed 512 2 6 1 success
## 38417 telephone oct wed 749 1 999 0 nonexistent
## 38418 cellular oct wed 135 1 999 0 nonexistent
## 38420 cellular oct wed 307 1 7 1 success
## 38421 cellular oct wed 287 1 999 0 nonexistent
## 38422 cellular oct wed 107 2 999 0 nonexistent
## 38423 cellular oct wed 200 1 999 0 nonexistent
## 38424 cellular oct wed 442 2 8 1 success
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## 38428 cellular oct thu 360 5 999 0 nonexistent
## 38429 cellular oct thu 257 1 6 1 success
## 38430 cellular oct thu 313 3 999 0 nonexistent
## 38431 cellular oct thu 127 3 999 2 failure
## 38432 cellular oct thu 181 1 6 1 success
## 38433 cellular oct thu 133 1 3 1 success
## 38437 cellular oct thu 504 1 6 1 success
## 38438 telephone oct thu 1002 4 999 0 nonexistent
## 38439 cellular oct thu 306 3 3 1 success
## 38440 cellular oct thu 260 2 999 0 nonexistent
## 38441 telephone oct thu 97 1 999 0 nonexistent
## 38443 cellular oct thu 344 1 6 1 success
## 38445 cellular oct fri 336 2 999 1 failure
## 38446 cellular oct fri 270 3 6 1 success
## 38447 cellular oct fri 130 1 999 1 failure
## 38448 cellular oct fri 374 1 999 0 nonexistent
## 38449 cellular oct fri 149 1 999 0 nonexistent
## 38451 cellular oct fri 460 1 999 0 nonexistent
## 38453 cellular oct fri 476 1 2 2 success
## 38454 cellular oct fri 427 1 999 1 failure
## 38456 cellular oct fri 272 2 999 0 nonexistent
## 38457 cellular oct fri 438 1 999 1 failure
## 38458 cellular oct fri 221 2 6 1 success
## 38462 cellular oct fri 292 1 6 1 success
## 38463 cellular oct fri 281 1 999 2 failure
## 38466 telephone oct fri 257 2 4 1 success
## 38477 cellular oct mon 251 1 999 0 nonexistent
## 38479 cellular oct mon 703 1 999 0 nonexistent
## 38481 cellular oct mon 355 1 999 1 failure
## 38484 cellular oct tue 131 1 999 0 nonexistent
## 38487 cellular oct tue 143 1 6 1 success
## 38489 cellular oct tue 207 1 999 0 nonexistent
## 38490 cellular oct tue 96 1 999 1 failure
## 38491 cellular oct tue 297 1 999 2 failure
## 38492 cellular oct tue 102 1 6 2 success
## 38494 cellular oct tue 424 1 999 1 failure
## 38495 cellular oct tue 137 1 999 0 nonexistent
## 38496 cellular oct tue 759 2 999 0 nonexistent
## 38497 telephone oct tue 83 1 3 1 success
## 38504 cellular oct tue 298 1 999 0 nonexistent
## 38509 cellular oct tue 255 3 4 1 success
## 38510 cellular oct tue 418 2 999 0 nonexistent
## 38515 cellular oct tue 353 1 999 0 nonexistent
## 38516 cellular oct tue 113 1 999 0 nonexistent
## 38517 cellular oct tue 149 1 999 0 nonexistent
## 38522 cellular oct wed 96 1 999 0 nonexistent
## 38530 telephone oct wed 509 1 999 0 nonexistent
## 38532 cellular oct wed 371 1 999 0 nonexistent
## 38539 cellular oct wed 524 3 999 1 failure
## 38540 cellular oct wed 207 1 6 1 success
## 38541 cellular oct thu 164 2 999 0 nonexistent
## 38542 cellular oct thu 423 3 999 0 nonexistent
## 38547 cellular oct thu 139 1 999 0 nonexistent
## 38548 cellular oct thu 410 1 999 1 failure
## 38549 cellular oct thu 169 1 999 0 nonexistent
## 38551 cellular oct thu 164 1 999 0 nonexistent
## 38552 cellular oct thu 142 1 999 0 nonexistent
## 38553 cellular oct thu 209 1 999 0 nonexistent
## 38555 cellular oct thu 1707 2 999 0 nonexistent
## 38557 cellular oct thu 189 3 999 0 nonexistent
## 38558 cellular oct thu 251 2 999 0 nonexistent
## 38559 cellular oct thu 401 1 999 0 nonexistent
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## 38566 cellular oct thu 215 2 999 0 nonexistent
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## 38574 cellular oct thu 377 1 999 0 nonexistent
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## 38591 cellular oct fri 217 1 999 0 nonexistent
## 38592 cellular oct fri 144 1 999 0 nonexistent
## 38593 cellular oct fri 480 1 999 0 nonexistent
## 38595 cellular oct fri 445 1 999 0 nonexistent
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## 38652 cellular nov tue 358 1 999 0 nonexistent
## 38653 cellular nov tue 179 1 999 0 nonexistent
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## 38779 cellular nov thu 104 1 999 0 nonexistent
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## 38826 cellular nov fri 193 1 3 1 success
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## 38840 cellular nov mon 295 1 7 2 success
## 38841 cellular nov mon 301 1 9 3 failure
## 38844 cellular nov mon 146 1 3 1 success
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## 38857 cellular nov mon 432 5 999 0 nonexistent
## 38863 cellular nov mon 250 1 999 0 nonexistent
## 38867 cellular nov mon 175 1 7 1 success
## 38871 cellular nov mon 380 1 999 1 failure
## 38872 cellular nov mon 381 1 999 1 failure
## 38877 cellular nov mon 257 1 999 0 nonexistent
## 38879 cellular nov mon 445 2 999 1 failure
## 38882 cellular nov mon 105 2 3 1 success
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## 38885 cellular nov mon 1248 2 999 1 failure
## 38886 telephone nov tue 85 1 999 0 nonexistent
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## 38890 cellular nov tue 209 1 999 2 failure
## 38893 cellular nov tue 134 2 3 1 success
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## 38895 cellular nov tue 409 2 999 0 nonexistent
## 38896 telephone nov tue 135 1 999 0 nonexistent
## 38897 cellular nov tue 393 4 999 0 nonexistent
## 38898 cellular nov tue 255 1 999 0 nonexistent
## 38899 cellular nov tue 309 3 7 1 success
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## 38912 cellular nov tue 325 1 3 1 success
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## 38915 cellular nov wed 285 2 3 3 success
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## 38928 cellular nov wed 182 1 3 2 success
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## 38939 cellular nov wed 238 2 6 1 success
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## 38947 cellular nov fri 160 1 999 0 nonexistent
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## 38971 cellular dec thu 472 1 999 0 nonexistent
## 38975 cellular dec thu 274 1 8 1 success
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## 38982 cellular dec fri 696 10 999 0 nonexistent
## 38988 cellular dec mon 229 1 999 1 failure
## 38990 cellular dec mon 480 1 999 1 failure
## 38991 cellular dec mon 344 1 999 0 nonexistent
## 38994 cellular dec mon 415 2 8 2 failure
## 38997 cellular dec mon 583 2 6 1 success
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## 39001 cellular dec mon 329 2 999 0 nonexistent
## 39004 cellular dec wed 288 7 6 2 success
## 39005 cellular dec wed 179 1 6 1 success
## 39009 cellular dec wed 343 1 4 2 success
## 39010 cellular dec wed 854 1 999 0 nonexistent
## 39011 cellular dec wed 479 2 999 0 nonexistent
## 39012 telephone dec wed 343 2 999 0 nonexistent
## 39013 telephone dec wed 595 1 999 0 nonexistent
## 39014 telephone dec wed 395 1 999 0 nonexistent
## 39015 cellular dec wed 456 2 9 1 success
## 39019 telephone dec wed 207 3 999 1 failure
## 39020 cellular dec wed 149 3 999 0 nonexistent
## 39021 cellular dec thu 336 5 999 0 nonexistent
## 39022 cellular dec thu 429 1 999 0 nonexistent
## 39024 cellular dec thu 798 1 9 2 success
## 39025 telephone dec thu 805 1 999 0 nonexistent
## 39027 cellular dec thu 422 1 6 2 success
## 39029 cellular dec thu 232 1 999 0 nonexistent
## 39031 cellular dec thu 582 4 999 0 nonexistent
## 39032 cellular dec fri 141 2 999 0 nonexistent
## 39033 cellular dec fri 166 3 999 0 nonexistent
## 39041 cellular dec mon 510 2 999 1 failure
## 39042 cellular dec mon 321 3 6 1 success
## 39043 cellular dec tue 351 1 999 0 nonexistent
## 39045 telephone dec tue 476 1 999 1 failure
## 39046 cellular dec tue 324 2 999 0 nonexistent
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## 39049 cellular dec wed 314 1 6 1 success
## 39052 cellular dec wed 354 1 999 0 nonexistent
## 39053 cellular dec wed 546 2 999 0 nonexistent
## 39058 cellular dec thu 412 2 999 0 nonexistent
## 39059 cellular dec thu 330 2 4 2 success
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## 39062 cellular dec thu 324 3 4 2 success
## 39064 cellular dec fri 170 4 6 1 success
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## 39079 cellular dec mon 367 2 999 1 failure
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## 39081 cellular dec tue 321 2 999 0 nonexistent
## 39083 cellular dec tue 256 2 999 0 nonexistent
## 39084 cellular dec tue 410 3 999 0 nonexistent
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## 39089 cellular dec wed 391 2 999 0 nonexistent
## 39090 cellular dec thu 422 2 999 0 nonexistent
## 39092 cellular dec thu 213 1 999 0 nonexistent
## 39093 cellular dec thu 500 1 999 0 nonexistent
## 39096 cellular dec thu 150 2 6 1 success
## 39099 telephone dec mon 679 1 999 0 nonexistent
## 39100 cellular dec mon 1141 1 999 0 nonexistent
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## 39106 cellular dec mon 387 1 6 2 success
## 39107 telephone dec mon 824 1 6 2 success
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## 39112 cellular dec mon 473 2 999 1 failure
## 39113 cellular dec mon 893 1 999 0 nonexistent
## 39116 cellular dec tue 284 1 999 0 nonexistent
## 39117 cellular dec tue 689 2 999 0 nonexistent
## 39118 cellular dec tue 296 1 5 1 success
## 39119 cellular dec tue 1370 3 6 2 success
## 39120 cellular dec tue 449 2 999 0 nonexistent
## 39121 cellular dec tue 196 2 6 2 success
## 39125 cellular dec tue 63 3 6 2 success
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## 39133 telephone mar tue 904 1 999 0 nonexistent
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## 39139 cellular mar tue 368 1 999 0 nonexistent
## 39143 cellular mar tue 207 1 999 0 nonexistent
## 39145 cellular mar tue 177 1 999 1 failure
## 39146 cellular mar tue 539 2 999 0 nonexistent
## 39148 cellular mar tue 313 1 5 2 success
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## 39150 cellular mar tue 228 4 999 0 nonexistent
## 39151 telephone mar tue 187 3 999 0 nonexistent
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## 39156 telephone mar wed 557 1 999 0 nonexistent
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## 39164 telephone mar wed 834 1 999 0 nonexistent
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## 39182 cellular mar fri 115 1 999 0 nonexistent
## 39183 cellular mar fri 418 1 999 0 nonexistent
## 39184 telephone mar fri 341 4 6 1 success
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## 39186 cellular mar fri 373 1 999 0 nonexistent
## 39190 telephone mar fri 257 1 999 1 failure
## 39191 cellular mar fri 607 2 999 0 nonexistent
## 39192 cellular mar fri 219 1 999 0 nonexistent
## 39194 cellular mar fri 809 1 999 0 nonexistent
## 39195 cellular mar fri 319 1 999 0 nonexistent
## 39196 cellular mar fri 292 2 999 0 nonexistent
## 39197 cellular mar fri 498 2 6 3 success
## 39198 cellular mar fri 376 2 999 0 nonexistent
## 39199 cellular mar mon 264 2 9 1 success
## 39205 telephone mar mon 659 1 999 0 nonexistent
## 39206 cellular mar mon 132 1 999 0 nonexistent
## 39207 cellular mar mon 277 4 999 1 failure
## 39209 cellular mar mon 104 1 6 1 success
## 39210 cellular mar mon 172 1 6 2 success
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## 39212 cellular mar mon 265 2 999 0 nonexistent
## 39213 cellular mar mon 409 1 999 0 nonexistent
## 39214 cellular mar mon 301 1 3 1 success
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## 39217 telephone mar tue 225 1 3 1 success
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## 39219 cellular mar tue 469 1 6 2 success
## 39220 cellular mar tue 176 1 999 0 nonexistent
## 39221 cellular mar tue 568 1 6 3 success
## 39222 cellular mar tue 241 1 6 1 success
## 39223 cellular mar tue 301 1 3 2 success
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## 39228 cellular mar tue 700 2 5 1 success
## 39229 cellular mar tue 273 2 6 1 success
## 39231 cellular mar tue 295 1 999 0 nonexistent
## 39232 telephone mar tue 450 3 6 2 success
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## 39240 cellular mar wed 106 2 999 1 failure
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## 39246 cellular mar thu 335 1 999 0 nonexistent
## 39247 cellular mar thu 257 1 999 0 nonexistent
## 39252 cellular mar thu 171 4 999 3 failure
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## 39259 cellular mar fri 215 1 6 3 success
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## 39268 cellular mar mon 257 1 999 0 nonexistent
## 39269 cellular mar mon 192 1 6 1 success
## 39273 cellular mar mon 427 1 6 2 success
## 39276 telephone mar mon 506 2 999 0 nonexistent
## 39278 cellular mar mon 161 2 999 0 nonexistent
## 39280 telephone mar mon 577 7 999 0 nonexistent
## 39282 telephone mar mon 300 6 6 1 success
## 39284 cellular mar mon 361 1 3 3 success
## 39287 cellular mar tue 180 1 10 1 success
## 39288 cellular mar tue 261 1 999 0 nonexistent
## 39289 cellular mar tue 279 1 999 2 failure
## 39290 cellular mar tue 459 1 999 0 nonexistent
## 39292 cellular mar tue 263 1 10 2 success
## 39293 telephone mar tue 295 1 3 2 success
## 39296 cellular mar tue 231 1 6 2 success
## 39299 cellular mar tue 881 3 999 1 failure
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## 39305 cellular mar wed 272 3 999 0 nonexistent
## 39306 cellular mar thu 362 1 9 2 success
## 39310 cellular mar thu 237 1 999 0 nonexistent
## 39313 cellular mar thu 420 1 999 0 nonexistent
## 39314 cellular mar thu 265 1 999 0 nonexistent
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## 39322 cellular mar mon 247 3 6 2 success
## 39323 cellular mar mon 977 2 11 2 success
## 39324 cellular mar mon 173 2 6 2 success
## 39325 cellular mar mon 215 1 999 0 nonexistent
## 39326 cellular mar mon 248 1 3 4 success
## 39329 cellular mar mon 222 1 12 2 success
## 39330 cellular mar mon 174 1 3 1 success
## 39334 cellular mar mon 291 1 999 3 failure
## 39335 telephone mar tue 255 1 3 2 success
## 39337 cellular mar tue 136 1 9 1 success
## 39338 cellular mar tue 273 1 999 0 nonexistent
## 39339 cellular mar tue 128 1 3 1 success
## 39340 cellular mar tue 191 2 999 0 nonexistent
## 39341 cellular mar thu 101 1 14 1 success
## 39342 cellular mar thu 292 1 999 0 nonexistent
## 39343 cellular mar thu 156 1 999 0 nonexistent
## 39345 cellular mar thu 187 1 6 1 success
## 39349 cellular mar thu 272 1 6 2 success
## 39350 cellular mar thu 201 1 3 2 success
## 39353 cellular mar fri 288 3 999 0 nonexistent
## 39356 cellular mar fri 360 1 999 1 failure
## 39358 cellular mar fri 281 1 999 0 nonexistent
## 39365 cellular mar mon 92 2 3 1 success
## 39371 cellular mar mon 341 2 999 0 nonexistent
## 39376 telephone mar mon 433 3 999 1 failure
## 39379 cellular mar tue 277 2 11 1 success
## 39380 cellular mar tue 236 1 999 0 nonexistent
## 39381 cellular mar tue 359 1 999 1 failure
## 39382 telephone mar tue 110 1 999 0 nonexistent
## 39385 cellular mar tue 238 4 999 0 nonexistent
## 39386 cellular mar tue 236 4 3 1 success
## 39387 cellular mar wed 262 2 999 0 nonexistent
## 39388 cellular mar wed 577 1 999 0 nonexistent
## 39389 cellular mar wed 170 1 999 1 failure
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## 39397 cellular apr thu 280 1 7 2 success
## 39398 telephone apr thu 390 1 4 1 success
## 39399 telephone apr thu 558 2 999 0 nonexistent
## 39401 telephone apr thu 216 3 999 1 failure
## 39404 cellular apr thu 358 2 999 0 nonexistent
## 39405 telephone apr thu 111 1 999 0 nonexistent
## 39406 cellular apr tue 179 3 999 0 nonexistent
## 39408 cellular apr tue 189 1 5 2 success
## 39409 cellular apr tue 317 1 12 1 success
## 39410 cellular apr tue 196 1 999 1 failure
## 39412 cellular apr tue 139 6 999 0 nonexistent
## 39413 cellular apr wed 1307 1 999 0 nonexistent
## 39415 cellular apr thu 222 2 999 0 nonexistent
## 39419 cellular apr thu 335 1 999 0 nonexistent
## 39420 cellular apr thu 618 1 999 0 nonexistent
## 39421 cellular apr thu 559 1 999 0 nonexistent
## 39422 cellular apr thu 758 2 999 2 failure
## 39424 telephone apr mon 481 1 999 0 nonexistent
## 39425 cellular apr mon 158 2 999 0 nonexistent
## 39433 cellular apr mon 333 1 7 1 success
## 39439 cellular apr mon 1397 3 999 1 failure
## 39441 cellular apr mon 176 1 999 0 nonexistent
## 39442 cellular apr mon 176 3 999 0 nonexistent
## 39444 cellular apr tue 295 4 6 2 success
## 39445 cellular apr tue 232 1 12 1 success
## 39446 cellular apr tue 218 2 999 3 failure
## 39447 cellular apr tue 240 1 999 1 failure
## 39448 cellular apr tue 278 4 6 1 success
## 39449 cellular apr tue 398 2 999 0 nonexistent
## 39450 telephone apr wed 173 1 999 0 nonexistent
## 39452 telephone apr thu 185 1 6 2 success
## 39453 cellular apr thu 200 1 999 0 nonexistent
## 39454 cellular apr thu 200 1 6 2 success
## 39455 cellular apr thu 141 1 999 0 nonexistent
## 39456 cellular apr thu 330 1 10 1 success
## 39457 cellular apr thu 214 1 999 0 nonexistent
## 39461 cellular apr thu 218 2 6 1 success
## 39463 cellular apr fri 961 6 999 0 nonexistent
## 39464 cellular apr fri 330 3 999 0 nonexistent
## 39466 telephone apr fri 634 1 999 0 nonexistent
## 39467 cellular apr mon 125 2 999 0 nonexistent
## 39472 cellular apr mon 529 1 6 2 success
## 39473 cellular apr mon 142 2 999 0 nonexistent
## 39475 telephone apr mon 1143 5 999 0 nonexistent
## 39476 cellular apr tue 175 6 6 1 success
## 39477 cellular apr tue 167 1 6 2 success
## 39479 telephone apr tue 162 1 6 2 success
## 39480 cellular apr tue 462 1 999 1 failure
## 39482 cellular apr tue 379 3 7 1 success
## 39485 cellular apr wed 476 1 999 0 nonexistent
## 39486 telephone apr wed 595 3 999 1 failure
## 39488 telephone apr wed 403 1 999 0 nonexistent
## 39489 telephone apr wed 623 2 999 0 nonexistent
## 39490 cellular apr wed 654 2 999 0 nonexistent
## 39491 cellular apr wed 224 2 6 1 success
## 39492 cellular apr thu 229 1 6 1 success
## 39493 cellular apr thu 494 1 6 1 success
## 39495 cellular apr thu 407 2 999 0 nonexistent
## 39496 cellular apr thu 165 7 999 0 nonexistent
## 39499 cellular apr thu 554 1 10 2 success
## 39501 telephone apr fri 263 4 999 0 nonexistent
## 39502 cellular apr fri 342 1 999 0 nonexistent
## 39504 cellular apr fri 296 1 999 1 failure
## 39505 cellular apr fri 291 1 6 3 success
## 39506 cellular apr fri 888 1 6 2 success
## 39511 cellular apr mon 194 3 999 0 nonexistent
## 39512 cellular apr mon 182 2 6 1 success
## 39514 cellular apr mon 688 2 999 0 nonexistent
## 39516 cellular apr mon 192 1 999 1 failure
## 39518 cellular apr mon 1472 1 999 3 failure
## 39521 cellular apr mon 328 2 4 1 success
## 39527 telephone apr tue 325 1 999 2 failure
## 39531 telephone apr tue 426 2 999 0 nonexistent
## 39532 cellular apr tue 321 1 999 0 nonexistent
## 39534 telephone apr tue 473 2 999 1 failure
## 39535 telephone apr tue 370 1 999 0 nonexistent
## 39536 cellular apr tue 159 3 999 0 nonexistent
## 39538 cellular apr wed 184 2 10 1 success
## 39539 telephone apr wed 403 1 6 1 success
## 39540 cellular apr wed 545 2 6 4 success
## 39541 cellular apr wed 623 1 6 1 success
## 39542 cellular apr wed 387 2 999 0 nonexistent
## 39543 cellular apr thu 717 3 999 0 nonexistent
## 39545 cellular apr thu 226 2 999 0 nonexistent
## 39546 cellular apr thu 882 1 6 1 success
## 39548 cellular apr thu 210 1 999 0 nonexistent
## 39550 cellular apr thu 277 1 18 1 success
## 39552 cellular apr thu 388 2 999 0 nonexistent
## 39553 cellular apr thu 1241 5 999 0 nonexistent
## 39555 telephone apr thu 395 3 999 0 nonexistent
## 39556 cellular apr thu 305 3 999 0 nonexistent
## 39557 cellular apr thu 449 1 13 1 success
## 39559 cellular apr fri 315 1 6 1 success
## 39562 cellular apr fri 262 3 999 1 failure
## 39566 cellular apr fri 183 1 6 2 success
## 39567 cellular apr fri 551 1 999 0 nonexistent
## 39570 cellular may tue 552 1 3 2 success
## 39575 cellular may tue 268 1 3 3 success
## 39576 telephone may tue 421 1 3 1 success
## 39577 cellular may tue 489 1 6 1 success
## 39580 cellular may tue 164 2 3 2 success
## 39581 cellular may tue 556 2 999 0 nonexistent
## 39582 cellular may tue 153 2 6 2 success
## 39583 telephone may tue 209 1 2 2 success
## 39586 cellular may tue 1267 1 999 1 failure
## 39587 cellular may wed 188 2 999 0 nonexistent
## 39589 cellular may wed 389 1 7 2 success
## 39592 cellular may wed 258 1 3 5 success
## 39593 cellular may wed 338 1 999 0 nonexistent
## 39596 cellular may wed 232 1 999 1 failure
## 39599 telephone may wed 510 4 999 0 nonexistent
## 39602 cellular may wed 443 4 999 0 nonexistent
## 39604 cellular may thu 246 1 2 4 success
## 39605 cellular may thu 192 1 999 1 failure
## 39606 cellular may thu 250 1 3 5 success
## 39607 cellular may thu 195 1 999 0 nonexistent
## 39608 cellular may thu 613 1 3 2 success
## 39612 cellular may thu 211 1 3 4 success
## 39614 cellular may thu 243 2 999 1 failure
## 39616 cellular may fri 292 3 999 0 nonexistent
## 39617 cellular may fri 662 2 2 1 success
## 39618 telephone may fri 300 3 999 0 nonexistent
## 39620 cellular may fri 226 2 3 2 success
## 39624 cellular may fri 211 4 3 1 success
## 39627 cellular may mon 171 2 3 2 success
## 39630 cellular may mon 583 6 2 4 success
## 39632 telephone may mon 483 5 999 0 nonexistent
## 39637 cellular may wed 193 1 999 0 nonexistent
## 39638 cellular may wed 309 1 6 1 success
## 39639 cellular may wed 176 2 3 3 success
## 39640 cellular may wed 152 1 6 4 success
## 39641 cellular may wed 171 2 6 2 success
## 39643 cellular may wed 228 2 999 1 failure
## 39644 cellular may wed 317 1 6 3 success
## 39645 cellular may wed 236 1 6 2 success
## 39647 cellular may wed 248 1 3 4 success
## 39649 cellular may wed 762 1 6 2 success
## 39650 telephone may wed 360 1 6 1 success
## 39651 telephone may wed 372 1 3 4 success
## 39655 telephone may thu 414 1 6 2 success
## 39657 cellular may thu 289 1 3 4 success
## 39658 cellular may thu 400 1 3 1 success
## 39659 cellular may thu 306 1 6 4 success
## 39660 cellular may thu 263 1 6 1 success
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## 40146 telephone jul wed 897 2 999 0 nonexistent
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## 40217 telephone jul tue 1008 2 999 0 nonexistent
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## 40221 cellular jul wed 143 1 999 0 nonexistent
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## 40227 cellular jul thu 355 1 11 2 success
## 40228 cellular jul thu 1193 1 999 0 nonexistent
## 40229 cellular jul thu 368 1 999 0 nonexistent
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## 40392 cellular aug thu 203 1 3 3 success
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## 40395 cellular aug thu 272 1 999 0 nonexistent
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## 40405 cellular aug thu 736 1 999 0 nonexistent
## 40407 cellular aug thu 633 1 999 0 nonexistent
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## 40411 cellular aug thu 215 1 999 0 nonexistent
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## 40483 cellular aug thu 361 1 999 0 nonexistent
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## 40510 cellular aug mon 239 3 999 0 nonexistent
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## 40544 cellular aug tue 1120 1 999 0 nonexistent
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## 40605 cellular sep fri 252 2 3 2 success
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## 40715 cellular sep tue 333 1 3 2 success
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## 40717 telephone sep tue 279 3 3 2 success
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## 40726 telephone sep tue 808 1 12 2 failure
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## 40739 telephone sep wed 511 3 6 1 success
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## 40748 cellular sep thu 225 1 3 1 success
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## 40752 cellular sep thu 193 1 999 0 nonexistent
## 40753 cellular sep thu 463 1 999 0 nonexistent
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## 40755 cellular sep thu 303 1 999 1 failure
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## 40757 cellular sep thu 190 1 999 0 nonexistent
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## 40764 cellular sep thu 327 2 999 0 nonexistent
## 40765 cellular sep thu 1334 2 999 0 nonexistent
## 40767 cellular sep fri 294 4 10 3 success
## 40768 cellular sep fri 285 3 999 1 failure
## 40769 cellular sep fri 374 1 999 0 nonexistent
## 40770 cellular sep fri 164 5 3 3 success
## 40771 cellular sep fri 328 1 999 1 failure
## 40772 cellular sep fri 284 3 999 1 failure
## 40774 telephone sep fri 231 1 999 0 nonexistent
## 40775 cellular sep fri 336 2 6 1 success
## 40776 telephone sep mon 185 1 999 0 nonexistent
## 40780 cellular sep wed 263 1 6 3 success
## 40781 cellular sep wed 175 1 6 1 success
## 40782 cellular sep wed 208 2 999 0 nonexistent
## 40783 cellular sep wed 397 1 999 2 failure
## 40784 cellular sep wed 569 1 999 0 nonexistent
## 40785 cellular sep wed 155 1 6 1 success
## 40786 cellular sep wed 183 1 6 5 success
## 40787 cellular sep wed 182 1 6 3 success
## 40788 telephone sep wed 396 2 999 0 nonexistent
## 40793 cellular sep thu 744 1 999 0 nonexistent
## 40798 cellular sep thu 337 1 6 1 success
## 40799 cellular sep thu 209 1 999 0 nonexistent
## 40800 cellular sep thu 409 2 3 2 success
## 40802 cellular sep thu 156 2 999 0 nonexistent
## 40804 cellular sep thu 244 1 3 1 success
## 40806 cellular sep thu 272 2 999 0 nonexistent
## 40814 cellular sep thu 272 4 6 1 success
## 40817 cellular sep fri 173 2 15 4 failure
## 40820 cellular sep fri 232 2 13 1 success
## 40821 cellular sep fri 224 2 999 1 failure
## 40823 cellular sep fri 249 1 3 3 success
## 40824 cellular sep fri 395 1 999 0 nonexistent
## 40825 cellular sep fri 732 1 999 0 nonexistent
## 40829 cellular sep mon 262 5 6 3 success
## 40831 cellular sep mon 188 2 999 0 nonexistent
## 40839 cellular sep mon 1298 1 999 0 nonexistent
## 40840 cellular sep mon 315 2 999 0 nonexistent
## 40845 cellular sep tue 282 2 6 1 success
## 40846 cellular sep tue 600 2 3 3 success
## 40852 cellular sep wed 232 1 3 2 success
## 40853 cellular sep wed 245 3 999 0 nonexistent
## 40855 cellular sep wed 678 1 16 1 success
## 40856 cellular sep wed 845 1 7 3 success
## 40867 cellular oct wed 311 1 3 1 success
## 40868 cellular oct wed 486 1 999 0 nonexistent
## 40869 cellular oct wed 649 1 999 0 nonexistent
## 40870 cellular oct wed 808 1 999 0 nonexistent
## 40871 cellular oct wed 608 1 9 2 failure
## 40873 cellular oct wed 275 2 999 0 nonexistent
## 40875 cellular oct wed 391 2 27 1 success
## 40876 cellular oct wed 229 2 3 2 success
## 40878 cellular oct wed 218 1 999 0 nonexistent
## 40881 cellular oct wed 1246 2 999 0 nonexistent
## 40885 cellular oct thu 236 3 3 1 success
## 40890 telephone oct fri 194 1 999 0 nonexistent
## 40892 cellular oct fri 319 1 5 2 success
## 40893 cellular oct fri 437 1 999 1 failure
## 40899 cellular oct fri 251 2 3 1 success
## 40901 telephone oct fri 369 2 999 1 failure
## 40902 cellular oct fri 363 2 5 3 success
## 40904 cellular oct fri 401 2 999 0 nonexistent
## 40908 cellular oct mon 450 1 8 1 success
## 40910 cellular oct mon 278 1 999 0 nonexistent
## 40913 cellular oct mon 252 2 3 2 success
## 40914 cellular oct mon 165 1 3 1 success
## 40921 cellular oct mon 383 2 999 2 failure
## 40928 cellular oct tue 203 4 6 2 success
## 40929 cellular oct tue 362 1 999 0 nonexistent
## 40930 cellular oct tue 187 1 3 4 success
## 40933 cellular oct tue 253 1 999 2 failure
## 40934 cellular oct tue 323 1 999 0 nonexistent
## 40938 cellular oct tue 209 3 999 1 failure
## 40941 cellular oct wed 169 1 6 3 success
## 40942 cellular oct wed 216 1 6 3 success
## 40943 cellular oct wed 190 1 3 3 success
## 40944 cellular oct wed 194 1 3 2 success
## 40946 cellular oct wed 252 2 6 2 success
## 40952 cellular oct thu 585 1 6 3 success
## 40953 cellular oct thu 326 1 999 0 nonexistent
## 40955 cellular oct thu 491 1 6 3 success
## 40956 cellular oct thu 246 2 999 0 nonexistent
## 40958 telephone oct thu 301 1 3 1 success
## 40961 cellular oct thu 509 1 999 0 nonexistent
## 40969 cellular oct fri 187 2 7 3 success
## 40971 cellular oct fri 1176 3 3 2 success
## 40974 cellular oct mon 567 1 3 1 success
## 40976 cellular oct mon 310 1 999 1 failure
## 40977 cellular oct mon 464 1 3 2 success
## 40978 cellular oct mon 509 1 6 1 success
## 40979 cellular oct mon 252 1 999 0 nonexistent
## 40981 cellular oct mon 526 1 999 0 nonexistent
## 40982 cellular oct mon 222 1 999 0 nonexistent
## 40986 cellular oct mon 767 3 999 0 nonexistent
## 40991 cellular oct tue 192 1 3 1 success
## 40993 cellular oct tue 337 2 999 0 nonexistent
## 40994 telephone oct tue 898 7 11 2 success
## 40995 cellular oct wed 178 4 3 1 success
## 40997 cellular oct wed 621 1 999 2 failure
## 41001 cellular oct wed 487 3 999 2 failure
## 41004 cellular oct thu 150 3 5 5 success
## 41005 cellular oct thu 411 1 999 1 failure
## 41007 cellular oct thu 453 1 6 2 success
## 41008 cellular oct thu 178 2 13 2 success
## 41010 cellular oct thu 1032 1 3 1 success
## 41011 cellular oct thu 759 1 3 3 success
## 41012 cellular oct thu 549 2 11 4 success
## 41014 telephone oct thu 330 2 6 1 success
## 41015 cellular oct thu 212 2 999 0 nonexistent
## 41017 cellular oct thu 339 3 3 3 success
## 41018 cellular oct fri 738 3 6 1 success
## 41019 cellular oct fri 394 3 14 1 success
## 41020 cellular oct fri 716 3 999 0 nonexistent
## 41021 cellular oct fri 234 1 3 1 success
## 41023 cellular oct fri 380 1 3 1 success
## 41026 cellular oct fri 554 3 999 0 nonexistent
## 41027 cellular oct fri 344 2 12 1 success
## 41028 cellular oct fri 608 2 12 2 failure
## 41031 cellular oct mon 225 1 3 3 success
## 41033 cellular oct mon 304 1 3 1 success
## 41034 cellular oct mon 400 1 5 2 success
## 41035 cellular oct mon 182 1 6 1 success
## 41036 cellular oct mon 253 1 9 2 success
## 41039 cellular oct mon 226 2 999 1 failure
## 41040 cellular oct mon 297 5 999 0 nonexistent
## 41041 cellular oct mon 215 1 6 1 success
## 41043 cellular oct mon 211 2 6 3 success
## 41045 cellular oct tue 318 1 4 3 success
## 41047 cellular oct tue 604 1 999 1 failure
## 41048 cellular oct tue 238 4 18 2 failure
## 41050 cellular oct tue 701 2 999 0 nonexistent
## 41051 cellular oct wed 711 1 999 0 nonexistent
## 41053 cellular oct wed 882 1 999 0 nonexistent
## 41055 cellular oct wed 508 1 999 0 nonexistent
## 41056 cellular oct wed 184 1 999 1 failure
## 41058 cellular oct wed 255 1 6 1 success
## 41059 cellular oct wed 258 1 3 3 success
## 41062 cellular nov mon 188 1 999 0 nonexistent
## 41064 cellular nov mon 159 1 6 3 success
## 41066 telephone nov mon 360 1 3 2 success
## 41077 cellular nov mon 742 1 999 0 nonexistent
## 41078 cellular nov mon 449 2 5 3 success
## 41079 cellular nov mon 282 2 6 1 success
## 41084 cellular nov tue 467 3 6 3 failure
## 41086 cellular nov tue 334 2 6 4 failure
## 41089 telephone nov tue 394 1 13 2 success
## 41090 telephone nov tue 301 2 7 2 success
## 41093 cellular nov wed 404 1 2 5 success
## 41099 cellular nov thu 289 1 3 3 success
## 41100 cellular nov thu 357 3 3 2 success
## 41101 cellular nov fri 482 1 12 1 success
## 41102 cellular nov fri 413 1 3 2 success
## 41111 cellular nov tue 200 1 3 1 success
## 41114 cellular nov tue 206 1 6 2 success
## 41115 cellular nov tue 787 1 7 2 success
## 41116 cellular nov tue 262 1 999 1 failure
## 41117 cellular nov tue 238 1 999 0 nonexistent
## 41118 cellular nov tue 449 2 1 1 success
## 41120 cellular nov tue 330 1 999 0 nonexistent
## 41123 cellular nov tue 985 3 999 0 nonexistent
## 41124 cellular nov tue 1556 4 999 0 nonexistent
## 41125 cellular nov wed 226 1 6 4 success
## 41126 cellular nov wed 224 1 999 0 nonexistent
## 41127 cellular nov wed 300 1 21 5 failure
## 41128 cellular nov wed 386 2 999 0 nonexistent
## 41129 cellular nov wed 456 2 999 0 nonexistent
## 41131 cellular nov thu 260 1 999 0 nonexistent
## 41133 cellular nov thu 597 2 3 2 success
## 41135 cellular nov thu 244 1 999 0 nonexistent
## 41139 cellular nov thu 344 2 999 0 nonexistent
## 41141 cellular nov fri 237 2 999 0 nonexistent
## 41142 cellular nov fri 315 1 999 0 nonexistent
## 41143 cellular nov fri 741 4 999 2 failure
## 41146 cellular nov fri 528 3 999 0 nonexistent
## 41147 cellular nov fri 252 4 999 0 nonexistent
## 41148 cellular nov fri 712 2 19 1 success
## 41149 cellular nov fri 397 3 999 0 nonexistent
## 41152 cellular nov mon 526 2 6 1 success
## 41154 cellular nov mon 655 2 5 5 success
## 41157 cellular nov mon 545 2 999 0 nonexistent
## 41159 cellular nov tue 363 1 999 0 nonexistent
## 41160 cellular nov tue 514 1 9 4 success
## 41161 cellular nov tue 843 1 999 0 nonexistent
## 41164 cellular nov tue 385 3 4 2 success
## 41165 cellular nov tue 1868 2 10 1 success
## 41166 cellular nov wed 403 2 999 0 nonexistent
## 41167 telephone nov wed 651 1 999 1 failure
## 41172 telephone nov thu 112 1 999 0 nonexistent
## 41173 cellular nov thu 353 1 999 0 nonexistent
## 41174 cellular nov thu 329 1 999 2 failure
## 41175 cellular nov thu 208 1 1 6 success
## 41179 cellular nov thu 483 2 6 3 success
## 41182 cellular nov fri 281 1 999 0 nonexistent
## 41184 cellular nov fri 334 1 999 0 nonexistent
## 41187 cellular nov fri 442 1 999 0 nonexistent
## emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed
## 76 1.1 93.994 -36.4 4.857 5191.0
## 84 1.1 93.994 -36.4 4.857 5191.0
## 89 1.1 93.994 -36.4 4.857 5191.0
## 130 1.1 93.994 -36.4 4.857 5191.0
## 140 1.1 93.994 -36.4 4.857 5191.0
## 183 1.1 93.994 -36.4 4.857 5191.0
## 287 1.1 93.994 -36.4 4.857 5191.0
## 389 1.1 93.994 -36.4 4.857 5191.0
## 390 1.1 93.994 -36.4 4.857 5191.0
## 447 1.1 93.994 -36.4 4.857 5191.0
## 470 1.1 93.994 -36.4 4.857 5191.0
## 505 1.1 93.994 -36.4 4.857 5191.0
## 557 1.1 93.994 -36.4 4.857 5191.0
## 682 1.1 93.994 -36.4 4.857 5191.0
## 821 1.1 93.994 -36.4 4.856 5191.0
## 833 1.1 93.994 -36.4 4.856 5191.0
## 857 1.1 93.994 -36.4 4.856 5191.0
## 871 1.1 93.994 -36.4 4.856 5191.0
## 877 1.1 93.994 -36.4 4.856 5191.0
## 1079 1.1 93.994 -36.4 4.856 5191.0
## 1115 1.1 93.994 -36.4 4.856 5191.0
## 1167 1.1 93.994 -36.4 4.855 5191.0
## 1190 1.1 93.994 -36.4 4.855 5191.0
## 1234 1.1 93.994 -36.4 4.855 5191.0
## 1257 1.1 93.994 -36.4 4.855 5191.0
## 1320 1.1 93.994 -36.4 4.855 5191.0
## 1349 1.1 93.994 -36.4 4.855 5191.0
## 1397 1.1 93.994 -36.4 4.855 5191.0
## 1443 1.1 93.994 -36.4 4.855 5191.0
## 1445 1.1 93.994 -36.4 4.855 5191.0
## 1502 1.1 93.994 -36.4 4.855 5191.0
## 1609 1.1 93.994 -36.4 4.855 5191.0
## 1614 1.1 93.994 -36.4 4.855 5191.0
## 1633 1.1 93.994 -36.4 4.855 5191.0
## 1637 1.1 93.994 -36.4 4.855 5191.0
## 1656 1.1 93.994 -36.4 4.855 5191.0
## 1692 1.1 93.994 -36.4 4.855 5191.0
## 1726 1.1 93.994 -36.4 4.855 5191.0
## 1764 1.1 93.994 -36.4 4.855 5191.0
## 1792 1.1 93.994 -36.4 4.855 5191.0
## 1810 1.1 93.994 -36.4 4.855 5191.0
## 1820 1.1 93.994 -36.4 4.855 5191.0
## 2003 1.1 93.994 -36.4 4.857 5191.0
## 2040 1.1 93.994 -36.4 4.857 5191.0
## 2065 1.1 93.994 -36.4 4.857 5191.0
## 2105 1.1 93.994 -36.4 4.857 5191.0
## 2258 1.1 93.994 -36.4 4.856 5191.0
## 2276 1.1 93.994 -36.4 4.856 5191.0
## 2306 1.1 93.994 -36.4 4.856 5191.0
## 2316 1.1 93.994 -36.4 4.856 5191.0
## 2317 1.1 93.994 -36.4 4.856 5191.0
## 2331 1.1 93.994 -36.4 4.856 5191.0
## 2407 1.1 93.994 -36.4 4.856 5191.0
## 2418 1.1 93.994 -36.4 4.856 5191.0
## 2422 1.1 93.994 -36.4 4.856 5191.0
## 2425 1.1 93.994 -36.4 4.856 5191.0
## 2445 1.1 93.994 -36.4 4.856 5191.0
## 2450 1.1 93.994 -36.4 4.856 5191.0
## 2474 1.1 93.994 -36.4 4.856 5191.0
## 2636 1.1 93.994 -36.4 4.856 5191.0
## 2646 1.1 93.994 -36.4 4.856 5191.0
## 2685 1.1 93.994 -36.4 4.859 5191.0
## 2698 1.1 93.994 -36.4 4.859 5191.0
## 2714 1.1 93.994 -36.4 4.859 5191.0
## 2745 1.1 93.994 -36.4 4.859 5191.0
## 2756 1.1 93.994 -36.4 4.859 5191.0
## 2764 1.1 93.994 -36.4 4.859 5191.0
## 2776 1.1 93.994 -36.4 4.859 5191.0
## 2780 1.1 93.994 -36.4 4.859 5191.0
## 2854 1.1 93.994 -36.4 4.859 5191.0
## 2906 1.1 93.994 -36.4 4.859 5191.0
## 3048 1.1 93.994 -36.4 4.859 5191.0
## 3091 1.1 93.994 -36.4 4.860 5191.0
## 3114 1.1 93.994 -36.4 4.860 5191.0
## 3175 1.1 93.994 -36.4 4.860 5191.0
## 3184 1.1 93.994 -36.4 4.860 5191.0
## 3204 1.1 93.994 -36.4 4.860 5191.0
## 3220 1.1 93.994 -36.4 4.860 5191.0
## 3224 1.1 93.994 -36.4 4.860 5191.0
## 3260 1.1 93.994 -36.4 4.860 5191.0
## 3265 1.1 93.994 -36.4 4.860 5191.0
## 3339 1.1 93.994 -36.4 4.860 5191.0
## 3382 1.1 93.994 -36.4 4.860 5191.0
## 3385 1.1 93.994 -36.4 4.860 5191.0
## 3396 1.1 93.994 -36.4 4.860 5191.0
## 3428 1.1 93.994 -36.4 4.860 5191.0
## 3437 1.1 93.994 -36.4 4.860 5191.0
## 3454 1.1 93.994 -36.4 4.860 5191.0
## 3507 1.1 93.994 -36.4 4.860 5191.0
## 3542 1.1 93.994 -36.4 4.859 5191.0
## 3546 1.1 93.994 -36.4 4.859 5191.0
## 3565 1.1 93.994 -36.4 4.859 5191.0
## 3567 1.1 93.994 -36.4 4.859 5191.0
## 3571 1.1 93.994 -36.4 4.859 5191.0
## 3575 1.1 93.994 -36.4 4.859 5191.0
## 3577 1.1 93.994 -36.4 4.859 5191.0
## 3609 1.1 93.994 -36.4 4.859 5191.0
## 3629 1.1 93.994 -36.4 4.859 5191.0
## 3662 1.1 93.994 -36.4 4.859 5191.0
## 3678 1.1 93.994 -36.4 4.859 5191.0
## 3686 1.1 93.994 -36.4 4.859 5191.0
## 3694 1.1 93.994 -36.4 4.859 5191.0
## 3698 1.1 93.994 -36.4 4.859 5191.0
## 3735 1.1 93.994 -36.4 4.859 5191.0
## 3741 1.1 93.994 -36.4 4.859 5191.0
## 3775 1.1 93.994 -36.4 4.859 5191.0
## 3855 1.1 93.994 -36.4 4.859 5191.0
## 3888 1.1 93.994 -36.4 4.859 5191.0
## 3940 1.1 93.994 -36.4 4.858 5191.0
## 3980 1.1 93.994 -36.4 4.858 5191.0
## 3989 1.1 93.994 -36.4 4.858 5191.0
## 4035 1.1 93.994 -36.4 4.858 5191.0
## 4051 1.1 93.994 -36.4 4.858 5191.0
## 4111 1.1 93.994 -36.4 4.858 5191.0
## 4153 1.1 93.994 -36.4 4.858 5191.0
## 4165 1.1 93.994 -36.4 4.858 5191.0
## 4168 1.1 93.994 -36.4 4.858 5191.0
## 4210 1.1 93.994 -36.4 4.858 5191.0
## 4253 1.1 93.994 -36.4 4.856 5191.0
## 4265 1.1 93.994 -36.4 4.856 5191.0
## 4269 1.1 93.994 -36.4 4.856 5191.0
## 4295 1.1 93.994 -36.4 4.856 5191.0
## 4354 1.1 93.994 -36.4 4.856 5191.0
## 4480 1.1 93.994 -36.4 4.856 5191.0
## 4486 1.1 93.994 -36.4 4.856 5191.0
## 4523 1.1 93.994 -36.4 4.856 5191.0
## 4610 1.1 93.994 -36.4 4.856 5191.0
## 4624 1.1 93.994 -36.4 4.856 5191.0
## 4636 1.1 93.994 -36.4 4.858 5191.0
## 4653 1.1 93.994 -36.4 4.858 5191.0
## 4673 1.1 93.994 -36.4 4.858 5191.0
## 4678 1.1 93.994 -36.4 4.858 5191.0
## 4695 1.1 93.994 -36.4 4.858 5191.0
## 4721 1.1 93.994 -36.4 4.858 5191.0
## 4738 1.1 93.994 -36.4 4.858 5191.0
## 4753 1.1 93.994 -36.4 4.858 5191.0
## 4770 1.1 93.994 -36.4 4.858 5191.0
## 4794 1.1 93.994 -36.4 4.858 5191.0
## 4852 1.1 93.994 -36.4 4.858 5191.0
## 4873 1.1 93.994 -36.4 4.858 5191.0
## 4881 1.1 93.994 -36.4 4.858 5191.0
## 4900 1.1 93.994 -36.4 4.858 5191.0
## 4903 1.1 93.994 -36.4 4.858 5191.0
## 4905 1.1 93.994 -36.4 4.858 5191.0
## 4983 1.1 93.994 -36.4 4.858 5191.0
## 5008 1.1 93.994 -36.4 4.858 5191.0
## 5028 1.1 93.994 -36.4 4.858 5191.0
## 5057 1.1 93.994 -36.4 4.857 5191.0
## 5074 1.1 93.994 -36.4 4.857 5191.0
## 5085 1.1 93.994 -36.4 4.857 5191.0
## 5108 1.1 93.994 -36.4 4.857 5191.0
## 5113 1.1 93.994 -36.4 4.857 5191.0
## 5163 1.1 93.994 -36.4 4.857 5191.0
## 5175 1.1 93.994 -36.4 4.857 5191.0
## 5330 1.1 93.994 -36.4 4.857 5191.0
## 5348 1.1 93.994 -36.4 4.857 5191.0
## 5364 1.1 93.994 -36.4 4.857 5191.0
## 5385 1.1 93.994 -36.4 4.857 5191.0
## 5416 1.1 93.994 -36.4 4.857 5191.0
## 5436 1.1 93.994 -36.4 4.857 5191.0
## 5443 1.1 93.994 -36.4 4.857 5191.0
## 5551 1.1 93.994 -36.4 4.857 5191.0
## 5614 1.1 93.994 -36.4 4.857 5191.0
## 5620 1.1 93.994 -36.4 4.857 5191.0
## 5637 1.1 93.994 -36.4 4.857 5191.0
## 5639 1.1 93.994 -36.4 4.857 5191.0
## 5653 1.1 93.994 -36.4 4.857 5191.0
## 5700 1.1 93.994 -36.4 4.857 5191.0
## 5708 1.1 93.994 -36.4 4.857 5191.0
## 5732 1.1 93.994 -36.4 4.857 5191.0
## 5781 1.1 93.994 -36.4 4.857 5191.0
## 5785 1.1 93.994 -36.4 4.857 5191.0
## 5819 1.1 93.994 -36.4 4.857 5191.0
## 5851 1.1 93.994 -36.4 4.857 5191.0
## 5853 1.1 93.994 -36.4 4.857 5191.0
## 5864 1.1 93.994 -36.4 4.857 5191.0
## 5949 1.1 93.994 -36.4 4.857 5191.0
## 5979 1.1 93.994 -36.4 4.857 5191.0
## 5999 1.1 93.994 -36.4 4.857 5191.0
## 6019 1.1 93.994 -36.4 4.857 5191.0
## 6105 1.1 93.994 -36.4 4.857 5191.0
## 6144 1.1 93.994 -36.4 4.857 5191.0
## 6165 1.1 93.994 -36.4 4.857 5191.0
## 6214 1.1 93.994 -36.4 4.857 5191.0
## 6281 1.1 93.994 -36.4 4.857 5191.0
## 6363 1.1 93.994 -36.4 4.857 5191.0
## 6434 1.1 93.994 -36.4 4.857 5191.0
## 6467 1.1 93.994 -36.4 4.857 5191.0
## 6521 1.1 93.994 -36.4 4.857 5191.0
## 6532 1.1 93.994 -36.4 4.857 5191.0
## 6586 1.1 93.994 -36.4 4.857 5191.0
## 6606 1.1 93.994 -36.4 4.857 5191.0
## 6607 1.1 93.994 -36.4 4.857 5191.0
## 6630 1.1 93.994 -36.4 4.857 5191.0
## 6649 1.1 93.994 -36.4 4.857 5191.0
## 6663 1.1 93.994 -36.4 4.857 5191.0
## 6679 1.1 93.994 -36.4 4.857 5191.0
## 6696 1.1 93.994 -36.4 4.857 5191.0
## 6739 1.1 93.994 -36.4 4.857 5191.0
## 6763 1.1 93.994 -36.4 4.857 5191.0
## 6861 1.1 93.994 -36.4 4.857 5191.0
## 6902 1.1 93.994 -36.4 4.860 5191.0
## 6938 1.1 93.994 -36.4 4.860 5191.0
## 6960 1.1 93.994 -36.4 4.860 5191.0
## 6968 1.1 93.994 -36.4 4.860 5191.0
## 6983 1.1 93.994 -36.4 4.860 5191.0
## 7010 1.1 93.994 -36.4 4.860 5191.0
## 7056 1.1 93.994 -36.4 4.860 5191.0
## 7096 1.1 93.994 -36.4 4.860 5191.0
## 7136 1.1 93.994 -36.4 4.860 5191.0
## 7138 1.1 93.994 -36.4 4.860 5191.0
## 7163 1.1 93.994 -36.4 4.860 5191.0
## 7249 1.1 93.994 -36.4 4.860 5191.0
## 7267 1.1 93.994 -36.4 4.860 5191.0
## 7289 1.1 93.994 -36.4 4.860 5191.0
## 7290 1.1 93.994 -36.4 4.860 5191.0
## 7360 1.1 93.994 -36.4 4.864 5191.0
## 7398 1.1 93.994 -36.4 4.864 5191.0
## 7405 1.1 93.994 -36.4 4.864 5191.0
## 7420 1.1 93.994 -36.4 4.864 5191.0
## 7438 1.1 93.994 -36.4 4.864 5191.0
## 7445 1.1 93.994 -36.4 4.864 5191.0
## 7446 1.1 93.994 -36.4 4.864 5191.0
## 7471 1.1 93.994 -36.4 4.864 5191.0
## 7476 1.1 93.994 -36.4 4.864 5191.0
## 7479 1.1 93.994 -36.4 4.864 5191.0
## 7487 1.1 93.994 -36.4 4.864 5191.0
## 7543 1.1 93.994 -36.4 4.864 5191.0
## 7545 1.1 93.994 -36.4 4.864 5191.0
## 7551 1.1 93.994 -36.4 4.864 5191.0
## 7556 1.1 93.994 -36.4 4.864 5191.0
## 7572 1.1 93.994 -36.4 4.864 5191.0
## 7614 1.1 93.994 -36.4 4.864 5191.0
## 7621 1.1 93.994 -36.4 4.864 5191.0
## 7653 1.1 93.994 -36.4 4.864 5191.0
## 7718 1.1 93.994 -36.4 4.864 5191.0
## 7720 1.1 93.994 -36.4 4.864 5191.0
## 7726 1.1 93.994 -36.4 4.864 5191.0
## 7728 1.1 93.994 -36.4 4.864 5191.0
## 7732 1.1 93.994 -36.4 4.864 5191.0
## 7794 1.4 94.465 -41.8 4.865 5228.1
## 7809 1.4 94.465 -41.8 4.865 5228.1
## 7815 1.4 94.465 -41.8 4.865 5228.1
## 7818 1.4 94.465 -41.8 4.865 5228.1
## 7820 1.4 94.465 -41.8 4.865 5228.1
## 7836 1.4 94.465 -41.8 4.865 5228.1
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## 41187 -1.1 94.767 -50.8 1.028 4963.6
## Sale_Success
## 76 yes
## 84 yes
## 89 yes
## 130 yes
## 140 yes
## 183 yes
## 287 yes
## 389 yes
## 390 yes
## 447 yes
## 470 yes
## 505 yes
## 557 yes
## 682 yes
## 821 yes
## 833 yes
## 857 yes
## 871 yes
## 877 yes
## 1079 yes
## 1115 yes
## 1167 yes
## 1190 yes
## 1234 yes
## 1257 yes
## 1320 yes
## 1349 yes
## 1397 yes
## 1443 yes
## 1445 yes
## 1502 yes
## 1609 yes
## 1614 yes
## 1633 yes
## 1637 yes
## 1656 yes
## 1692 yes
## 1726 yes
## 1764 yes
## 1792 yes
## 1810 yes
## 1820 yes
## 2003 yes
## 2040 yes
## 2065 yes
## 2105 yes
## 2258 yes
## 2276 yes
## 2306 yes
## 2316 yes
## 2317 yes
## 2331 yes
## 2407 yes
## 2418 yes
## 2422 yes
## 2425 yes
## 2445 yes
## 2450 yes
## 2474 yes
## 2636 yes
## 2646 yes
## 2685 yes
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## 2714 yes
## 2745 yes
## 2756 yes
## 2764 yes
## 2776 yes
## 2780 yes
## 2854 yes
## 2906 yes
## 3048 yes
## 3091 yes
## 3114 yes
## 3175 yes
## 3184 yes
## 3204 yes
## 3220 yes
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## 3265 yes
## 3339 yes
## 3382 yes
## 3385 yes
## 3396 yes
## 3428 yes
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## 3454 yes
## 3507 yes
## 3542 yes
## 3546 yes
## 3565 yes
## 3567 yes
## 3571 yes
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## 3577 yes
## 3609 yes
## 3629 yes
## 3662 yes
## 3678 yes
## 3686 yes
## 3694 yes
## 3698 yes
## 3735 yes
## 3741 yes
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## 3855 yes
## 3888 yes
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## 3980 yes
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## 4035 yes
## 4051 yes
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## 4165 yes
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## 4695 yes
## 4721 yes
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## 4753 yes
## 4770 yes
## 4794 yes
## 4852 yes
## 4873 yes
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## 4903 yes
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## 6960 yes
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## 7360 yes
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## 7445 yes
## 7446 yes
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## 7487 yes
## 7543 yes
## 7545 yes
## 7551 yes
## 7556 yes
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## 7614 yes
## 7621 yes
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## 7718 yes
## 7720 yes
## 7726 yes
## 7728 yes
## 7732 yes
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## 7815 yes
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## 9797 yes
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## 12888 yes
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## 41187 yesWe group the resulting dataset into job types:
Banmart_YES_count_job<-Banmart_YES_count %>%
group_by(job) %>%
summarise(n = n())%>%
arrange(desc(n))and plot the result with labels.
Banmart_YES_count_job <- Banmart_YES_count_job %>%
mutate(
label = glue(
" {job} :{n}"
)
)
plot1 <- ggplot(data = Banmart_YES_count_job, aes(x = job,
y = reorder(n, job),
text = label)) + # reorder(A, berdasarkan B)
geom_col(aes(fill = n)) +
scale_fill_gradient(low="red", high="black") +
labs(title = "Term Deposit Sales by Job",
x = "Job",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))
ggplotly(plot1, tooltip = "text")## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NAInterpretation:
1- The largest group of respondents who subscribe to the term deposit product work as admin personnel (1352), followed by technicians (730), blue-collar workers(638) and retirees (434) in descending order.
In a similar way we would also like to investigate the educational backgrounds of the respondents who subscribe to the term deposit product.
Banmart_YES_count_edu<-Banmart_YES_count %>%
group_by(education) %>%
summarise(n = n())%>%
arrange(desc(n))
Banmart_YES_count_edu <- Banmart_YES_count_edu %>%
mutate(
label = glue(
"{education} : {n}"
)
)plot1 <- ggplot(data = Banmart_YES_count_edu, aes(x = education,
y = reorder(n, education),
text = label)) + # reorder(A, berdasarkan B)
geom_col(aes(fill = n)) +
scale_fill_gradient(low="red", high="black") +
labs(title = "Term Deposit Sales by Education",
x = "Education Level",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))
ggplotly(plot1, tooltip = "text")## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NAInterpretation:
1 - The largest group of respondents who subscribe to the term deposit product have a university degree (1673), followed by high school graduates (1031), professional certificate holders (595) and a basic 9 years of schooling (473).
Now we would like to demonstrate the ages of respondents who subscribe to the term deposit product. Initially we group the respondnets into age ranges : 12-19, 20-24, 25-29,…, 95-99.
Banmart_YES_count$age_group <- cut(Banmart_YES_count$age, breaks = c(15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,95,100), labels = c("15-19","20-24","25-29","30-34","35-39","40-44","45-49","50-54","55-59", "60-64","65-69", "70-74", "75-79", "80-84", "85-89", "90-94", "95-99"), right = TRUE)We count the number of observations in each age range.
Banmart_YES_count_age_group<-Banmart_YES_count %>%
group_by(age_group) %>%
summarise(n = n())%>%
arrange(desc(n))
Banmart_YES_count_age_group <- Banmart_YES_count_age_group %>%
mutate(
label = glue(
"{age_group}:{n}"
)
)Then we proceed to plot the distribution of ages of the selected respondents.
plot1 <- ggplot(data = Banmart_YES_count_age_group, aes(x = age_group,
y = reorder(n, age_group),
text = label)) +
geom_col(aes(fill = n)) +
scale_fill_gradient(low="red", high="black") +
labs(title = "Term Deposit Sales by Age Group",
x = "Age Group",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))
ggplotly(plot1, tooltip = "text")## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NA
## Warning in mean.default(X[[i]], ...): argument is not numeric or logical:
## returning NAInterpretation
1 - The distribution of term deposit subscribers is skewed to the right.
2 - The distribution has a peak in the age range 30-34 (965).
Banmart_YES<-subset(Banmart, subset = Sale_Success == "yes")
Banmart_YES## age job marital education default housing loan
## 76 41 blue-collar divorced basic.4y unknown yes no
## 84 49 entrepreneur married university.degree unknown yes no
## 89 49 technician married basic.9y no no no
## 130 41 technician married professional.course unknown yes no
## 140 45 blue-collar married basic.9y unknown yes no
## 183 42 blue-collar married basic.9y no yes yes
## 287 39 housemaid married basic.9y no yes no
## 389 28 unknown single unknown unknown yes yes
## 390 44 services married high.school no yes no
## 447 42 technician married professional.course no no no
## 470 42 management married university.degree no no no
## 505 39 services married high.school unknown yes no
## 557 42 blue-collar married high.school no no yes
## 682 45 housemaid married professional.course unknown yes no
## 821 31 admin. single university.degree no no no
## 833 28 student single basic.9y unknown yes yes
## 857 41 entrepreneur married university.degree no yes no
## 871 37 blue-collar single basic.9y unknown yes no
## 877 44 blue-collar married basic.4y no yes no
## 1079 44 entrepreneur married basic.4y unknown no no
## 1115 54 admin. divorced university.degree no no no
## 1167 42 services married professional.course no yes no
## 1190 46 blue-collar single basic.9y no yes no
## 1234 32 blue-collar married professional.course no no no
## 1257 43 technician single university.degree no yes no
## 1320 54 admin. married university.degree no no no
## 1349 50 technician married high.school no yes no
## 1397 31 services married basic.6y no no no
## 1443 51 blue-collar married basic.9y unknown yes no
## 1445 31 entrepreneur divorced high.school no yes no
## 1502 41 services divorced high.school no yes no
## 1609 32 unknown unknown university.degree no no no
## 1614 33 services married high.school unknown no no
## 1633 38 management married basic.9y unknown no no
## 1637 60 housemaid married high.school unknown no no
## 1656 35 blue-collar married professional.course no yes yes
## 1692 33 blue-collar married basic.6y unknown yes yes
## 1726 51 blue-collar married basic.9y no no yes
## 1764 24 services single high.school no yes no
## 1792 32 admin. married university.degree no no yes
## 1810 43 admin. married university.degree unknown yes no
## 1820 44 blue-collar single basic.6y unknown yes no
## 2003 59 management married university.degree no no no
## 2040 24 services single high.school no no no
## 2065 39 admin. married university.degree no no no
## 2105 41 admin. single unknown no yes yes
## 2258 39 blue-collar married basic.9y unknown no no
## 2276 32 admin. single university.degree unknown no no
## 2306 33 management married basic.4y no yes yes
## 2316 38 management married basic.9y no yes no
## 2317 35 admin. single high.school no yes yes
## 2331 38 blue-collar single basic.9y no yes no
## 2407 38 blue-collar single university.degree unknown yes no
## 2418 38 technician single university.degree no no no
## 2422 30 technician married university.degree no yes no
## 2425 51 admin. single basic.6y no no no
## 2445 31 services married basic.6y unknown no no
## 2450 45 technician married university.degree no yes yes
## 2474 36 admin. married high.school no no no
## 2636 31 services married basic.9y no no no
## 2646 45 entrepreneur married university.degree no yes no
## 2685 51 admin. married basic.4y unknown yes no
## 2698 38 blue-collar married basic.6y unknown yes no
## 2714 41 technician married high.school no yes no
## 2745 27 admin. single high.school no yes no
## 2756 37 blue-collar married basic.4y unknown yes no
## 2764 33 unemployed divorced basic.9y no no no
## 2776 33 blue-collar married high.school no no no
## 2780 35 student married university.degree no yes no
## 2854 40 blue-collar married high.school no no no
## 2906 40 blue-collar married basic.6y no yes no
## 3048 36 technician married professional.course no no no
## 3091 35 housemaid married basic.4y no no no
## 3114 32 services married basic.9y no no no
## 3175 42 services divorced basic.6y no yes no
## 3184 45 admin. married high.school no yes no
## 3204 38 services single high.school unknown no yes
## 3220 39 blue-collar married basic.9y no no no
## 3224 45 self-employed married basic.6y unknown no no
## 3260 49 blue-collar divorced basic.4y unknown no no
## 3265 41 blue-collar married basic.9y no no no
## 3339 30 admin. married university.degree no yes no
## 3382 53 technician married professional.course unknown yes no
## 3385 35 technician married unknown unknown no no
## 3396 51 management married university.degree unknown no yes
## 3428 33 blue-collar divorced basic.9y unknown no no
## 3437 44 services married high.school unknown yes no
## 3454 50 blue-collar married basic.9y no yes no
## 3507 30 admin. single high.school no no yes
## 3542 45 entrepreneur married university.degree no yes yes
## 3546 35 admin. single high.school no no yes
## 3565 29 blue-collar single high.school no yes no
## 3567 44 management single university.degree unknown yes no
## 3571 31 blue-collar married basic.6y unknown unknown unknown
## 3575 56 blue-collar married basic.4y unknown yes yes
## 3577 45 technician married university.degree no yes no
## 3609 26 blue-collar single basic.9y no no no
## 3629 40 entrepreneur married university.degree no no no
## 3662 49 admin. divorced high.school no yes no
## 3678 26 admin. single high.school no no no
## 3686 37 blue-collar single basic.9y unknown no no
## 3694 37 admin. single high.school no yes no
## 3698 38 blue-collar single university.degree unknown no no
## 3735 51 services married basic.6y no no no
## 3741 46 admin. divorced university.degree no no no
## 3775 35 student single high.school no no yes
## 3855 57 services divorced high.school no yes yes
## 3888 28 blue-collar married basic.9y no no yes
## 3940 47 management married basic.4y unknown no no
## 3980 57 technician married professional.course no yes no
## 3989 45 blue-collar married unknown no yes yes
## 4035 48 blue-collar married basic.9y no no no
## 4051 28 services married high.school no no no
## 4111 38 services married high.school no yes no
## 4153 34 blue-collar married basic.6y no yes no
## 4165 52 services married high.school unknown yes no
## 4168 52 services divorced high.school no no no
## 4210 33 technician divorced professional.course no no no
## 4253 32 services single basic.6y no no yes
## 4265 31 blue-collar single high.school no no no
## 4269 47 blue-collar married unknown unknown no no
## 4295 53 blue-collar married basic.4y unknown no no
## 4354 35 services single basic.4y no yes no
## 4480 58 retired married basic.4y unknown no no
## 4486 39 blue-collar single basic.9y no no no
## 4523 27 blue-collar married basic.6y unknown unknown unknown
## 4610 42 admin. married high.school no no no
## 4624 55 technician married high.school no yes no
## 4636 49 housemaid married basic.4y unknown no yes
## 4653 42 admin. single university.degree no yes yes
## 4673 45 admin. single professional.course no yes no
## 4678 59 retired married professional.course unknown no no
## 4695 54 blue-collar married basic.9y unknown no no
## 4721 55 technician married basic.9y unknown yes no
## 4738 30 admin. single university.degree no no no
## 4753 35 technician single university.degree no yes no
## 4770 31 blue-collar married basic.6y no no yes
## 4794 36 admin. single professional.course no yes yes
## 4852 46 housemaid married basic.4y no no no
## 4873 32 technician single university.degree unknown no no
## 4881 25 blue-collar single basic.4y no yes no
## 4900 45 admin. divorced university.degree no no no
## 4903 56 entrepreneur married university.degree no no yes
## 4905 30 admin. single high.school no no no
## 4983 44 blue-collar divorced unknown no yes yes
## 5008 32 blue-collar married basic.9y no no no
## 5028 37 services married high.school no yes yes
## 5057 58 admin. divorced university.degree no yes no
## 5074 35 services married high.school no no no
## 5085 49 technician married professional.course no no no
## 5108 38 technician married basic.6y unknown no no
## 5113 22 blue-collar single basic.6y unknown no yes
## 5163 47 blue-collar married basic.6y no yes no
## 5175 55 retired married high.school no no no
## 5330 50 technician married high.school no yes no
## 5348 32 admin. single university.degree no no no
## 5364 33 services single high.school no no no
## 5385 60 retired married high.school unknown yes no
## 5416 46 blue-collar married basic.4y no yes no
## 5436 39 technician single professional.course no no no
## 5443 39 services married high.school no yes no
## 5551 33 blue-collar single basic.9y unknown no yes
## 5614 56 blue-collar married professional.course no yes no
## 5620 58 admin. single university.degree no no no
## 5637 44 management single university.degree unknown yes no
## 5639 29 student single high.school no no yes
## 5653 41 services married high.school unknown yes no
## 5700 58 admin. single university.degree no no no
## 5708 43 entrepreneur married high.school no yes yes
## 5732 41 unemployed married basic.9y unknown yes yes
## 5781 39 management married university.degree no no no
## 5785 25 blue-collar married high.school unknown yes yes
## 5819 38 self-employed single university.degree no no no
## 5851 52 blue-collar married basic.4y unknown yes no
## 5853 28 entrepreneur married basic.9y no no no
## 5864 24 admin. married basic.9y no yes no
## 5949 45 services divorced unknown no yes no
## 5979 42 services married professional.course no yes no
## 5999 29 technician single university.degree no yes no
## 6019 34 blue-collar married basic.9y no no no
## 6105 47 admin. married high.school no no no
## 6144 31 blue-collar married basic.9y no no no
## 6165 39 management single university.degree no yes no
## 6214 52 management married professional.course no yes no
## 6281 30 self-employed married basic.9y no no no
## 6363 45 blue-collar married basic.6y unknown no no
## 6434 52 admin. divorced university.degree no yes no
## 6467 34 blue-collar single basic.9y unknown no no
## 6521 57 blue-collar divorced basic.9y no yes no
## 6532 34 blue-collar married basic.9y no yes yes
## 6586 40 admin. married university.degree no yes no
## 6606 50 services married basic.4y unknown yes no
## 6607 33 blue-collar married basic.6y no no no
## 6630 25 unemployed single high.school unknown no no
## 6649 54 technician married professional.course no no no
## 6663 33 admin. married university.degree no no no
## 6679 41 management married basic.6y no yes no
## 6696 53 technician married professional.course unknown no no
## 6739 54 retired married basic.4y unknown no no
## 6763 30 management single university.degree no no yes
## 6861 59 retired married professional.course no no no
## 6902 39 admin. married university.degree no yes no
## 6938 40 technician married basic.9y unknown yes no
## 6960 28 entrepreneur married basic.9y unknown yes no
## 6968 38 technician divorced professional.course no yes no
## 6983 34 services married high.school no no no
## 7010 37 unemployed married professional.course unknown no no
## 7056 31 admin. divorced high.school no no no
## 7096 31 blue-collar married basic.9y no no no
## 7136 40 admin. single high.school no yes no
## 7138 37 admin. married university.degree no yes no
## 7163 36 admin. single university.degree no no no
## 7249 37 admin. single university.degree no yes no
## 7267 42 admin. single university.degree unknown yes no
## 7289 30 technician single university.degree unknown yes no
## 7290 58 retired married basic.9y unknown yes no
## 7360 34 housemaid divorced high.school no no no
## 7398 40 services married high.school no no yes
## 7405 48 blue-collar married basic.6y no yes no
## 7420 30 admin. married university.degree no no no
## 7438 43 blue-collar divorced basic.4y unknown yes no
## 7445 25 blue-collar married basic.9y unknown yes no
## 7446 27 admin. single high.school unknown no no
## 7471 47 blue-collar married basic.6y unknown yes no
## 7476 52 services married high.school unknown unknown unknown
## 7479 50 technician married professional.course no yes no
## 7487 31 services married high.school no no no
## 7543 41 entrepreneur married university.degree no yes no
## 7545 56 blue-collar married basic.4y unknown no no
## 7551 43 blue-collar married basic.9y unknown no no
## 7556 37 blue-collar married high.school no no no
## 7572 29 technician married professional.course no no no
## 7614 49 blue-collar married basic.6y no yes no
## 7621 48 technician single unknown no yes no
## 7653 42 services married high.school no no no
## 7718 32 admin. single high.school no yes no
## 7720 43 blue-collar married basic.4y unknown no no
## 7726 40 admin. divorced professional.course no yes no
## 7728 37 unemployed married professional.course no yes no
## 7732 31 services single basic.9y no no no
## 7794 46 admin. married university.degree no yes no
## 7809 38 unemployed married basic.6y no no no
## 7815 60 management married university.degree no no no
## 7818 30 services divorced basic.9y no no no
## 7820 28 services married high.school no no no
## 7836 42 blue-collar married basic.6y no yes no
## 7882 39 services single high.school unknown yes yes
## 7934 45 admin. married unknown no yes no
## 7953 26 blue-collar married basic.9y no no no
## 7984 33 services single university.degree unknown no no
## 8015 55 technician married professional.course no yes no
## 8063 52 blue-collar married high.school unknown no no
## 8113 35 student single university.degree unknown yes yes
## 8131 59 retired divorced university.degree no no no
## 8136 39 technician single professional.course unknown no no
## 8173 26 technician single university.degree no no no
## 8181 34 blue-collar married basic.9y no no no
## 8197 32 blue-collar single high.school no no no
## 8234 56 management married basic.9y no yes no
## 8247 48 management married university.degree no yes yes
## 8277 38 admin. single university.degree unknown yes no
## 8280 41 blue-collar married basic.6y no yes no
## 8316 38 blue-collar married basic.6y unknown no no
## 8351 24 admin. single high.school no no no
## 8356 31 unemployed divorced basic.4y no yes no
## 8361 30 blue-collar married basic.6y unknown yes no
## 8363 40 blue-collar married basic.9y no no yes
## 8418 40 blue-collar divorced basic.9y unknown no yes
## 8436 37 admin. divorced basic.9y no no no
## 8490 45 technician married university.degree unknown no yes
## 8503 52 retired married basic.4y no no no
## 8515 30 student single high.school no no no
## 8529 26 unknown single high.school unknown yes yes
## 8530 39 admin. married high.school no yes no
## 8536 38 admin. single university.degree no no yes
## 8543 35 admin. single high.school no no no
## 8569 34 admin. married high.school no no no
## 8597 31 blue-collar single basic.9y no no no
## 8600 38 blue-collar single high.school unknown yes no
## 8604 32 admin. married university.degree no no no
## 8608 33 unemployed married basic.9y no no no
## 8618 40 housemaid divorced high.school no no no
## 8622 36 blue-collar married basic.9y no no yes
## 8644 25 unknown single university.degree no no no
## 8805 42 blue-collar married basic.4y unknown yes no
## 8818 52 blue-collar divorced basic.4y no no no
## 8822 46 blue-collar married professional.course no no no
## 8827 49 blue-collar married basic.9y unknown no no
## 8867 28 technician single professional.course no no no
## 8884 31 blue-collar single basic.4y no no no
## 8898 41 management married unknown unknown no yes
## 8907 59 unknown married unknown unknown no no
## 8913 34 blue-collar married basic.9y no no no
## 8914 39 entrepreneur single basic.6y no no no
## 8959 31 technician married university.degree no no no
## 8978 31 technician single university.degree unknown yes no
## 9004 29 services single high.school no yes no
## 9029 34 blue-collar divorced professional.course no no no
## 9102 39 services married high.school no yes no
## 9150 56 blue-collar married basic.4y unknown no no
## 9158 52 self-employed married basic.4y unknown no yes
## 9197 33 blue-collar married professional.course no yes no
## 9204 38 admin. married university.degree no no no
## 9205 35 management single unknown no no no
## 9216 32 blue-collar married basic.6y no no no
## 9240 40 blue-collar married professional.course unknown no no
## 9257 48 self-employed married university.degree no no no
## 9277 47 admin. divorced university.degree no yes no
## 9339 41 blue-collar married basic.9y no no no
## 9433 55 admin. married basic.4y unknown no no
## 9448 40 services divorced high.school no yes no
## 9525 29 admin. single university.degree no no no
## 9548 30 blue-collar single basic.4y unknown no no
## 9573 26 student single high.school no no no
## 9586 24 services single high.school no no no
## 9637 34 admin. married high.school no yes no
## 9651 36 technician married high.school no no no
## 9706 38 technician married professional.course no yes no
## 9709 27 entrepreneur single university.degree no yes no
## 9734 42 technician married basic.9y no yes no
## 9742 32 services married high.school unknown no no
## 9793 36 unknown single basic.6y unknown no no
## 9797 29 admin. married professional.course no yes no
## 9812 34 management married university.degree no no no
## 9841 37 admin. married university.degree no no no
## 9842 30 self-employed single university.degree no no no
## 9853 53 blue-collar divorced basic.4y no no no
## 9894 32 admin. single high.school no yes no
## 9902 43 entrepreneur married university.degree unknown no no
## 9905 50 blue-collar married basic.6y unknown no no
## 9908 31 blue-collar married basic.9y no yes no
## 9912 48 admin. divorced high.school no yes yes
## 9915 57 blue-collar married unknown unknown no no
## 9999 41 technician married professional.course unknown yes no
## 10035 36 blue-collar married basic.6y no yes no
## 10050 55 technician divorced professional.course unknown no no
## 10062 54 blue-collar married basic.6y unknown no no
## 10077 28 management single university.degree no no no
## 10125 46 technician married university.degree unknown no yes
## 10135 35 blue-collar married high.school no no no
## 10145 49 blue-collar married basic.4y no no no
## 10158 43 entrepreneur married high.school no no no
## 10159 59 entrepreneur divorced high.school unknown yes no
## 10163 44 admin. single university.degree no yes no
## 10172 43 blue-collar married basic.4y no unknown unknown
## 10185 25 admin. single high.school no yes no
## 10228 35 entrepreneur married university.degree no no no
## 10240 41 admin. divorced high.school no no no
## 10248 50 housemaid single unknown no no no
## 10255 37 management married university.degree no no no
## 10298 36 technician married university.degree no no no
## 10300 43 blue-collar married basic.9y unknown yes no
## 10333 43 self-employed married basic.9y no no no
## 10354 31 entrepreneur single basic.9y no no no
## 10403 39 management married university.degree no no no
## 10419 31 blue-collar single high.school no yes no
## 10457 47 blue-collar married basic.4y no yes no
## 10545 38 admin. single university.degree unknown no no
## 10636 51 blue-collar married basic.4y unknown no yes
## 10660 28 entrepreneur married basic.9y no yes no
## 10662 37 management married university.degree no no no
## 10664 31 blue-collar married basic.9y unknown yes no
## 10677 33 services married high.school unknown yes no
## 10686 52 blue-collar divorced high.school no no no
## 10705 30 entrepreneur married professional.course no yes no
## 10708 30 self-employed single university.degree no yes no
## 10836 36 blue-collar single high.school no yes no
## 10849 31 technician married professional.course no no no
## 10866 35 technician married professional.course no no no
## 10908 43 blue-collar married basic.6y no yes no
## 10917 29 management married university.degree no no no
## 10937 24 blue-collar single basic.4y no no no
## 10978 41 services married high.school no unknown unknown
## 10980 28 management married university.degree no yes no
## 10982 41 technician single professional.course no yes no
## 11013 59 retired married basic.9y no yes no
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## 19002 47 entrepreneur married university.degree no yes no
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## 19122 41 admin. married university.degree no no no
## 19131 42 admin. married university.degree no yes no
## 19153 43 admin. married university.degree unknown yes no
## 19155 40 admin. married university.degree no no no
## 19170 32 admin. single university.degree no yes no
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## 19206 53 services married high.school no yes no
## 19210 37 management married university.degree no no no
## 19223 51 technician married high.school unknown unknown unknown
## 19239 49 housemaid married basic.4y unknown yes no
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## 19254 49 unemployed married professional.course unknown yes no
## 19277 37 technician single high.school no yes yes
## 19282 31 management married university.degree no yes yes
## 19303 31 admin. married university.degree no yes no
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## 19440 43 admin. single university.degree no no yes
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## 19476 48 admin. married high.school no no no
## 19484 44 blue-collar married basic.9y no no no
## 19513 41 admin. single university.degree unknown yes no
## 19519 56 retired married high.school unknown yes no
## 19522 32 admin. single university.degree no yes yes
## 19529 34 technician divorced university.degree no yes yes
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## 19700 45 blue-collar married basic.9y no yes no
## 19704 30 admin. single university.degree no no no
## 19718 30 technician single professional.course no yes no
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## 19753 50 entrepreneur married professional.course unknown yes no
## 19754 35 technician married high.school no no no
## 19811 45 blue-collar married basic.4y unknown yes no
## 19821 45 blue-collar married basic.4y no no no
## 19827 57 technician married high.school unknown no no
## 19863 52 blue-collar married basic.9y no no no
## 19869 53 blue-collar married basic.4y unknown no no
## 19895 40 technician married high.school no yes no
## 19927 37 technician divorced professional.course no no no
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## 27752 38 technician married professional.course no no yes
## 27754 38 technician married professional.course no no no
## 27755 38 technician married professional.course no no yes
## 27759 38 technician married professional.course no no yes
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## 27767 34 technician single professional.course no yes yes
## 27768 34 technician single professional.course no no no
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## 27798 32 management single university.degree no yes no
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## 27817 88 retired divorced basic.4y no yes no
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## 27877 54 admin. married university.degree no yes no
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## 27892 46 admin. married university.degree no no no
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## 27897 33 admin. married university.degree no yes no
## 27898 28 admin. single university.degree no no no
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## 27919 28 admin. single high.school no yes no
## 27920 28 admin. single high.school no yes no
## 27922 56 blue-collar married basic.4y no yes no
## 27924 41 technician married professional.course no no no
## 27926 25 admin. married university.degree no yes no
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## 27935 27 housemaid married high.school no yes no
## 27938 25 admin. married university.degree no no no
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## 36251 28 admin. single university.degree no no no
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## 36298 29 admin. single university.degree no no no
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## 36342 31 admin. single university.degree no yes no
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## 36353 32 admin. married university.degree no yes yes
## 36354 32 admin. married university.degree no no no
## 36355 37 technician single university.degree no no no
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## 36372 41 technician married professional.course no no no
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## 36391 32 admin. married university.degree no yes no
## 36392 32 admin. married university.degree no no no
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## 36416 24 unknown single university.degree no yes no
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## 36429 44 admin. single university.degree no no no
## 36433 28 technician single professional.course no yes no
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## 36449 53 services married unknown no yes no
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## 36462 31 management married university.degree no yes no
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## 36465 28 technician single professional.course no yes no
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## 36472 31 services married high.school no no no
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## 36486 40 blue-collar divorced professional.course no no no
## 36487 40 management divorced university.degree no yes no
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## 36491 37 self-employed married professional.course no no no
## 36492 28 student single high.school no yes no
## 36494 20 student single unknown no yes no
## 36496 28 technician single professional.course no no no
## 36498 28 admin. single university.degree no yes no
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## 36513 29 admin. single university.degree no no no
## 36516 29 admin. divorced university.degree no yes no
## 36518 29 admin. single university.degree no yes no
## 36527 38 technician married university.degree no no no
## 36532 48 admin. married university.degree no yes no
## 36540 30 admin. single university.degree no yes no
## 36541 36 management single university.degree no yes no
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## 36543 42 self-employed married university.degree no yes no
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## 36562 30 admin. single university.degree no yes no
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## 36567 61 admin. married university.degree unknown yes no
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## 36592 29 admin. single university.degree no yes yes
## 36594 26 admin. single university.degree no no yes
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## 36609 36 management married university.degree no no no
## 36612 30 admin. married university.degree no yes no
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## 36618 53 housemaid married high.school no no yes
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## 36620 32 admin. single university.degree no yes no
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## 36661 30 admin. single university.degree no no yes
## 36662 32 admin. single university.degree no no no
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## 36664 32 admin. single university.degree no no no
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## 36891 49 admin. married university.degree no no no
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## 36952 45 admin. married university.degree no no no
## 36953 50 admin. married university.degree no no no
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## 36972 32 self-employed single university.degree no yes no
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## 36995 33 admin. single university.degree no no no
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## 37027 23 student single high.school no yes no
## 37028 26 services single high.school no no no
## 37032 23 student single high.school no no no
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## 37043 31 admin. single high.school no yes no
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## 37072 26 admin. single university.degree no yes no
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## 37101 30 student single university.degree no no no
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## 37109 27 admin. married university.degree no no yes
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## 37205 25 technician single university.degree no yes no
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## 37220 75 retired married basic.4y no no yes
## 37221 25 admin. single university.degree no yes no
## 37224 32 technician single professional.course no no no
## 37226 51 housemaid married unknown no no no
## 37228 70 retired married basic.4y no yes no
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## 37231 41 services single university.degree no yes no
## 37232 41 services single university.degree no yes no
## 37233 33 admin. single high.school no yes no
## 37236 73 retired married basic.4y no no no
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## 37246 28 admin. single university.degree no no no
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## 37251 51 housemaid married unknown no yes yes
## 37252 36 services married basic.9y no yes no
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## 37260 29 admin. single high.school no no no
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## 37264 33 admin. single high.school no yes no
## 37266 43 admin. single high.school no yes no
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## 37291 63 housemaid married basic.4y no yes no
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## 37322 31 admin. single university.degree no no no
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## 37340 52 management married high.school no no no
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## 37353 57 admin. married university.degree no yes no
## 37354 35 admin. married university.degree no no yes
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## 37396 26 student single basic.9y no no no
## 37398 26 student single basic.9y no yes no
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## 37420 20 student single basic.4y no yes no
## 37422 33 services married high.school no yes no
## 37426 66 retired unknown basic.9y no yes no
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## 37434 56 admin. married basic.9y no no no
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## 37458 28 admin. single university.degree no no no
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## 37471 30 services single high.school no yes no
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## 37530 57 admin. single high.school no yes no
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## 37541 26 student single professional.course no yes no
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## 37545 62 retired married unknown no no no
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## 37556 42 management married university.degree no yes no
## 37560 54 admin. married university.degree no yes no
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## 37567 55 retired married basic.4y no yes no
## 37569 71 retired married basic.4y no yes no
## 37571 70 retired married professional.course no yes no
## 37572 28 unemployed married professional.course no no no
## 37573 46 technician married professional.course no yes no
## 37574 42 technician married professional.course no yes no
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## 37578 38 self-employed divorced high.school no no no
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## 37580 17 student single basic.9y no unknown unknown
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## 37583 29 blue-collar single basic.6y no no no
## 37589 31 entrepreneur single university.degree no yes no
## 37595 62 management divorced high.school no no no
## 37598 76 retired married professional.course no no no
## 37603 73 retired married basic.4y no no no
## 37604 67 retired married professional.course no yes yes
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## 37610 25 admin. single university.degree no no no
## 37611 25 admin. single university.degree no yes no
## 37614 34 technician married university.degree no no no
## 37623 28 admin. single university.degree no yes no
## 37625 48 technician married high.school no yes no
## 37626 44 admin. single university.degree no no no
## 37628 23 technician married professional.course no yes no
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## 37634 41 admin. single high.school no yes no
## 37636 74 retired married basic.9y no yes no
## 37638 22 student single professional.course no yes no
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## 37644 61 retired married university.degree no no no
## 37646 34 admin. single university.degree no yes no
## 37650 26 admin. single university.degree no yes no
## 37651 47 admin. single university.degree no yes no
## 37659 37 admin. married university.degree no yes no
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## 37664 34 technician married professional.course no no no
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## 37668 64 retired married high.school unknown no no
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## 37683 35 admin. married university.degree no yes no
## 37684 37 admin. married university.degree no no no
## 37687 32 technician single university.degree no yes no
## 37688 33 admin. single university.degree no yes no
## 37689 55 unknown married university.degree no yes no
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## 37694 64 retired married basic.4y no yes no
## 37696 34 admin. single university.degree no no no
## 37703 33 admin. single university.degree no no no
## 37705 37 admin. divorced university.degree no no no
## 37707 66 retired married basic.6y no yes no
## 37708 36 technician single professional.course no yes no
## 37709 34 admin. single university.degree no yes no
## 37711 35 blue-collar divorced high.school no no no
## 37714 32 management single university.degree no no no
## 37717 71 retired single university.degree no yes no
## 37721 24 admin. single university.degree no yes no
## 37724 25 student single university.degree no no no
## 37727 28 technician single professional.course no yes no
## 37728 28 technician single professional.course no yes no
## 37730 34 technician single unknown no yes no
## 37731 51 management married high.school no yes yes
## 37738 61 retired married basic.4y no yes yes
## 37739 61 retired married basic.4y no yes no
## 37744 87 retired divorced basic.4y no no no
## 37746 54 admin. married university.degree no yes yes
## 37752 24 student single high.school no no no
## 37753 34 unemployed single professional.course no no no
## 37754 54 admin. married university.degree no yes no
## 37756 62 admin. married university.degree no yes no
## 37757 79 housemaid married basic.4y no no no
## 37758 30 blue-collar married high.school no yes no
## 37759 36 admin. single high.school no yes no
## 37761 39 admin. married university.degree no yes yes
## 37763 64 retired married unknown no no no
## 37764 24 student single unknown no yes yes
## 37765 24 student single unknown no yes no
## 37770 74 retired married basic.4y unknown yes no
## 37771 47 housemaid married university.degree no yes no
## 37772 38 unemployed single high.school no yes no
## 37784 66 retired married basic.4y unknown yes no
## 37789 63 housemaid married basic.4y no no no
## 37790 51 admin. divorced high.school no yes no
## 37799 58 retired married high.school no no no
## 37801 63 housemaid married basic.4y no no no
## 37802 54 retired married professional.course unknown no no
## 37804 62 retired married professional.course no yes no
## 37806 58 retired married high.school no yes no
## 37808 56 services single high.school no no yes
## 37809 43 admin. married high.school no yes no
## 37812 27 admin. single high.school no no no
## 37814 42 retired divorced illiterate no no no
## 37817 59 technician married professional.course no yes no
## 37819 80 retired married basic.4y no yes no
## 37824 28 student single unknown no no no
## 37828 59 admin. single university.degree no no no
## 37830 51 admin. married university.degree no yes no
## 37831 46 admin. married university.degree no yes no
## 37832 50 admin. married university.degree no no yes
## 37834 58 retired divorced high.school no no no
## 37835 31 admin. single university.degree no no no
## 37851 33 admin. married high.school no no no
## 37854 55 entrepreneur divorced basic.9y no yes no
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## 37856 62 retired married professional.course no yes yes
## 37861 26 student single high.school no yes no
## 37862 72 unknown married unknown no yes yes
## 37864 30 student married university.degree no no no
## 37871 73 retired married basic.4y no unknown unknown
## 37872 38 technician married professional.course no unknown unknown
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## 37879 53 admin. married university.degree no yes no
## 37881 38 admin. married high.school no yes no
## 37883 31 management married university.degree no yes yes
## 37891 39 entrepreneur married basic.6y no yes no
## 37904 33 admin. married high.school no yes no
## 37905 54 admin. married unknown no yes no
## 37906 79 retired married basic.9y no no no
## 37907 39 entrepreneur married basic.6y no yes no
## 37911 37 admin. married university.degree no yes no
## 37912 34 technician married professional.course no yes no
## 37915 34 technician married professional.course no yes yes
## 37917 18 student single unknown no no no
## 37920 26 admin. single university.degree no yes no
## 37923 32 admin. married university.degree no no no
## 37926 60 retired married professional.course no yes no
## 37927 44 admin. married university.degree no yes no
## 37930 40 unknown single unknown no no no
## 37934 26 student single unknown no yes yes
## 37940 59 management married university.degree no yes no
## 37942 51 technician married professional.course no no yes
## 37943 53 technician married professional.course no yes yes
## 37953 76 management married unknown no no no
## 37954 39 blue-collar married basic.9y no yes no
## 37955 72 retired married basic.4y no no no
## 37956 18 student single unknown no yes no
## 37958 28 student single high.school no no no
## 37961 50 admin. married high.school no yes no
## 37969 45 housemaid single basic.4y no no no
## 37970 59 admin. married unknown no yes yes
## 37971 61 retired married university.degree no no no
## 37972 59 admin. married unknown no no yes
## 37973 45 housemaid single basic.4y no yes no
## 37983 52 technician married professional.course no yes yes
## 37985 45 admin. married university.degree no no no
## 37988 45 admin. married university.degree no no no
## 37990 41 admin. married university.degree no no no
## 37993 30 admin. single university.degree no no no
## 37995 30 self-employed single university.degree no yes no
## 37996 43 technician married professional.course no no no
## 37997 49 admin. married high.school no no no
## 37998 71 retired married basic.4y no yes no
## 37999 66 management divorced university.degree no no no
## 38001 39 self-employed divorced high.school no no no
## 38002 30 self-employed single university.degree no no no
## 38003 29 self-employed single university.degree no yes no
## 38005 43 technician married high.school no yes no
## 38006 75 retired married unknown no no no
## 38007 24 student single basic.9y no unknown unknown
## 38009 39 self-employed divorced high.school no no no
## 38013 34 technician married professional.course no yes yes
## 38015 30 admin. married university.degree no yes yes
## 38017 58 retired married basic.4y no no no
## 38019 36 services married high.school no yes yes
## 38021 78 unknown married unknown no yes no
## 38022 46 admin. married high.school no yes no
## 38025 27 admin. single university.degree no yes yes
## 38026 27 admin. single university.degree no no no
## 38027 36 unemployed married unknown unknown no no
## 38034 76 retired married basic.4y no yes no
## 38035 56 admin. married university.degree no yes no
## 38037 42 management married basic.6y no yes no
## 38038 25 admin. single high.school no no no
## 38041 42 management married basic.6y no yes no
## 38043 69 retired married high.school no no no
## 38047 34 admin. single university.degree no no no
## 38048 49 admin. divorced university.degree no yes no
## 38052 43 admin. single high.school no yes no
## 38054 28 admin. single university.degree no yes no
## 38056 40 unemployed married professional.course no no yes
## 38058 31 admin. single high.school no yes no
## 38059 36 admin. single university.degree no yes no
## 38061 71 retired married unknown no yes no
## 38062 34 admin. married university.degree no no no
## 38064 47 management married university.degree no yes no
## 38070 62 entrepreneur married university.degree no no no
## 38071 62 entrepreneur married university.degree no yes no
## 38072 70 retired married basic.4y no no no
## 38073 59 retired married basic.4y no yes no
## 38075 70 admin. married basic.4y no no no
## 38076 29 admin. single high.school no yes no
## 38077 27 admin. married university.degree no yes no
## 38078 24 technician married university.degree no yes yes
## 38079 21 student single basic.9y no unknown unknown
## 38081 27 admin. single university.degree no yes no
## 38082 70 admin. married basic.4y no yes yes
## 38083 24 admin. single university.degree no no no
## 38085 53 technician married professional.course no no no
## 38090 38 admin. single university.degree unknown yes no
## 38092 31 self-employed married university.degree no no no
## 38096 49 unemployed married high.school no no no
## 38097 49 unemployed married high.school no no no
## 38105 36 admin. married high.school no no no
## 38106 46 self-employed divorced high.school no no no
## 38107 56 unemployed married professional.course no no no
## 38108 52 admin. married university.degree no no no
## 38110 37 technician married university.degree no yes no
## 38111 39 services married high.school no no no
## 38112 60 self-employed divorced university.degree no no no
## 38114 44 technician married professional.course no yes no
## 38115 22 services single professional.course no yes yes
## 38116 22 services single professional.course no yes yes
## 38118 63 housemaid married basic.4y no yes no
## 38128 70 retired divorced university.degree no yes no
## 38137 81 retired married basic.4y no yes no
## 38139 30 admin. married university.degree no no no
## 38142 43 services married basic.6y no no no
## 38147 56 management divorced university.degree no no no
## 38149 61 retired married high.school no yes no
## 38152 35 admin. married university.degree no yes no
## 38155 50 management married university.degree no yes no
## 38156 37 admin. single university.degree no yes no
## 38159 35 admin. married high.school no yes no
## 38174 23 unemployed single basic.9y no yes no
## 38176 71 retired married basic.4y no yes no
## 38179 75 retired divorced basic.4y unknown yes no
## 38180 83 retired married professional.course no yes no
## 38185 82 retired married university.degree no yes no
## 38191 69 retired divorced professional.course no no no
## 38195 65 retired married high.school no yes no
## 38200 56 unknown married basic.4y no no no
## 38201 37 housemaid single university.degree no no no
## 38205 50 unknown married unknown no no no
## 38206 35 admin. married university.degree no no no
## 38209 34 self-employed married university.degree no no no
## 38212 60 admin. married unknown no yes no
## 38213 48 management married university.degree no no no
## 38214 48 management married university.degree no yes no
## 38222 63 retired married high.school no no no
## 38231 54 management divorced university.degree no yes no
## 38232 36 technician married professional.course unknown no no
## 38233 37 management single basic.9y no no no
## 38235 42 management single university.degree no no no
## 38238 42 management single university.degree no yes no
## 38240 59 technician married university.degree no yes no
## 38241 42 management single university.degree no yes no
## 38243 36 admin. married university.degree no yes yes
## 38245 42 management single university.degree no no no
## 38247 77 retired married university.degree no no yes
## 38250 32 admin. married professional.course no yes no
## 38258 30 management married university.degree no no no
## 38259 35 student single university.degree no yes no
## 38260 30 management married university.degree no yes no
## 38261 80 retired married basic.4y no no no
## 38270 32 admin. married professional.course no no yes
## 38271 22 student single high.school no yes no
## 38275 17 student single unknown no no yes
## 38276 33 unemployed married high.school no yes yes
## 38277 45 blue-collar single basic.9y no no yes
## 38278 26 student single basic.9y no yes no
## 38283 28 technician single high.school no no no
## 38284 28 technician single high.school no unknown unknown
## 38285 28 admin. single high.school no no no
## 38289 74 retired married unknown no yes yes
## 38290 37 technician married university.degree no yes no
## 38297 34 management married university.degree no no no
## 38301 33 admin. single university.degree no no no
## 38313 40 services married professional.course no yes no
## 38317 74 retired married basic.9y no yes no
## 38319 37 blue-collar married basic.6y no no no
## 38320 33 admin. single university.degree no yes no
## 38322 37 management single university.degree no no no
## 38324 25 admin. single university.degree no yes yes
## 38325 28 services married basic.9y no yes no
## 38326 28 services married basic.9y no yes no
## 38328 22 student single high.school no no no
## 38331 39 technician married university.degree no no no
## 38332 33 technician married professional.course no yes no
## 38338 33 admin. single university.degree no yes no
## 38341 26 admin. single university.degree no no no
## 38346 49 admin. single high.school no yes no
## 38348 50 technician married professional.course no unknown unknown
## 38349 33 admin. married university.degree no no no
## 38350 38 technician married university.degree no no no
## 38351 28 management single university.degree no no no
## 38352 62 retired married university.degree unknown no no
## 38356 49 admin. single high.school no yes no
## 38357 36 admin. married university.degree no no no
## 38359 70 retired married basic.4y no yes no
## 38363 60 retired married basic.4y no no no
## 38377 30 services single high.school no yes no
## 38387 21 student single high.school no no no
## 38393 36 management married basic.6y no yes no
## 38394 33 admin. married university.degree no yes no
## 38396 57 admin. single high.school no unknown unknown
## 38397 31 services single professional.course no yes no
## 38398 31 admin. married university.degree no yes no
## 38399 60 technician married basic.4y no yes no
## 38401 59 housemaid married basic.4y no yes no
## 38403 30 technician married professional.course no yes no
## 38404 24 management single university.degree no yes no
## 38405 39 admin. single high.school no yes no
## 38406 44 admin. married university.degree no yes no
## 38407 38 admin. married university.degree no yes no
## 38408 38 admin. married university.degree no yes no
## 38412 36 admin. married university.degree no yes no
## 38415 32 admin. married university.degree no yes no
## 38416 88 retired divorced basic.4y no no no
## 38417 44 admin. married university.degree no yes no
## 38418 36 admin. married university.degree no no no
## 38420 42 blue-collar married professional.course no yes no
## 38421 42 blue-collar married professional.course no no no
## 38422 29 blue-collar single basic.9y no no yes
## 38423 54 unemployed married basic.9y no yes no
## 38424 34 technician married professional.course no yes no
## 38427 37 unemployed married university.degree no yes no
## 38428 35 unemployed married university.degree no no no
## 38429 56 technician married basic.4y no no no
## 38430 33 services married high.school no yes no
## 38431 71 management married university.degree no yes no
## 38432 56 retired married professional.course no unknown unknown
## 38433 56 retired married professional.course no no no
## 38437 45 technician married professional.course no no no
## 38438 30 admin. single university.degree no yes no
## 38439 56 technician married basic.4y no no no
## 38440 25 services single high.school no yes no
## 38441 24 admin. single university.degree no yes yes
## 38443 35 unemployed married university.degree no no no
## 38445 61 management married university.degree no yes no
## 38446 22 student single high.school no no no
## 38447 64 admin. married high.school no yes no
## 38448 23 technician single university.degree no yes no
## 38449 21 student single high.school no yes no
## 38451 24 student single unknown no yes no
## 38453 98 retired married basic.4y unknown yes no
## 38454 64 admin. married high.school no yes no
## 38456 98 retired married basic.4y unknown yes no
## 38457 22 student single basic.9y no no no
## 38458 22 student single basic.9y no no no
## 38462 29 admin. single high.school no yes no
## 38463 34 admin. married university.degree no no no
## 38466 26 admin. single high.school no no no
## 38477 33 admin. single high.school no no no
## 38479 26 admin. married high.school no yes no
## 38481 42 management married university.degree no yes no
## 38484 55 unemployed married basic.9y no no no
## 38487 72 admin. married university.degree unknown no yes
## 38489 71 retired married basic.4y no no no
## 38490 32 technician single university.degree no no no
## 38491 52 housemaid married high.school no no no
## 38492 68 retired married basic.4y no yes no
## 38494 29 services married high.school no no no
## 38495 33 services single high.school no no no
## 38496 65 housemaid married basic.4y no unknown unknown
## 38497 42 management married university.degree no no no
## 38504 63 technician married professional.course no yes no
## 38509 31 management married university.degree no yes no
## 38510 68 retired divorced professional.course no yes no
## 38515 71 retired married basic.4y no no no
## 38516 21 student single high.school no no no
## 38517 32 technician single university.degree no yes no
## 38522 63 retired married high.school no yes no
## 38530 58 unemployed divorced basic.9y no yes no
## 38532 32 admin. single university.degree no no no
## 38539 40 admin. married high.school no no no
## 38540 62 retired married high.school no no no
## 38541 54 retired married basic.4y no no yes
## 38542 24 student single high.school no yes no
## 38547 55 retired married basic.4y no yes no
## 38548 33 admin. single university.degree no no no
## 38549 80 retired divorced high.school no yes no
## 38551 31 entrepreneur unknown university.degree no no no
## 38552 31 admin. married high.school no no no
## 38553 53 admin. divorced high.school no no no
## 38555 30 technician married professional.course no yes yes
## 38557 72 retired married basic.6y no yes yes
## 38558 82 retired single basic.4y no yes no
## 38559 34 admin. married university.degree no no no
## 38562 67 admin. married basic.4y unknown no no
## 38563 48 technician married high.school no no no
## 38565 61 technician married professional.course no no no
## 38566 48 technician married high.school no yes no
## 38567 48 technician married high.school no no yes
## 38570 69 retired married basic.4y no yes no
## 38571 34 technician single university.degree no no no
## 38572 32 admin. single university.degree no yes no
## 38573 51 blue-collar married basic.9y no yes no
## 38574 54 retired married basic.4y no no no
## 38576 55 retired married high.school no yes no
## 38583 78 retired divorced basic.6y no no no
## 38585 26 student single high.school no no no
## 38590 39 technician single university.degree unknown no yes
## 38591 39 technician single university.degree unknown yes no
## 38592 34 technician single university.degree no no no
## 38593 36 self-employed single university.degree no no no
## 38595 59 technician married basic.9y no no no
## 38596 25 student single high.school no no no
## 38597 69 retired married basic.4y no yes yes
## 38598 18 student single basic.6y no no yes
## 38600 37 admin. single university.degree no no no
## 38604 34 admin. single high.school no yes no
## 38613 30 admin. single university.degree no no no
## 38616 37 self-employed married professional.course no yes yes
## 38622 47 technician divorced high.school no yes no
## 38629 45 blue-collar married high.school no yes no
## 38634 52 management married basic.6y no no no
## 38636 71 retired married professional.course no yes no
## 38641 56 management married university.degree no unknown unknown
## 38642 32 admin. single high.school no no no
## 38643 36 admin. single university.degree no no yes
## 38644 79 retired married basic.4y no no yes
## 38645 56 housemaid divorced professional.course no yes no
## 38647 30 unemployed single basic.9y no yes no
## 38648 27 blue-collar single basic.9y no no no
## 38650 47 admin. divorced university.degree no no no
## 38651 54 admin. married university.degree no yes yes
## 38652 22 technician single professional.course no yes no
## 38653 28 self-employed married professional.course no yes no
## 38654 32 admin. married high.school no yes no
## 38656 54 technician married basic.9y no no no
## 38657 71 retired married professional.course no yes yes
## 38667 26 technician single professional.course no no yes
## 38677 73 retired married university.degree no no yes
## 38680 69 retired married basic.6y no yes no
## 38681 34 unemployed single university.degree no no no
## 38683 54 admin. married high.school no yes no
## 38686 54 admin. married university.degree no yes no
## 38687 53 management divorced university.degree no no yes
## 38688 56 technician divorced university.degree no no no
## 38689 69 retired married high.school no no no
## 38690 26 admin. single high.school no yes no
## 38691 26 admin. single high.school no unknown unknown
## 38692 27 student single university.degree no no yes
## 38693 57 admin. married high.school no yes no
## 38694 25 admin. single university.degree no no yes
## 38695 24 unemployed married high.school no yes no
## 38696 29 housemaid single university.degree no no yes
## 38697 22 student single professional.course no no no
## 38698 81 unknown divorced unknown unknown yes no
## 38699 41 management married university.degree no no no
## 38701 81 unknown divorced unknown unknown yes no
## 38704 76 retired single basic.4y no no no
## 38706 38 admin. married university.degree no no no
## 38707 27 blue-collar single high.school no no no
## 38708 71 housemaid married basic.4y no yes no
## 38709 28 admin. married high.school no no no
## 38710 34 technician married professional.course no yes no
## 38711 61 management married university.degree no yes no
## 38712 61 management married university.degree no yes no
## 38713 41 admin. married university.degree no no no
## 38716 33 admin. married university.degree no yes no
## 38717 38 admin. married university.degree no yes no
## 38718 41 admin. married university.degree no yes no
## 38719 52 admin. divorced university.degree no yes no
## 38721 33 admin. married university.degree no yes no
## 38722 30 admin. single university.degree no no no
## 38723 79 retired married basic.4y no no yes
## 38724 28 admin. married high.school no yes no
## 38725 54 technician married basic.9y no no no
## 38727 79 retired married basic.4y no yes no
## 38729 52 admin. divorced university.degree no no no
## 38730 63 management married basic.4y unknown yes no
## 38737 37 services married high.school no no no
## 38741 72 retired married basic.4y no yes no
## 38742 20 student single high.school no yes no
## 38744 28 management married university.degree no no no
## 38745 72 retired divorced basic.6y no yes no
## 38748 20 student single high.school no no no
## 38749 20 student single high.school no no no
## 38751 36 management married university.degree no no yes
## 38752 72 retired divorced basic.6y no yes no
## 38755 29 admin. single university.degree no no yes
## 38756 23 student single university.degree no yes no
## 38757 33 admin. married university.degree no yes no
## 38759 53 housemaid married basic.4y no no yes
## 38760 38 admin. married university.degree no no no
## 38761 40 services married high.school no yes no
## 38762 29 student single professional.course no no no
## 38765 29 student single professional.course no yes yes
## 38768 65 retired single university.degree no no no
## 38769 43 management married high.school no no no
## 38771 25 admin. married unknown no no no
## 38774 25 admin. married unknown no no no
## 38775 65 retired single university.degree no no no
## 38776 29 admin. single university.degree no no no
## 38777 38 admin. married university.degree no no no
## 38778 67 retired married basic.4y no yes no
## 38779 51 self-employed single basic.9y no yes no
## 38780 49 unemployed married professional.course no yes no
## 38781 34 admin. single university.degree no yes no
## 38782 34 admin. single university.degree no no no
## 38783 34 admin. single university.degree no no no
## 38786 56 blue-collar divorced basic.4y no no no
## 38787 32 self-employed married university.degree no yes no
## 38792 66 retired married basic.4y no yes yes
## 38794 56 management divorced unknown no yes no
## 38795 35 technician single professional.course no yes no
## 38797 32 self-employed married university.degree no no no
## 38798 60 unemployed married basic.4y no no no
## 38800 38 admin. married university.degree no no no
## 38801 29 admin. single high.school no yes no
## 38803 26 admin. married high.school no yes no
## 38805 26 student single university.degree no no no
## 38806 26 blue-collar single high.school no yes no
## 38807 29 admin. single university.degree no no no
## 38808 32 admin. single university.degree no yes no
## 38809 32 admin. single university.degree no yes no
## 38810 53 admin. single university.degree no yes yes
## 38811 80 retired divorced unknown no yes yes
## 38812 31 technician married unknown no no no
## 38814 65 retired married university.degree no no no
## 38818 29 technician married university.degree no yes no
## 38820 52 technician married professional.course no yes no
## 38822 52 technician married professional.course no yes no
## 38824 39 management single university.degree no yes no
## 38825 77 retired married unknown no yes no
## 38826 77 retired married unknown no yes no
## 38828 31 services married high.school no no no
## 38829 41 management married unknown no no yes
## 38831 55 blue-collar married basic.4y no no no
## 38832 78 retired divorced basic.4y no yes no
## 38833 18 student single high.school no no no
## 38839 40 technician single university.degree no no no
## 38840 25 admin. single university.degree no no yes
## 38841 61 retired married basic.4y no yes no
## 38844 64 retired married high.school no no no
## 38845 67 retired married basic.4y no no no
## 38846 50 admin. married university.degree no yes no
## 38856 30 blue-collar single high.school no unknown unknown
## 38857 26 admin. married high.school no yes no
## 38863 30 blue-collar single high.school no no no
## 38867 66 retired married basic.4y no yes no
## 38871 19 student single unknown no yes no
## 38872 25 admin. single unknown no yes no
## 38877 72 retired married high.school no no no
## 38879 77 retired divorced basic.4y no yes no
## 38882 40 technician single university.degree no no no
## 38883 40 technician single university.degree no no no
## 38885 68 retired married high.school no no no
## 38886 34 self-employed single university.degree no no yes
## 38887 47 management married basic.9y no yes no
## 38890 35 management married university.degree no yes no
## 38893 82 retired divorced basic.4y no yes no
## 38894 48 management married university.degree no yes yes
## 38895 53 admin. married university.degree no yes no
## 38896 43 admin. married university.degree no yes no
## 38897 34 housemaid single basic.4y no yes no
## 38898 43 admin. married university.degree no yes no
## 38899 26 admin. single university.degree no yes no
## 38900 66 retired single basic.4y no yes no
## 38902 83 retired divorced basic.4y no no no
## 38912 27 management single professional.course no yes no
## 38913 56 retired married university.degree no yes no
## 38915 24 student single unknown no yes no
## 38924 31 technician single university.degree no no no
## 38928 57 admin. married university.degree no no no
## 38929 61 retired married basic.4y no yes no
## 38930 58 retired married basic.4y no yes no
## 38931 56 retired married university.degree no no no
## 38932 48 management divorced university.degree no yes no
## 38935 56 housemaid divorced basic.4y no yes no
## 38936 28 technician single professional.course no yes no
## 38938 27 technician single university.degree no no yes
## 38939 28 technician single professional.course no yes no
## 38940 25 technician single professional.course no yes no
## 38943 78 retired married professional.course no no no
## 38947 73 retired married university.degree no no no
## 38950 44 admin. divorced high.school no yes no
## 38959 60 admin. married unknown unknown yes no
## 38960 38 technician married university.degree no yes yes
## 38962 54 unemployed married high.school no yes no
## 38963 38 technician married university.degree no no no
## 38965 30 technician married university.degree no yes no
## 38966 55 technician married high.school no yes no
## 38967 58 unknown married basic.9y no yes no
## 38968 83 retired married high.school no no no
## 38971 60 retired married high.school no no no
## 38975 48 admin. married high.school unknown no yes
## 38976 50 admin. single high.school no yes no
## 38977 60 retired married university.degree no no no
## 38982 46 admin. married university.degree no unknown unknown
## 38988 50 technician married high.school no yes no
## 38990 36 admin. single high.school no unknown unknown
## 38991 54 blue-collar married high.school no no no
## 38994 43 admin. married high.school no no yes
## 38997 49 housemaid single university.degree no yes no
## 39000 50 technician married high.school no no no
## 39001 38 technician single university.degree no yes no
## 39004 54 admin. divorced university.degree no no no
## 39005 42 services married university.degree no no no
## 39009 30 student single unknown no no no
## 39010 31 self-employed single university.degree no no no
## 39011 32 admin. married high.school no yes yes
## 39012 86 retired married professional.course no no no
## 39013 41 self-employed married university.degree no unknown unknown
## 39014 26 admin. single university.degree no yes no
## 39015 65 management married unknown no no no
## 39019 65 management married unknown no yes no
## 39020 37 management married unknown no no no
## 39021 64 housemaid married basic.4y no yes yes
## 39022 56 retired married basic.4y no no no
## 39024 55 admin. married professional.course no yes no
## 39025 29 unemployed married basic.4y no no no
## 39027 64 housemaid married basic.4y no no no
## 39029 64 housemaid married basic.4y no no no
## 39031 56 retired married basic.4y no no no
## 39032 62 housemaid married professional.course no yes no
## 39033 81 retired divorced basic.4y no yes no
## 39041 63 technician married unknown no yes no
## 39042 85 retired divorced basic.4y unknown yes no
## 39043 84 retired married high.school no no no
## 39045 59 retired married professional.course no no no
## 39046 46 admin. single university.degree no yes yes
## 39047 56 blue-collar married basic.4y unknown yes no
## 39049 55 services married basic.9y no yes no
## 39052 64 retired married high.school no yes no
## 39053 70 retired married basic.4y no no no
## 39058 18 student single basic.9y no no no
## 39059 76 retired married university.degree no yes yes
## 39061 24 student single high.school no yes no
## 39062 76 retired married university.degree no no yes
## 39064 38 unemployed single high.school no yes no
## 39066 21 student single university.degree no yes no
## 39067 52 technician married high.school no no no
## 39070 55 entrepreneur divorced basic.9y no no no
## 39075 43 management married unknown no yes no
## 39077 29 technician single university.degree no yes no
## 39079 31 admin. married professional.course no no yes
## 39080 51 technician married professional.course no no yes
## 39081 23 student single basic.9y no yes no
## 39083 23 student single basic.9y no yes no
## 39084 50 admin. married university.degree no yes no
## 39085 27 technician single university.degree no yes no
## 39087 62 retired married university.degree no yes no
## 39089 57 admin. married unknown no yes no
## 39090 41 admin. married university.degree no yes no
## 39092 41 admin. married university.degree no no no
## 39093 41 admin. married university.degree no yes no
## 39096 45 admin. married university.degree no no no
## 39099 46 technician married professional.course no yes no
## 39100 22 technician single professional.course no yes no
## 39104 37 admin. married university.degree no no yes
## 39105 35 unemployed married professional.course no yes no
## 39106 39 unemployed single university.degree no yes no
## 39107 53 admin. married university.degree no yes yes
## 39111 32 self-employed single university.degree no yes no
## 39112 35 management divorced university.degree no no no
## 39113 40 self-employed married university.degree no no yes
## 39116 73 retired divorced high.school no yes no
## 39117 43 blue-collar married basic.9y no yes no
## 39118 26 technician single university.degree no yes no
## 39119 27 technician single university.degree no yes no
## 39120 32 admin. single university.degree no yes no
## 39121 34 admin. married university.degree no no yes
## 39125 73 retired divorced high.school no no yes
## 39126 51 blue-collar married professional.course no yes no
## 39131 39 admin. single university.degree no yes no
## 39133 30 blue-collar married high.school no yes no
## 39134 78 retired divorced professional.course no yes no
## 39135 66 retired married basic.4y no yes no
## 39136 66 retired married professional.course no no yes
## 39138 30 blue-collar married high.school no no no
## 39139 30 technician married professional.course no yes no
## 39143 31 admin. married university.degree no unknown unknown
## 39145 66 retired married professional.course no no no
## 39146 53 technician married high.school no yes no
## 39148 19 student single basic.6y no yes no
## 39149 31 admin. divorced professional.course no yes no
## 39150 25 blue-collar single basic.6y no no no
## 39151 35 services single high.school no yes no
## 39152 30 technician married professional.course no yes no
## 39153 33 admin. married university.degree no yes no
## 39154 21 student single basic.9y no no no
## 39155 38 blue-collar single high.school no no no
## 39156 38 blue-collar single high.school no yes no
## 39157 24 admin. single university.degree no yes no
## 39158 38 blue-collar single high.school no yes no
## 39160 37 admin. single high.school no no no
## 39161 21 student single basic.9y no yes no
## 39164 36 management single university.degree no no no
## 39165 34 technician single university.degree no yes yes
## 39167 34 technician single university.degree no yes no
## 39168 52 services married high.school unknown yes no
## 39170 34 technician single university.degree no no no
## 39171 36 management married university.degree no no no
## 39172 53 admin. divorced university.degree no no no
## 39176 25 blue-collar single basic.9y no no no
## 39179 34 admin. married professional.course no yes no
## 39182 34 blue-collar married high.school no yes no
## 39183 41 admin. divorced university.degree no yes yes
## 39184 28 unemployed married high.school no no no
## 39185 72 retired married professional.course no no no
## 39186 33 entrepreneur single professional.course no yes no
## 39190 34 technician divorced professional.course no no no
## 39191 74 retired married unknown no no yes
## 39192 27 student single high.school no no no
## 39194 50 technician married university.degree no yes no
## 39195 41 admin. divorced university.degree no no no
## 39196 38 technician single high.school no yes no
## 39197 41 admin. divorced university.degree no yes no
## 39198 41 admin. divorced university.degree no yes no
## 39199 43 self-employed married university.degree no yes no
## 39205 73 retired married unknown no yes no
## 39206 29 admin. single unknown no yes no
## 39207 49 blue-collar married basic.9y unknown yes no
## 39209 27 services single university.degree no yes no
## 39210 49 blue-collar married basic.9y unknown no no
## 39211 59 blue-collar married basic.4y no yes no
## 39212 33 self-employed single university.degree no yes no
## 39213 36 admin. single university.degree no no no
## 39214 49 blue-collar married basic.9y unknown no no
## 39216 64 retired married university.degree no no no
## 39217 34 admin. single university.degree no no no
## 39218 42 blue-collar married basic.6y no yes yes
## 39219 34 admin. single high.school no no no
## 39220 29 blue-collar single professional.course no yes yes
## 39221 34 admin. single university.degree no yes no
## 39222 34 admin. single university.degree no no no
## 39223 34 admin. single university.degree no yes yes
## 39224 34 admin. single university.degree no no yes
## 39225 55 unemployed divorced university.degree no no no
## 39226 34 admin. single university.degree no no yes
## 39227 34 admin. single university.degree no no yes
## 39228 64 retired married university.degree no no no
## 39229 26 admin. single high.school no no no
## 39231 34 admin. single university.degree no yes yes
## 39232 38 blue-collar single high.school no no no
## 39233 29 blue-collar single professional.course no no yes
## 39234 25 unemployed married high.school no yes no
## 39235 43 self-employed married university.degree no yes no
## 39240 55 admin. married high.school no yes no
## 39241 28 admin. single university.degree no yes no
## 39246 46 admin. married university.degree no yes no
## 39247 38 services married high.school no yes no
## 39252 31 self-employed married professional.course no yes no
## 39256 23 student single high.school no no no
## 39257 38 housemaid single high.school no yes no
## 39259 26 student single high.school no no no
## 39260 27 services single university.degree no no no
## 39261 27 services single university.degree no yes no
## 39262 80 retired married basic.4y no no no
## 39263 62 technician married unknown no no no
## 39268 29 admin. single high.school no yes yes
## 39269 62 technician married unknown no yes no
## 39273 33 admin. single university.degree no no no
## 39276 82 retired married professional.course no yes no
## 39278 31 admin. married professional.course no no no
## 39280 30 self-employed married university.degree no yes no
## 39282 34 technician married professional.course no no no
## 39284 29 admin. single university.degree no yes no
## 39287 31 unemployed single university.degree no yes no
## 39288 47 self-employed divorced university.degree no no no
## 39289 48 unemployed married university.degree no yes no
## 39290 33 technician single professional.course no yes no
## 39292 46 unemployed single university.degree no no no
## 39293 31 admin. single university.degree no yes no
## 39296 52 admin. married university.degree no no no
## 39299 66 retired married high.school no unknown unknown
## 39300 23 student single high.school no no no
## 39305 52 technician married basic.9y no no no
## 39306 53 blue-collar single basic.9y no unknown unknown
## 39310 28 admin. single university.degree no no no
## 39313 38 admin. single university.degree no yes no
## 39314 43 admin. married high.school no yes no
## 39315 34 admin. single university.degree no yes no
## 39316 29 technician single professional.course no yes yes
## 39319 39 admin. divorced professional.course no no no
## 39320 75 retired married basic.9y no no no
## 39321 59 unemployed married basic.9y no yes no
## 39322 27 admin. single unknown no yes no
## 39323 30 technician unknown university.degree no no no
## 39324 30 technician unknown university.degree no no no
## 39325 29 admin. single university.degree no yes no
## 39326 38 student single unknown no no yes
## 39329 39 technician divorced high.school no no no
## 39330 39 technician divorced high.school no no no
## 39334 27 admin. single unknown no no no
## 39335 30 student single unknown no no yes
## 39337 30 student single unknown no yes no
## 39338 27 admin. single university.degree no no no
## 39339 27 admin. single unknown no no no
## 39340 27 admin. single university.degree no no no
## 39341 30 student single unknown no no no
## 39342 30 student single unknown no yes no
## 39343 80 retired married basic.4y no yes no
## 39345 41 technician divorced university.degree no no no
## 39349 78 retired married unknown no no no
## 39350 66 housemaid divorced basic.4y no yes no
## 39353 65 housemaid divorced basic.4y unknown no no
## 39356 34 blue-collar single unknown no yes no
## 39358 27 self-employed single university.degree no no no
## 39365 58 services married high.school no no no
## 39371 57 management married university.degree no no no
## 39376 35 blue-collar married basic.4y no no no
## 39379 68 retired divorced basic.4y no yes no
## 39380 59 admin. divorced university.degree no yes no
## 39381 27 admin. single university.degree no yes no
## 39382 47 self-employed married professional.course no yes no
## 39385 27 admin. single university.degree no no no
## 39386 49 technician divorced professional.course no yes no
## 39387 64 retired married basic.4y no yes no
## 39388 56 unemployed divorced basic.4y no no no
## 39389 56 unemployed divorced basic.4y no yes no
## 39390 56 admin. single university.degree no no no
## 39391 56 admin. single university.degree no yes no
## 39393 27 admin. single university.degree no yes no
## 39395 60 housemaid married basic.4y no yes yes
## 39397 33 admin. single university.degree no yes no
## 39398 27 student single unknown no yes no
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## 39401 35 admin. divorced high.school no yes no
## 39404 32 admin. single university.degree no yes no
## 39405 35 admin. divorced high.school no yes yes
## 39406 33 admin. single university.degree no yes no
## 39408 46 technician married professional.course no no yes
## 39409 27 admin. single university.degree no no no
## 39410 61 admin. married high.school no yes no
## 39412 82 housemaid divorced basic.4y no unknown unknown
## 39413 58 retired married basic.4y no no no
## 39415 53 management divorced university.degree no yes no
## 39419 58 housemaid single professional.course no no yes
## 39420 26 unemployed single university.degree no yes no
## 39421 71 retired married professional.course no no no
## 39422 53 technician married university.degree no unknown unknown
## 39424 37 technician married professional.course no yes no
## 39425 54 admin. married high.school no yes no
## 39433 48 admin. married professional.course no yes no
## 39439 59 blue-collar married basic.4y no no no
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## 39442 63 technician married high.school no no no
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## 39445 80 housemaid married basic.4y no yes yes
## 39446 49 admin. married university.degree no yes yes
## 39447 20 student single basic.4y no yes yes
## 39448 20 student single basic.4y no yes yes
## 39449 53 entrepreneur married basic.4y no yes yes
## 39450 36 admin. single basic.9y no yes yes
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## 39453 74 retired married university.degree no no no
## 39454 48 admin. married university.degree no yes yes
## 39455 48 admin. married university.degree no yes no
## 39456 35 admin. married university.degree no yes no
## 39457 37 admin. married university.degree no yes yes
## 39461 35 services married professional.course no yes no
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## 39466 50 technician single university.degree no yes no
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## 39472 82 retired divorced basic.4y no no no
## 39473 74 retired divorced basic.4y no yes no
## 39475 74 retired married basic.4y no no no
## 39476 85 housemaid married basic.4y unknown no no
## 39477 85 housemaid married basic.4y unknown yes no
## 39479 75 retired divorced high.school no no no
## 39480 85 housemaid married basic.4y unknown yes no
## 39482 45 management married unknown no yes no
## 39485 66 retired divorced basic.4y no yes no
## 39486 57 housemaid married basic.4y no yes no
## 39488 80 retired divorced basic.4y no yes no
## 39489 80 retired divorced basic.4y no yes no
## 39490 80 retired divorced basic.4y no yes yes
## 39491 57 housemaid married basic.4y no no no
## 39492 58 unemployed married basic.9y no yes no
## 39493 53 housemaid married university.degree no yes no
## 39495 57 retired married high.school no yes no
## 39496 77 retired married high.school no yes no
## 39499 80 retired divorced basic.4y no yes yes
## 39501 43 admin. divorced university.degree no no no
## 39502 41 admin. married university.degree no yes no
## 39504 47 admin. married high.school no yes no
## 39505 73 retired single professional.course no no no
## 39506 26 student single high.school no yes yes
## 39511 46 admin. married high.school no no no
## 39512 38 management divorced university.degree no yes no
## 39514 32 technician married professional.course no no no
## 39516 29 technician married university.degree no yes no
## 39518 20 student single high.school no no no
## 39521 71 retired married basic.4y no no no
## 39527 39 management married university.degree no no no
## 39531 37 admin. married high.school no no no
## 39532 30 admin. single university.degree no yes no
## 39534 44 management married unknown no no no
## 39535 29 services single high.school no no no
## 39536 48 technician single professional.course no yes no
## 39538 52 admin. married unknown no yes no
## 39539 52 admin. married unknown no yes no
## 39540 28 admin. single unknown no yes no
## 39541 33 admin. married university.degree no yes no
## 39542 52 admin. married unknown no no no
## 39543 50 admin. married basic.9y no yes no
## 39545 29 services single unknown no yes no
## 39546 38 admin. single high.school no yes no
## 39548 31 self-employed single university.degree no no no
## 39550 37 technician married professional.course no no no
## 39552 35 admin. single university.degree no yes no
## 39553 29 services single unknown no yes no
## 39555 52 admin. married university.degree no no yes
## 39556 33 admin. single university.degree no yes no
## 39557 38 admin. single high.school no yes yes
## 39559 36 blue-collar married unknown no no no
## 39562 35 admin. married university.degree no no yes
## 39566 31 student single university.degree no yes yes
## 39567 21 student single high.school no yes no
## 39570 39 admin. married high.school no yes no
## 39575 48 blue-collar married basic.9y no yes no
## 39576 18 student single unknown no yes no
## 39577 18 student single unknown no yes no
## 39580 43 technician single professional.course no no no
## 39581 52 admin. married university.degree no yes no
## 39582 24 student single high.school no yes no
## 39583 52 technician married university.degree no no yes
## 39586 51 services married high.school no no no
## 39587 32 student single unknown no yes no
## 39589 24 student single high.school no no no
## 39592 24 student single high.school no yes no
## 39593 52 admin. married university.degree no yes no
## 39596 29 admin. single university.degree no yes no
## 39599 20 student single unknown no yes no
## 39602 72 retired married basic.4y no yes no
## 39604 37 technician married university.degree no yes no
## 39605 33 services married high.school no no no
## 39606 52 admin. married university.degree no yes yes
## 39607 52 admin. married university.degree no no no
## 39608 52 admin. married university.degree no no no
## 39612 52 technician married university.degree no no no
## 39614 31 student single unknown no no no
## 39616 37 management married high.school no no no
## 39617 44 technician married university.degree no yes no
## 39618 30 student single high.school no no no
## 39620 30 student single high.school no no no
## 39624 44 admin. single university.degree no yes no
## 39627 22 student single unknown no yes no
## 39630 38 entrepreneur married professional.course no yes no
## 39632 56 technician married professional.course no yes no
## 39637 59 admin. divorced basic.4y no yes no
## 39638 58 admin. married high.school no yes no
## 39639 50 admin. married university.degree no yes no
## 39640 77 retired married university.degree no yes no
## 39641 66 blue-collar married unknown no yes no
## 39643 61 management married university.degree no no no
## 39644 48 unemployed married professional.course no no no
## 39645 48 unemployed married professional.course no yes no
## 39647 40 technician married professional.course no yes no
## 39649 60 admin. married unknown no yes no
## 39650 48 unemployed married professional.course no no no
## 39651 77 retired married university.degree no yes no
## 39655 45 blue-collar married professional.course no yes no
## 39657 58 management married university.degree no no no
## 39658 31 admin. married university.degree no yes no
## 39659 41 unemployed married basic.9y no yes no
## 39660 28 admin. single high.school no yes no
## 39661 29 admin. single university.degree no no no
## 39662 39 services married high.school no yes no
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## 39664 40 admin. single basic.9y no yes no
## 39665 40 admin. single basic.9y no yes no
## 39667 60 management married unknown no yes no
## 39668 29 admin. married university.degree no yes yes
## 39669 52 management married university.degree no no no
## 39671 30 admin. single high.school no yes no
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## 39676 33 technician married professional.course no yes no
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## 39678 65 admin. married university.degree no yes no
## 39681 52 management married university.degree no yes no
## 39682 33 admin. single university.degree no yes no
## 39683 71 admin. married basic.4y no yes yes
## 39684 29 student single university.degree no yes no
## 39686 33 admin. married university.degree no yes no
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## 39694 47 services divorced university.degree no yes yes
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## 39697 48 self-employed divorced university.degree no no no
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## 39704 31 admin. married professional.course no yes yes
## 39705 58 management married university.degree no yes no
## 39708 46 admin. married university.degree no no no
## 39709 28 student single university.degree no unknown unknown
## 39710 31 services single basic.9y no yes no
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## 39713 41 management married unknown no yes no
## 39715 34 admin. married university.degree no yes no
## 39717 45 self-employed married high.school no no no
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## 39720 80 retired married basic.4y no no no
## 39724 24 unemployed single high.school no yes no
## 39725 76 retired divorced basic.4y no yes no
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## 39727 20 student single unknown no no no
## 39728 20 student single unknown no no no
## 39729 36 admin. married university.degree no no no
## 39730 36 admin. married university.degree no yes no
## 39731 77 retired divorced basic.4y no no no
## 39732 22 student single high.school no yes no
## 39733 46 blue-collar married professional.course no yes no
## 39734 69 retired married high.school no no no
## 39735 92 retired divorced unknown unknown no no
## 39736 64 housemaid married unknown no yes no
## 39737 31 technician divorced university.degree no no no
## 39739 28 admin. single university.degree no no no
## 39740 28 admin. married high.school no no yes
## 39741 70 retired divorced high.school no yes no
## 39742 29 services single high.school no yes no
## 39743 60 retired married high.school no no no
## 39745 49 technician married university.degree no yes no
## 39746 36 admin. married university.degree no yes yes
## 39747 37 student divorced university.degree no yes no
## 39750 43 technician married professional.course no no no
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## 39757 22 student single high.school unknown yes yes
## 39761 32 services single university.degree no no yes
## 39764 29 technician married professional.course no no no
## 39765 30 admin. single university.degree no unknown unknown
## 39768 33 admin. married university.degree no yes no
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## 39775 27 student single basic.9y no yes yes
## 39777 31 unknown single high.school no no no
## 39783 29 admin. married university.degree no yes no
## 39785 25 services single unknown no yes no
## 39786 25 services single unknown no yes no
## 39787 76 housemaid married basic.4y no yes no
## 39788 25 services single unknown no yes no
## 39792 29 admin. married university.degree no no yes
## 39796 76 housemaid married basic.4y no no no
## 39797 51 technician married university.degree no yes no
## 39798 39 technician married university.degree no no yes
## 39803 22 admin. single university.degree no no no
## 39804 48 admin. divorced high.school no no no
## 39805 29 technician single professional.course no yes no
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## 39809 32 unemployed single professional.course no yes yes
## 39817 47 admin. divorced high.school no yes no
## 39821 35 technician single professional.course no yes no
## 39822 47 blue-collar married basic.9y no unknown unknown
## 39828 34 technician married high.school no yes no
## 39829 29 admin. single university.degree no yes no
## 39830 34 admin. married university.degree no no no
## 39831 33 admin. single university.degree no no no
## 39832 44 technician married university.degree no yes no
## 39835 44 technician married university.degree no no no
## 39836 28 services married high.school no no yes
## 39838 29 admin. single university.degree no no no
## 39842 37 admin. married university.degree no unknown unknown
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## 39845 36 management divorced university.degree no yes no
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## 39847 39 technician married university.degree no yes no
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## 39852 30 self-employed married university.degree no no no
## 39853 36 self-employed single university.degree no no yes
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## 39870 60 housemaid married basic.4y no yes no
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## 39876 31 technician married professional.course no yes no
## 39877 29 admin. married high.school no yes no
## 39880 29 admin. married high.school no yes no
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## 39882 28 management single university.degree no yes no
## 39884 28 management single university.degree no yes no
## 39886 43 blue-collar married professional.course no yes yes
## 39890 28 management single university.degree no yes no
## 39891 78 retired divorced unknown no no no
## 39892 24 student single high.school no no yes
## 39893 78 retired divorced unknown no no no
## 39894 65 unknown married unknown no yes no
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## 39900 30 admin. married high.school no yes no
## 39906 36 management married university.degree no no no
## 39907 36 management married university.degree no no no
## 39908 32 admin. single university.degree no no no
## 39912 36 admin. single university.degree no no no
## 39913 36 blue-collar single high.school no yes yes
## 39915 36 admin. single university.degree no yes yes
## 39916 36 blue-collar single high.school no no no
## 39918 37 admin. married high.school no no no
## 39923 59 technician married professional.course no no no
## 39926 44 self-employed divorced professional.course no yes no
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## 39951 27 admin. single university.degree no yes no
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## 39955 51 admin. married university.degree no no no
## 39956 51 admin. married university.degree no yes no
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## 39961 32 blue-collar single high.school no no no
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## 39964 37 unemployed married university.degree unknown no no
## 39965 62 blue-collar married high.school no yes no
## 39970 38 technician single university.degree no yes no
## 39971 36 management married university.degree no no no
## 39973 34 unemployed single university.degree no no no
## 39975 76 retired married professional.course unknown yes no
## 39976 76 retired married professional.course unknown yes no
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## 39978 64 retired married professional.course no no no
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## 39983 25 student single high.school no yes yes
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## 39994 27 unknown single university.degree no yes no
## 39997 30 technician single university.degree no yes no
## 39999 33 services married high.school no yes no
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## 40018 38 admin. married high.school no no no
## 40022 27 services single high.school no no no
## 40024 33 admin. married university.degree no yes yes
## 40026 55 admin. married university.degree no yes no
## 40027 35 admin. single university.degree no no no
## 40028 27 services single high.school no unknown unknown
## 40029 25 blue-collar single basic.9y no no yes
## 40031 48 admin. single university.degree no yes no
## 40034 34 technician single university.degree no yes no
## 40037 41 admin. divorced university.degree no no no
## 40039 41 admin. divorced university.degree no yes no
## 40042 21 student single basic.9y no yes no
## 40043 46 admin. married high.school no yes no
## 40044 46 admin. married high.school no yes no
## 40047 29 admin. single high.school no no no
## 40049 46 admin. married high.school no yes yes
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## 40055 33 admin. married high.school no yes yes
## 40056 35 admin. married high.school no yes no
## 40057 36 services married high.school no no no
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## 40061 75 retired married university.degree no yes no
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## 40063 37 admin. married high.school no unknown unknown
## 40065 25 services single high.school no no yes
## 40066 21 student single unknown no no no
## 40068 21 student single unknown no yes no
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## 40072 25 admin. single high.school no no no
## 40074 34 self-employed single university.degree no no no
## 40078 34 admin. married university.degree no yes no
## 40079 72 retired married basic.4y no no yes
## 40080 26 unemployed married high.school no yes no
## 40084 46 admin. married university.degree no yes no
## 40086 79 retired married basic.4y no no yes
## 40092 39 admin. divorced university.degree no yes yes
## 40094 59 retired divorced basic.4y no no yes
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## 40098 35 technician single professional.course no no no
## 40099 62 technician married unknown no unknown unknown
## 40102 27 admin. single university.degree unknown no yes
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## 40106 59 retired divorced basic.4y no yes yes
## 40109 62 technician married unknown no no no
## 40110 62 technician married unknown no yes no
## 40113 28 student single high.school no yes no
## 40115 73 retired married basic.4y no yes no
## 40116 29 admin. single high.school no no no
## 40117 22 services single professional.course no no no
## 40118 83 retired married university.degree no yes no
## 40120 83 retired married university.degree no no no
## 40121 66 retired married high.school no no no
## 40122 66 retired married high.school no yes no
## 40124 29 admin. married university.degree no unknown unknown
## 40126 31 unemployed single university.degree no yes no
## 40127 35 technician single professional.course no yes no
## 40128 35 technician single professional.course no yes no
## 40129 22 services single professional.course no no no
## 40132 35 technician single professional.course no yes no
## 40133 29 admin. single high.school no yes no
## 40135 53 blue-collar single basic.9y no no no
## 40136 30 student single professional.course no yes no
## 40138 29 technician single basic.9y no yes no
## 40139 53 blue-collar single basic.9y no yes no
## 40140 45 management married university.degree no yes no
## 40142 29 technician single basic.9y no yes no
## 40144 29 admin. single university.degree no yes no
## 40145 34 services married basic.9y no no no
## 40146 53 blue-collar single basic.9y no yes no
## 40147 35 admin. married university.degree no yes no
## 40150 78 retired married unknown no yes no
## 40152 23 blue-collar single basic.9y no yes no
## 40154 52 technician married basic.6y no yes no
## 40155 50 management married university.degree no yes no
## 40156 37 services married high.school no no no
## 40157 28 services single high.school no yes no
## 40158 32 services single unknown no no yes
## 40159 30 admin. single university.degree no no no
## 40162 20 student single basic.9y no yes no
## 40163 80 retired married basic.4y no no no
## 40164 70 retired divorced basic.4y no no no
## 40165 35 admin. married university.degree no no no
## 40166 23 blue-collar single basic.9y no no no
## 40168 28 self-employed single university.degree no yes no
## 40169 47 admin. single basic.9y no yes yes
## 40173 31 admin. single university.degree no yes no
## 40176 44 admin. married unknown no no no
## 40178 60 admin. married university.degree no no no
## 40179 51 admin. married university.degree no no yes
## 40184 29 admin. single high.school no yes no
## 40185 26 technician single university.degree no yes no
## 40189 59 technician married professional.course no yes no
## 40192 22 admin. single university.degree no yes no
## 40193 56 technician married professional.course no yes no
## 40194 49 technician divorced professional.course no yes no
## 40195 78 retired married basic.4y no no no
## 40197 72 retired married basic.4y no yes no
## 40198 78 retired married basic.4y no yes no
## 40199 56 technician married professional.course no no no
## 40200 56 unemployed divorced basic.4y no yes no
## 40201 66 retired married basic.4y no yes no
## 40202 78 retired married basic.4y no yes no
## 40203 29 admin. married university.degree no yes no
## 40204 30 technician married university.degree no yes yes
## 40208 29 technician single professional.course no no yes
## 40211 23 student single unknown no no no
## 40213 62 retired married high.school no no no
## 40217 66 housemaid married basic.4y no no no
## 40219 82 housemaid divorced basic.4y no no no
## 40221 72 retired married basic.6y no yes no
## 40222 37 unemployed single university.degree no yes yes
## 40224 24 technician single professional.course no yes no
## 40226 52 admin. married university.degree no yes yes
## 40227 24 services single high.school no yes no
## 40228 43 technician married professional.course no yes no
## 40229 64 admin. married high.school no no no
## 40230 45 management married university.degree no yes no
## 40231 40 management married university.degree no yes no
## 40232 30 admin. single university.degree no yes no
## 40235 60 admin. married basic.9y no no no
## 40236 24 services single high.school no yes no
## 40239 31 student single university.degree no no no
## 40240 59 management married basic.4y no yes no
## 40241 42 unknown single university.degree no no no
## 40242 31 student single university.degree no yes yes
## 40244 24 technician married professional.course no no no
## 40245 42 unknown single university.degree no yes no
## 40246 26 admin. single high.school no yes no
## 40247 26 admin. single university.degree no no no
## 40248 63 admin. married university.degree no yes no
## 40250 35 blue-collar married basic.9y no yes no
## 40251 51 technician married high.school no no no
## 40252 65 management married university.degree no yes no
## 40259 68 retired married university.degree no yes no
## 40260 68 retired married university.degree no no no
## 40262 24 technician single professional.course no yes no
## 40263 84 retired divorced basic.4y no yes yes
## 40264 32 admin. single university.degree no no no
## 40266 23 student single unknown no no no
## 40267 52 admin. married professional.course no no no
## 40273 52 admin. married professional.course no yes yes
## 40274 77 retired married basic.4y no unknown unknown
## 40276 48 housemaid married professional.course no yes no
## 40277 68 retired divorced high.school no yes yes
## 40279 24 student single professional.course no no no
## 40280 25 self-employed single unknown no unknown unknown
## 40281 57 blue-collar married basic.4y no no yes
## 40282 24 student single professional.course no yes no
## 40284 51 retired divorced high.school no no no
## 40285 50 housemaid married basic.4y no no yes
## 40287 48 housemaid married professional.course no no no
## 40288 26 technician single professional.course no no no
## 40290 76 unknown married unknown no no no
## 40292 80 retired divorced basic.4y no no yes
## 40293 34 admin. divorced university.degree no yes no
## 40294 50 housemaid married basic.6y no no no
## 40295 50 entrepreneur divorced university.degree no yes no
## 40296 31 technician single university.degree no no no
## 40297 51 admin. married university.degree no no no
## 40299 31 technician single university.degree no yes no
## 40300 48 blue-collar married professional.course no no no
## 40301 71 retired married basic.4y no yes no
## 40302 31 technician single university.degree no no no
## 40303 34 admin. married university.degree no yes no
## 40306 27 services single high.school no no no
## 40310 37 management married university.degree no yes no
## 40311 35 admin. married university.degree no yes no
## 40313 71 retired married basic.9y no yes yes
## 40314 40 management married university.degree no no no
## 40316 37 admin. married university.degree no yes no
## 40318 40 management married university.degree no yes no
## 40329 53 services married basic.9y no yes no
## 40330 31 student single unknown no yes no
## 40336 62 retired married basic.4y no no no
## 40337 67 retired married basic.4y no no no
## 40343 31 technician single unknown no yes no
## 40346 27 admin. single university.degree no no no
## 40348 64 retired married professional.course no no no
## 40349 37 technician single university.degree no yes no
## 40350 28 admin. single university.degree no yes yes
## 40351 28 unemployed single basic.9y no no yes
## 40352 31 student single university.degree no no no
## 40353 47 services divorced unknown no yes no
## 40356 40 admin. married high.school no no yes
## 40357 75 retired married unknown no no no
## 40358 30 student single high.school no no no
## 40359 21 student single high.school no yes no
## 40360 58 blue-collar married basic.4y no yes no
## 40361 48 admin. married university.degree no yes yes
## 40363 35 technician married university.degree no yes no
## 40364 35 technician married university.degree no yes no
## 40365 27 student single university.degree no yes no
## 40366 28 student single basic.9y no yes no
## 40367 61 retired married university.degree no no no
## 40368 47 admin. married university.degree no unknown unknown
## 40369 27 student single university.degree no no no
## 40371 59 unknown married unknown no no no
## 40372 28 student single basic.9y no no yes
## 40374 18 student single unknown no yes no
## 40376 48 blue-collar married basic.9y no no no
## 40378 34 admin. married university.degree no yes no
## 40380 18 student single unknown no yes no
## 40381 48 admin. single university.degree no yes no
## 40382 47 admin. married university.degree no no no
## 40383 30 admin. single university.degree no yes no
## 40385 44 services divorced basic.6y no yes no
## 40386 30 blue-collar single professional.course no no no
## 40388 41 admin. divorced high.school no yes yes
## 40390 26 unemployed single university.degree no yes no
## 40392 26 unemployed single university.degree no yes no
## 40393 48 admin. divorced university.degree no no no
## 40395 41 admin. divorced high.school no unknown unknown
## 40396 48 admin. divorced university.degree no no no
## 40399 47 admin. married high.school no no no
## 40400 31 student single unknown no yes no
## 40401 77 retired married basic.4y no no no
## 40402 31 student single unknown no yes no
## 40403 41 entrepreneur married university.degree no yes no
## 40405 41 entrepreneur married university.degree no yes no
## 40407 37 management married high.school no yes no
## 40408 46 technician married professional.course no yes no
## 40411 25 admin. single university.degree no no no
## 40412 45 admin. married university.degree no no no
## 40414 59 retired married professional.course no yes no
## 40417 41 admin. divorced high.school no yes no
## 40418 27 admin. single university.degree no no no
## 40419 59 retired married professional.course no no no
## 40420 41 admin. divorced high.school no yes no
## 40421 41 admin. divorced high.school no yes no
## 40422 77 management married unknown no yes no
## 40424 41 technician divorced university.degree no yes no
## 40425 27 admin. single university.degree no yes no
## 40427 24 admin. single university.degree no no no
## 40428 64 retired married basic.4y no unknown unknown
## 40429 64 unknown married unknown no yes no
## 40436 35 unemployed married high.school no yes no
## 40440 29 services single university.degree no no no
## 40441 58 technician married basic.9y no yes no
## 40442 26 admin. single university.degree no no no
## 40443 26 admin. single university.degree no no no
## 40444 53 management married university.degree no yes no
## 40447 55 admin. divorced high.school no no no
## 40449 58 management married university.degree no no no
## 40450 34 blue-collar married basic.9y no no yes
## 40451 92 retired married unknown no no yes
## 40453 50 admin. single university.degree no no no
## 40455 65 retired married professional.course no yes no
## 40458 31 admin. married university.degree no no no
## 40459 70 retired married basic.4y no yes no
## 40461 31 admin. married university.degree no no no
## 40462 55 admin. divorced high.school no yes no
## 40464 43 technician married high.school no yes no
## 40466 61 admin. married university.degree no yes yes
## 40467 26 student single high.school no yes no
## 40468 51 blue-collar married basic.9y no yes no
## 40470 92 retired married unknown no no yes
## 40471 75 retired married basic.4y no no no
## 40473 35 admin. married university.degree no yes no
## 40474 66 admin. divorced university.degree no yes no
## 40476 41 admin. married university.degree no yes no
## 40477 42 technician married professional.course no no no
## 40479 67 housemaid divorced professional.course no no no
## 40481 52 management married university.degree no yes no
## 40482 70 technician married unknown no no no
## 40483 33 admin. married university.degree no no no
## 40484 51 technician married professional.course no yes no
## 40485 76 retired married university.degree no yes no
## 40486 27 admin. married university.degree no no no
## 40488 33 admin. married university.degree no yes no
## 40491 33 management married university.degree no no no
## 40493 42 blue-collar married basic.9y no yes no
## 40494 25 student single high.school no yes yes
## 40495 48 self-employed divorced university.degree no no no
## 40496 38 entrepreneur married university.degree no yes no
## 40497 39 services single high.school no yes no
## 40499 36 services single university.degree no no no
## 40500 30 admin. single university.degree no no no
## 40505 42 technician married university.degree no no no
## 40507 31 admin. married professional.course no no no
## 40510 31 admin. single university.degree no yes no
## 40511 34 technician single basic.9y no no no
## 40514 44 retired single high.school no no no
## 40515 33 student married professional.course no yes no
## 40518 58 self-employed married university.degree no no no
## 40543 30 admin. single university.degree no no no
## 40544 19 student single high.school no unknown unknown
## 40545 33 blue-collar married professional.course no yes no
## 40547 76 retired divorced basic.4y no no no
## 40548 60 retired married high.school no yes no
## 40549 56 retired married university.degree no no no
## 40553 27 admin. married university.degree no yes no
## 40554 64 retired married professional.course no yes no
## 40557 69 retired married high.school no yes yes
## 40558 33 technician married professional.course no yes no
## 40559 37 admin. married university.degree no yes no
## 40560 24 student single unknown no yes no
## 40562 60 admin. divorced professional.course no yes no
## 40564 59 admin. married university.degree no no yes
## 40565 45 blue-collar single high.school no yes yes
## 40568 37 admin. married university.degree no no no
## 40574 22 student single high.school no no no
## 40575 45 management married university.degree no no no
## 40576 81 retired divorced basic.4y no no no
## 40585 55 management divorced university.degree no yes no
## 40586 39 management married university.degree no yes no
## 40587 60 retired married university.degree no no no
## 40590 47 management married university.degree no no no
## 40595 60 retired married university.degree no no no
## 40596 32 services single university.degree no yes no
## 40597 32 admin. single university.degree no yes no
## 40599 43 unemployed married basic.9y no no no
## 40602 57 management married university.degree no no no
## 40605 31 admin. single high.school no no no
## 40611 30 admin. single high.school no no no
## 40613 51 technician married professional.course no yes no
## 40617 22 admin. single university.degree no yes no
## 40618 33 admin. married university.degree no no no
## 40620 43 entrepreneur married university.degree no no no
## 40627 35 admin. married high.school no no no
## 40628 32 admin. married high.school no unknown unknown
## 40629 34 admin. married university.degree no no yes
## 40639 85 retired married basic.4y no no no
## 40640 89 retired divorced basic.4y no yes no
## 40643 66 retired married unknown no yes no
## 40644 26 admin. single university.degree no yes no
## 40645 36 management divorced university.degree no no no
## 40646 36 management divorced university.degree no yes no
## 40649 26 admin. single university.degree no yes no
## 40652 86 retired married basic.4y no yes no
## 40653 42 admin. single high.school no no no
## 40654 44 management married university.degree no no no
## 40657 67 unknown divorced unknown unknown yes no
## 40660 46 services married university.degree no yes no
## 40661 32 blue-collar married basic.4y no no no
## 40662 31 student single unknown no unknown unknown
## 40664 28 management single university.degree no yes no
## 40665 32 blue-collar married basic.4y no no no
## 40666 45 unemployed married high.school no no no
## 40669 38 technician single professional.course no yes no
## 40671 29 admin. single high.school no yes no
## 40672 60 admin. married professional.course no yes yes
## 40673 45 unemployed married professional.course unknown no no
## 40674 45 unemployed married professional.course unknown no no
## 40675 27 technician single university.degree no yes no
## 40676 27 technician single university.degree no yes no
## 40677 38 technician single professional.course no no no
## 40678 33 admin. married high.school no yes no
## 40680 37 admin. single university.degree no no no
## 40683 26 technician single basic.9y no yes no
## 40684 34 admin. single high.school no no no
## 40685 27 admin. single university.degree no no no
## 40686 38 technician single professional.course no yes no
## 40687 83 retired divorced basic.4y no no no
## 40689 24 technician single professional.course no yes no
## 40691 64 retired divorced basic.4y no yes yes
## 40692 29 technician single professional.course no unknown unknown
## 40693 38 services single high.school no no no
## 40700 23 student single basic.9y no yes yes
## 40702 29 technician single professional.course no no no
## 40704 71 retired married high.school no no no
## 40710 57 admin. divorced high.school no no no
## 40715 84 retired divorced unknown unknown no no
## 40716 39 management married university.degree no yes yes
## 40717 82 housemaid married basic.4y no no no
## 40718 30 technician single professional.course no no no
## 40719 86 retired married unknown unknown yes yes
## 40721 34 admin. married professional.course no yes yes
## 40722 34 admin. married professional.course no no no
## 40723 31 admin. single university.degree no yes yes
## 40724 53 management divorced university.degree no no no
## 40726 30 technician single professional.course no unknown unknown
## 40728 86 retired married unknown unknown yes no
## 40729 24 student single high.school no yes yes
## 40730 52 admin. married professional.course no no yes
## 40731 60 retired married high.school no no no
## 40732 19 student single basic.4y no yes no
## 40733 36 management married university.degree no unknown unknown
## 40735 23 student single professional.course no yes no
## 40736 60 retired married high.school no no no
## 40737 52 admin. married professional.course no no no
## 40739 39 entrepreneur married professional.course no no no
## 40741 33 technician married university.degree no no no
## 40742 23 student single professional.course no no no
## 40745 19 student single basic.6y no yes no
## 40747 37 admin. married university.degree no no yes
## 40748 36 unemployed single high.school no yes no
## 40749 82 retired divorced basic.4y no yes no
## 40750 25 student single high.school no yes no
## 40752 31 admin. married university.degree no yes no
## 40753 33 technician single university.degree no yes no
## 40754 23 admin. single university.degree no no no
## 40755 24 admin. single university.degree no no no
## 40756 56 admin. married basic.9y no yes yes
## 40757 77 retired married basic.4y no yes no
## 40759 33 technician married unknown no yes yes
## 40760 19 student single basic.6y no yes yes
## 40763 23 student single basic.9y no yes no
## 40764 30 technician single university.degree no no no
## 40765 36 technician married university.degree no unknown unknown
## 40767 34 technician single university.degree no yes no
## 40768 34 technician single university.degree no no no
## 40769 26 technician single university.degree no no no
## 40770 41 management divorced university.degree no no no
## 40771 36 technician married university.degree no yes no
## 40772 26 technician single university.degree no yes no
## 40774 34 technician single university.degree no no yes
## 40775 31 services single high.school no yes no
## 40776 25 student single high.school no no no
## 40780 38 blue-collar single high.school no yes no
## 40781 41 unemployed married high.school no yes yes
## 40782 33 admin. married university.degree no no no
## 40783 33 admin. married university.degree no no yes
## 40784 33 technician married professional.course no no no
## 40785 32 technician married basic.9y no yes no
## 40786 32 technician married basic.9y no no no
## 40787 41 unemployed married high.school no no no
## 40788 33 admin. married university.degree no yes yes
## 40793 28 blue-collar single university.degree no unknown unknown
## 40798 58 admin. married high.school no no no
## 40799 42 admin. single high.school no no no
## 40800 23 student single high.school no no yes
## 40802 53 technician married university.degree no no no
## 40804 31 technician married university.degree no no no
## 40806 33 admin. married university.degree no yes no
## 40814 58 admin. married university.degree no no no
## 40817 30 technician single university.degree no yes no
## 40820 31 admin. married university.degree no yes no
## 40821 33 unemployed single unknown no yes no
## 40823 26 technician single professional.course no yes no
## 40824 33 technician single professional.course no yes no
## 40825 25 student single unknown no no no
## 40829 31 admin. single high.school no no no
## 40831 48 services married basic.6y no no no
## 40839 32 admin. married high.school no yes no
## 40840 48 unemployed married professional.course no yes no
## 40845 30 student single professional.course no yes no
## 40846 29 admin. single university.degree no no no
## 40852 42 management married university.degree no yes no
## 40853 34 admin. married university.degree no no yes
## 40855 42 admin. divorced university.degree no no no
## 40856 41 admin. married unknown no no no
## 40867 32 technician married professional.course no no no
## 40868 32 technician married professional.course no no no
## 40869 26 technician single university.degree no no no
## 40870 26 blue-collar single basic.6y no no no
## 40871 35 technician married professional.course no yes yes
## 40873 32 technician married professional.course no yes no
## 40875 41 technician married professional.course no no no
## 40876 57 admin. married university.degree no unknown unknown
## 40878 22 self-employed single professional.course no yes no
## 40881 28 admin. single high.school no no no
## 40885 51 admin. married university.degree no yes yes
## 40890 61 retired married basic.4y no no no
## 40892 29 technician married professional.course no yes no
## 40893 47 admin. married high.school no yes no
## 40899 49 technician divorced professional.course no yes no
## 40901 66 retired married basic.4y no yes no
## 40902 56 unemployed divorced basic.4y no no yes
## 40904 31 technician single professional.course no yes no
## 40908 48 technician married professional.course no yes yes
## 40910 27 admin. single university.degree no no no
## 40913 33 services single university.degree no yes no
## 40914 65 retired married basic.4y no yes yes
## 40921 59 services married university.degree no yes no
## 40928 31 technician married university.degree no yes yes
## 40929 21 student single high.school no no no
## 40930 20 student single unknown no yes yes
## 40933 27 blue-collar single high.school no no no
## 40934 71 retired married professional.course no no no
## 40938 27 blue-collar single high.school no yes no
## 40941 49 admin. married high.school unknown no no
## 40942 66 retired married basic.4y unknown unknown unknown
## 40943 65 retired married basic.4y no yes yes
## 40944 35 admin. married university.degree no no no
## 40946 54 admin. married high.school no no no
## 40952 70 retired married professional.course no no no
## 40953 50 admin. married high.school no yes no
## 40955 48 technician married professional.course no no no
## 40956 61 blue-collar married professional.course no yes no
## 40958 37 admin. single high.school no no no
## 40961 37 admin. single high.school no no no
## 40969 65 retired married basic.4y no no no
## 40971 24 admin. single university.degree no yes no
## 40974 68 retired divorced high.school no yes yes
## 40976 44 technician married high.school no yes yes
## 40977 56 technician divorced professional.course no no no
## 40978 42 technician married professional.course no yes yes
## 40979 44 admin. married university.degree no yes no
## 40981 29 admin. single university.degree no yes no
## 40982 68 retired divorced high.school no yes no
## 40986 47 admin. single university.degree no no no
## 40991 31 admin. single university.degree no unknown unknown
## 40993 48 technician married university.degree no yes yes
## 40994 50 entrepreneur divorced university.degree no yes no
## 40995 54 services divorced high.school no yes yes
## 40997 81 retired married basic.4y no yes no
## 41001 54 services divorced high.school no yes no
## 41004 37 management married university.degree no yes no
## 41005 80 retired married professional.course no yes no
## 41007 37 housemaid married university.degree no no no
## 41008 37 housemaid married university.degree no no no
## 41010 24 blue-collar single high.school no no no
## 41011 33 admin. single university.degree no yes no
## 41012 37 housemaid married university.degree no no no
## 41014 29 admin. single high.school no no no
## 41015 31 technician single professional.course no unknown unknown
## 41017 37 management married university.degree no yes no
## 41018 45 admin. married high.school no yes no
## 41019 26 unemployed single high.school no yes no
## 41020 31 student single high.school no yes no
## 41021 25 student single high.school no yes no
## 41023 23 student single high.school no no yes
## 41026 25 student single high.school no no no
## 41027 65 retired married high.school no yes yes
## 41028 37 services married high.school no yes yes
## 41031 28 admin. single university.degree no no no
## 41033 36 unemployed married high.school no yes no
## 41034 33 admin. single university.degree no yes no
## 41035 33 services single high.school no yes no
## 41036 30 technician married professional.course no yes no
## 41039 23 student single high.school no yes no
## 41040 33 admin. single university.degree no yes no
## 41041 30 technician married professional.course no yes no
## 41043 25 student single high.school no yes no
## 41045 62 admin. married high.school no no no
## 41047 60 admin. married high.school no no no
## 41048 62 admin. married high.school no no no
## 41050 21 student single high.school no no no
## 41051 30 management married university.degree no no no
## 41053 65 retired married basic.4y no no no
## 41055 31 student single university.degree no no no
## 41056 27 technician single university.degree no yes no
## 41058 30 management married university.degree no no yes
## 41059 65 retired married basic.4y no yes no
## 41062 31 management married university.degree no yes no
## 41064 48 admin. married university.degree no yes no
## 41066 29 technician single university.degree no no no
## 41077 50 blue-collar divorced professional.course no yes no
## 41078 45 blue-collar married high.school no yes yes
## 41079 37 admin. married university.degree no no no
## 41084 24 technician single university.degree no yes yes
## 41086 51 admin. divorced high.school no yes yes
## 41089 18 student single basic.4y no yes no
## 41090 50 blue-collar divorced professional.course no yes no
## 41093 31 admin. single university.degree no yes no
## 41099 29 student single high.school no yes yes
## 41100 59 admin. divorced high.school no no no
## 41101 33 admin. married university.degree no yes no
## 41102 63 retired married basic.4y no yes no
## 41111 34 technician married unknown no yes no
## 41114 34 technician married unknown no no no
## 41115 60 admin. married unknown no no no
## 41116 42 services divorced university.degree no unknown unknown
## 41117 36 blue-collar single basic.6y no no no
## 41118 29 technician single professional.course no no no
## 41120 36 blue-collar single basic.6y no yes no
## 41123 34 technician married unknown no no no
## 41124 36 blue-collar single basic.6y no no no
## 41125 37 technician single professional.course no yes no
## 41126 37 technician single professional.course no yes no
## 41127 61 admin. married high.school no yes no
## 41128 61 admin. married high.school no yes yes
## 41129 31 admin. single high.school no yes no
## 41131 31 admin. single university.degree no yes no
## 41133 41 unemployed married basic.9y no no no
## 41135 25 student single high.school no no no
## 41139 58 unemployed married university.degree no yes no
## 41141 33 management married university.degree no yes no
## 41142 37 admin. married university.degree no yes no
## 41143 43 admin. divorced university.degree no yes no
## 41146 26 admin. single university.degree no no no
## 41147 41 admin. married university.degree no yes no
## 41148 25 technician single professional.course no yes no
## 41149 35 admin. single professional.course no yes no
## 41152 41 technician married professional.course no no no
## 41154 67 housemaid divorced professional.course no yes no
## 41157 41 technician married professional.course no yes no
## 41159 35 technician divorced basic.4y no no no
## 41160 35 technician divorced basic.4y no yes no
## 41161 33 admin. married university.degree no no no
## 41164 35 technician divorced basic.4y no yes no
## 41165 54 admin. married professional.course no no no
## 41166 38 housemaid divorced university.degree no no no
## 41167 32 admin. married university.degree no no no
## 41172 33 student married professional.course no yes no
## 41173 31 admin. single university.degree no yes no
## 41174 62 retired married university.degree no yes no
## 41175 62 retired married university.degree no yes no
## 41179 62 retired married university.degree no no no
## 41182 37 admin. married university.degree no yes no
## 41184 73 retired married professional.course no yes no
## 41187 44 technician married professional.course no no no
## contact month day_of_week duration campaign pdays previous poutcome
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## 2003 telephone may mon 460 5 999 0 nonexistent
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## 2276 telephone may tue 1346 1 999 0 nonexistent
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## 2331 telephone may tue 2231 1 999 0 nonexistent
## 2407 telephone may tue 395 2 999 0 nonexistent
## 2418 telephone may tue 1015 1 999 0 nonexistent
## 2422 telephone may tue 683 2 999 0 nonexistent
## 2425 telephone may tue 470 1 999 0 nonexistent
## 2445 telephone may tue 1001 4 999 0 nonexistent
## 2450 telephone may tue 845 1 999 0 nonexistent
## 2474 telephone may tue 753 6 999 0 nonexistent
## 2636 telephone may tue 945 2 999 0 nonexistent
## 2646 telephone may tue 1721 2 999 0 nonexistent
## 2685 telephone may wed 942 3 999 0 nonexistent
## 2698 telephone may wed 476 1 999 0 nonexistent
## 2714 telephone may wed 832 1 999 0 nonexistent
## 2745 telephone may wed 1328 1 999 0 nonexistent
## 2756 telephone may wed 1125 2 999 0 nonexistent
## 2764 telephone may wed 1321 2 999 0 nonexistent
## 2776 telephone may wed 858 1 999 0 nonexistent
## 2780 telephone may wed 629 2 999 0 nonexistent
## 2854 telephone may wed 1028 2 999 0 nonexistent
## 2906 telephone may wed 927 1 999 0 nonexistent
## 3048 telephone may wed 1423 3 999 0 nonexistent
## 3091 telephone may thu 646 3 999 0 nonexistent
## 3114 telephone may thu 746 1 999 0 nonexistent
## 3175 telephone may thu 1074 1 999 0 nonexistent
## 3184 telephone may thu 695 1 999 0 nonexistent
## 3204 telephone may thu 1257 3 999 0 nonexistent
## 3220 telephone may thu 651 23 999 0 nonexistent
## 3224 telephone may thu 734 1 999 0 nonexistent
## 3260 telephone may thu 920 2 999 0 nonexistent
## 3265 telephone may thu 500 1 999 0 nonexistent
## 3339 telephone may thu 911 2 999 0 nonexistent
## 3382 telephone may thu 920 2 999 0 nonexistent
## 3385 telephone may thu 1224 2 999 0 nonexistent
## 3396 telephone may thu 1156 2 999 0 nonexistent
## 3428 telephone may thu 1867 6 999 0 nonexistent
## 3437 telephone may thu 1263 2 999 0 nonexistent
## 3454 telephone may thu 697 3 999 0 nonexistent
## 3507 telephone may thu 892 4 999 0 nonexistent
## 3542 telephone may fri 515 1 999 0 nonexistent
## 3546 telephone may fri 813 1 999 0 nonexistent
## 3565 telephone may fri 803 1 999 0 nonexistent
## 3567 telephone may fri 844 1 999 0 nonexistent
## 3571 telephone may fri 676 1 999 0 nonexistent
## 3575 telephone may fri 1252 1 999 0 nonexistent
## 3577 telephone may fri 1143 3 999 0 nonexistent
## 3609 telephone may fri 688 1 999 0 nonexistent
## 3629 telephone may fri 803 1 999 0 nonexistent
## 3662 telephone may fri 787 1 999 0 nonexistent
## 3678 telephone may fri 619 2 999 0 nonexistent
## 3686 telephone may fri 1230 3 999 0 nonexistent
## 3694 telephone may fri 912 1 999 0 nonexistent
## 3698 telephone may fri 894 1 999 0 nonexistent
## 3735 telephone may fri 1340 1 999 0 nonexistent
## 3741 telephone may fri 897 1 999 0 nonexistent
## 3775 telephone may fri 2680 1 999 0 nonexistent
## 3855 telephone may fri 1193 5 999 0 nonexistent
## 3888 telephone may fri 1064 4 999 0 nonexistent
## 3940 telephone may mon 882 1 999 0 nonexistent
## 3980 telephone may mon 483 2 999 0 nonexistent
## 3989 telephone may mon 943 2 999 0 nonexistent
## 4035 telephone may mon 607 1 999 0 nonexistent
## 4051 telephone may mon 1022 4 999 0 nonexistent
## 4111 telephone may mon 552 3 999 0 nonexistent
## 4153 telephone may mon 1622 2 999 0 nonexistent
## 4165 telephone may mon 967 6 999 0 nonexistent
## 4168 telephone may mon 579 5 999 0 nonexistent
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## 30059 cellular apr thu 172 1 999 0 nonexistent
## 30060 cellular apr thu 270 2 999 0 nonexistent
## 30061 telephone apr thu 413 3 999 0 nonexistent
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## 30083 cellular apr fri 227 1 999 1 failure
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## 30139 cellular apr thu 968 1 5 2 failure
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## 30144 cellular apr thu 239 1 999 0 nonexistent
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## 30149 cellular apr thu 662 1 999 0 nonexistent
## 30150 cellular apr thu 494 1 2 1 success
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## 30159 cellular apr thu 499 1 999 0 nonexistent
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## 30175 cellular apr thu 871 1 999 0 nonexistent
## 30176 cellular apr thu 297 1 2 1 success
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## 30178 cellular apr thu 231 1 999 0 nonexistent
## 30180 cellular apr thu 328 1 999 0 nonexistent
## 30181 cellular apr thu 281 1 999 0 nonexistent
## 30183 cellular apr thu 733 1 999 0 nonexistent
## 30184 cellular apr thu 335 1 999 0 nonexistent
## 30185 cellular apr thu 252 1 5 1 success
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## 30187 cellular apr thu 620 1 999 0 nonexistent
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## 30191 cellular apr thu 271 1 2 1 success
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## 30204 cellular apr thu 381 1 999 0 nonexistent
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## 30213 cellular apr thu 394 1 999 0 nonexistent
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## 30224 cellular apr thu 504 2 999 0 nonexistent
## 30231 cellular apr thu 337 2 5 1 success
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## 30235 cellular apr thu 341 1 999 0 nonexistent
## 30236 cellular apr thu 297 1 2 2 success
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## 30239 cellular apr thu 687 1 0 1 success
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## 30254 cellular apr thu 400 1 999 1 failure
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## 30289 cellular apr thu 482 2 999 0 nonexistent
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## 30292 cellular apr thu 261 1 999 0 nonexistent
## 30293 cellular apr thu 439 2 999 0 nonexistent
## 30295 cellular apr thu 616 1 999 0 nonexistent
## 30298 cellular apr thu 278 1 999 0 nonexistent
## 30302 cellular apr thu 269 1 999 1 failure
## 30303 cellular apr thu 532 1 999 0 nonexistent
## 30304 cellular apr thu 1373 2 999 0 nonexistent
## 30310 cellular apr thu 574 1 999 0 nonexistent
## 30311 telephone apr thu 917 1 999 0 nonexistent
## 30312 cellular apr thu 242 1 2 1 success
## 30313 cellular apr thu 430 1 999 0 nonexistent
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## 30320 cellular apr thu 452 1 999 0 nonexistent
## 30323 cellular apr thu 458 1 999 0 nonexistent
## 30324 cellular apr thu 473 1 999 1 failure
## 30327 cellular apr thu 352 1 999 0 nonexistent
## 30330 cellular apr thu 260 1 999 0 nonexistent
## 30331 cellular apr thu 780 1 999 0 nonexistent
## 30333 cellular apr thu 580 2 2 1 success
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## 30338 cellular apr thu 834 1 999 0 nonexistent
## 30340 cellular apr thu 435 1 999 0 nonexistent
## 30343 cellular apr thu 615 1 999 0 nonexistent
## 30344 cellular apr thu 555 2 999 0 nonexistent
## 30346 cellular apr thu 384 1 999 0 nonexistent
## 30349 cellular apr thu 664 2 999 0 nonexistent
## 30351 cellular apr thu 811 2 999 0 nonexistent
## 30357 cellular apr thu 460 1 999 0 nonexistent
## 30358 cellular apr thu 477 1 999 0 nonexistent
## 30360 cellular apr thu 970 1 999 1 failure
## 30361 cellular apr thu 266 1 999 1 failure
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## 30363 cellular apr thu 774 2 999 1 failure
## 30366 cellular apr thu 175 1 999 0 nonexistent
## 30367 cellular apr thu 861 2 999 0 nonexistent
## 30369 cellular apr thu 240 1 999 1 failure
## 30373 cellular apr thu 327 2 999 0 nonexistent
## 30378 telephone apr thu 874 2 999 0 nonexistent
## 30384 cellular apr thu 416 1 999 0 nonexistent
## 30390 cellular apr thu 652 2 999 0 nonexistent
## 30394 cellular apr thu 475 2 999 0 nonexistent
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## 30398 cellular apr thu 342 3 999 0 nonexistent
## 30400 cellular apr thu 301 1 999 0 nonexistent
## 30401 cellular apr thu 1143 1 999 0 nonexistent
## 30402 cellular apr thu 380 3 999 0 nonexistent
## 30404 cellular apr thu 427 3 999 0 nonexistent
## 30405 cellular apr thu 370 3 999 0 nonexistent
## 30407 cellular apr thu 949 2 999 0 nonexistent
## 30408 cellular apr thu 753 1 999 0 nonexistent
## 30409 cellular apr thu 1260 2 2 1 success
## 30412 cellular apr thu 652 2 999 0 nonexistent
## 30413 cellular apr thu 1034 2 999 0 nonexistent
## 30414 telephone apr thu 766 3 2 1 success
## 30415 cellular apr thu 266 1 999 0 nonexistent
## 30418 cellular apr thu 502 1 0 1 success
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## 30422 cellular apr thu 567 2 999 0 nonexistent
## 30423 cellular apr thu 501 1 999 0 nonexistent
## 30425 telephone apr thu 712 2 999 0 nonexistent
## 30429 cellular apr thu 259 1 999 0 nonexistent
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## 37431 cellular aug wed 332 1 999 0 nonexistent
## 37434 cellular aug wed 338 2 4 1 success
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## 37464 cellular aug thu 425 2 999 0 nonexistent
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## 37523 cellular aug thu 738 1 999 0 nonexistent
## 37525 cellular aug thu 320 2 3 1 success
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## 37537 cellular aug thu 354 3 999 0 nonexistent
## 37539 telephone aug fri 275 6 999 0 nonexistent
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## 37544 cellular aug fri 156 2 999 0 nonexistent
## 37545 cellular aug fri 172 4 999 0 nonexistent
## 37551 cellular aug fri 225 1 999 0 nonexistent
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## 37556 cellular aug fri 436 1 13 1 success
## 37560 cellular aug fri 326 3 999 0 nonexistent
## 37566 cellular aug fri 186 1 999 0 nonexistent
## 37567 cellular aug fri 137 1 3 1 success
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## 37572 cellular aug fri 276 2 999 0 nonexistent
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## 37574 cellular aug fri 100 2 999 0 nonexistent
## 37576 cellular aug fri 201 1 999 0 nonexistent
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## 37579 cellular aug fri 190 3 999 1 failure
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## 37583 cellular aug fri 260 3 999 0 nonexistent
## 37589 cellular aug fri 211 3 999 0 nonexistent
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## 37604 cellular aug mon 186 1 999 0 nonexistent
## 37605 telephone aug mon 199 1 999 0 nonexistent
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## 37628 cellular aug mon 341 1 3 2 success
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## 37641 cellular aug tue 278 1 999 0 nonexistent
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## 37668 cellular aug tue 301 1 999 1 failure
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## 37687 cellular aug wed 240 2 999 0 nonexistent
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## 37689 cellular aug wed 164 1 999 0 nonexistent
## 37691 cellular aug wed 232 3 999 0 nonexistent
## 37694 cellular aug wed 145 1 3 2 success
## 37696 cellular aug wed 195 1 999 0 nonexistent
## 37703 cellular aug wed 338 1 999 0 nonexistent
## 37705 cellular aug thu 329 3 9 1 success
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## 37708 cellular aug thu 474 1 999 0 nonexistent
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## 37714 cellular aug thu 149 1 3 2 success
## 37717 cellular aug thu 217 1 6 2 failure
## 37721 cellular aug thu 158 1 999 0 nonexistent
## 37724 cellular aug thu 184 1 999 0 nonexistent
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## 37731 cellular aug fri 228 4 999 0 nonexistent
## 37738 cellular aug fri 374 1 999 0 nonexistent
## 37739 cellular aug fri 168 1 15 1 success
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## 37746 cellular aug fri 204 1 999 1 failure
## 37752 cellular aug fri 276 1 999 0 nonexistent
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## 37754 cellular aug fri 91 2 3 1 success
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## 37757 cellular aug fri 126 1 3 2 success
## 37758 cellular aug fri 252 1 999 0 nonexistent
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## 37761 cellular aug fri 343 2 14 1 success
## 37763 cellular aug fri 252 4 999 0 nonexistent
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## 37772 cellular aug mon 712 2 999 0 nonexistent
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## 37799 cellular aug tue 130 2 999 0 nonexistent
## 37801 cellular aug tue 479 1 999 0 nonexistent
## 37802 cellular aug tue 95 2 999 0 nonexistent
## 37804 cellular aug tue 531 3 6 1 success
## 37806 cellular aug tue 242 6 3 1 success
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## 37809 cellular aug tue 291 2 3 2 success
## 37812 telephone aug wed 415 3 999 0 nonexistent
## 37814 telephone aug wed 128 3 999 0 nonexistent
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## 37819 cellular aug wed 323 1 999 0 nonexistent
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## 37828 cellular aug thu 259 3 15 1 success
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## 37831 cellular aug thu 445 3 999 0 nonexistent
## 37832 cellular aug thu 460 1 15 2 failure
## 37834 cellular aug thu 398 2 999 1 failure
## 37835 cellular aug thu 81 1 3 1 success
## 37851 cellular aug fri 207 3 15 1 success
## 37854 cellular aug fri 622 1 999 0 nonexistent
## 37855 cellular aug fri 173 1 999 0 nonexistent
## 37856 cellular aug fri 517 2 999 1 failure
## 37861 cellular aug fri 155 2 6 2 failure
## 37862 cellular aug fri 207 8 999 1 failure
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## 37872 telephone aug mon 473 2 9 1 success
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## 37881 cellular aug mon 470 1 6 2 failure
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## 37904 cellular sep tue 212 1 999 0 nonexistent
## 37905 cellular sep tue 82 1 999 0 nonexistent
## 37906 cellular sep tue 181 1 999 1 failure
## 37907 cellular sep tue 531 2 999 0 nonexistent
## 37911 cellular sep wed 140 2 999 0 nonexistent
## 37912 cellular sep wed 233 2 999 0 nonexistent
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## 37943 cellular sep fri 730 1 999 1 failure
## 37953 cellular sep fri 879 1 999 0 nonexistent
## 37954 cellular sep fri 293 1 3 1 success
## 37955 cellular sep fri 230 1 3 2 success
## 37956 cellular sep fri 563 1 999 0 nonexistent
## 37958 cellular sep fri 555 2 999 0 nonexistent
## 37961 cellular sep fri 434 2 999 0 nonexistent
## 37969 telephone sep mon 569 4 999 0 nonexistent
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## 37973 cellular sep mon 219 1 999 0 nonexistent
## 37983 cellular sep mon 211 1 999 1 failure
## 37985 cellular sep mon 587 1 999 0 nonexistent
## 37988 cellular sep mon 351 1 3 2 success
## 37990 cellular sep mon 800 2 999 1 failure
## 37993 cellular sep mon 199 6 999 0 nonexistent
## 37995 cellular sep tue 145 1 999 0 nonexistent
## 37996 cellular sep tue 293 1 999 0 nonexistent
## 37997 cellular sep tue 495 1 3 1 success
## 37998 cellular sep tue 206 1 999 0 nonexistent
## 37999 cellular sep tue 679 1 1 1 success
## 38001 cellular sep tue 261 1 3 1 success
## 38002 cellular sep tue 169 1 999 0 nonexistent
## 38003 cellular sep tue 445 2 999 0 nonexistent
## 38005 cellular sep tue 260 1 3 1 success
## 38006 cellular sep tue 191 1 999 1 failure
## 38007 cellular sep tue 137 1 999 0 nonexistent
## 38009 cellular sep tue 108 2 3 1 success
## 38013 telephone sep tue 376 2 999 0 nonexistent
## 38015 cellular sep wed 475 5 999 0 nonexistent
## 38017 cellular sep wed 394 1 999 0 nonexistent
## 38019 cellular sep wed 569 3 999 0 nonexistent
## 38021 cellular sep wed 234 1 999 1 failure
## 38022 cellular sep wed 408 1 999 0 nonexistent
## 38025 cellular sep wed 345 1 999 0 nonexistent
## 38026 cellular sep wed 397 1 999 0 nonexistent
## 38027 cellular sep wed 344 1 999 1 failure
## 38034 cellular sep wed 259 2 3 1 success
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## 38037 cellular sep thu 84 3 999 0 nonexistent
## 38038 cellular sep thu 185 1 3 1 success
## 38041 telephone sep thu 230 3 999 0 nonexistent
## 38043 cellular sep fri 346 3 999 0 nonexistent
## 38047 cellular sep fri 260 3 3 2 success
## 38048 cellular sep fri 283 3 3 1 success
## 38052 cellular sep fri 212 1 999 0 nonexistent
## 38054 cellular sep fri 91 1 1 3 success
## 38056 telephone sep fri 91 1 999 0 nonexistent
## 38058 cellular sep fri 210 1 999 0 nonexistent
## 38059 cellular sep fri 100 2 999 0 nonexistent
## 38061 cellular sep fri 658 4 999 0 nonexistent
## 38062 telephone sep fri 290 2 999 0 nonexistent
## 38064 cellular sep mon 323 1 3 2 success
## 38070 cellular sep tue 170 1 999 1 failure
## 38071 telephone sep tue 722 1 999 0 nonexistent
## 38072 cellular sep tue 150 1 3 2 success
## 38073 cellular sep tue 458 1 999 0 nonexistent
## 38075 cellular sep tue 1962 1 999 2 failure
## 38076 cellular sep tue 107 2 3 1 success
## 38077 cellular sep tue 173 2 6 2 failure
## 38078 cellular sep tue 89 2 3 1 success
## 38079 cellular sep tue 875 1 999 0 nonexistent
## 38081 cellular sep tue 126 2 999 0 nonexistent
## 38082 cellular sep tue 91 1 3 1 success
## 38083 cellular sep tue 106 1 3 1 success
## 38085 cellular sep tue 925 1 3 1 success
## 38090 cellular sep wed 153 1 3 1 success
## 38092 cellular sep wed 152 1 3 1 success
## 38096 cellular sep wed 292 1 999 0 nonexistent
## 38097 cellular sep wed 387 1 999 0 nonexistent
## 38105 cellular sep thu 543 1 999 0 nonexistent
## 38106 cellular sep fri 267 2 999 1 failure
## 38107 cellular sep fri 323 3 6 1 success
## 38108 cellular sep fri 1104 2 999 0 nonexistent
## 38110 telephone sep tue 773 1 3 2 success
## 38111 cellular sep tue 65 1 999 0 nonexistent
## 38112 cellular sep tue 83 1 3 1 success
## 38114 cellular sep tue 173 1 4 1 success
## 38115 cellular sep tue 239 1 3 2 success
## 38116 cellular sep tue 369 1 999 0 nonexistent
## 38118 cellular sep wed 299 1 3 1 success
## 38128 cellular sep fri 692 1 999 0 nonexistent
## 38137 cellular sep fri 210 1 999 0 nonexistent
## 38139 cellular sep mon 294 2 6 1 success
## 38142 cellular sep tue 159 1 999 1 failure
## 38147 cellular sep tue 277 1 999 1 failure
## 38149 cellular sep wed 117 1 3 1 success
## 38152 telephone sep wed 234 1 999 0 nonexistent
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## 38156 cellular oct thu 447 3 999 0 nonexistent
## 38159 cellular oct thu 194 1 4 1 success
## 38174 cellular oct thu 238 1 4 1 success
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## 38180 cellular oct fri 849 2 4 1 success
## 38185 cellular oct tue 215 1 999 0 nonexistent
## 38191 cellular oct tue 144 1 999 0 nonexistent
## 38195 cellular oct tue 384 2 999 0 nonexistent
## 38200 cellular oct tue 480 1 2 2 success
## 38201 cellular oct tue 296 3 999 0 nonexistent
## 38205 cellular oct wed 209 1 8 3 failure
## 38206 cellular oct wed 371 1 999 1 failure
## 38209 cellular oct wed 201 1 5 3 failure
## 38212 cellular oct wed 290 1 999 1 failure
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## 38231 cellular oct thu 234 2 6 1 success
## 38232 cellular oct thu 667 1 999 0 nonexistent
## 38233 cellular oct thu 137 1 999 0 nonexistent
## 38235 cellular oct fri 1106 2 999 0 nonexistent
## 38238 cellular oct mon 105 1 999 0 nonexistent
## 38240 cellular oct mon 511 3 999 1 failure
## 38241 cellular oct mon 138 1 999 0 nonexistent
## 38243 cellular oct mon 78 1 999 1 failure
## 38245 cellular oct mon 146 1 999 0 nonexistent
## 38247 cellular oct mon 348 1 999 0 nonexistent
## 38250 cellular oct tue 435 1 999 0 nonexistent
## 38258 cellular oct tue 411 2 999 0 nonexistent
## 38259 cellular oct tue 79 2 999 0 nonexistent
## 38260 cellular oct tue 1226 2 999 0 nonexistent
## 38261 cellular oct tue 242 1 999 2 failure
## 38270 cellular oct tue 221 1 6 1 success
## 38271 cellular oct tue 210 1 6 1 success
## 38275 cellular oct tue 896 1 2 2 success
## 38276 cellular oct tue 301 2 999 0 nonexistent
## 38277 cellular oct tue 204 2 999 1 failure
## 38278 telephone oct tue 1003 3 999 0 nonexistent
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## 38284 cellular oct wed 84 1 6 1 success
## 38285 telephone oct wed 958 1 999 0 nonexistent
## 38289 cellular oct wed 251 1 999 0 nonexistent
## 38290 cellular oct wed 364 1 999 1 failure
## 38297 telephone oct wed 290 2 999 0 nonexistent
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## 38317 cellular oct thu 134 2 6 1 success
## 38319 cellular oct thu 128 2 6 3 failure
## 38320 telephone oct thu 166 3 6 2 success
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## 38324 cellular oct fri 115 1 999 1 failure
## 38325 telephone oct fri 186 1 999 1 failure
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## 38328 cellular oct fri 154 2 999 1 failure
## 38331 cellular oct fri 170 1 6 1 success
## 38332 cellular oct fri 154 2 999 0 nonexistent
## 38338 cellular oct fri 233 1 999 0 nonexistent
## 38341 cellular oct fri 306 1 999 0 nonexistent
## 38346 telephone oct fri 434 1 999 1 failure
## 38348 cellular oct fri 447 1 8 2 failure
## 38349 cellular oct fri 130 1 6 1 success
## 38350 cellular oct fri 156 1 999 0 nonexistent
## 38351 cellular oct fri 324 1 999 1 failure
## 38352 cellular oct fri 717 2 999 0 nonexistent
## 38356 cellular oct fri 136 2 999 0 nonexistent
## 38357 cellular oct fri 342 1 999 2 failure
## 38359 cellular oct mon 131 1 999 0 nonexistent
## 38363 cellular oct mon 98 1 999 0 nonexistent
## 38377 cellular oct mon 385 2 999 0 nonexistent
## 38387 cellular oct mon 328 1 999 0 nonexistent
## 38393 cellular oct tue 332 1 999 1 failure
## 38394 cellular oct tue 148 2 6 1 success
## 38396 telephone oct tue 513 1 999 0 nonexistent
## 38397 telephone oct tue 373 1 999 0 nonexistent
## 38398 cellular oct tue 213 1 999 0 nonexistent
## 38399 cellular oct tue 595 2 6 1 success
## 38401 cellular oct tue 518 2 6 1 success
## 38403 cellular oct tue 427 1 999 0 nonexistent
## 38404 cellular oct tue 676 2 999 1 failure
## 38405 cellular oct tue 386 1 999 0 nonexistent
## 38406 cellular oct wed 192 3 6 1 success
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## 38408 cellular oct wed 576 1 6 1 success
## 38412 cellular oct wed 825 1 6 1 success
## 38415 cellular oct wed 467 2 6 1 success
## 38416 cellular oct wed 512 2 6 1 success
## 38417 telephone oct wed 749 1 999 0 nonexistent
## 38418 cellular oct wed 135 1 999 0 nonexistent
## 38420 cellular oct wed 307 1 7 1 success
## 38421 cellular oct wed 287 1 999 0 nonexistent
## 38422 cellular oct wed 107 2 999 0 nonexistent
## 38423 cellular oct wed 200 1 999 0 nonexistent
## 38424 cellular oct wed 442 2 8 1 success
## 38427 cellular oct thu 249 2 999 1 failure
## 38428 cellular oct thu 360 5 999 0 nonexistent
## 38429 cellular oct thu 257 1 6 1 success
## 38430 cellular oct thu 313 3 999 0 nonexistent
## 38431 cellular oct thu 127 3 999 2 failure
## 38432 cellular oct thu 181 1 6 1 success
## 38433 cellular oct thu 133 1 3 1 success
## 38437 cellular oct thu 504 1 6 1 success
## 38438 telephone oct thu 1002 4 999 0 nonexistent
## 38439 cellular oct thu 306 3 3 1 success
## 38440 cellular oct thu 260 2 999 0 nonexistent
## 38441 telephone oct thu 97 1 999 0 nonexistent
## 38443 cellular oct thu 344 1 6 1 success
## 38445 cellular oct fri 336 2 999 1 failure
## 38446 cellular oct fri 270 3 6 1 success
## 38447 cellular oct fri 130 1 999 1 failure
## 38448 cellular oct fri 374 1 999 0 nonexistent
## 38449 cellular oct fri 149 1 999 0 nonexistent
## 38451 cellular oct fri 460 1 999 0 nonexistent
## 38453 cellular oct fri 476 1 2 2 success
## 38454 cellular oct fri 427 1 999 1 failure
## 38456 cellular oct fri 272 2 999 0 nonexistent
## 38457 cellular oct fri 438 1 999 1 failure
## 38458 cellular oct fri 221 2 6 1 success
## 38462 cellular oct fri 292 1 6 1 success
## 38463 cellular oct fri 281 1 999 2 failure
## 38466 telephone oct fri 257 2 4 1 success
## 38477 cellular oct mon 251 1 999 0 nonexistent
## 38479 cellular oct mon 703 1 999 0 nonexistent
## 38481 cellular oct mon 355 1 999 1 failure
## 38484 cellular oct tue 131 1 999 0 nonexistent
## 38487 cellular oct tue 143 1 6 1 success
## 38489 cellular oct tue 207 1 999 0 nonexistent
## 38490 cellular oct tue 96 1 999 1 failure
## 38491 cellular oct tue 297 1 999 2 failure
## 38492 cellular oct tue 102 1 6 2 success
## 38494 cellular oct tue 424 1 999 1 failure
## 38495 cellular oct tue 137 1 999 0 nonexistent
## 38496 cellular oct tue 759 2 999 0 nonexistent
## 38497 telephone oct tue 83 1 3 1 success
## 38504 cellular oct tue 298 1 999 0 nonexistent
## 38509 cellular oct tue 255 3 4 1 success
## 38510 cellular oct tue 418 2 999 0 nonexistent
## 38515 cellular oct tue 353 1 999 0 nonexistent
## 38516 cellular oct tue 113 1 999 0 nonexistent
## 38517 cellular oct tue 149 1 999 0 nonexistent
## 38522 cellular oct wed 96 1 999 0 nonexistent
## 38530 telephone oct wed 509 1 999 0 nonexistent
## 38532 cellular oct wed 371 1 999 0 nonexistent
## 38539 cellular oct wed 524 3 999 1 failure
## 38540 cellular oct wed 207 1 6 1 success
## 38541 cellular oct thu 164 2 999 0 nonexistent
## 38542 cellular oct thu 423 3 999 0 nonexistent
## 38547 cellular oct thu 139 1 999 0 nonexistent
## 38548 cellular oct thu 410 1 999 1 failure
## 38549 cellular oct thu 169 1 999 0 nonexistent
## 38551 cellular oct thu 164 1 999 0 nonexistent
## 38552 cellular oct thu 142 1 999 0 nonexistent
## 38553 cellular oct thu 209 1 999 0 nonexistent
## 38555 cellular oct thu 1707 2 999 0 nonexistent
## 38557 cellular oct thu 189 3 999 0 nonexistent
## 38558 cellular oct thu 251 2 999 0 nonexistent
## 38559 cellular oct thu 401 1 999 0 nonexistent
## 38562 cellular oct thu 299 2 2 2 success
## 38563 cellular oct thu 264 1 999 0 nonexistent
## 38565 cellular oct thu 106 2 999 1 failure
## 38566 cellular oct thu 215 2 999 0 nonexistent
## 38567 cellular oct thu 288 3 999 0 nonexistent
## 38570 cellular oct thu 124 1 999 0 nonexistent
## 38571 cellular oct thu 136 1 999 1 failure
## 38572 telephone oct thu 220 3 999 0 nonexistent
## 38573 cellular oct thu 746 2 999 0 nonexistent
## 38574 cellular oct thu 377 1 999 0 nonexistent
## 38576 cellular oct thu 424 2 7 1 success
## 38583 cellular oct fri 212 2 999 0 nonexistent
## 38585 cellular oct fri 373 3 999 0 nonexistent
## 38590 cellular oct fri 125 1 999 0 nonexistent
## 38591 cellular oct fri 217 1 999 0 nonexistent
## 38592 cellular oct fri 144 1 999 0 nonexistent
## 38593 cellular oct fri 480 1 999 0 nonexistent
## 38595 cellular oct fri 445 1 999 0 nonexistent
## 38596 cellular oct fri 294 1 999 1 failure
## 38597 cellular oct fri 257 3 999 0 nonexistent
## 38598 cellular oct fri 368 2 999 0 nonexistent
## 38600 cellular oct fri 416 2 999 0 nonexistent
## 38604 cellular nov mon 121 2 999 1 failure
## 38613 cellular nov mon 106 1 999 0 nonexistent
## 38616 cellular nov mon 1024 1 5 1 success
## 38622 cellular nov mon 182 1 999 1 failure
## 38629 cellular nov mon 162 2 999 0 nonexistent
## 38634 cellular nov mon 209 2 999 1 failure
## 38636 cellular nov tue 102 1 999 0 nonexistent
## 38641 cellular nov tue 289 1 999 0 nonexistent
## 38642 cellular nov tue 1233 1 999 1 failure
## 38643 cellular nov tue 187 1 999 0 nonexistent
## 38644 cellular nov tue 149 1 999 0 nonexistent
## 38645 cellular nov tue 566 1 7 2 failure
## 38647 cellular nov tue 537 1 999 0 nonexistent
## 38648 cellular nov tue 217 1 999 2 failure
## 38650 cellular nov tue 181 4 6 1 success
## 38651 cellular nov tue 215 1 999 0 nonexistent
## 38652 cellular nov tue 358 1 999 0 nonexistent
## 38653 cellular nov tue 179 1 999 0 nonexistent
## 38654 cellular nov tue 322 1 999 0 nonexistent
## 38656 cellular nov tue 284 2 999 1 failure
## 38657 telephone nov tue 383 1 999 0 nonexistent
## 38667 cellular nov wed 358 1 9 2 failure
## 38677 cellular nov thu 749 7 999 0 nonexistent
## 38680 cellular nov thu 355 3 999 0 nonexistent
## 38681 cellular nov fri 464 5 999 1 failure
## 38683 cellular nov fri 402 1 3 3 success
## 38686 cellular nov fri 455 2 999 0 nonexistent
## 38687 cellular nov fri 368 2 3 1 success
## 38688 cellular nov fri 178 2 3 1 success
## 38689 cellular nov mon 178 1 999 0 nonexistent
## 38690 cellular nov mon 262 1 3 1 success
## 38691 cellular nov mon 347 1 999 0 nonexistent
## 38692 cellular nov mon 118 1 999 0 nonexistent
## 38693 cellular nov mon 169 1 3 3 success
## 38694 cellular nov mon 165 1 3 2 success
## 38695 cellular nov mon 98 1 999 1 failure
## 38696 telephone nov mon 201 1 999 0 nonexistent
## 38697 cellular nov mon 113 3 999 0 nonexistent
## 38698 cellular nov mon 161 1 999 1 failure
## 38699 cellular nov mon 696 2 7 3 failure
## 38701 cellular nov mon 263 1 999 1 failure
## 38704 cellular nov mon 347 4 6 1 success
## 38706 cellular nov tue 182 2 7 1 success
## 38707 cellular nov tue 775 2 8 2 failure
## 38708 cellular nov tue 193 2 999 0 nonexistent
## 38709 cellular nov tue 406 2 999 0 nonexistent
## 38710 cellular nov tue 336 4 999 0 nonexistent
## 38711 cellular nov tue 147 1 3 2 success
## 38712 cellular nov tue 195 1 7 1 success
## 38713 telephone nov tue 234 2 3 1 success
## 38716 cellular nov tue 318 2 3 3 success
## 38717 cellular nov tue 64 1 3 3 success
## 38718 cellular nov tue 95 1 3 1 success
## 38719 cellular nov tue 89 1 3 2 success
## 38721 cellular nov tue 344 2 3 1 success
## 38722 cellular nov tue 266 2 999 2 failure
## 38723 cellular nov tue 301 2 3 1 success
## 38724 cellular nov tue 254 5 999 0 nonexistent
## 38725 cellular nov tue 293 3 7 2 failure
## 38727 cellular nov tue 594 1 3 1 success
## 38729 cellular nov tue 213 1 999 0 nonexistent
## 38730 cellular nov tue 131 4 999 2 failure
## 38737 cellular nov wed 459 2 999 2 failure
## 38741 cellular nov wed 406 1 999 1 failure
## 38742 cellular nov wed 166 1 7 1 success
## 38744 cellular nov wed 69 3 999 0 nonexistent
## 38745 cellular nov wed 199 1 999 0 nonexistent
## 38748 cellular nov wed 131 1 999 3 failure
## 38749 cellular nov wed 229 2 3 3 success
## 38751 cellular nov wed 166 3 3 3 success
## 38752 cellular nov wed 244 2 999 0 nonexistent
## 38755 cellular nov wed 158 1 3 1 success
## 38756 cellular nov wed 172 1 3 2 success
## 38757 telephone nov wed 241 1 3 1 success
## 38759 telephone nov wed 513 1 3 1 success
## 38760 telephone nov thu 71 1 13 1 success
## 38761 cellular nov thu 90 3 3 2 success
## 38762 cellular nov thu 227 3 3 2 success
## 38765 cellular nov thu 123 1 7 1 success
## 38768 cellular nov thu 253 1 999 2 failure
## 38769 cellular nov thu 226 1 999 0 nonexistent
## 38771 cellular nov thu 241 1 999 0 nonexistent
## 38774 cellular nov thu 110 1 999 1 failure
## 38775 cellular nov thu 88 2 3 2 success
## 38776 cellular nov thu 134 2 9 2 failure
## 38777 cellular nov thu 126 1 7 4 failure
## 38778 cellular nov thu 99 1 999 0 nonexistent
## 38779 cellular nov thu 104 1 999 0 nonexistent
## 38780 telephone nov thu 226 1 999 0 nonexistent
## 38781 cellular nov thu 89 1 3 2 success
## 38782 cellular nov thu 169 1 7 2 success
## 38783 cellular nov thu 135 1 6 1 success
## 38786 cellular nov thu 134 1 999 0 nonexistent
## 38787 cellular nov thu 247 1 6 3 failure
## 38792 telephone nov thu 1127 1 999 0 nonexistent
## 38794 cellular nov thu 893 7 999 0 nonexistent
## 38795 cellular nov thu 192 2 999 1 failure
## 38797 cellular nov thu 707 2 3 2 success
## 38798 cellular nov thu 627 2 6 1 success
## 38800 telephone nov thu 411 4 999 0 nonexistent
## 38801 cellular nov fri 176 2 7 2 success
## 38803 cellular nov fri 338 1 7 1 success
## 38805 cellular nov fri 181 1 7 1 success
## 38806 telephone nov fri 208 2 3 1 success
## 38807 cellular nov fri 122 1 3 2 success
## 38808 telephone nov fri 2184 2 999 1 failure
## 38809 telephone nov fri 135 1 999 0 nonexistent
## 38810 telephone nov fri 212 3 999 1 failure
## 38811 cellular nov fri 186 2 3 1 success
## 38812 cellular nov fri 498 1 999 1 failure
## 38814 cellular nov fri 226 1 3 3 success
## 38818 cellular nov fri 210 1 3 1 success
## 38820 cellular nov fri 495 1 3 1 success
## 38822 cellular nov fri 259 1 999 1 failure
## 38824 cellular nov fri 239 2 3 2 success
## 38825 cellular nov fri 381 1 999 0 nonexistent
## 38826 cellular nov fri 193 1 3 1 success
## 38828 telephone nov fri 271 2 3 2 success
## 38829 cellular nov fri 129 2 3 2 success
## 38831 cellular nov fri 227 2 999 0 nonexistent
## 38832 cellular nov fri 182 2 3 1 success
## 38833 cellular nov fri 256 2 7 2 failure
## 38839 cellular nov mon 130 1 7 2 failure
## 38840 cellular nov mon 295 1 7 2 success
## 38841 cellular nov mon 301 1 9 3 failure
## 38844 cellular nov mon 146 1 3 1 success
## 38845 telephone nov mon 167 1 999 0 nonexistent
## 38846 cellular nov mon 183 1 3 1 success
## 38856 cellular nov mon 235 5 999 0 nonexistent
## 38857 cellular nov mon 432 5 999 0 nonexistent
## 38863 cellular nov mon 250 1 999 0 nonexistent
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## 39964 telephone jun mon 198 1 999 0 nonexistent
## 39965 cellular jun mon 563 4 4 3 success
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## 39971 cellular jun tue 265 1 999 1 failure
## 39973 cellular jun tue 401 1 999 0 nonexistent
## 39975 cellular jun tue 352 1 3 1 success
## 39976 cellular jun tue 295 1 9 2 success
## 39977 cellular jun tue 383 1 3 1 success
## 39978 cellular jun tue 222 1 999 3 failure
## 39980 cellular jun tue 586 2 999 0 nonexistent
## 39983 cellular jun tue 660 2 6 3 success
## 39984 cellular jun tue 271 1 2 3 success
## 39986 cellular jun tue 421 2 999 0 nonexistent
## 39990 cellular jun tue 167 2 999 0 nonexistent
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## 39994 cellular jun wed 665 4 3 2 success
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## 39999 cellular jun wed 274 2 12 2 success
## 40000 cellular jun wed 337 2 3 2 success
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## 40003 cellular jun wed 286 2 999 0 nonexistent
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## 40006 cellular jun wed 319 2 999 0 nonexistent
## 40009 cellular jun wed 301 5 999 0 nonexistent
## 40015 cellular jul thu 395 1 4 2 success
## 40016 cellular jul thu 609 2 7 3 success
## 40018 cellular jul thu 561 2 10 2 success
## 40022 cellular jul fri 423 3 999 0 nonexistent
## 40024 cellular jul fri 217 3 999 0 nonexistent
## 40026 cellular jul fri 687 1 999 2 failure
## 40027 cellular jul fri 391 5 4 1 success
## 40028 cellular jul fri 179 1 999 1 failure
## 40029 cellular jul fri 667 1 999 0 nonexistent
## 40031 cellular jul fri 194 2 3 1 success
## 40034 cellular jul mon 251 3 999 0 nonexistent
## 40037 cellular jul mon 128 2 999 0 nonexistent
## 40039 cellular jul mon 140 1 14 2 success
## 40042 cellular jul tue 209 2 999 0 nonexistent
## 40043 cellular jul tue 267 1 999 0 nonexistent
## 40044 cellular jul tue 335 3 999 2 failure
## 40047 cellular jul tue 319 1 999 0 nonexistent
## 40049 cellular jul tue 396 1 13 2 success
## 40050 cellular jul tue 386 3 999 1 failure
## 40051 cellular jul tue 667 2 3 1 success
## 40054 telephone jul wed 229 1 9 1 success
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## 40056 cellular jul wed 273 2 15 1 success
## 40057 telephone jul wed 276 2 999 0 nonexistent
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## 40061 cellular jul thu 229 1 999 2 failure
## 40062 cellular jul thu 480 1 6 1 success
## 40063 cellular jul thu 294 1 999 1 failure
## 40065 telephone jul thu 411 2 8 4 success
## 40066 telephone jul thu 250 1 12 1 success
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## 40071 cellular jul thu 414 2 999 0 nonexistent
## 40072 cellular jul thu 449 2 999 0 nonexistent
## 40074 cellular jul thu 967 3 999 0 nonexistent
## 40078 cellular jul thu 344 1 999 2 failure
## 40079 cellular jul fri 483 4 8 1 success
## 40080 cellular jul fri 474 7 999 0 nonexistent
## 40084 cellular jul fri 341 3 999 0 nonexistent
## 40086 cellular jul fri 464 1 999 1 failure
## 40092 cellular jul mon 398 10 999 1 failure
## 40094 cellular jul mon 210 3 999 2 failure
## 40095 cellular jul mon 375 3 999 0 nonexistent
## 40098 cellular jul mon 562 4 999 0 nonexistent
## 40099 cellular jul mon 220 3 999 1 failure
## 40102 cellular jul mon 537 1 999 0 nonexistent
## 40104 cellular jul mon 452 1 14 1 success
## 40105 telephone jul mon 567 1 6 2 success
## 40106 cellular jul mon 796 1 6 1 success
## 40109 cellular jul mon 262 2 999 2 failure
## 40110 cellular jul mon 248 1 999 2 failure
## 40113 cellular jul mon 250 2 6 1 success
## 40115 cellular jul tue 305 1 999 0 nonexistent
## 40116 cellular jul tue 195 2 3 3 success
## 40117 cellular jul tue 363 1 999 1 failure
## 40118 cellular jul tue 178 1 6 2 success
## 40120 telephone jul tue 617 1 12 1 success
## 40121 cellular jul tue 475 1 999 0 nonexistent
## 40122 cellular jul tue 317 1 999 0 nonexistent
## 40124 cellular jul tue 311 1 3 1 success
## 40126 cellular jul tue 309 1 6 3 success
## 40127 cellular jul tue 337 1 6 1 success
## 40128 cellular jul tue 360 1 11 2 success
## 40129 cellular jul tue 256 3 999 1 failure
## 40132 cellular jul tue 577 6 6 1 success
## 40133 cellular jul tue 272 3 6 1 success
## 40135 telephone jul wed 413 1 6 2 success
## 40136 cellular jul wed 334 4 999 2 failure
## 40138 cellular jul wed 603 1 999 0 nonexistent
## 40139 cellular jul wed 355 1 999 0 nonexistent
## 40140 cellular jul wed 817 2 999 0 nonexistent
## 40142 telephone jul wed 247 1 6 1 success
## 40144 cellular jul wed 276 1 999 0 nonexistent
## 40145 cellular jul wed 604 1 999 0 nonexistent
## 40146 telephone jul wed 897 2 999 0 nonexistent
## 40147 cellular jul wed 287 2 999 1 failure
## 40150 cellular jul wed 87 3 999 0 nonexistent
## 40152 cellular jul thu 268 5 999 1 failure
## 40154 cellular jul thu 219 1 3 1 success
## 40155 cellular jul thu 367 1 999 0 nonexistent
## 40156 cellular jul thu 346 1 6 2 success
## 40157 cellular jul thu 957 1 6 1 success
## 40158 cellular jul thu 415 2 999 0 nonexistent
## 40159 cellular jul thu 252 1 6 2 success
## 40162 cellular jul thu 361 3 6 3 success
## 40163 telephone jul thu 552 2 999 0 nonexistent
## 40164 cellular jul thu 390 2 6 2 success
## 40165 cellular jul thu 951 2 6 1 success
## 40166 cellular jul thu 250 4 999 1 failure
## 40168 cellular jul thu 198 2 999 0 nonexistent
## 40169 cellular jul thu 392 2 6 1 success
## 40173 cellular jul fri 815 2 13 2 success
## 40176 cellular jul fri 745 1 999 1 failure
## 40178 cellular jul fri 316 1 6 2 success
## 40179 cellular jul fri 486 1 999 0 nonexistent
## 40184 cellular jul fri 268 2 6 1 success
## 40185 cellular jul fri 806 3 6 2 success
## 40189 cellular jul fri 457 2 15 1 success
## 40192 telephone jul mon 484 1 999 2 failure
## 40193 cellular jul mon 207 2 13 1 success
## 40194 cellular jul mon 253 3 15 1 success
## 40195 cellular jul mon 1148 1 999 0 nonexistent
## 40197 cellular jul mon 268 1 999 0 nonexistent
## 40198 cellular jul mon 173 2 999 1 failure
## 40199 cellular jul mon 230 2 999 1 failure
## 40200 cellular jul mon 187 6 999 0 nonexistent
## 40201 cellular jul mon 568 7 999 0 nonexistent
## 40202 cellular jul mon 212 1 13 2 success
## 40203 cellular jul mon 173 3 999 0 nonexistent
## 40204 cellular jul mon 204 4 999 0 nonexistent
## 40208 cellular jul tue 178 2 15 2 failure
## 40211 cellular jul tue 165 2 16 1 success
## 40213 cellular jul tue 355 2 999 0 nonexistent
## 40217 telephone jul tue 1008 2 999 0 nonexistent
## 40219 cellular jul wed 316 1 999 0 nonexistent
## 40221 cellular jul wed 143 1 999 0 nonexistent
## 40222 cellular jul wed 314 1 5 2 success
## 40224 cellular jul thu 355 2 3 1 success
## 40226 cellular jul thu 942 1 999 0 nonexistent
## 40227 cellular jul thu 355 1 11 2 success
## 40228 cellular jul thu 1193 1 999 0 nonexistent
## 40229 cellular jul thu 368 1 999 0 nonexistent
## 40230 cellular jul thu 138 2 6 2 success
## 40231 cellular jul thu 321 4 999 0 nonexistent
## 40232 cellular jul thu 248 1 999 0 nonexistent
## 40235 cellular jul thu 174 2 25 2 failure
## 40236 cellular jul thu 860 2 9 2 failure
## 40239 cellular jul fri 608 3 6 2 success
## 40240 cellular jul fri 351 3 999 0 nonexistent
## 40241 cellular jul fri 366 6 999 0 nonexistent
## 40242 cellular jul fri 350 2 999 0 nonexistent
## 40244 cellular jul fri 192 4 26 1 success
## 40245 cellular jul fri 513 1 999 2 failure
## 40246 cellular jul fri 251 1 999 1 failure
## 40247 cellular jul fri 196 1 9 3 failure
## 40248 cellular jul fri 396 2 999 0 nonexistent
## 40250 cellular jul mon 275 1 6 2 success
## 40251 cellular jul mon 284 1 6 3 success
## 40252 cellular jul mon 183 1 999 2 failure
## 40259 cellular jul mon 546 2 999 1 failure
## 40260 cellular jul mon 414 2 12 1 success
## 40262 cellular jul mon 607 3 13 1 success
## 40263 cellular jul tue 666 1 3 2 success
## 40264 cellular jul tue 527 1 999 0 nonexistent
## 40266 cellular jul tue 267 1 999 2 failure
## 40267 cellular jul tue 606 1 999 0 nonexistent
## 40273 cellular jul tue 287 2 6 1 success
## 40274 cellular jul tue 218 2 3 1 success
## 40276 cellular jul wed 496 2 6 2 success
## 40277 cellular jul wed 340 1 3 1 success
## 40279 cellular jul wed 429 2 6 3 success
## 40280 cellular jul wed 844 5 999 2 failure
## 40281 cellular jul wed 471 2 999 0 nonexistent
## 40282 cellular jul wed 817 2 999 0 nonexistent
## 40284 cellular jul wed 115 3 999 0 nonexistent
## 40285 cellular jul wed 462 1 4 1 success
## 40287 cellular jul wed 388 3 6 1 success
## 40288 cellular jul thu 588 3 999 2 failure
## 40290 telephone jul thu 301 3 999 0 nonexistent
## 40292 cellular jul thu 169 2 6 2 success
## 40293 telephone jul thu 332 3 999 1 failure
## 40294 cellular jul thu 349 3 6 2 success
## 40295 cellular jul thu 386 1 6 3 success
## 40296 cellular jul thu 200 4 999 1 failure
## 40297 cellular jul thu 396 4 999 1 failure
## 40299 telephone jul thu 426 1 6 2 success
## 40300 telephone jul thu 268 1 999 0 nonexistent
## 40301 cellular jul thu 519 2 9 3 failure
## 40302 telephone jul thu 270 1 5 1 success
## 40303 cellular jul thu 417 1 6 3 success
## 40306 cellular jul fri 700 5 6 2 success
## 40310 cellular jul fri 292 1 6 1 success
## 40311 telephone jul fri 304 1 999 2 failure
## 40313 cellular jul fri 230 6 999 0 nonexistent
## 40314 telephone jul fri 367 2 3 2 success
## 40316 cellular jul fri 1005 5 4 2 success
## 40318 cellular jul fri 955 1 9 1 success
## 40329 cellular aug mon 196 2 999 0 nonexistent
## 40330 cellular aug mon 868 3 18 3 failure
## 40336 cellular aug mon 317 1 9 2 failure
## 40337 cellular aug mon 341 2 13 1 success
## 40343 cellular aug mon 428 2 9 3 success
## 40346 cellular aug tue 249 1 999 0 nonexistent
## 40348 cellular aug tue 482 1 999 0 nonexistent
## 40349 cellular aug tue 481 2 999 4 failure
## 40350 cellular aug tue 187 2 6 2 success
## 40351 cellular aug tue 261 1 999 1 failure
## 40352 cellular aug tue 279 4 6 2 success
## 40353 cellular aug tue 113 2 999 1 failure
## 40356 cellular aug tue 654 2 999 0 nonexistent
## 40357 telephone aug tue 676 2 999 4 failure
## 40358 cellular aug tue 592 3 999 1 failure
## 40359 cellular aug tue 263 3 9 2 success
## 40360 cellular aug wed 771 1 3 1 success
## 40361 cellular aug wed 288 1 0 3 success
## 40363 cellular aug wed 182 1 6 3 failure
## 40364 cellular aug wed 560 1 999 0 nonexistent
## 40365 cellular aug wed 651 1 0 3 success
## 40366 cellular aug wed 178 1 0 1 success
## 40367 telephone aug wed 250 2 7 1 success
## 40368 cellular aug wed 288 1 10 2 failure
## 40369 cellular aug wed 180 1 3 3 success
## 40371 cellular aug wed 198 1 6 1 success
## 40372 cellular aug wed 139 1 6 3 failure
## 40374 cellular aug wed 253 2 6 1 success
## 40376 cellular aug wed 296 1 16 3 failure
## 40378 cellular aug wed 250 1 10 2 failure
## 40380 cellular aug wed 561 1 17 2 failure
## 40381 cellular aug wed 118 1 0 2 success
## 40382 cellular aug wed 470 1 4 2 success
## 40383 cellular aug wed 191 1 0 2 success
## 40385 cellular aug wed 153 3 0 1 success
## 40386 cellular aug wed 293 1 9 1 success
## 40388 cellular aug thu 231 2 0 2 success
## 40390 cellular aug thu 508 3 6 2 success
## 40392 cellular aug thu 203 1 3 3 success
## 40393 cellular aug thu 544 1 999 0 nonexistent
## 40395 cellular aug thu 272 1 999 0 nonexistent
## 40396 cellular aug thu 172 3 3 6 success
## 40399 cellular aug thu 374 2 16 1 success
## 40400 cellular aug thu 306 2 999 0 nonexistent
## 40401 cellular aug thu 318 1 9 4 failure
## 40402 cellular aug thu 375 2 999 0 nonexistent
## 40403 cellular aug thu 324 1 999 0 nonexistent
## 40405 cellular aug thu 736 1 999 0 nonexistent
## 40407 cellular aug thu 633 1 999 0 nonexistent
## 40408 cellular aug thu 245 2 999 4 failure
## 40411 cellular aug thu 215 1 999 0 nonexistent
## 40412 cellular aug thu 323 1 999 0 nonexistent
## 40414 cellular aug fri 303 2 3 2 success
## 40417 cellular aug fri 258 2 6 3 success
## 40418 cellular aug fri 562 2 3 3 success
## 40419 cellular aug fri 218 3 3 1 success
## 40420 cellular aug fri 178 1 6 2 success
## 40421 cellular aug fri 174 1 4 3 failure
## 40422 cellular aug fri 160 1 3 6 success
## 40424 cellular aug fri 366 2 6 3 success
## 40425 cellular aug fri 177 2 999 0 nonexistent
## 40427 cellular aug fri 744 1 999 2 failure
## 40428 telephone aug fri 245 3 999 0 nonexistent
## 40429 telephone aug fri 239 4 999 0 nonexistent
## 40436 cellular aug mon 362 1 6 1 success
## 40440 cellular aug mon 265 1 6 1 success
## 40441 cellular aug mon 324 1 999 0 nonexistent
## 40442 telephone aug mon 1087 1 3 1 success
## 40443 cellular aug mon 242 1 6 5 success
## 40444 telephone aug tue 97 1 999 0 nonexistent
## 40447 cellular aug tue 245 1 999 0 nonexistent
## 40449 cellular aug tue 412 1 999 0 nonexistent
## 40450 cellular aug tue 447 1 999 1 failure
## 40451 cellular aug tue 1064 1 3 1 success
## 40453 cellular aug tue 372 1 6 2 success
## 40455 cellular aug tue 261 1 6 3 success
## 40458 cellular aug tue 164 1 999 0 nonexistent
## 40459 cellular aug tue 356 3 6 1 success
## 40461 cellular aug tue 317 2 999 1 failure
## 40462 cellular aug tue 244 2 6 3 success
## 40464 cellular aug wed 1363 1 999 0 nonexistent
## 40466 telephone aug wed 425 1 6 2 success
## 40467 cellular aug wed 233 1 14 1 success
## 40468 cellular aug wed 237 1 6 4 success
## 40470 cellular aug wed 370 1 3 4 success
## 40471 cellular aug wed 248 2 6 3 success
## 40473 cellular aug wed 765 2 6 3 success
## 40474 cellular aug wed 222 3 6 2 success
## 40476 telephone aug thu 345 1 9 3 failure
## 40477 cellular aug thu 295 1 6 2 success
## 40479 cellular aug thu 350 1 6 2 success
## 40481 cellular aug thu 175 3 1 3 success
## 40482 cellular aug thu 411 1 999 0 nonexistent
## 40483 cellular aug thu 361 1 999 0 nonexistent
## 40484 cellular aug thu 1226 3 999 0 nonexistent
## 40485 cellular aug thu 504 2 6 3 success
## 40486 cellular aug thu 312 3 6 1 success
## 40488 cellular aug thu 265 1 3 3 success
## 40491 telephone aug thu 201 1 6 2 success
## 40493 cellular aug fri 261 1 6 1 success
## 40494 telephone aug fri 461 1 999 0 nonexistent
## 40495 cellular aug fri 222 4 999 0 nonexistent
## 40496 cellular aug fri 633 1 16 1 success
## 40497 cellular aug fri 308 6 999 0 nonexistent
## 40499 cellular aug fri 394 6 999 0 nonexistent
## 40500 cellular aug fri 177 6 6 3 success
## 40505 cellular aug fri 211 3 6 2 success
## 40507 cellular aug mon 318 2 999 0 nonexistent
## 40510 cellular aug mon 239 3 999 0 nonexistent
## 40511 cellular aug mon 205 3 6 3 success
## 40514 cellular aug mon 2035 4 999 0 nonexistent
## 40515 cellular aug mon 265 3 3 4 success
## 40518 cellular aug tue 326 4 6 3 success
## 40543 cellular aug tue 343 1 999 0 nonexistent
## 40544 cellular aug tue 1120 1 999 0 nonexistent
## 40545 cellular aug tue 253 4 999 0 nonexistent
## 40547 cellular aug tue 185 1 999 1 failure
## 40548 cellular aug tue 443 2 999 2 failure
## 40549 cellular aug tue 634 3 999 1 failure
## 40553 cellular aug tue 415 5 12 1 success
## 40554 cellular sep wed 222 2 999 0 nonexistent
## 40557 cellular sep wed 840 1 6 2 success
## 40558 cellular sep wed 269 1 999 0 nonexistent
## 40559 cellular sep wed 729 1 999 1 failure
## 40560 cellular sep wed 300 1 5 1 success
## 40562 cellular sep wed 481 1 999 1 failure
## 40564 cellular sep wed 193 1 3 1 success
## 40565 cellular sep wed 327 1 999 0 nonexistent
## 40568 cellular sep wed 265 2 6 2 success
## 40574 cellular sep wed 369 3 5 1 success
## 40575 cellular sep wed 293 2 3 2 success
## 40576 cellular sep wed 532 2 7 1 success
## 40585 cellular sep thu 1440 1 999 1 failure
## 40586 cellular sep thu 291 3 999 0 nonexistent
## 40587 cellular sep thu 529 2 6 1 success
## 40590 cellular sep thu 362 1 17 2 success
## 40595 cellular sep thu 799 2 999 0 nonexistent
## 40596 cellular sep thu 404 1 6 3 success
## 40597 cellular sep thu 150 2 10 3 success
## 40599 cellular sep fri 270 2 9 1 success
## 40602 cellular sep fri 277 2 6 2 success
## 40605 cellular sep fri 252 2 3 2 success
## 40611 cellular sep fri 219 3 6 1 success
## 40613 cellular sep mon 841 2 999 2 failure
## 40617 cellular sep mon 194 2 999 3 failure
## 40618 cellular sep mon 369 3 999 0 nonexistent
## 40620 cellular sep mon 255 1 3 1 success
## 40627 cellular sep mon 415 1 999 2 failure
## 40628 cellular sep mon 908 1 6 4 success
## 40629 cellular sep mon 250 3 999 0 nonexistent
## 40639 cellular sep tue 728 1 3 2 success
## 40640 cellular sep tue 314 1 999 0 nonexistent
## 40643 cellular sep tue 1394 2 6 1 success
## 40644 cellular sep tue 386 3 6 3 success
## 40645 cellular sep tue 190 3 6 1 success
## 40646 cellular sep tue 337 1 6 1 success
## 40649 cellular sep tue 201 1 999 0 nonexistent
## 40652 cellular sep tue 288 3 999 0 nonexistent
## 40653 cellular sep wed 638 1 14 1 success
## 40654 cellular sep wed 210 1 3 3 success
## 40657 cellular sep wed 220 2 6 2 success
## 40660 cellular sep wed 630 1 999 0 nonexistent
## 40661 cellular sep wed 830 2 999 0 nonexistent
## 40662 cellular sep wed 708 2 6 2 success
## 40664 cellular sep wed 358 3 6 1 success
## 40665 telephone sep wed 606 3 3 4 success
## 40666 cellular sep wed 1081 2 999 0 nonexistent
## 40669 cellular sep thu 284 3 22 1 success
## 40671 cellular sep thu 216 1 6 2 success
## 40672 cellular sep thu 261 1 6 1 success
## 40673 telephone sep thu 1405 1 6 2 failure
## 40674 cellular sep thu 679 1 999 0 nonexistent
## 40675 cellular sep thu 404 1 6 1 success
## 40676 cellular sep thu 530 1 3 1 success
## 40677 cellular sep thu 430 4 999 0 nonexistent
## 40678 cellular sep thu 202 1 999 0 nonexistent
## 40680 cellular sep thu 209 1 3 4 success
## 40683 cellular sep thu 305 1 999 1 failure
## 40684 cellular sep thu 204 1 12 1 success
## 40685 cellular sep thu 167 3 3 1 success
## 40686 cellular sep thu 386 2 6 1 success
## 40687 cellular sep thu 268 1 9 3 success
## 40689 cellular sep fri 1042 5 999 3 failure
## 40691 telephone sep fri 211 2 6 2 success
## 40692 cellular sep fri 255 1 3 2 success
## 40693 cellular sep fri 256 2 999 0 nonexistent
## 40700 cellular sep mon 218 3 6 2 success
## 40702 cellular sep mon 273 3 999 2 failure
## 40704 cellular sep mon 363 1 999 0 nonexistent
## 40710 cellular sep tue 473 1 3 5 success
## 40715 cellular sep tue 333 1 3 2 success
## 40716 cellular sep tue 358 2 999 0 nonexistent
## 40717 telephone sep tue 279 3 3 2 success
## 40718 cellular sep tue 221 2 999 1 failure
## 40719 cellular sep tue 211 1 7 4 success
## 40721 cellular sep tue 409 1 999 1 failure
## 40722 cellular sep tue 230 1 3 3 success
## 40723 cellular sep tue 194 1 999 0 nonexistent
## 40724 cellular sep tue 404 2 3 2 success
## 40726 telephone sep tue 808 1 12 2 failure
## 40728 cellular sep tue 340 1 999 0 nonexistent
## 40729 cellular sep wed 251 2 6 2 success
## 40730 cellular sep wed 506 3 999 0 nonexistent
## 40731 cellular sep wed 1640 1 999 0 nonexistent
## 40732 cellular sep wed 396 2 6 3 success
## 40733 cellular sep wed 331 1 6 4 failure
## 40735 cellular sep wed 316 1 8 2 success
## 40736 cellular sep wed 200 1 6 1 success
## 40737 cellular sep wed 953 2 999 0 nonexistent
## 40739 telephone sep wed 511 3 6 1 success
## 40741 cellular sep wed 216 1 999 0 nonexistent
## 40742 cellular sep wed 213 2 15 1 success
## 40745 cellular sep thu 161 2 6 4 success
## 40747 cellular sep thu 173 1 999 0 nonexistent
## 40748 cellular sep thu 225 1 3 1 success
## 40749 cellular sep thu 143 2 999 1 failure
## 40750 cellular sep thu 574 3 999 0 nonexistent
## 40752 cellular sep thu 193 1 999 0 nonexistent
## 40753 cellular sep thu 463 1 999 0 nonexistent
## 40754 cellular sep thu 270 3 999 1 failure
## 40755 cellular sep thu 303 1 999 1 failure
## 40756 cellular sep thu 319 1 999 0 nonexistent
## 40757 cellular sep thu 190 1 999 0 nonexistent
## 40759 cellular sep thu 414 1 9 3 failure
## 40760 cellular sep thu 452 5 13 1 success
## 40763 cellular sep thu 954 1 999 0 nonexistent
## 40764 cellular sep thu 327 2 999 0 nonexistent
## 40765 cellular sep thu 1334 2 999 0 nonexistent
## 40767 cellular sep fri 294 4 10 3 success
## 40768 cellular sep fri 285 3 999 1 failure
## 40769 cellular sep fri 374 1 999 0 nonexistent
## 40770 cellular sep fri 164 5 3 3 success
## 40771 cellular sep fri 328 1 999 1 failure
## 40772 cellular sep fri 284 3 999 1 failure
## 40774 telephone sep fri 231 1 999 0 nonexistent
## 40775 cellular sep fri 336 2 6 1 success
## 40776 telephone sep mon 185 1 999 0 nonexistent
## 40780 cellular sep wed 263 1 6 3 success
## 40781 cellular sep wed 175 1 6 1 success
## 40782 cellular sep wed 208 2 999 0 nonexistent
## 40783 cellular sep wed 397 1 999 2 failure
## 40784 cellular sep wed 569 1 999 0 nonexistent
## 40785 cellular sep wed 155 1 6 1 success
## 40786 cellular sep wed 183 1 6 5 success
## 40787 cellular sep wed 182 1 6 3 success
## 40788 telephone sep wed 396 2 999 0 nonexistent
## 40793 cellular sep thu 744 1 999 0 nonexistent
## 40798 cellular sep thu 337 1 6 1 success
## 40799 cellular sep thu 209 1 999 0 nonexistent
## 40800 cellular sep thu 409 2 3 2 success
## 40802 cellular sep thu 156 2 999 0 nonexistent
## 40804 cellular sep thu 244 1 3 1 success
## 40806 cellular sep thu 272 2 999 0 nonexistent
## 40814 cellular sep thu 272 4 6 1 success
## 40817 cellular sep fri 173 2 15 4 failure
## 40820 cellular sep fri 232 2 13 1 success
## 40821 cellular sep fri 224 2 999 1 failure
## 40823 cellular sep fri 249 1 3 3 success
## 40824 cellular sep fri 395 1 999 0 nonexistent
## 40825 cellular sep fri 732 1 999 0 nonexistent
## 40829 cellular sep mon 262 5 6 3 success
## 40831 cellular sep mon 188 2 999 0 nonexistent
## 40839 cellular sep mon 1298 1 999 0 nonexistent
## 40840 cellular sep mon 315 2 999 0 nonexistent
## 40845 cellular sep tue 282 2 6 1 success
## 40846 cellular sep tue 600 2 3 3 success
## 40852 cellular sep wed 232 1 3 2 success
## 40853 cellular sep wed 245 3 999 0 nonexistent
## 40855 cellular sep wed 678 1 16 1 success
## 40856 cellular sep wed 845 1 7 3 success
## 40867 cellular oct wed 311 1 3 1 success
## 40868 cellular oct wed 486 1 999 0 nonexistent
## 40869 cellular oct wed 649 1 999 0 nonexistent
## 40870 cellular oct wed 808 1 999 0 nonexistent
## 40871 cellular oct wed 608 1 9 2 failure
## 40873 cellular oct wed 275 2 999 0 nonexistent
## 40875 cellular oct wed 391 2 27 1 success
## 40876 cellular oct wed 229 2 3 2 success
## 40878 cellular oct wed 218 1 999 0 nonexistent
## 40881 cellular oct wed 1246 2 999 0 nonexistent
## 40885 cellular oct thu 236 3 3 1 success
## 40890 telephone oct fri 194 1 999 0 nonexistent
## 40892 cellular oct fri 319 1 5 2 success
## 40893 cellular oct fri 437 1 999 1 failure
## 40899 cellular oct fri 251 2 3 1 success
## 40901 telephone oct fri 369 2 999 1 failure
## 40902 cellular oct fri 363 2 5 3 success
## 40904 cellular oct fri 401 2 999 0 nonexistent
## 40908 cellular oct mon 450 1 8 1 success
## 40910 cellular oct mon 278 1 999 0 nonexistent
## 40913 cellular oct mon 252 2 3 2 success
## 40914 cellular oct mon 165 1 3 1 success
## 40921 cellular oct mon 383 2 999 2 failure
## 40928 cellular oct tue 203 4 6 2 success
## 40929 cellular oct tue 362 1 999 0 nonexistent
## 40930 cellular oct tue 187 1 3 4 success
## 40933 cellular oct tue 253 1 999 2 failure
## 40934 cellular oct tue 323 1 999 0 nonexistent
## 40938 cellular oct tue 209 3 999 1 failure
## 40941 cellular oct wed 169 1 6 3 success
## 40942 cellular oct wed 216 1 6 3 success
## 40943 cellular oct wed 190 1 3 3 success
## 40944 cellular oct wed 194 1 3 2 success
## 40946 cellular oct wed 252 2 6 2 success
## 40952 cellular oct thu 585 1 6 3 success
## 40953 cellular oct thu 326 1 999 0 nonexistent
## 40955 cellular oct thu 491 1 6 3 success
## 40956 cellular oct thu 246 2 999 0 nonexistent
## 40958 telephone oct thu 301 1 3 1 success
## 40961 cellular oct thu 509 1 999 0 nonexistent
## 40969 cellular oct fri 187 2 7 3 success
## 40971 cellular oct fri 1176 3 3 2 success
## 40974 cellular oct mon 567 1 3 1 success
## 40976 cellular oct mon 310 1 999 1 failure
## 40977 cellular oct mon 464 1 3 2 success
## 40978 cellular oct mon 509 1 6 1 success
## 40979 cellular oct mon 252 1 999 0 nonexistent
## 40981 cellular oct mon 526 1 999 0 nonexistent
## 40982 cellular oct mon 222 1 999 0 nonexistent
## 40986 cellular oct mon 767 3 999 0 nonexistent
## 40991 cellular oct tue 192 1 3 1 success
## 40993 cellular oct tue 337 2 999 0 nonexistent
## 40994 telephone oct tue 898 7 11 2 success
## 40995 cellular oct wed 178 4 3 1 success
## 40997 cellular oct wed 621 1 999 2 failure
## 41001 cellular oct wed 487 3 999 2 failure
## 41004 cellular oct thu 150 3 5 5 success
## 41005 cellular oct thu 411 1 999 1 failure
## 41007 cellular oct thu 453 1 6 2 success
## 41008 cellular oct thu 178 2 13 2 success
## 41010 cellular oct thu 1032 1 3 1 success
## 41011 cellular oct thu 759 1 3 3 success
## 41012 cellular oct thu 549 2 11 4 success
## 41014 telephone oct thu 330 2 6 1 success
## 41015 cellular oct thu 212 2 999 0 nonexistent
## 41017 cellular oct thu 339 3 3 3 success
## 41018 cellular oct fri 738 3 6 1 success
## 41019 cellular oct fri 394 3 14 1 success
## 41020 cellular oct fri 716 3 999 0 nonexistent
## 41021 cellular oct fri 234 1 3 1 success
## 41023 cellular oct fri 380 1 3 1 success
## 41026 cellular oct fri 554 3 999 0 nonexistent
## 41027 cellular oct fri 344 2 12 1 success
## 41028 cellular oct fri 608 2 12 2 failure
## 41031 cellular oct mon 225 1 3 3 success
## 41033 cellular oct mon 304 1 3 1 success
## 41034 cellular oct mon 400 1 5 2 success
## 41035 cellular oct mon 182 1 6 1 success
## 41036 cellular oct mon 253 1 9 2 success
## 41039 cellular oct mon 226 2 999 1 failure
## 41040 cellular oct mon 297 5 999 0 nonexistent
## 41041 cellular oct mon 215 1 6 1 success
## 41043 cellular oct mon 211 2 6 3 success
## 41045 cellular oct tue 318 1 4 3 success
## 41047 cellular oct tue 604 1 999 1 failure
## 41048 cellular oct tue 238 4 18 2 failure
## 41050 cellular oct tue 701 2 999 0 nonexistent
## 41051 cellular oct wed 711 1 999 0 nonexistent
## 41053 cellular oct wed 882 1 999 0 nonexistent
## 41055 cellular oct wed 508 1 999 0 nonexistent
## 41056 cellular oct wed 184 1 999 1 failure
## 41058 cellular oct wed 255 1 6 1 success
## 41059 cellular oct wed 258 1 3 3 success
## 41062 cellular nov mon 188 1 999 0 nonexistent
## 41064 cellular nov mon 159 1 6 3 success
## 41066 telephone nov mon 360 1 3 2 success
## 41077 cellular nov mon 742 1 999 0 nonexistent
## 41078 cellular nov mon 449 2 5 3 success
## 41079 cellular nov mon 282 2 6 1 success
## 41084 cellular nov tue 467 3 6 3 failure
## 41086 cellular nov tue 334 2 6 4 failure
## 41089 telephone nov tue 394 1 13 2 success
## 41090 telephone nov tue 301 2 7 2 success
## 41093 cellular nov wed 404 1 2 5 success
## 41099 cellular nov thu 289 1 3 3 success
## 41100 cellular nov thu 357 3 3 2 success
## 41101 cellular nov fri 482 1 12 1 success
## 41102 cellular nov fri 413 1 3 2 success
## 41111 cellular nov tue 200 1 3 1 success
## 41114 cellular nov tue 206 1 6 2 success
## 41115 cellular nov tue 787 1 7 2 success
## 41116 cellular nov tue 262 1 999 1 failure
## 41117 cellular nov tue 238 1 999 0 nonexistent
## 41118 cellular nov tue 449 2 1 1 success
## 41120 cellular nov tue 330 1 999 0 nonexistent
## 41123 cellular nov tue 985 3 999 0 nonexistent
## 41124 cellular nov tue 1556 4 999 0 nonexistent
## 41125 cellular nov wed 226 1 6 4 success
## 41126 cellular nov wed 224 1 999 0 nonexistent
## 41127 cellular nov wed 300 1 21 5 failure
## 41128 cellular nov wed 386 2 999 0 nonexistent
## 41129 cellular nov wed 456 2 999 0 nonexistent
## 41131 cellular nov thu 260 1 999 0 nonexistent
## 41133 cellular nov thu 597 2 3 2 success
## 41135 cellular nov thu 244 1 999 0 nonexistent
## 41139 cellular nov thu 344 2 999 0 nonexistent
## 41141 cellular nov fri 237 2 999 0 nonexistent
## 41142 cellular nov fri 315 1 999 0 nonexistent
## 41143 cellular nov fri 741 4 999 2 failure
## 41146 cellular nov fri 528 3 999 0 nonexistent
## 41147 cellular nov fri 252 4 999 0 nonexistent
## 41148 cellular nov fri 712 2 19 1 success
## 41149 cellular nov fri 397 3 999 0 nonexistent
## 41152 cellular nov mon 526 2 6 1 success
## 41154 cellular nov mon 655 2 5 5 success
## 41157 cellular nov mon 545 2 999 0 nonexistent
## 41159 cellular nov tue 363 1 999 0 nonexistent
## 41160 cellular nov tue 514 1 9 4 success
## 41161 cellular nov tue 843 1 999 0 nonexistent
## 41164 cellular nov tue 385 3 4 2 success
## 41165 cellular nov tue 1868 2 10 1 success
## 41166 cellular nov wed 403 2 999 0 nonexistent
## 41167 telephone nov wed 651 1 999 1 failure
## 41172 telephone nov thu 112 1 999 0 nonexistent
## 41173 cellular nov thu 353 1 999 0 nonexistent
## 41174 cellular nov thu 329 1 999 2 failure
## 41175 cellular nov thu 208 1 1 6 success
## 41179 cellular nov thu 483 2 6 3 success
## 41182 cellular nov fri 281 1 999 0 nonexistent
## 41184 cellular nov fri 334 1 999 0 nonexistent
## 41187 cellular nov fri 442 1 999 0 nonexistent
## emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed
## 76 1.1 93.994 -36.4 4.857 5191.0
## 84 1.1 93.994 -36.4 4.857 5191.0
## 89 1.1 93.994 -36.4 4.857 5191.0
## 130 1.1 93.994 -36.4 4.857 5191.0
## 140 1.1 93.994 -36.4 4.857 5191.0
## 183 1.1 93.994 -36.4 4.857 5191.0
## 287 1.1 93.994 -36.4 4.857 5191.0
## 389 1.1 93.994 -36.4 4.857 5191.0
## 390 1.1 93.994 -36.4 4.857 5191.0
## 447 1.1 93.994 -36.4 4.857 5191.0
## 470 1.1 93.994 -36.4 4.857 5191.0
## 505 1.1 93.994 -36.4 4.857 5191.0
## 557 1.1 93.994 -36.4 4.857 5191.0
## 682 1.1 93.994 -36.4 4.857 5191.0
## 821 1.1 93.994 -36.4 4.856 5191.0
## 833 1.1 93.994 -36.4 4.856 5191.0
## 857 1.1 93.994 -36.4 4.856 5191.0
## 871 1.1 93.994 -36.4 4.856 5191.0
## 877 1.1 93.994 -36.4 4.856 5191.0
## 1079 1.1 93.994 -36.4 4.856 5191.0
## 1115 1.1 93.994 -36.4 4.856 5191.0
## 1167 1.1 93.994 -36.4 4.855 5191.0
## 1190 1.1 93.994 -36.4 4.855 5191.0
## 1234 1.1 93.994 -36.4 4.855 5191.0
## 1257 1.1 93.994 -36.4 4.855 5191.0
## 1320 1.1 93.994 -36.4 4.855 5191.0
## 1349 1.1 93.994 -36.4 4.855 5191.0
## 1397 1.1 93.994 -36.4 4.855 5191.0
## 1443 1.1 93.994 -36.4 4.855 5191.0
## 1445 1.1 93.994 -36.4 4.855 5191.0
## 1502 1.1 93.994 -36.4 4.855 5191.0
## 1609 1.1 93.994 -36.4 4.855 5191.0
## 1614 1.1 93.994 -36.4 4.855 5191.0
## 1633 1.1 93.994 -36.4 4.855 5191.0
## 1637 1.1 93.994 -36.4 4.855 5191.0
## 1656 1.1 93.994 -36.4 4.855 5191.0
## 1692 1.1 93.994 -36.4 4.855 5191.0
## 1726 1.1 93.994 -36.4 4.855 5191.0
## 1764 1.1 93.994 -36.4 4.855 5191.0
## 1792 1.1 93.994 -36.4 4.855 5191.0
## 1810 1.1 93.994 -36.4 4.855 5191.0
## 1820 1.1 93.994 -36.4 4.855 5191.0
## 2003 1.1 93.994 -36.4 4.857 5191.0
## 2040 1.1 93.994 -36.4 4.857 5191.0
## 2065 1.1 93.994 -36.4 4.857 5191.0
## 2105 1.1 93.994 -36.4 4.857 5191.0
## 2258 1.1 93.994 -36.4 4.856 5191.0
## 2276 1.1 93.994 -36.4 4.856 5191.0
## 2306 1.1 93.994 -36.4 4.856 5191.0
## 2316 1.1 93.994 -36.4 4.856 5191.0
## 2317 1.1 93.994 -36.4 4.856 5191.0
## 2331 1.1 93.994 -36.4 4.856 5191.0
## 2407 1.1 93.994 -36.4 4.856 5191.0
## 2418 1.1 93.994 -36.4 4.856 5191.0
## 2422 1.1 93.994 -36.4 4.856 5191.0
## 2425 1.1 93.994 -36.4 4.856 5191.0
## 2445 1.1 93.994 -36.4 4.856 5191.0
## 2450 1.1 93.994 -36.4 4.856 5191.0
## 2474 1.1 93.994 -36.4 4.856 5191.0
## 2636 1.1 93.994 -36.4 4.856 5191.0
## 2646 1.1 93.994 -36.4 4.856 5191.0
## 2685 1.1 93.994 -36.4 4.859 5191.0
## 2698 1.1 93.994 -36.4 4.859 5191.0
## 2714 1.1 93.994 -36.4 4.859 5191.0
## 2745 1.1 93.994 -36.4 4.859 5191.0
## 2756 1.1 93.994 -36.4 4.859 5191.0
## 2764 1.1 93.994 -36.4 4.859 5191.0
## 2776 1.1 93.994 -36.4 4.859 5191.0
## 2780 1.1 93.994 -36.4 4.859 5191.0
## 2854 1.1 93.994 -36.4 4.859 5191.0
## 2906 1.1 93.994 -36.4 4.859 5191.0
## 3048 1.1 93.994 -36.4 4.859 5191.0
## 3091 1.1 93.994 -36.4 4.860 5191.0
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## 3184 1.1 93.994 -36.4 4.860 5191.0
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## 3220 1.1 93.994 -36.4 4.860 5191.0
## 3224 1.1 93.994 -36.4 4.860 5191.0
## 3260 1.1 93.994 -36.4 4.860 5191.0
## 3265 1.1 93.994 -36.4 4.860 5191.0
## 3339 1.1 93.994 -36.4 4.860 5191.0
## 3382 1.1 93.994 -36.4 4.860 5191.0
## 3385 1.1 93.994 -36.4 4.860 5191.0
## 3396 1.1 93.994 -36.4 4.860 5191.0
## 3428 1.1 93.994 -36.4 4.860 5191.0
## 3437 1.1 93.994 -36.4 4.860 5191.0
## 3454 1.1 93.994 -36.4 4.860 5191.0
## 3507 1.1 93.994 -36.4 4.860 5191.0
## 3542 1.1 93.994 -36.4 4.859 5191.0
## 3546 1.1 93.994 -36.4 4.859 5191.0
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## 3567 1.1 93.994 -36.4 4.859 5191.0
## 3571 1.1 93.994 -36.4 4.859 5191.0
## 3575 1.1 93.994 -36.4 4.859 5191.0
## 3577 1.1 93.994 -36.4 4.859 5191.0
## 3609 1.1 93.994 -36.4 4.859 5191.0
## 3629 1.1 93.994 -36.4 4.859 5191.0
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## 3735 1.1 93.994 -36.4 4.859 5191.0
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## 3775 1.1 93.994 -36.4 4.859 5191.0
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## 4168 1.1 93.994 -36.4 4.858 5191.0
## 4210 1.1 93.994 -36.4 4.858 5191.0
## 4253 1.1 93.994 -36.4 4.856 5191.0
## 4265 1.1 93.994 -36.4 4.856 5191.0
## 4269 1.1 93.994 -36.4 4.856 5191.0
## 4295 1.1 93.994 -36.4 4.856 5191.0
## 4354 1.1 93.994 -36.4 4.856 5191.0
## 4480 1.1 93.994 -36.4 4.856 5191.0
## 4486 1.1 93.994 -36.4 4.856 5191.0
## 4523 1.1 93.994 -36.4 4.856 5191.0
## 4610 1.1 93.994 -36.4 4.856 5191.0
## 4624 1.1 93.994 -36.4 4.856 5191.0
## 4636 1.1 93.994 -36.4 4.858 5191.0
## 4653 1.1 93.994 -36.4 4.858 5191.0
## 4673 1.1 93.994 -36.4 4.858 5191.0
## 4678 1.1 93.994 -36.4 4.858 5191.0
## 4695 1.1 93.994 -36.4 4.858 5191.0
## 4721 1.1 93.994 -36.4 4.858 5191.0
## 4738 1.1 93.994 -36.4 4.858 5191.0
## 4753 1.1 93.994 -36.4 4.858 5191.0
## 4770 1.1 93.994 -36.4 4.858 5191.0
## 4794 1.1 93.994 -36.4 4.858 5191.0
## 4852 1.1 93.994 -36.4 4.858 5191.0
## 4873 1.1 93.994 -36.4 4.858 5191.0
## 4881 1.1 93.994 -36.4 4.858 5191.0
## 4900 1.1 93.994 -36.4 4.858 5191.0
## 4903 1.1 93.994 -36.4 4.858 5191.0
## 4905 1.1 93.994 -36.4 4.858 5191.0
## 4983 1.1 93.994 -36.4 4.858 5191.0
## 5008 1.1 93.994 -36.4 4.858 5191.0
## 5028 1.1 93.994 -36.4 4.858 5191.0
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## 5175 1.1 93.994 -36.4 4.857 5191.0
## 5330 1.1 93.994 -36.4 4.857 5191.0
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## 5436 1.1 93.994 -36.4 4.857 5191.0
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## 5551 1.1 93.994 -36.4 4.857 5191.0
## 5614 1.1 93.994 -36.4 4.857 5191.0
## 5620 1.1 93.994 -36.4 4.857 5191.0
## 5637 1.1 93.994 -36.4 4.857 5191.0
## 5639 1.1 93.994 -36.4 4.857 5191.0
## 5653 1.1 93.994 -36.4 4.857 5191.0
## 5700 1.1 93.994 -36.4 4.857 5191.0
## 5708 1.1 93.994 -36.4 4.857 5191.0
## 5732 1.1 93.994 -36.4 4.857 5191.0
## 5781 1.1 93.994 -36.4 4.857 5191.0
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## 5851 1.1 93.994 -36.4 4.857 5191.0
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## 5864 1.1 93.994 -36.4 4.857 5191.0
## 5949 1.1 93.994 -36.4 4.857 5191.0
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## 5999 1.1 93.994 -36.4 4.857 5191.0
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## 6144 1.1 93.994 -36.4 4.857 5191.0
## 6165 1.1 93.994 -36.4 4.857 5191.0
## 6214 1.1 93.994 -36.4 4.857 5191.0
## 6281 1.1 93.994 -36.4 4.857 5191.0
## 6363 1.1 93.994 -36.4 4.857 5191.0
## 6434 1.1 93.994 -36.4 4.857 5191.0
## 6467 1.1 93.994 -36.4 4.857 5191.0
## 6521 1.1 93.994 -36.4 4.857 5191.0
## 6532 1.1 93.994 -36.4 4.857 5191.0
## 6586 1.1 93.994 -36.4 4.857 5191.0
## 6606 1.1 93.994 -36.4 4.857 5191.0
## 6607 1.1 93.994 -36.4 4.857 5191.0
## 6630 1.1 93.994 -36.4 4.857 5191.0
## 6649 1.1 93.994 -36.4 4.857 5191.0
## 6663 1.1 93.994 -36.4 4.857 5191.0
## 6679 1.1 93.994 -36.4 4.857 5191.0
## 6696 1.1 93.994 -36.4 4.857 5191.0
## 6739 1.1 93.994 -36.4 4.857 5191.0
## 6763 1.1 93.994 -36.4 4.857 5191.0
## 6861 1.1 93.994 -36.4 4.857 5191.0
## 6902 1.1 93.994 -36.4 4.860 5191.0
## 6938 1.1 93.994 -36.4 4.860 5191.0
## 6960 1.1 93.994 -36.4 4.860 5191.0
## 6968 1.1 93.994 -36.4 4.860 5191.0
## 6983 1.1 93.994 -36.4 4.860 5191.0
## 7010 1.1 93.994 -36.4 4.860 5191.0
## 7056 1.1 93.994 -36.4 4.860 5191.0
## 7096 1.1 93.994 -36.4 4.860 5191.0
## 7136 1.1 93.994 -36.4 4.860 5191.0
## 7138 1.1 93.994 -36.4 4.860 5191.0
## 7163 1.1 93.994 -36.4 4.860 5191.0
## 7249 1.1 93.994 -36.4 4.860 5191.0
## 7267 1.1 93.994 -36.4 4.860 5191.0
## 7289 1.1 93.994 -36.4 4.860 5191.0
## 7290 1.1 93.994 -36.4 4.860 5191.0
## 7360 1.1 93.994 -36.4 4.864 5191.0
## 7398 1.1 93.994 -36.4 4.864 5191.0
## 7405 1.1 93.994 -36.4 4.864 5191.0
## 7420 1.1 93.994 -36.4 4.864 5191.0
## 7438 1.1 93.994 -36.4 4.864 5191.0
## 7445 1.1 93.994 -36.4 4.864 5191.0
## 7446 1.1 93.994 -36.4 4.864 5191.0
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## 7476 1.1 93.994 -36.4 4.864 5191.0
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## 7487 1.1 93.994 -36.4 4.864 5191.0
## 7543 1.1 93.994 -36.4 4.864 5191.0
## 7545 1.1 93.994 -36.4 4.864 5191.0
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## 7556 1.1 93.994 -36.4 4.864 5191.0
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## 7614 1.1 93.994 -36.4 4.864 5191.0
## 7621 1.1 93.994 -36.4 4.864 5191.0
## 7653 1.1 93.994 -36.4 4.864 5191.0
## 7718 1.1 93.994 -36.4 4.864 5191.0
## 7720 1.1 93.994 -36.4 4.864 5191.0
## 7726 1.1 93.994 -36.4 4.864 5191.0
## 7728 1.1 93.994 -36.4 4.864 5191.0
## 7732 1.1 93.994 -36.4 4.864 5191.0
## 7794 1.4 94.465 -41.8 4.865 5228.1
## 7809 1.4 94.465 -41.8 4.865 5228.1
## 7815 1.4 94.465 -41.8 4.865 5228.1
## 7818 1.4 94.465 -41.8 4.865 5228.1
## 7820 1.4 94.465 -41.8 4.865 5228.1
## 7836 1.4 94.465 -41.8 4.865 5228.1
## 7882 1.4 94.465 -41.8 4.865 5228.1
## 7934 1.4 94.465 -41.8 4.865 5228.1
## 7953 1.4 94.465 -41.8 4.865 5228.1
## 7984 1.4 94.465 -41.8 4.865 5228.1
## 8015 1.4 94.465 -41.8 4.865 5228.1
## 8063 1.4 94.465 -41.8 4.865 5228.1
## 8113 1.4 94.465 -41.8 4.865 5228.1
## 8131 1.4 94.465 -41.8 4.865 5228.1
## 8136 1.4 94.465 -41.8 4.865 5228.1
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## 8280 1.4 94.465 -41.8 4.864 5228.1
## 8316 1.4 94.465 -41.8 4.864 5228.1
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## 8418 1.4 94.465 -41.8 4.864 5228.1
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## 8490 1.4 94.465 -41.8 4.864 5228.1
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## 8515 1.4 94.465 -41.8 4.864 5228.1
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## 8618 1.4 94.465 -41.8 4.864 5228.1
## 8622 1.4 94.465 -41.8 4.864 5228.1
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## 8805 1.4 94.465 -41.8 4.866 5228.1
## 8818 1.4 94.465 -41.8 4.866 5228.1
## 8822 1.4 94.465 -41.8 4.866 5228.1
## 8827 1.4 94.465 -41.8 4.866 5228.1
## 8867 1.4 94.465 -41.8 4.866 5228.1
## 8884 1.4 94.465 -41.8 4.866 5228.1
## 8898 1.4 94.465 -41.8 4.866 5228.1
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## 8913 1.4 94.465 -41.8 4.866 5228.1
## 8914 1.4 94.465 -41.8 4.866 5228.1
## 8959 1.4 94.465 -41.8 4.866 5228.1
## 8978 1.4 94.465 -41.8 4.866 5228.1
## 9004 1.4 94.465 -41.8 4.866 5228.1
## 9029 1.4 94.465 -41.8 4.866 5228.1
## 9102 1.4 94.465 -41.8 4.967 5228.1
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## 9433 1.4 94.465 -41.8 4.967 5228.1
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## 9734 1.4 94.465 -41.8 4.961 5228.1
## 9742 1.4 94.465 -41.8 4.961 5228.1
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## Sale_Success
## 76 yes
## 84 yes
## 89 yes
## 130 yes
## 140 yes
## 183 yes
## 287 yes
## 389 yes
## 390 yes
## 447 yes
## 470 yes
## 505 yes
## 557 yes
## 682 yes
## 821 yes
## 833 yes
## 857 yes
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## 2331 yes
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## 2422 yes
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## 41187 yesFrom one of our earlier plots we have identified that respondents who eventually subscribed to the product did so at times when the prevailing euribor3m rates were at the lower end of the spectrum. We now try to corroborate this fact by a barchart. Initially we break-up the euribor3m rates into blocks of 0.5 ranges like so 0.50-0.99, 1.00-1.49, 1.50-1.99,…,5.00-5.49.
Banmart_YES$euribor3m_group <- cut(Banmart_YES$euribor3m, breaks = c(0.5,1.0,1.5,2.0,2.5,3.0,3.5,4.0,4.5,5.0,5.5), labels = c("0.50-0.99","1.00-1.49","1.50-1.99","2.00-2.49","2.50-2.99","3.00-3.49","3.50-3.99","4.00-4.49","4.50-4.99", "5.00-5.49"), right = TRUE)We group the data into respective blocks of euribor3m and count the number of rows in each block to make our plot.
Banmart_YES_count_euribor3m<-Banmart_YES %>%
group_by(euribor3m_group) %>%
summarise(n = n())
Banmart_YES_count_euribor3m <- Banmart_YES_count_euribor3m %>%
mutate(
label = glue(
"{euribor3m_group}:{n}"
)
)
plot1 <-ggplot(Banmart_YES_count_euribor3m,aes(x = euribor3m_group,y = n,fill = n, text = label)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "Term Deposit Sales by Euribor3m",
x = "Euribor3m",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))
ggplotly(plot1, tooltip = "text")Interpretation:
1- The largest number of respondents subscribed to the product when the euribor3m rate was at its lowest of the collected data (0.50-0.99).
2 - There is no subscription to the product at euribor3m rates ranges 2.00-2.49, 2.50-2.99 and 3.00-3.49.
3 - There is a large number of subscription (1152) at a higher euribor3m rate of 4.50-4.99. This anomaly needs to be investigated.
The last point of interpretation (No.3) warrants a deeper investigation. We continue to subset the dataset to only include those respondents who have subscribed to the product at the prevailing euribor3m rate of 4.50-4.99.
Banmart_YES_euribor3m_high<-subset(Banmart_YES, subset = euribor3m_group == "4.50-4.99")
Banmart_YES_euribor3m_high## age job marital education default housing loan
## 76 41 blue-collar divorced basic.4y unknown yes no
## 84 49 entrepreneur married university.degree unknown yes no
## 89 49 technician married basic.9y no no no
## 130 41 technician married professional.course unknown yes no
## 140 45 blue-collar married basic.9y unknown yes no
## 183 42 blue-collar married basic.9y no yes yes
## 287 39 housemaid married basic.9y no yes no
## 389 28 unknown single unknown unknown yes yes
## 390 44 services married high.school no yes no
## 447 42 technician married professional.course no no no
## 470 42 management married university.degree no no no
## 505 39 services married high.school unknown yes no
## 557 42 blue-collar married high.school no no yes
## 682 45 housemaid married professional.course unknown yes no
## 821 31 admin. single university.degree no no no
## 833 28 student single basic.9y unknown yes yes
## 857 41 entrepreneur married university.degree no yes no
## 871 37 blue-collar single basic.9y unknown yes no
## 877 44 blue-collar married basic.4y no yes no
## 1079 44 entrepreneur married basic.4y unknown no no
## 1115 54 admin. divorced university.degree no no no
## 1167 42 services married professional.course no yes no
## 1190 46 blue-collar single basic.9y no yes no
## 1234 32 blue-collar married professional.course no no no
## 1257 43 technician single university.degree no yes no
## 1320 54 admin. married university.degree no no no
## 1349 50 technician married high.school no yes no
## 1397 31 services married basic.6y no no no
## 1443 51 blue-collar married basic.9y unknown yes no
## 1445 31 entrepreneur divorced high.school no yes no
## 1502 41 services divorced high.school no yes no
## 1609 32 unknown unknown university.degree no no no
## 1614 33 services married high.school unknown no no
## 1633 38 management married basic.9y unknown no no
## 1637 60 housemaid married high.school unknown no no
## 1656 35 blue-collar married professional.course no yes yes
## 1692 33 blue-collar married basic.6y unknown yes yes
## 1726 51 blue-collar married basic.9y no no yes
## 1764 24 services single high.school no yes no
## 1792 32 admin. married university.degree no no yes
## 1810 43 admin. married university.degree unknown yes no
## 1820 44 blue-collar single basic.6y unknown yes no
## 2003 59 management married university.degree no no no
## 2040 24 services single high.school no no no
## 2065 39 admin. married university.degree no no no
## 2105 41 admin. single unknown no yes yes
## 2258 39 blue-collar married basic.9y unknown no no
## 2276 32 admin. single university.degree unknown no no
## 2306 33 management married basic.4y no yes yes
## 2316 38 management married basic.9y no yes no
## 2317 35 admin. single high.school no yes yes
## 2331 38 blue-collar single basic.9y no yes no
## 2407 38 blue-collar single university.degree unknown yes no
## 2418 38 technician single university.degree no no no
## 2422 30 technician married university.degree no yes no
## 2425 51 admin. single basic.6y no no no
## 2445 31 services married basic.6y unknown no no
## 2450 45 technician married university.degree no yes yes
## 2474 36 admin. married high.school no no no
## 2636 31 services married basic.9y no no no
## 2646 45 entrepreneur married university.degree no yes no
## 2685 51 admin. married basic.4y unknown yes no
## 2698 38 blue-collar married basic.6y unknown yes no
## 2714 41 technician married high.school no yes no
## 2745 27 admin. single high.school no yes no
## 2756 37 blue-collar married basic.4y unknown yes no
## 2764 33 unemployed divorced basic.9y no no no
## 2776 33 blue-collar married high.school no no no
## 2780 35 student married university.degree no yes no
## 2854 40 blue-collar married high.school no no no
## 2906 40 blue-collar married basic.6y no yes no
## 3048 36 technician married professional.course no no no
## 3091 35 housemaid married basic.4y no no no
## 3114 32 services married basic.9y no no no
## 3175 42 services divorced basic.6y no yes no
## 3184 45 admin. married high.school no yes no
## 3204 38 services single high.school unknown no yes
## 3220 39 blue-collar married basic.9y no no no
## 3224 45 self-employed married basic.6y unknown no no
## 3260 49 blue-collar divorced basic.4y unknown no no
## 3265 41 blue-collar married basic.9y no no no
## 3339 30 admin. married university.degree no yes no
## 3382 53 technician married professional.course unknown yes no
## 3385 35 technician married unknown unknown no no
## 3396 51 management married university.degree unknown no yes
## 3428 33 blue-collar divorced basic.9y unknown no no
## 3437 44 services married high.school unknown yes no
## 3454 50 blue-collar married basic.9y no yes no
## 3507 30 admin. single high.school no no yes
## 3542 45 entrepreneur married university.degree no yes yes
## 3546 35 admin. single high.school no no yes
## 3565 29 blue-collar single high.school no yes no
## 3567 44 management single university.degree unknown yes no
## 3571 31 blue-collar married basic.6y unknown unknown unknown
## 3575 56 blue-collar married basic.4y unknown yes yes
## 3577 45 technician married university.degree no yes no
## 3609 26 blue-collar single basic.9y no no no
## 3629 40 entrepreneur married university.degree no no no
## 3662 49 admin. divorced high.school no yes no
## 3678 26 admin. single high.school no no no
## 3686 37 blue-collar single basic.9y unknown no no
## 3694 37 admin. single high.school no yes no
## 3698 38 blue-collar single university.degree unknown no no
## 3735 51 services married basic.6y no no no
## 3741 46 admin. divorced university.degree no no no
## 3775 35 student single high.school no no yes
## 3855 57 services divorced high.school no yes yes
## 3888 28 blue-collar married basic.9y no no yes
## 3940 47 management married basic.4y unknown no no
## 3980 57 technician married professional.course no yes no
## 3989 45 blue-collar married unknown no yes yes
## 4035 48 blue-collar married basic.9y no no no
## 4051 28 services married high.school no no no
## 4111 38 services married high.school no yes no
## 4153 34 blue-collar married basic.6y no yes no
## 4165 52 services married high.school unknown yes no
## 4168 52 services divorced high.school no no no
## 4210 33 technician divorced professional.course no no no
## 4253 32 services single basic.6y no no yes
## 4265 31 blue-collar single high.school no no no
## 4269 47 blue-collar married unknown unknown no no
## 4295 53 blue-collar married basic.4y unknown no no
## 4354 35 services single basic.4y no yes no
## 4480 58 retired married basic.4y unknown no no
## 4486 39 blue-collar single basic.9y no no no
## 4523 27 blue-collar married basic.6y unknown unknown unknown
## 4610 42 admin. married high.school no no no
## 4624 55 technician married high.school no yes no
## 4636 49 housemaid married basic.4y unknown no yes
## 4653 42 admin. single university.degree no yes yes
## 4673 45 admin. single professional.course no yes no
## 4678 59 retired married professional.course unknown no no
## 4695 54 blue-collar married basic.9y unknown no no
## 4721 55 technician married basic.9y unknown yes no
## 4738 30 admin. single university.degree no no no
## 4753 35 technician single university.degree no yes no
## 4770 31 blue-collar married basic.6y no no yes
## 4794 36 admin. single professional.course no yes yes
## 4852 46 housemaid married basic.4y no no no
## 4873 32 technician single university.degree unknown no no
## 4881 25 blue-collar single basic.4y no yes no
## 4900 45 admin. divorced university.degree no no no
## 4903 56 entrepreneur married university.degree no no yes
## 4905 30 admin. single high.school no no no
## 4983 44 blue-collar divorced unknown no yes yes
## 5008 32 blue-collar married basic.9y no no no
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## 24069 telephone nov tue 399 1 999 0 nonexistent
## 24073 telephone nov tue 465 1 999 0 nonexistent
## 24074 telephone nov tue 209 1 999 0 nonexistent
## 24076 telephone nov wed 169 1 999 0 nonexistent
## 24079 telephone nov wed 268 1 999 0 nonexistent
## 24080 telephone nov wed 204 1 999 0 nonexistent
## 24081 telephone nov wed 669 1 999 0 nonexistent
## 24084 telephone nov thu 234 1 999 0 nonexistent
## 24086 cellular nov thu 150 1 999 0 nonexistent
## emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed
## 76 1.1 93.994 -36.4 4.857 5191.0
## 84 1.1 93.994 -36.4 4.857 5191.0
## 89 1.1 93.994 -36.4 4.857 5191.0
## 130 1.1 93.994 -36.4 4.857 5191.0
## 140 1.1 93.994 -36.4 4.857 5191.0
## 183 1.1 93.994 -36.4 4.857 5191.0
## 287 1.1 93.994 -36.4 4.857 5191.0
## 389 1.1 93.994 -36.4 4.857 5191.0
## 390 1.1 93.994 -36.4 4.857 5191.0
## 447 1.1 93.994 -36.4 4.857 5191.0
## 470 1.1 93.994 -36.4 4.857 5191.0
## 505 1.1 93.994 -36.4 4.857 5191.0
## 557 1.1 93.994 -36.4 4.857 5191.0
## 682 1.1 93.994 -36.4 4.857 5191.0
## 821 1.1 93.994 -36.4 4.856 5191.0
## 833 1.1 93.994 -36.4 4.856 5191.0
## 857 1.1 93.994 -36.4 4.856 5191.0
## 871 1.1 93.994 -36.4 4.856 5191.0
## 877 1.1 93.994 -36.4 4.856 5191.0
## 1079 1.1 93.994 -36.4 4.856 5191.0
## 1115 1.1 93.994 -36.4 4.856 5191.0
## 1167 1.1 93.994 -36.4 4.855 5191.0
## 1190 1.1 93.994 -36.4 4.855 5191.0
## 1234 1.1 93.994 -36.4 4.855 5191.0
## 1257 1.1 93.994 -36.4 4.855 5191.0
## 1320 1.1 93.994 -36.4 4.855 5191.0
## 1349 1.1 93.994 -36.4 4.855 5191.0
## 1397 1.1 93.994 -36.4 4.855 5191.0
## 1443 1.1 93.994 -36.4 4.855 5191.0
## 1445 1.1 93.994 -36.4 4.855 5191.0
## 1502 1.1 93.994 -36.4 4.855 5191.0
## 1609 1.1 93.994 -36.4 4.855 5191.0
## 1614 1.1 93.994 -36.4 4.855 5191.0
## 1633 1.1 93.994 -36.4 4.855 5191.0
## 1637 1.1 93.994 -36.4 4.855 5191.0
## 1656 1.1 93.994 -36.4 4.855 5191.0
## 1692 1.1 93.994 -36.4 4.855 5191.0
## 1726 1.1 93.994 -36.4 4.855 5191.0
## 1764 1.1 93.994 -36.4 4.855 5191.0
## 1792 1.1 93.994 -36.4 4.855 5191.0
## 1810 1.1 93.994 -36.4 4.855 5191.0
## 1820 1.1 93.994 -36.4 4.855 5191.0
## 2003 1.1 93.994 -36.4 4.857 5191.0
## 2040 1.1 93.994 -36.4 4.857 5191.0
## 2065 1.1 93.994 -36.4 4.857 5191.0
## 2105 1.1 93.994 -36.4 4.857 5191.0
## 2258 1.1 93.994 -36.4 4.856 5191.0
## 2276 1.1 93.994 -36.4 4.856 5191.0
## 2306 1.1 93.994 -36.4 4.856 5191.0
## 2316 1.1 93.994 -36.4 4.856 5191.0
## 2317 1.1 93.994 -36.4 4.856 5191.0
## 2331 1.1 93.994 -36.4 4.856 5191.0
## 2407 1.1 93.994 -36.4 4.856 5191.0
## 2418 1.1 93.994 -36.4 4.856 5191.0
## 2422 1.1 93.994 -36.4 4.856 5191.0
## 2425 1.1 93.994 -36.4 4.856 5191.0
## 2445 1.1 93.994 -36.4 4.856 5191.0
## 2450 1.1 93.994 -36.4 4.856 5191.0
## 2474 1.1 93.994 -36.4 4.856 5191.0
## 2636 1.1 93.994 -36.4 4.856 5191.0
## 2646 1.1 93.994 -36.4 4.856 5191.0
## 2685 1.1 93.994 -36.4 4.859 5191.0
## 2698 1.1 93.994 -36.4 4.859 5191.0
## 2714 1.1 93.994 -36.4 4.859 5191.0
## 2745 1.1 93.994 -36.4 4.859 5191.0
## 2756 1.1 93.994 -36.4 4.859 5191.0
## 2764 1.1 93.994 -36.4 4.859 5191.0
## 2776 1.1 93.994 -36.4 4.859 5191.0
## 2780 1.1 93.994 -36.4 4.859 5191.0
## 2854 1.1 93.994 -36.4 4.859 5191.0
## 2906 1.1 93.994 -36.4 4.859 5191.0
## 3048 1.1 93.994 -36.4 4.859 5191.0
## 3091 1.1 93.994 -36.4 4.860 5191.0
## 3114 1.1 93.994 -36.4 4.860 5191.0
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## 3220 1.1 93.994 -36.4 4.860 5191.0
## 3224 1.1 93.994 -36.4 4.860 5191.0
## 3260 1.1 93.994 -36.4 4.860 5191.0
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## 3339 1.1 93.994 -36.4 4.860 5191.0
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## 3577 1.1 93.994 -36.4 4.859 5191.0
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## 4210 1.1 93.994 -36.4 4.858 5191.0
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## 4480 1.1 93.994 -36.4 4.856 5191.0
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## 4624 1.1 93.994 -36.4 4.856 5191.0
## 4636 1.1 93.994 -36.4 4.858 5191.0
## 4653 1.1 93.994 -36.4 4.858 5191.0
## 4673 1.1 93.994 -36.4 4.858 5191.0
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## 4721 1.1 93.994 -36.4 4.858 5191.0
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## 4794 1.1 93.994 -36.4 4.858 5191.0
## 4852 1.1 93.994 -36.4 4.858 5191.0
## 4873 1.1 93.994 -36.4 4.858 5191.0
## 4881 1.1 93.994 -36.4 4.858 5191.0
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## 4983 1.1 93.994 -36.4 4.858 5191.0
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## 5028 1.1 93.994 -36.4 4.858 5191.0
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## 5330 1.1 93.994 -36.4 4.857 5191.0
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## 7794 1.4 94.465 -41.8 4.865 5228.1
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## 22715 1.4 93.444 -36.1 4.964 5228.1
## 22727 1.4 93.444 -36.1 4.965 5228.1
## 22756 1.4 93.444 -36.1 4.965 5228.1
## 22765 1.4 93.444 -36.1 4.965 5228.1
## 22784 1.4 93.444 -36.1 4.965 5228.1
## 22787 1.4 93.444 -36.1 4.965 5228.1
## 22805 1.4 93.444 -36.1 4.965 5228.1
## 22825 1.4 93.444 -36.1 4.965 5228.1
## 22841 1.4 93.444 -36.1 4.965 5228.1
## 22860 1.4 93.444 -36.1 4.965 5228.1
## 22905 1.4 93.444 -36.1 4.965 5228.1
## 22937 1.4 93.444 -36.1 4.965 5228.1
## 22965 1.4 93.444 -36.1 4.965 5228.1
## 22998 1.4 93.444 -36.1 4.965 5228.1
## 22999 1.4 93.444 -36.1 4.965 5228.1
## 23016 1.4 93.444 -36.1 4.965 5228.1
## 23020 1.4 93.444 -36.1 4.965 5228.1
## 23021 1.4 93.444 -36.1 4.965 5228.1
## 23033 1.4 93.444 -36.1 4.965 5228.1
## 23159 1.4 93.444 -36.1 4.965 5228.1
## 23161 1.4 93.444 -36.1 4.965 5228.1
## 23229 1.4 93.444 -36.1 4.965 5228.1
## 23236 1.4 93.444 -36.1 4.965 5228.1
## 23252 1.4 93.444 -36.1 4.964 5228.1
## 23258 1.4 93.444 -36.1 4.964 5228.1
## 23268 1.4 93.444 -36.1 4.964 5228.1
## 23296 1.4 93.444 -36.1 4.964 5228.1
## 23306 1.4 93.444 -36.1 4.964 5228.1
## 23331 1.4 93.444 -36.1 4.964 5228.1
## 23333 1.4 93.444 -36.1 4.964 5228.1
## 23358 1.4 93.444 -36.1 4.964 5228.1
## 23361 1.4 93.444 -36.1 4.964 5228.1
## 23389 1.4 93.444 -36.1 4.964 5228.1
## 23415 1.4 93.444 -36.1 4.964 5228.1
## 23478 1.4 93.444 -36.1 4.962 5228.1
## 23505 1.4 93.444 -36.1 4.962 5228.1
## 23511 1.4 93.444 -36.1 4.962 5228.1
## 23570 1.4 93.444 -36.1 4.962 5228.1
## 23578 1.4 93.444 -36.1 4.962 5228.1
## 23581 1.4 93.444 -36.1 4.962 5228.1
## 23617 1.4 93.444 -36.1 4.962 5228.1
## 23630 1.4 93.444 -36.1 4.962 5228.1
## 23760 1.4 93.444 -36.1 4.962 5228.1
## 24010 -0.1 93.798 -40.4 5.000 5195.8
## 24012 -0.1 93.798 -40.4 5.000 5195.8
## 24013 -0.1 93.798 -40.4 5.000 5195.8
## 24015 -0.1 93.798 -40.4 4.968 5195.8
## 24016 -0.1 93.798 -40.4 4.968 5195.8
## 24017 -0.1 93.798 -40.4 4.968 5195.8
## 24018 -0.1 93.798 -40.4 4.968 5195.8
## 24020 -0.1 93.798 -40.4 4.968 5195.8
## 24023 -0.1 93.798 -40.4 4.968 5195.8
## 24025 -0.1 93.798 -40.4 4.936 5195.8
## 24026 -0.1 93.798 -40.4 4.936 5195.8
## 24028 -0.1 93.798 -40.4 4.936 5195.8
## 24029 -0.1 93.798 -40.4 4.936 5195.8
## 24030 -0.1 93.798 -40.4 4.936 5195.8
## 24032 -0.1 93.798 -40.4 4.921 5195.8
## 24033 -0.1 93.798 -40.4 4.921 5195.8
## 24034 -0.1 93.798 -40.4 4.918 5195.8
## 24036 -0.1 93.798 -40.4 4.918 5195.8
## 24038 -0.1 93.798 -40.4 4.912 5195.8
## 24039 -0.1 93.798 -40.4 4.912 5195.8
## 24041 -0.1 93.798 -40.4 4.912 5195.8
## 24043 -0.1 93.798 -40.4 4.912 5195.8
## 24045 -0.1 93.798 -40.4 4.860 5195.8
## 24047 -0.1 93.798 -40.4 4.860 5195.8
## 24048 -0.1 93.798 -40.4 4.860 5195.8
## 24049 -0.1 93.798 -40.4 4.860 5195.8
## 24050 -0.1 93.798 -40.4 4.860 5195.8
## 24051 -0.1 93.798 -40.4 4.860 5195.8
## 24052 -0.1 93.798 -40.4 4.827 5195.8
## 24054 -0.1 93.798 -40.4 4.827 5195.8
## 24056 -0.1 93.798 -40.4 4.827 5195.8
## 24057 -0.1 93.798 -40.4 4.794 5195.8
## 24058 -0.1 93.798 -40.4 4.794 5195.8
## 24059 -0.1 93.798 -40.4 4.794 5195.8
## 24060 -0.1 93.798 -40.4 4.794 5195.8
## 24062 -0.1 93.798 -40.4 4.760 5195.8
## 24063 -0.1 93.798 -40.4 4.760 5195.8
## 24069 -0.1 93.200 -42.0 4.700 5195.8
## 24073 -0.1 93.200 -42.0 4.700 5195.8
## 24074 -0.1 93.200 -42.0 4.700 5195.8
## 24076 -0.1 93.200 -42.0 4.663 5195.8
## 24079 -0.1 93.200 -42.0 4.663 5195.8
## 24080 -0.1 93.200 -42.0 4.663 5195.8
## 24081 -0.1 93.200 -42.0 4.663 5195.8
## 24084 -0.1 93.200 -42.0 4.592 5195.8
## 24086 -0.1 93.200 -42.0 4.592 5195.8
## Sale_Success euribor3m_group
## 76 yes 4.50-4.99
## 84 yes 4.50-4.99
## 89 yes 4.50-4.99
## 130 yes 4.50-4.99
## 140 yes 4.50-4.99
## 183 yes 4.50-4.99
## 287 yes 4.50-4.99
## 389 yes 4.50-4.99
## 390 yes 4.50-4.99
## 447 yes 4.50-4.99
## 470 yes 4.50-4.99
## 505 yes 4.50-4.99
## 557 yes 4.50-4.99
## 682 yes 4.50-4.99
## 821 yes 4.50-4.99
## 833 yes 4.50-4.99
## 857 yes 4.50-4.99
## 871 yes 4.50-4.99
## 877 yes 4.50-4.99
## 1079 yes 4.50-4.99
## 1115 yes 4.50-4.99
## 1167 yes 4.50-4.99
## 1190 yes 4.50-4.99
## 1234 yes 4.50-4.99
## 1257 yes 4.50-4.99
## 1320 yes 4.50-4.99
## 1349 yes 4.50-4.99
## 1397 yes 4.50-4.99
## 1443 yes 4.50-4.99
## 1445 yes 4.50-4.99
## 1502 yes 4.50-4.99
## 1609 yes 4.50-4.99
## 1614 yes 4.50-4.99
## 1633 yes 4.50-4.99
## 1637 yes 4.50-4.99
## 1656 yes 4.50-4.99
## 1692 yes 4.50-4.99
## 1726 yes 4.50-4.99
## 1764 yes 4.50-4.99
## 1792 yes 4.50-4.99
## 1810 yes 4.50-4.99
## 1820 yes 4.50-4.99
## 2003 yes 4.50-4.99
## 2040 yes 4.50-4.99
## 2065 yes 4.50-4.99
## 2105 yes 4.50-4.99
## 2258 yes 4.50-4.99
## 2276 yes 4.50-4.99
## 2306 yes 4.50-4.99
## 2316 yes 4.50-4.99
## 2317 yes 4.50-4.99
## 2331 yes 4.50-4.99
## 2407 yes 4.50-4.99
## 2418 yes 4.50-4.99
## 2422 yes 4.50-4.99
## 2425 yes 4.50-4.99
## 2445 yes 4.50-4.99
## 2450 yes 4.50-4.99
## 2474 yes 4.50-4.99
## 2636 yes 4.50-4.99
## 2646 yes 4.50-4.99
## 2685 yes 4.50-4.99
## 2698 yes 4.50-4.99
## 2714 yes 4.50-4.99
## 2745 yes 4.50-4.99
## 2756 yes 4.50-4.99
## 2764 yes 4.50-4.99
## 2776 yes 4.50-4.99
## 2780 yes 4.50-4.99
## 2854 yes 4.50-4.99
## 2906 yes 4.50-4.99
## 3048 yes 4.50-4.99
## 3091 yes 4.50-4.99
## 3114 yes 4.50-4.99
## 3175 yes 4.50-4.99
## 3184 yes 4.50-4.99
## 3204 yes 4.50-4.99
## 3220 yes 4.50-4.99
## 3224 yes 4.50-4.99
## 3260 yes 4.50-4.99
## 3265 yes 4.50-4.99
## 3339 yes 4.50-4.99
## 3382 yes 4.50-4.99
## 3385 yes 4.50-4.99
## 3396 yes 4.50-4.99
## 3428 yes 4.50-4.99
## 3437 yes 4.50-4.99
## 3454 yes 4.50-4.99
## 3507 yes 4.50-4.99
## 3542 yes 4.50-4.99
## 3546 yes 4.50-4.99
## 3565 yes 4.50-4.99
## 3567 yes 4.50-4.99
## 3571 yes 4.50-4.99
## 3575 yes 4.50-4.99
## 3577 yes 4.50-4.99
## 3609 yes 4.50-4.99
## 3629 yes 4.50-4.99
## 3662 yes 4.50-4.99
## 3678 yes 4.50-4.99
## 3686 yes 4.50-4.99
## 3694 yes 4.50-4.99
## 3698 yes 4.50-4.99
## 3735 yes 4.50-4.99
## 3741 yes 4.50-4.99
## 3775 yes 4.50-4.99
## 3855 yes 4.50-4.99
## 3888 yes 4.50-4.99
## 3940 yes 4.50-4.99
## 3980 yes 4.50-4.99
## 3989 yes 4.50-4.99
## 4035 yes 4.50-4.99
## 4051 yes 4.50-4.99
## 4111 yes 4.50-4.99
## 4153 yes 4.50-4.99
## 4165 yes 4.50-4.99
## 4168 yes 4.50-4.99
## 4210 yes 4.50-4.99
## 4253 yes 4.50-4.99
## 4265 yes 4.50-4.99
## 4269 yes 4.50-4.99
## 4295 yes 4.50-4.99
## 4354 yes 4.50-4.99
## 4480 yes 4.50-4.99
## 4486 yes 4.50-4.99
## 4523 yes 4.50-4.99
## 4610 yes 4.50-4.99
## 4624 yes 4.50-4.99
## 4636 yes 4.50-4.99
## 4653 yes 4.50-4.99
## 4673 yes 4.50-4.99
## 4678 yes 4.50-4.99
## 4695 yes 4.50-4.99
## 4721 yes 4.50-4.99
## 4738 yes 4.50-4.99
## 4753 yes 4.50-4.99
## 4770 yes 4.50-4.99
## 4794 yes 4.50-4.99
## 4852 yes 4.50-4.99
## 4873 yes 4.50-4.99
## 4881 yes 4.50-4.99
## 4900 yes 4.50-4.99
## 4903 yes 4.50-4.99
## 4905 yes 4.50-4.99
## 4983 yes 4.50-4.99
## 5008 yes 4.50-4.99
## 5028 yes 4.50-4.99
## 5057 yes 4.50-4.99
## 5074 yes 4.50-4.99
## 5085 yes 4.50-4.99
## 5108 yes 4.50-4.99
## 5113 yes 4.50-4.99
## 5163 yes 4.50-4.99
## 5175 yes 4.50-4.99
## 5330 yes 4.50-4.99
## 5348 yes 4.50-4.99
## 5364 yes 4.50-4.99
## 5385 yes 4.50-4.99
## 5416 yes 4.50-4.99
## 5436 yes 4.50-4.99
## 5443 yes 4.50-4.99
## 5551 yes 4.50-4.99
## 5614 yes 4.50-4.99
## 5620 yes 4.50-4.99
## 5637 yes 4.50-4.99
## 5639 yes 4.50-4.99
## 5653 yes 4.50-4.99
## 5700 yes 4.50-4.99
## 5708 yes 4.50-4.99
## 5732 yes 4.50-4.99
## 5781 yes 4.50-4.99
## 5785 yes 4.50-4.99
## 5819 yes 4.50-4.99
## 5851 yes 4.50-4.99
## 5853 yes 4.50-4.99
## 5864 yes 4.50-4.99
## 5949 yes 4.50-4.99
## 5979 yes 4.50-4.99
## 5999 yes 4.50-4.99
## 6019 yes 4.50-4.99
## 6105 yes 4.50-4.99
## 6144 yes 4.50-4.99
## 6165 yes 4.50-4.99
## 6214 yes 4.50-4.99
## 6281 yes 4.50-4.99
## 6363 yes 4.50-4.99
## 6434 yes 4.50-4.99
## 6467 yes 4.50-4.99
## 6521 yes 4.50-4.99
## 6532 yes 4.50-4.99
## 6586 yes 4.50-4.99
## 6606 yes 4.50-4.99
## 6607 yes 4.50-4.99
## 6630 yes 4.50-4.99
## 6649 yes 4.50-4.99
## 6663 yes 4.50-4.99
## 6679 yes 4.50-4.99
## 6696 yes 4.50-4.99
## 6739 yes 4.50-4.99
## 6763 yes 4.50-4.99
## 6861 yes 4.50-4.99
## 6902 yes 4.50-4.99
## 6938 yes 4.50-4.99
## 6960 yes 4.50-4.99
## 6968 yes 4.50-4.99
## 6983 yes 4.50-4.99
## 7010 yes 4.50-4.99
## 7056 yes 4.50-4.99
## 7096 yes 4.50-4.99
## 7136 yes 4.50-4.99
## 7138 yes 4.50-4.99
## 7163 yes 4.50-4.99
## 7249 yes 4.50-4.99
## 7267 yes 4.50-4.99
## 7289 yes 4.50-4.99
## 7290 yes 4.50-4.99
## 7360 yes 4.50-4.99
## 7398 yes 4.50-4.99
## 7405 yes 4.50-4.99
## 7420 yes 4.50-4.99
## 7438 yes 4.50-4.99
## 7445 yes 4.50-4.99
## 7446 yes 4.50-4.99
## 7471 yes 4.50-4.99
## 7476 yes 4.50-4.99
## 7479 yes 4.50-4.99
## 7487 yes 4.50-4.99
## 7543 yes 4.50-4.99
## 7545 yes 4.50-4.99
## 7551 yes 4.50-4.99
## 7556 yes 4.50-4.99
## 7572 yes 4.50-4.99
## 7614 yes 4.50-4.99
## 7621 yes 4.50-4.99
## 7653 yes 4.50-4.99
## 7718 yes 4.50-4.99
## 7720 yes 4.50-4.99
## 7726 yes 4.50-4.99
## 7728 yes 4.50-4.99
## 7732 yes 4.50-4.99
## 7794 yes 4.50-4.99
## 7809 yes 4.50-4.99
## 7815 yes 4.50-4.99
## 7818 yes 4.50-4.99
## 7820 yes 4.50-4.99
## 7836 yes 4.50-4.99
## 7882 yes 4.50-4.99
## 7934 yes 4.50-4.99
## 7953 yes 4.50-4.99
## 7984 yes 4.50-4.99
## 8015 yes 4.50-4.99
## 8063 yes 4.50-4.99
## 8113 yes 4.50-4.99
## 8131 yes 4.50-4.99
## 8136 yes 4.50-4.99
## 8173 yes 4.50-4.99
## 8181 yes 4.50-4.99
## 8197 yes 4.50-4.99
## 8234 yes 4.50-4.99
## 8247 yes 4.50-4.99
## 8277 yes 4.50-4.99
## 8280 yes 4.50-4.99
## 8316 yes 4.50-4.99
## 8351 yes 4.50-4.99
## 8356 yes 4.50-4.99
## 8361 yes 4.50-4.99
## 8363 yes 4.50-4.99
## 8418 yes 4.50-4.99
## 8436 yes 4.50-4.99
## 8490 yes 4.50-4.99
## 8503 yes 4.50-4.99
## 8515 yes 4.50-4.99
## 8529 yes 4.50-4.99
## 8530 yes 4.50-4.99
## 8536 yes 4.50-4.99
## 8543 yes 4.50-4.99
## 8569 yes 4.50-4.99
## 8597 yes 4.50-4.99
## 8600 yes 4.50-4.99
## 8604 yes 4.50-4.99
## 8608 yes 4.50-4.99
## 8618 yes 4.50-4.99
## 8622 yes 4.50-4.99
## 8644 yes 4.50-4.99
## 8805 yes 4.50-4.99
## 8818 yes 4.50-4.99
## 8822 yes 4.50-4.99
## 8827 yes 4.50-4.99
## 8867 yes 4.50-4.99
## 8884 yes 4.50-4.99
## 8898 yes 4.50-4.99
## 8907 yes 4.50-4.99
## 8913 yes 4.50-4.99
## 8914 yes 4.50-4.99
## 8959 yes 4.50-4.99
## 8978 yes 4.50-4.99
## 9004 yes 4.50-4.99
## 9029 yes 4.50-4.99
## 9102 yes 4.50-4.99
## 9150 yes 4.50-4.99
## 9158 yes 4.50-4.99
## 9197 yes 4.50-4.99
## 9204 yes 4.50-4.99
## 9205 yes 4.50-4.99
## 9216 yes 4.50-4.99
## 9240 yes 4.50-4.99
## 9257 yes 4.50-4.99
## 9277 yes 4.50-4.99
## 9339 yes 4.50-4.99
## 9433 yes 4.50-4.99
## 9448 yes 4.50-4.99
## 9525 yes 4.50-4.99
## 9548 yes 4.50-4.99
## 9573 yes 4.50-4.99
## 9586 yes 4.50-4.99
## 9637 yes 4.50-4.99
## 9651 yes 4.50-4.99
## 9706 yes 4.50-4.99
## 9709 yes 4.50-4.99
## 9734 yes 4.50-4.99
## 9742 yes 4.50-4.99
## 9793 yes 4.50-4.99
## 9797 yes 4.50-4.99
## 9812 yes 4.50-4.99
## 9841 yes 4.50-4.99
## 9842 yes 4.50-4.99
## 9853 yes 4.50-4.99
## 9894 yes 4.50-4.99
## 9902 yes 4.50-4.99
## 9905 yes 4.50-4.99
## 9908 yes 4.50-4.99
## 9912 yes 4.50-4.99
## 9915 yes 4.50-4.99
## 9999 yes 4.50-4.99
## 10035 yes 4.50-4.99
## 10050 yes 4.50-4.99
## 10062 yes 4.50-4.99
## 10077 yes 4.50-4.99
## 10125 yes 4.50-4.99
## 10135 yes 4.50-4.99
## 10145 yes 4.50-4.99
## 10158 yes 4.50-4.99
## 10159 yes 4.50-4.99
## 10163 yes 4.50-4.99
## 10172 yes 4.50-4.99
## 10185 yes 4.50-4.99
## 10228 yes 4.50-4.99
## 10240 yes 4.50-4.99
## 10248 yes 4.50-4.99
## 10255 yes 4.50-4.99
## 10298 yes 4.50-4.99
## 10300 yes 4.50-4.99
## 10333 yes 4.50-4.99
## 10354 yes 4.50-4.99
## 10403 yes 4.50-4.99
## 10419 yes 4.50-4.99
## 10457 yes 4.50-4.99
## 10545 yes 4.50-4.99
## 10636 yes 4.50-4.99
## 10660 yes 4.50-4.99
## 10662 yes 4.50-4.99
## 10664 yes 4.50-4.99
## 10677 yes 4.50-4.99
## 10686 yes 4.50-4.99
## 10705 yes 4.50-4.99
## 10708 yes 4.50-4.99
## 10836 yes 4.50-4.99
## 10849 yes 4.50-4.99
## 10866 yes 4.50-4.99
## 10908 yes 4.50-4.99
## 10917 yes 4.50-4.99
## 10937 yes 4.50-4.99
## 10978 yes 4.50-4.99
## 10980 yes 4.50-4.99
## 10982 yes 4.50-4.99
## 11013 yes 4.50-4.99
## 11017 yes 4.50-4.99
## 11021 yes 4.50-4.99
## 11047 yes 4.50-4.99
## 11071 yes 4.50-4.99
## 11082 yes 4.50-4.99
## 11101 yes 4.50-4.99
## 11124 yes 4.50-4.99
## 11173 yes 4.50-4.99
## 11231 yes 4.50-4.99
## 11234 yes 4.50-4.99
## 11245 yes 4.50-4.99
## 11256 yes 4.50-4.99
## 11275 yes 4.50-4.99
## 11318 yes 4.50-4.99
## 11346 yes 4.50-4.99
## 11347 yes 4.50-4.99
## 11349 yes 4.50-4.99
## 11418 yes 4.50-4.99
## 11445 yes 4.50-4.99
## 11450 yes 4.50-4.99
## 11451 yes 4.50-4.99
## 11472 yes 4.50-4.99
## 11493 yes 4.50-4.99
## 11530 yes 4.50-4.99
## 11533 yes 4.50-4.99
## 11536 yes 4.50-4.99
## 11550 yes 4.50-4.99
## 11553 yes 4.50-4.99
## 11557 yes 4.50-4.99
## 11568 yes 4.50-4.99
## 11576 yes 4.50-4.99
## 11691 yes 4.50-4.99
## 11709 yes 4.50-4.99
## 11717 yes 4.50-4.99
## 11718 yes 4.50-4.99
## 11738 yes 4.50-4.99
## 11753 yes 4.50-4.99
## 11791 yes 4.50-4.99
## 11932 yes 4.50-4.99
## 11934 yes 4.50-4.99
## 11937 yes 4.50-4.99
## 11938 yes 4.50-4.99
## 11948 yes 4.50-4.99
## 11962 yes 4.50-4.99
## 12003 yes 4.50-4.99
## 12005 yes 4.50-4.99
## 12024 yes 4.50-4.99
## 12030 yes 4.50-4.99
## 12040 yes 4.50-4.99
## 12042 yes 4.50-4.99
## 12058 yes 4.50-4.99
## 12134 yes 4.50-4.99
## 12140 yes 4.50-4.99
## 12192 yes 4.50-4.99
## 12196 yes 4.50-4.99
## 12265 yes 4.50-4.99
## 12323 yes 4.50-4.99
## 12385 yes 4.50-4.99
## 12386 yes 4.50-4.99
## 12388 yes 4.50-4.99
## 12426 yes 4.50-4.99
## 12434 yes 4.50-4.99
## 12456 yes 4.50-4.99
## 12459 yes 4.50-4.99
## 12462 yes 4.50-4.99
## 12467 yes 4.50-4.99
## 12468 yes 4.50-4.99
## 12502 yes 4.50-4.99
## 12507 yes 4.50-4.99
## 12527 yes 4.50-4.99
## 12566 yes 4.50-4.99
## 12569 yes 4.50-4.99
## 12587 yes 4.50-4.99
## 12606 yes 4.50-4.99
## 12708 yes 4.50-4.99
## 12759 yes 4.50-4.99
## 12767 yes 4.50-4.99
## 12768 yes 4.50-4.99
## 12786 yes 4.50-4.99
## 12804 yes 4.50-4.99
## 12807 yes 4.50-4.99
## 12810 yes 4.50-4.99
## 12824 yes 4.50-4.99
## 12827 yes 4.50-4.99
## 12844 yes 4.50-4.99
## 12858 yes 4.50-4.99
## 12867 yes 4.50-4.99
## 12877 yes 4.50-4.99
## 12879 yes 4.50-4.99
## 12888 yes 4.50-4.99
## 12905 yes 4.50-4.99
## 12933 yes 4.50-4.99
## 12972 yes 4.50-4.99
## 12983 yes 4.50-4.99
## 12984 yes 4.50-4.99
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## 23415 yes 4.50-4.99
## 23478 yes 4.50-4.99
## 23505 yes 4.50-4.99
## 23511 yes 4.50-4.99
## 23570 yes 4.50-4.99
## 23578 yes 4.50-4.99
## 23581 yes 4.50-4.99
## 23617 yes 4.50-4.99
## 23630 yes 4.50-4.99
## 23760 yes 4.50-4.99
## 24010 yes 4.50-4.99
## 24012 yes 4.50-4.99
## 24013 yes 4.50-4.99
## 24015 yes 4.50-4.99
## 24016 yes 4.50-4.99
## 24017 yes 4.50-4.99
## 24018 yes 4.50-4.99
## 24020 yes 4.50-4.99
## 24023 yes 4.50-4.99
## 24025 yes 4.50-4.99
## 24026 yes 4.50-4.99
## 24028 yes 4.50-4.99
## 24029 yes 4.50-4.99
## 24030 yes 4.50-4.99
## 24032 yes 4.50-4.99
## 24033 yes 4.50-4.99
## 24034 yes 4.50-4.99
## 24036 yes 4.50-4.99
## 24038 yes 4.50-4.99
## 24039 yes 4.50-4.99
## 24041 yes 4.50-4.99
## 24043 yes 4.50-4.99
## 24045 yes 4.50-4.99
## 24047 yes 4.50-4.99
## 24048 yes 4.50-4.99
## 24049 yes 4.50-4.99
## 24050 yes 4.50-4.99
## 24051 yes 4.50-4.99
## 24052 yes 4.50-4.99
## 24054 yes 4.50-4.99
## 24056 yes 4.50-4.99
## 24057 yes 4.50-4.99
## 24058 yes 4.50-4.99
## 24059 yes 4.50-4.99
## 24060 yes 4.50-4.99
## 24062 yes 4.50-4.99
## 24063 yes 4.50-4.99
## 24069 yes 4.50-4.99
## 24073 yes 4.50-4.99
## 24074 yes 4.50-4.99
## 24076 yes 4.50-4.99
## 24079 yes 4.50-4.99
## 24080 yes 4.50-4.99
## 24081 yes 4.50-4.99
## 24084 yes 4.50-4.99
## 24086 yes 4.50-4.99We then explore the type of jobs held by the respondents in this subset.
Banmart_YES_euribor3m_high_job<-Banmart_YES_euribor3m_high%>%
group_by(job)%>%
summarise(n = n())%>%
arrange(-n)
Banmart_YES_euribor3m_high_job## # A tibble: 12 × 2
## job n
## <fct> <int>
## 1 admin. 288
## 2 blue-collar 274
## 3 technician 202
## 4 services 121
## 5 management 77
## 6 entrepreneur 43
## 7 retired 42
## 8 self-employed 40
## 9 housemaid 22
## 10 unemployed 19
## 11 student 12
## 12 unknown 12Banmart_YES_euribor3m_high_job<- Banmart_YES_euribor3m_high_job %>%
mutate(
label = glue(
"Category: {job}",
"Count:{n}"
)
)
plot0 <-ggplot(Banmart_YES_euribor3m_high_job,aes(x = job,y = n,fill = n, text = label)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "Term Deposit Sales at High Euribor3m by Job",
x = "Job",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))
ggplotly(plot0, tooltip = "text")The last plot shows that the job distribution of the term deposit subscribers at higher euribor3m rates (4.50-4.99) is not significantly different from the job distribution of the subscribers at the lower euribor3m rates except that there may be less take up of the product from the management personnel, retired, self-employed, unemployed and student group.
To explore further the nature of this dataset we break it up in terms of the respondents’ credit status to create four (4) separate datases: (A) those with housing loans only, (B) those with personal loans only, (C) those without both loans and those with (D) both housing and personal loans.
Banmart_YES_euribor3m_high_housing<-Banmart_YES_euribor3m_high%>%
group_by(job)%>%
filter( housing=="yes", loan =="no")%>%
summarise(n_housing = n())
Banmart_YES_euribor3m_high_loan<-Banmart_YES_euribor3m_high%>%
group_by(job)%>%
filter(housing=="no", loan =="yes")%>%
summarise(n_loan = n())
Banmart_YES_euribor3m_high_noloans<-Banmart_YES_euribor3m_high%>%
group_by(job)%>%
filter(housing=="no", loan =="no")%>%
summarise(n_loan_free = n())
Banmart_YES_euribor3m_high_housing_loans<-Banmart_YES_euribor3m_high%>%
group_by(job)%>%
filter(housing=="yes", loan =="yes")%>%
summarise(n_both_loans = n())The four datasets (A, B, C, D) are then merged into a new dataset with four (4) columns and we proceed to present the four plots on a single page.
Depositors_at_High_euribor3m_by_job <- Banmart_YES_euribor3m_high_housing %>% inner_join(Banmart_YES_euribor3m_high_loan)## Joining, by = "job"Depositors_at_High_euribor3m_by_job <- Depositors_at_High_euribor3m_by_job %>% inner_join(Banmart_YES_euribor3m_high_noloans)## Joining, by = "job"Depositors_at_High_euribor3m_by_job <- Depositors_at_High_euribor3m_by_job %>% inner_join(Banmart_YES_euribor3m_high_housing_loans)## Joining, by = "job"Depositors_at_High_euribor3m_by_job## # A tibble: 9 × 5
## job n_housing n_loan n_loan_free n_both_loans
## <fct> <int> <int> <int> <int>
## 1 admin. 120 16 130 21
## 2 blue-collar 107 20 121 20
## 3 entrepreneur 22 1 15 3
## 4 housemaid 5 1 14 2
## 5 management 27 8 36 5
## 6 self-employed 14 3 17 6
## 7 services 49 7 52 9
## 8 student 3 2 5 2
## 9 technician 98 17 66 16Depositors_at_High_euribor3m_by_job_H<- Depositors_at_High_euribor3m_by_job %>%
mutate(
label1 = glue(
" {job} : {n_housing}"
)
)
plot1 <-ggplot(Depositors_at_High_euribor3m_by_job_H,aes(x = job,y = n_housing,fill = n_housing, text = label1)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "",
x = "",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))Depositors_at_High_euribor3m_by_job_L<- Depositors_at_High_euribor3m_by_job %>%
mutate(
label2 = glue(
" {job} : {n_loan}"
)
)
plot2 <-ggplot(Depositors_at_High_euribor3m_by_job_L,aes(x = job,y = n_loan,fill = n_loan, text = label2)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "",
x = "",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))Depositors_at_High_euribor3m_by_job_F<- Depositors_at_High_euribor3m_by_job %>%
mutate(
label3 = glue(
" {job} : {n_loan_free}"
)
)
plot3 <-ggplot(Depositors_at_High_euribor3m_by_job_F,aes(x = job,y = n_loan_free,fill = n_loan_free, text = label3)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "",
x = "",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))Depositors_at_High_euribor3m_by_job_HL<- Depositors_at_High_euribor3m_by_job %>%
mutate(
label4 = glue(
" {job} : {n_both_loans}"
)
)
plot4 <-ggplot(Depositors_at_High_euribor3m_by_job_HL,aes(x = job,y = n_both_loans,fill = n_both_loans, text = label4)) +
# geom_col(aes(fill = n)) +
geom_bar(colour = "black",position = "dodge",stat = "identity")+
scale_fill_gradient(low="red", high="black") +
labs(title = "",
x = "",
y = "Number of Sales") +
theme_minimal() +
theme(legend.position = "none")+
theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1))library(cowplot)##
## Attaching package: 'cowplot'## The following object is masked from 'package:lubridate':
##
## stampplot_grid(
plot1,plot2,plot3,plot4,
labels = c('Housing', 'Personal', 'No Loans', 'Both Housing & Personal'),
align="hv"
)
Interpretation:
1 - The respondents with existing housing loans are the largest subscribers to the term deposit product at euribor3m 4.50-4.99 range. The second largest are those with no existing loans either of housing or personal.
2- Those respondents already saddled with both types of loans - housing and personal loans make up a smaller number of subscribers of the term deposit product at the euribor3m 4.50-4.99 range.
3 - The job distribution of the subscribers at euribor3m 4.50-4.99 range remains the same as at the lower euribor range of term deposit product buying and appears to be a non-issue.
We would like to see the conditions of macroeconomic indicators : Consumer Price Index, Consumer Confidence Index and Euribor3m Rates - at times when the term deposit product is subscribed. We plot this relationship using a heatmap.
ggplot(Banmart_YES, aes(x=cons.conf.idx, y=cons.price.idx, size = euribor3m)) +
geom_point(alpha=0.7)+
ylab("Consumer Price Index") +
xlab("Consumer Confidence Index") 
Interpretation:
We observe that,
1 - Respondents take up the term deposit product at times when the Euribor3m rates are high, Consumer Price Index is high and Consumer Confidence Index is in the middle range of its spectrum. Since we also have noted a large number of these respondents are housing loan holders we can interpret this as a hedging strategy by the subscribers.
2 - Respondents take up the term deposit product at times when the Euribor3m rates are in the lower ranges (1.00-2.00), Consumer Price Index is low and Consumer Confidence Index is high.
3 - Respondents take up the term deposit product at times when the Euribor3m rates are low, Consumer Price Index is in the middle to low range and Consumer Confidence Index is low.
4 - Respondents take up the term deposit product at times when the Euribor3m rates are low, Consumer Price Index is high and Consumer Confidence Index is in the middle ranges.
5 - There are still buyers of the product when Consumer Price Index is high and Consumer Confidence Index is low.
6 - There are no buyers of the product when Consumer Price Index is high and Consumer Confidence Index is high. This may mean that respondents are keeping liquidity handy in order to meet the high cost of expenses during times of market exuberance.
Insights and Business Recommendations.
1 - Sales of term deposit product are high at euribor3m rates 0f 0.50-0.99, 1.00-1.49 and 4.50-4.99.
2 - The biggest subscribers come from the age group of 25-50 range.
3 - Holders of housing loans are keen buyers of the product when euribor3m rates are high.
4 - Telemarketers may hone in on admin, blue-collar, workers and technicians to market the term deposit product.
5 - The product garner no buying interest at euribor3m rates of 2.00-3.50 and at 5.00-5.49.
6 - The total number of calls made to finalize a successful sale of the product maximizes at about 20 phone calls. Therefore it is prudent to limit number of calls per respondent to 20.
7 - The term deposit products tend to be taken up at a mean of employment variability rate at less than -1 and not at above +1.