%Citation Request:
%  This dataset is public available for research. The details are described in [Moro et al., 2011]. 
%  Please include this citation if you plan to use this database:
%
%  [Moro et al., 2011] S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodology. 
%  In P. Novais et al. (Eds.), Proceedings of the European Simulation and Modelling Conference - ESM'2011, pp. 117?21, Guimarães, Portugal, October, 2011. EUROSIS.
%
%  Available at: [pdf] http://hdl.handle.net/1822/14838
%                [bib] http://www3.dsi.uminho.pt/pcortez/bib/2011-esm?.txt
%
%1. Title: Bank Marketing
%
%2. Sources
%   Created by: Paulo Cortez (Univ. Minho) and Sérgio Moro (ISCTE-IUL) @ 2012
%   
%3. Past Usage:
%
%  The full dataset was described and analyzed in:
%
%  S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodology. 
%  In P. Novais et al. (Eds.), Proceedings of the European Simulation and Modelling Conference - ESM'2011, pp. 117?21, Guimarães, 
%  Portugal, October, 2011. EUROSIS.
%
%4. Relevant Information:
%
%   The data is related with direct marketing campaigns of a Portuguese banking institution. 
%   The marketing campaigns were based on phone calls. Often, more than one contact to the same client was required, 
%   in order to access if the product (bank term deposit) would be (or not) subscribed. 
%
%   There are two datasets: 
%      1) bank-full.csv with all examples, ordered by date (from May 2008 to November 2010).
%      2) bank.csv with 10% of the examples (4521), randomly selected from bank-full.csv.
%   The smallest dataset is provided to test more computationally demanding machine learning algorithms (e.g. SVM).
%
%   The classification goal is to predict if the client will subscribe a term deposit (variable y).
%
%5. Number of Instances: 45211 for bank-full.csv (4521 for bank.csv)
%
%6. Number of Attributes: 16 + output attribute.
%
%7. Attribute information:
%
%   For more information, read [Moro et al., 2011].
%
%   Input variables:
%   # bank client data:
%   1 - age (numeric)
%   2 - job : type of job (categorical: "admin.","unknown","unemployed","management","housemaid","entrepreneur","student",
%                                       "blue-collar","self-employed","retired","technician","services") 
%   3 - marital : marital status (categorical: "married","divorced","single"; note: "divorced" means divorced or widowed)
%   4 - education (categorical: "unknown","secondary","primary","tertiary")
%   5 - default: has credit in default? (binary: "yes","no")
%   6 - balance: average yearly balance, in euros (numeric) 
%   7 - housing: has housing loan? (binary: "yes","no")
%   8 - loan: has personal loan? (binary: "yes","no")
%   # related with the last contact of the current campaign:
%   9 - contact: contact communication type (categorical: "unknown","telephone","cellular") 
%  10 - day: last contact day of the month (numeric)
%  11 - month: last contact month of year (categorical: "jan", "feb", "mar", ..., "nov", "dec")
%  12 - duration: last contact duration, in seconds (numeric)
%   # other attributes:
%  13 - campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)
%  14 - pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric, ? means client was not previously contacted)
%  15 - previous: number of contacts performed before this campaign and for this client (numeric)
%  16 - poutcome: outcome of the previous marketing campaign (categorical: "unknown","other","failure","success")
%
%  Output variable (desired target):
%  17 - y - has the client subscribed a term deposit? (binary: "yes","no")
%
%8. Missing Attribute Values: None

@RELATION bank-marketing

@ATTRIBUTE age REAL
@ATTRIBUTE job {"admin.","unknown","unemployed","management","housemaid","entrepreneur","student","blue-collar","self-employed","retired","technician","services"}
@ATTRIBUTE marital-status {"married","divorced","single"}
@ATTRIBUTE education {"unknown","secondary","primary","tertiary"}
@ATTRIBUTE default-credit {"yes","no"}
@ATTRIBUTE yearly-balance REAL
@ATTRIBUTE housing-loan {"yes","no"}
@ATTRIBUTE personal-loan {"yes","no"}
@ATTRIBUTE last-contact-type {"unknown","telephone","cellular"}
@ATTRIBUTE last-contact-day REAL
@ATTRIBUTE last-contact-month {"jan", "feb", "mar", "apr", "may", "jun", "jul", "aug", "sep", "oct", "nov", "dec"}
@ATTRIBUTE last-contact-duration-seconds REAL
@ATTRIBUTE current-campaign-contacts REAL
@ATTRIBUTE passed-days REAL
@ATTRIBUTE previous-campaigns REAL
@ATTRIBUTE outcome-previous-campaign {"unknown","other","failure","success"}
@ATTRIBUTE suscribed-term-deposited {"yes","no"}

@DATA
30,"unemployed","married","primary","no",1787,"no","no","cellular",19,"oct",79,1,?,0,"unknown","no"
33,"services","married","secondary","no",4789,"yes","yes","cellular",11,"may",220,1,339,4,"failure","no"
35,"management","single","tertiary","no",1350,"yes","no","cellular",16,"apr",185,1,330,1,"failure","no"
30,"management","married","tertiary","no",1476,"yes","yes","unknown",3,"jun",199,4,?,0,"unknown","no"
59,"blue-collar","married","secondary","no",0,"yes","no","unknown",5,"may",226,1,?,0,"unknown","no"
35,"management","single","tertiary","no",747,"no","no","cellular",23,"feb",141,2,176,3,"failure","no"
36,"self-employed","married","tertiary","no",307,"yes","no","cellular",14,"may",341,1,330,2,"other","no"
39,"technician","married","secondary","no",147,"yes","no","cellular",6,"may",151,2,?,0,"unknown","no"
41,"entrepreneur","married","tertiary","no",221,"yes","no","unknown",14,"may",57,2,?,0,"unknown","no"
43,"services","married","primary","no",-88,"yes","yes","cellular",17,"apr",313,1,147,2,"failure","no"
39,"services","married","secondary","no",9374,"yes","no","unknown",20,"may",273,1,?,0,"unknown","no"
43,"admin.","married","secondary","no",264,"yes","no","cellular",17,"apr",113,2,?,0,"unknown","no"
36,"technician","married","tertiary","no",1109,"no","no","cellular",13,"aug",328,2,?,0,"unknown","no"
20,"student","single","secondary","no",502,"no","no","cellular",30,"apr",261,1,?,0,"unknown","yes"
31,"blue-collar","married","secondary","no",360,"yes","yes","cellular",29,"jan",89,1,241,1,"failure","no"
40,"management","married","tertiary","no",194,"no","yes","cellular",29,"aug",189,2,?,0,"unknown","no"
56,"technician","married","secondary","no",4073,"no","no","cellular",27,"aug",239,5,?,0,"unknown","no"
37,"admin.","single","tertiary","no",2317,"yes","no","cellular",20,"apr",114,1,152,2,"failure","no"
25,"blue-collar","single","primary","no",-221,"yes","no","unknown",23,"may",250,1,?,0,"unknown","no"
31,"services","married","secondary","no",132,"no","no","cellular",7,"jul",148,1,152,1,"other","no"
38,"management","divorced","unknown","no",0,"yes","no","cellular",18,"nov",96,2,?,0,"unknown","no"
42,"management","divorced","tertiary","no",16,"no","no","cellular",19,"nov",140,3,?,0,"unknown","no"
44,"services","single","secondary","no",106,"no","no","unknown",12,"jun",109,2,?,0,"unknown","no"
44,"entrepreneur","married","secondary","no",93,"no","no","cellular",7,"jul",125,2,?,0,"unknown","no"
26,"housemaid","married","tertiary","no",543,"no","no","cellular",30,"jan",169,3,?,0,"unknown","no"
41,"management","married","tertiary","no",5883,"no","no","cellular",20,"nov",182,2,?,0,"unknown","no"
55,"blue-collar","married","primary","no",627,"yes","no","unknown",5,"may",247,1,?,0,"unknown","no"
67,"retired","married","unknown","no",696,"no","no","telephone",17,"aug",119,1,105,2,"failure","no"
56,"self-employed","married","secondary","no",784,"no","yes","cellular",30,"jul",149,2,?,0,"unknown","no"
53,"admin.","married","secondary","no",105,"no","yes","cellular",21,"aug",74,2,?,0,"unknown","no"
68,"retired","divorced","secondary","no",4189,"no","no","telephone",14,"jul",897,2,?,0,"unknown","yes"
31,"technician","married","secondary","no",171,"no","no","cellular",27,"aug",81,3,?,0,"unknown","no"
59,"management","married","secondary","no",42,"no","no","cellular",21,"nov",40,1,?,0,"unknown","no"
32,"management","single","tertiary","no",2536,"yes","no","cellular",26,"aug",958,6,?,0,"unknown","yes"
49,"technician","married","tertiary","no",1235,"no","no","cellular",13,"aug",354,3,?,0,"unknown","yes"
42,"admin.","divorced","secondary","no",1811,"yes","no","unknown",14,"may",150,1,?,0,"unknown","no"
78,"retired","divorced","primary","no",229,"no","no","telephone",22,"oct",97,1,?,0,"unknown","yes"
32,"blue-collar","married","secondary","no",2089,"yes","no","cellular",14,"nov",132,1,?,0,"unknown","yes"
33,"management","married","secondary","no",3935,"yes","no","cellular",6,"may",765,1,342,2,"failure","yes"
23,"services","single","tertiary","no",363,"yes","no","unknown",30,"may",16,18,?,0,"unknown","no"
38,"management","single","tertiary","no",11971,"yes","no","unknown",17,"nov",609,2,101,3,"failure","no"
36,"management","single","tertiary","no",553,"no","no","cellular",11,"aug",106,2,?,0,"unknown","no"
52,"blue-collar","married","secondary","no",1117,"yes","no","cellular",13,"may",365,1,?,0,"unknown","no"
32,"technician","married","tertiary","no",396,"yes","no","cellular",13,"may",205,3,?,0,"unknown","no"
32,"technician","single","tertiary","no",2204,"yes","no","cellular",21,"nov",11,4,?,0,"unknown","no"
34,"management","single","tertiary","no",872,"yes","no","unknown",7,"may",105,2,?,0,"unknown","no"
55,"blue-collar","married","primary","no",145,"no","no","telephone",2,"feb",59,3,5,2,"other","no"
26,"blue-collar","married","primary","no",0,"yes","no","unknown",21,"may",425,1,?,0,"unknown","no"
32,"entrepreneur","single","primary","yes",-849,"yes","yes","cellular",4,"feb",204,1,?,0,"unknown","no"
61,"admin.","married","unknown","no",4629,"yes","no","cellular",27,"jan",181,1,92,1,"success","yes"
45,"blue-collar","divorced","primary","no",844,"no","no","unknown",5,"jun",1018,3,?,0,"unknown","yes"
37,"technician","single","secondary","no",228,"yes","no","cellular",20,"aug",1740,2,?,0,"unknown","no"
38,"technician","single","secondary","no",50,"no","no","cellular",29,"aug",98,2,?,0,"unknown","no"
34,"technician","married","tertiary","no",1539,"yes","no","cellular",15,"jun",441,1,56,1,"other","yes"
53,"blue-collar","married","secondary","no",2231,"yes","no","cellular",14,"jul",272,3,?,0,"unknown","no"
48,"admin.","married","secondary","no",3064,"yes","no","telephone",15,"jul",159,2,?,0,"unknown","no"
57,"management","married","secondary","no",82,"no","yes","telephone",4,"feb",140,1,?,0,"unknown","no"
33,"self-employed","single","tertiary","no",2155,"no","no","cellular",17,"nov",295,1,?,0,"unknown","no"
36,"retired","single","secondary","no",101,"yes","yes","unknown",26,"may",314,1,?,0,"unknown","no"
54,"technician","divorced","secondary","no",784,"yes","yes","unknown",15,"may",579,1,?,0,"unknown","no"
41,"blue-collar","married","primary","no",-516,"no","yes","telephone",8,"jul",554,3,?,0,"unknown","no"
63,"retired","married","secondary","no",415,"yes","no","cellular",7,"oct",323,1,?,0,"unknown","no"
48,"management","married","tertiary","no",5887,"no","no","cellular",13,"aug",227,2,?,0,"unknown","no"
48,"services","married","secondary","no",1355,"no","no","cellular",4,"jul",134,2,?,0,"unknown","no"
56,"admin.","married","secondary","no",16873,"no","no","cellular",7,"oct",223,1,?,0,"unknown","no"
51,"blue-collar","divorced","secondary","no",203,"yes","no","cellular",8,"may",134,1,170,5,"failure","no"
31,"services","married","secondary","no",338,"yes","no","cellular",28,"jan",155,1,?,0,"unknown","no"
29,"technician","married","secondary","no",444,"yes","no","cellular",21,"jul",130,4,?,0,"unknown","no"
41,"management","married","secondary","no",0,"no","yes","cellular",7,"jul",630,3,?,0,"unknown","no"
32,"technician","single","tertiary","no",360,"no","no","cellular",19,"nov",164,2,?,0,"unknown","no"
37,"management","married","tertiary","no",0,"no","no","cellular",16,"jul",268,2,182,3,"success","yes"
42,"entrepreneur","divorced","tertiary","yes",2,"yes","no","unknown",5,"may",380,1,?,0,"unknown","no"
31,"management","single","tertiary","no",6248,"yes","no","unknown",9,"may",154,2,?,0,"unknown","no"
41,"services","married","tertiary","no",412,"yes","no","unknown",3,"jun",154,5,?,0,"unknown","no"
56,"retired","married","secondary","no",344,"yes","no","unknown",15,"may",221,1,?,0,"unknown","no"
54,"management","divorced","tertiary","no",3222,"no","no","cellular",14,"aug",67,2,?,0,"unknown","no"
41,"blue-collar","divorced","secondary","no",174,"yes","no","cellular",14,"may",367,2,297,1,"other","no"
40,"technician","single","secondary","no",591,"no","yes","cellular",14,"aug",87,6,?,0,"unknown","no"
50,"blue-collar","divorced","primary","no",388,"no","no","cellular",5,"feb",701,1,?,0,"unknown","no"
40,"unemployed","married","secondary","no",219,"yes","no","cellular",17,"nov",204,2,196,1,"failure","no"
27,"admin.","divorced","secondary","no",451,"yes","no","cellular",16,"jul",652,1,?,0,"unknown","yes"
60,"retired","married","primary","no",5,"no","no","cellular",26,"aug",63,2,?,0,"unknown","no"
28,"admin.","single","secondary","no",177,"yes","yes","cellular",6,"may",150,1,?,0,"unknown","no"
52,"services","married","secondary","no",657,"no","no","telephone",7,"jul",398,2,460,2,"failure","yes"
37,"management","married","tertiary","no",1315,"no","no","cellular",30,"jun",224,1,?,0,"unknown","yes"
51,"blue-collar","married","primary","no",1466,"yes","no","unknown",7,"may",406,2,?,0,"unknown","no"
41,"technician","single","secondary","no",879,"no","yes","cellular",7,"jul",60,4,?,0,"unknown","no"
35,"blue-collar","single","primary","no",293,"yes","no","unknown",30,"may",521,2,?,0,"unknown","no"
38,"admin.","married","secondary","no",424,"yes","no","cellular",17,"apr",279,1,?,0,"unknown","no"
34,"blue-collar","married","secondary","no",1831,"yes","no","unknown",20,"may",203,2,?,0,"unknown","no"
39,"blue-collar","married","primary","no",111,"no","no","cellular",18,"nov",201,2,?,0,"unknown","no"
34,"blue-collar","married","primary","no",455,"yes","no","unknown",20,"jun",372,3,?,0,"unknown","no"
27,"services","single","secondary","no",95,"yes","no","cellular",18,"may",391,1,?,0,"unknown","yes"
32,"management","single","tertiary","no",3616,"no","no","cellular",14,"aug",165,2,?,0,"unknown","no"
57,"blue-collar","married","secondary","no",14093,"no","no","cellular",11,"aug",231,5,?,0,"unknown","no"
41,"unknown","single","tertiary","no",1567,"no","no","cellular",1,"jul",291,2,?,0,"unknown","no"
41,"admin.","married","tertiary","no",5426,"yes","no","unknown",14,"may",149,2,?,0,"unknown","no"
30,"admin.","single","tertiary","no",261,"no","no","cellular",19,"oct",233,1,137,20,"failure","no"
36,"blue-collar","divorced","secondary","no",2843,"no","no","cellular",12,"feb",473,1,182,1,"success","no"
31,"unemployed","single","primary","no",406,"no","no","cellular",4,"feb",736,1,?,0,"unknown","yes"
36,"blue-collar","married","secondary","no",0,"yes","no","unknown",6,"may",337,1,?,0,"unknown","no"
38,"management","single","tertiary","no",493,"yes","no","cellular",11,"may",553,1,367,7,"failure","no"
49,"technician","married","secondary","no",5996,"no","no","telephone",21,"nov",345,2,?,0,"unknown","no"
57,"services","single","primary","no",3777,"yes","no","telephone",13,"may",65,2,?,0,"unknown","no"
34,"management","single","secondary","no",524,"no","no","unknown",13,"aug",9,1,?,0,"unknown","no"
32,"management","single","tertiary","no",574,"yes","no","cellular",14,"apr",259,2,145,3,"failure","no"
37,"blue-collar","married","secondary","no",427,"yes","yes","unknown",9,"jun",371,3,?,0,"unknown","no"
33,"self-employed","married","tertiary","no",483,"yes","no","cellular",3,"feb",280,2,?,0,"unknown","no"
56,"unemployed","married","primary","no",3391,"no","no","cellular",21,"apr",243,1,?,0,"unknown","yes"
27,"housemaid","married","primary","no",0,"yes","no","cellular",23,"jul",435,3,?,0,"unknown","no"
21,"student","single","secondary","no",2488,"no","no","cellular",30,"jun",258,6,169,3,"success","yes"
58,"management","married","tertiary","no",1517,"yes","no","telephone",29,"jul",7,5,?,0,"unknown","no"
32,"self-employed","married","secondary","no",217,"yes","yes","cellular",15,"jul",317,5,?,0,"unknown","no"
33,"blue-collar","single","secondary","no",22,"no","no","cellular",30,"jan",76,2,207,1,"failure","no"
25,"student","single","secondary","no",331,"no","no","telephone",26,"aug",170,4,?,0,"unknown","yes"
25,"technician","single","secondary","no",505,"no","yes","cellular",17,"nov",386,2,?,0,"unknown","yes"
30,"services","married","secondary","no",1808,"yes","no","cellular",18,"may",83,2,?,0,"unknown","no"
22,"admin.","single","secondary","no",4111,"no","yes","cellular",19,"aug",65,1,?,0,"unknown","no"
39,"blue-collar","married","primary","no",52,"no","no","cellular",13,"aug",69,1,?,0,"unknown","no"
46,"management","divorced","tertiary","no",25,"no","no","unknown",17,"jun",564,2,?,0,"unknown","no"
31,"admin.","divorced","secondary","no",1890,"yes","no","cellular",21,"jul",588,1,?,0,"unknown","no"
45,"blue-collar","married","primary","no",419,"no","no","cellular",18,"aug",113,4,?,0,"unknown","no"
32,"technician","married","secondary","no",2693,"yes","no","unknown",21,"may",16,1,?,0,"unknown","no"
36,"blue-collar","married","secondary","no",-231,"no","yes","cellular",15,"jul",779,2,?,0,"unknown","no"
51,"management","single","tertiary","yes",-55,"yes","no","cellular",11,"may",281,2,266,6,"failure","no"
34,"self-employed","single","tertiary","no",462,"no","no","cellular",21,"aug",1877,3,?,0,"unknown","yes"
24,"unemployed","single","secondary","no",119,"no","no","unknown",15,"sep",51,1,?,0,"unknown","no"
45,"technician","single","secondary","no",586,"no","yes","cellular",28,"jul",32,3,?,0,"unknown","no"
32,"blue-collar","single","secondary","no",228,"no","no","telephone",5,"feb",176,1,288,3,"failure","no"
77,"retired","divorced","tertiary","no",4659,"no","no","cellular",14,"apr",161,1,?,0,"unknown","yes"
41,"blue-collar","married","primary","no",168,"yes","no","cellular",18,"nov",187,3,?,0,"unknown","no"
37,"blue-collar","married","primary","no",0,"yes","no","unknown",26,"may",24,1,?,0,"unknown","no"
43,"blue-collar","married","unknown","yes",-715,"yes","no","unknown",30,"may",67,3,?,0,"unknown","no"
48,"admin.","married","unknown","no",0,"yes","no","cellular",8,"may",85,1,168,2,"failure","no"
27,"technician","single","secondary","no",769,"yes","no","unknown",9,"may",317,2,?,0,"unknown","no"
33,"management","single","tertiary","no",0,"no","no","cellular",28,"aug",236,10,?,0,"unknown","no"
29,"admin.","single","secondary","no",428,"yes","yes","cellular",7,"may",54,1,345,2,"failure","no"
34,"management","single","tertiary","no",0,"no","no","cellular",5,"feb",71,1,?,0,"unknown","no"
52,"management","married","tertiary","no",-970,"yes","no","cellular",4,"feb",489,1,?,0,"unknown","yes"
60,"management","married","unknown","no",6313,"no","no","unknown",19,"jun",39,2,?,0,"unknown","no"
32,"management","divorced","tertiary","no",948,"no","no","cellular",12,"aug",204,2,?,0,"unknown","no"
32,"management","single","tertiary","no",0,"yes","no","cellular",22,"jul",455,2,?,0,"unknown","no"
56,"services","divorced","unknown","no",1877,"yes","no","unknown",30,"may",86,1,?,0,"unknown","no"
31,"management","single","tertiary","no",874,"yes","no","cellular",18,"nov",190,2,?,0,"unknown","no"
42,"admin.","married","secondary","no",323,"yes","yes","unknown",8,"may",280,2,?,0,"unknown","no"
35,"management","married","tertiary","no",106,"no","yes","cellular",11,"aug",588,2,?,0,"unknown","no"
56,"retired","married","primary","no",1906,"no","yes","unknown",19,"jun",45,9,?,0,"unknown","no"
48,"technician","married","secondary","no",1152,"yes","no","cellular",21,"jul",168,5,?,0,"unknown","no"
46,"admin.","married","secondary","no",179,"yes","no","cellular",29,"jan",194,4,436,1,"other","no"
37,"technician","single","unknown","no",391,"yes","no","unknown",8,"may",103,3,?,0,"unknown","no"
41,"entrepreneur","married","unknown","no",89,"yes","no","unknown",6,"may",333,2,?,0,"unknown","no"
36,"management","single","tertiary","no",442,"yes","yes","cellular",29,"jul",102,3,?,0,"unknown","no"
45,"unemployed","divorced","primary","yes",-249,"yes","yes","unknown",1,"jul",92,1,?,0,"unknown","no"
55,"entrepreneur","married","secondary","no",8104,"no","no","cellular",6,"feb",213,2,?,0,"unknown","no"
39,"technician","married","secondary","no",501,"no","no","unknown",26,"may",289,1,?,0,"unknown","no"
35,"technician","divorced","secondary","no",308,"no","no","cellular",22,"aug",77,2,?,0,"unknown","no"
55,"admin.","married","secondary","no",602,"no","no","cellular",1,"jun",324,3,90,2,"success","yes"
55,"technician","married","secondary","no",273,"yes","no","cellular",29,"jan",84,3,183,3,"failure","no"
27,"self-employed","single","secondary","no",50,"no","no","cellular",29,"jan",168,1,?,0,"unknown","no"
34,"technician","married","secondary","no",1641,"yes","no","cellular",17,"apr",380,1,?,0,"unknown","no"
34,"blue-collar","married","tertiary","no",20,"no","no","unknown",4,"oct",10,1,?,0,"unknown","no"
25,"admin.","single","secondary","no",4590,"yes","no","unknown",28,"may",199,2,?,0,"unknown","no"
41,"admin.","single","secondary","no",-256,"no","yes","unknown",9,"may",35,3,?,0,"unknown","no"
43,"services","married","secondary","no",978,"yes","yes","unknown",26,"may",82,2,?,0,"unknown","no"
28,"management","single","tertiary","no",80,"no","no","cellular",20,"oct",676,2,146,2,"failure","yes"
31,"admin.","single","secondary","no",2104,"yes","no","unknown",3,"jun",455,1,?,0,"unknown","no"
78,"housemaid","married","secondary","no",499,"no","no","telephone",16,"mar",80,4,?,0,"unknown","no"
45,"blue-collar","divorced","secondary","no",1269,"yes","no","cellular",29,"jan",549,2,?,0,"unknown","no"
48,"technician","married","tertiary","no",310,"no","no","unknown",6,"may",135,1,?,0,"unknown","no"
32,"blue-collar","single","secondary","no",1143,"yes","yes","cellular",10,"jul",412,1,?,0,"unknown","no"
42,"technician","married","secondary","no",2980,"no","no","unknown",20,"jun",101,3,?,0,"unknown","no"
37,"management","single","tertiary","no",37,"no","no","cellular",28,"jan",253,2,?,0,"unknown","no"
40,"admin.","single","secondary","no",462,"yes","yes","cellular",6,"apr",272,1,335,4,"other","no"
32,"admin.","married","secondary","no",1031,"yes","no","cellular",17,"jul",84,1,?,0,"unknown","no"
42,"management","married","tertiary","no",9009,"no","no","cellular",20,"nov",135,2,?,0,"unknown","no"
43,"admin.","married","secondary","no",-465,"yes","yes","cellular",23,"jul",166,1,?,0,"unknown","no"
44,"admin.","married","secondary","no",5181,"yes","yes","cellular",31,"jul",18,7,?,0,"unknown","no"
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40,"technician","married","secondary","no",-396,"yes","no","unknown",26,"may",127,1,?,0,"unknown","no"
47,"services","divorced","secondary","no",164,"no","no","unknown",5,"may",212,1,?,0,"unknown","no"
55,"self-employed","married","secondary","no",2678,"no","yes","cellular",18,"aug",151,12,?,0,"unknown","no"
33,"technician","single","secondary","no",920,"yes","no","cellular",21,"nov",58,1,122,4,"failure","no"
53,"services","divorced","secondary","no",4554,"no","no","cellular",5,"feb",8,6,?,0,"unknown","no"
38,"management","single","tertiary","no",623,"no","no","cellular",28,"jun",297,4,144,4,"other","yes"
61,"management","married","secondary","no",967,"no","no","cellular",20,"aug",180,1,?,0,"unknown","no"
43,"unemployed","divorced","secondary","no",1577,"yes","no","cellular",19,"nov",87,1,?,0,"unknown","no"
42,"housemaid","married","primary","no",1,"yes","no","telephone",28,"jul",59,5,?,0,"unknown","no"
36,"management","divorced","tertiary","no",0,"no","no","cellular",28,"aug",81,4,?,0,"unknown","no"
31,"technician","single","tertiary","no",1166,"yes","no","unknown",3,"jun",207,1,?,0,"unknown","no"
59,"management","married","unknown","no",3534,"no","no","cellular",21,"nov",216,4,?,0,"unknown","no"
29,"blue-collar","married","primary","no",200,"yes","no","unknown",30,"may",322,2,?,0,"unknown","no"
33,"technician","married","secondary","no",4790,"yes","no","cellular",20,"apr",137,1,272,2,"failure","no"
44,"blue-collar","married","primary","no",-237,"yes","no","telephone",10,"jul",73,1,?,0,"unknown","no"
43,"blue-collar","married","secondary","no",1335,"yes","no","unknown",6,"may",371,2,?,0,"unknown","no"
42,"management","married","tertiary","no",603,"yes","no","cellular",5,"nov",298,5,?,0,"unknown","no"
32,"management","single","tertiary","no",577,"no","no","cellular",7,"aug",101,2,?,0,"unknown","no"
43,"management","married","tertiary","no",0,"yes","no","cellular",17,"nov",110,1,?,0,"unknown","no"
39,"admin.","single","secondary","no",163,"yes","no","cellular",30,"jan",107,2,?,0,"unknown","no"
23,"blue-collar","married","primary","no",1158,"yes","no","cellular",16,"apr",743,1,?,0,"unknown","no"
43,"services","married","secondary","no",642,"no","no","cellular",31,"jul",644,2,?,0,"unknown","no"
46,"admin.","married","secondary","no",466,"yes","no","cellular",29,"jan",169,1,?,0,"unknown","no"
31,"technician","married","secondary","no",119,"yes","no","cellular",4,"feb",380,1,?,0,"unknown","no"
38,"management","married","tertiary","no",3436,"no","no","cellular",21,"nov",663,4,?,0,"unknown","yes"
53,"blue-collar","married","primary","no",238,"yes","no","cellular",11,"may",238,2,361,5,"failure","no"
37,"blue-collar","married","primary","no",378,"yes","no","unknown",9,"may",514,1,?,0,"unknown","no"
49,"entrepreneur","divorced","secondary","no",32,"no","no","cellular",5,"feb",128,1,?,0,"unknown","no"
31,"unemployed","single","secondary","no",315,"no","no","cellular",30,"jan",130,1,2,1,"other","no"
45,"management","married","tertiary","no",6945,"no","no","cellular",5,"aug",131,5,356,3,"failure","no"
58,"admin.","married","secondary","no",3496,"yes","no","unknown",2,"jun",111,4,?,0,"unknown","no"
35,"blue-collar","single","secondary","no",0,"yes","no","cellular",16,"apr",169,1,?,0,"unknown","no"
32,"technician","single","secondary","no",309,"yes","yes","cellular",16,"apr",346,1,234,3,"failure","no"
28,"technician","single","tertiary","no",0,"yes","no","unknown",4,"jun",205,6,?,0,"unknown","no"
26,"technician","single","secondary","no",668,"yes","no","unknown",28,"may",576,3,?,0,"unknown","yes"
48,"management","married","tertiary","no",1175,"yes","no","telephone",18,"nov",1476,3,?,0,"unknown","no"
30,"blue-collar","single","secondary","no",363,"no","no","cellular",28,"jul",171,3,?,0,"unknown","no"
31,"entrepreneur","single","tertiary","no",38,"no","no","cellular",20,"nov",185,2,?,0,"unknown","no"
31,"management","married","tertiary","no",1183,"yes","no","unknown",27,"may",676,6,?,0,"unknown","no"
45,"blue-collar","divorced","primary","no",942,"no","no","cellular",21,"nov",362,1,?,0,"unknown","no"
38,"admin.","married","secondary","no",4196,"yes","no","cellular",12,"may",193,2,?,0,"unknown","no"
34,"management","married","tertiary","no",297,"yes","no","cellular",26,"aug",63,4,?,0,"unknown","no"
42,"services","married","secondary","no",-91,"yes","yes","cellular",5,"feb",43,1,?,0,"unknown","no"
60,"self-employed","married","primary","no",362,"no","yes","cellular",29,"jul",816,6,?,0,"unknown","yes"
42,"blue-collar","single","secondary","no",1080,"yes","yes","cellular",13,"may",951,3,370,4,"failure","yes"
32,"admin.","single","secondary","no",620,"yes","no","unknown",26,"may",1234,3,?,0,"unknown","yes"
42,"unemployed","divorced","tertiary","no",66,"no","no","cellular",29,"aug",85,4,?,0,"unknown","no"
33,"services","married","secondary","no",288,"yes","no","cellular",17,"apr",306,1,?,0,"unknown","no"
42,"admin.","married","unknown","no",642,"yes","yes","unknown",16,"may",509,2,?,0,"unknown","no"
51,"technician","married","tertiary","no",2506,"no","no","cellular",30,"nov",210,3,?,0,"unknown","no"
36,"technician","divorced","secondary","no",566,"yes","no","unknown",20,"may",129,2,?,0,"unknown","no"
46,"blue-collar","married","secondary","no",668,"yes","no","unknown",15,"may",1263,2,?,0,"unknown","yes"
40,"blue-collar","married","secondary","no",1100,"yes","no","unknown",29,"may",660,2,?,0,"unknown","no"
49,"blue-collar","married","secondary","no",322,"no","no","cellular",14,"aug",356,2,?,0,"unknown","no"
38,"blue-collar","married","secondary","no",1205,"yes","no","cellular",20,"apr",45,4,153,1,"failure","no"
32,"services","single","secondary","no",473,"yes","no","cellular",7,"jul",624,5,?,0,"unknown","no"
33,"services","married","secondary","no",-333,"yes","no","cellular",30,"jul",329,5,?,0,"unknown","no"
57,"self-employed","married","tertiary","yes",-3313,"yes","yes","unknown",9,"may",153,1,?,0,"unknown","no"
57,"technician","married","secondary","no",295,"no","no","cellular",19,"aug",151,11,?,0,"unknown","no"
28,"blue-collar","married","secondary","no",1137,"no","no","cellular",6,"feb",129,4,211,3,"other","no"
44,"entrepreneur","single","tertiary","no",1136,"yes","yes","cellular",3,"apr",345,2,249,7,"other","no"