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loans_clean_schema.csv
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loans_clean_schema.csv
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emp_title,emp_length,homeownership,annual_income,debt_to_income,delinq_2y,earliest_credit_line,total_credit_lines,open_credit_lines,total_debit_limit,loan_purpose,loan_amount,balance,account_never_delinq_percent
global config engineer ,3,MORTGAGE,90000,18.01,0,2001,28,10,11100,moving,28000,27015.86,92.9
warehouse office clerk,10,RENT,40000,5.04,0,1996,30,14,16500,debt_consolidation,5000,4651.37,100
assembly,3,RENT,40000,21.15,0,2006,31,10,4300,other,2000,1824.63,93.5
customer service,1,RENT,30000,10.16,0,2007,4,4,19400,debt_consolidation,21600,18853.26,100
security supervisor ,10,RENT,35000,57.96,0,2008,22,16,32700,credit_card,23000,21430.15,100
,NA,OWN,34000,6.46,1,1990,32,12,27200,other,5000,4256.71,78.1
hr ,10,MORTGAGE,35000,23.66,0,2004,12,10,9100,credit_card,24000,22560,100
police,10,MORTGAGE,110000,16.19,1,2005,30,15,22250,debt_consolidation,20000,19005.39,93
parts,10,MORTGAGE,65000,36.48,1,1998,35,21,36700,home_improvement,20000,18156.66,97.1
4th person,3,RENT,30000,18.91,0,2001,9,6,14700,credit_card,6400,6077.13,100
supervisor,10,MORTGAGE,75000,10.45,0,1996,22,10,5000,debt_consolidation,25000,24143.51,94.1
register nurse,2,MORTGAGE,91900,1.82,0,2000,26,10,9000,other,40000,38434.2,92
respiratory therapist & sleep lab tech,5,MORTGAGE,122000,12.06,0,1990,32,12,12100,debt_consolidation,16000,14525.3,84.4
senior inspector,10,MORTGAGE,88000,3.67,0,1984,65,21,70800,credit_card,17000,16326.13,98.4
,NA,MORTGAGE,17000,33.98,1,2006,22,10,3600,debt_consolidation,3000,2744.21,90.9
dental hygienist,10,MORTGAGE,60000,38.46,0,1995,21,11,39700,credit_card,20000,19172.64,100
,NA,MORTGAGE,60000,31.22,0,2003,21,9,15800,credit_card,12000,11374.52,95.2
onsite medical ,3,RENT,72000,20.33,0,2006,12,6,2500,debt_consolidation,30000,28798.08,91.7
operational risk manager,10,MORTGAGE,210000,9.53,0,2003,18,7,17500,medical,5000,0,100
welder,1,MORTGAGE,83000,18.44,3,2005,11,6,8300,debt_consolidation,20000,0,63.6
maintenance adm assistant,10,MORTGAGE,50000,15.6,0,2003,13,9,18800,credit_card,7000,6102.23,100
warranty administrator,1,MORTGAGE,42000,32,0,1991,19,9,10100,credit_card,10000,9296.37,100
underwriter,5,MORTGAGE,100000,26.53,0,2002,64,17,26200,debt_consolidation,21050,20045.3,100
,NA,MORTGAGE,40280,7.27,0,1997,10,4,7500,home_improvement,3500,3323.42,90
program analyst ,10,RENT,82000,17.31,0,1999,26,7,11500,credit_card,8000,7403.61,88
surveyor/cadd tech,7,MORTGAGE,55000,14.42,0,2009,20,14,22100,debt_consolidation,18000,17342.65,100
associated ,1,RENT,55000,13.68,0,2013,17,11,17700,credit_card,10000,9432.28,100
inventory control specialist,5,RENT,33000,19.38,0,2013,9,8,17600,debt_consolidation,3200,2557.44,100
inventory control,3,RENT,60000,11,0,1998,13,9,36400,debt_consolidation,10000,8704.48,92.3
sr direct supoort professional,4,MORTGAGE,48000,2.88,0,2002,26,9,25000,house,6000,5540.54,100
director of operations,4,MORTGAGE,106000,26.25,0,1997,36,15,62120,debt_consolidation,12000,10878.71,100
hospitalist,3,MORTGAGE,245000,24.9,0,2002,37,20,74100,debt_consolidation,40000,37878.15,100
teacher,9,MORTGAGE,50000,36.75,1,1982,31,20,71100,credit_card,19000,18214.02,90.3
controller,3,MORTGAGE,80000,28.3,0,2004,27,14,23800,debt_consolidation,28000,27169.59,96.3
deputy,10,MORTGAGE,140000,13.82,0,1993,21,12,58100,debt_consolidation,15000,0,100
armed protection officer ,1,OWN,70000,0,0,2004,13,3,0,small_business,2400,0,92.3
driver,2,RENT,45000,10.59,0,2003,9,7,11300,debt_consolidation,10000,8961.95,100
supplies clerk,10,MORTGAGE,70000,17.06,0,1988,21,14,12900,car,24000,23455.27,95.2
loan consultant ,2,RENT,75000,18.53,0,2006,12,6,19600,other,9500,8350.57,100
bank coordinator,2,RENT,53592,7.1,0,2009,6,4,18800,other,30000,27196.39,100
,NA,MORTGAGE,19000,24.79,0,2004,12,6,3000,other,10000,9465.3,100
senior recruiter,5,RENT,90000,15.72,0,2005,24,10,23900,moving,15000,14254.01,100
reader advisor,10,RENT,77000,14.82,0,1977,29,14,27700,debt_consolidation,35000,33391.61,96.6
truck driver,2,RENT,42000,25.89,0,2004,11,6,8300,credit_card,10000,9097.26,100
sales,4,MORTGAGE,130000,13.51,0,1991,15,11,34300,home_improvement,40000,38042.58,100
director of support services,10,OWN,76300,10.71,0,1980,30,12,16800,debt_consolidation,15000,13092.56,96.7
rn,2,MORTGAGE,190000,2.68,0,2004,17,9,78300,debt_consolidation,20000,18991.05,100
police recruit,0,RENT,41000,25.7,0,2008,23,7,10300,debt_consolidation,4500,4093.75,100
lead teller,2,RENT,30000,3.64,0,2012,9,7,17000,car,16000,14947.68,100
registered nurse,6,MORTGAGE,88000,17.24,0,2004,39,25,32000,credit_card,10000,9036.27,97.4
hes advisor ,2,MORTGAGE,115000,18.72,0,2005,21,15,40150,debt_consolidation,20000,19255.22,76
sr admin assistant,10,RENT,95731,19.64,0,2002,37,15,33700,debt_consolidation,20600,19821.53,100
president,2,RENT,127000,9.12,1,2013,11,9,32300,major_purchase,35000,33396.01,100
hvac technician,10,MORTGAGE,75000,22.91,0,1993,27,8,23000,debt_consolidation,10000,9234.27,100
nurse assistant,5,MORTGAGE,70000,21.41,0,2008,21,6,14800,debt_consolidation,12000,11081.12,100
,NA,OWN,22000,13.05,0,1984,6,3,2300,debt_consolidation,1925,1842.26,80
driver,8,MORTGAGE,75000,20.16,0,2006,39,23,49600,house,15000,13871.88,100
gourmet food server,10,MORTGAGE,73000,39.08,0,2007,28,24,40600,debt_consolidation,20000,18156.66,100
,NA,MORTGAGE,76000,14.62,0,2009,15,14,56300,debt_consolidation,6000,5391.31,100
program manager,10,RENT,188000,11.64,0,2005,26,24,28500,debt_consolidation,10000,8965.72,100
deputy assessor ,8,MORTGAGE,50000,12.15,0,2007,27,13,25600,debt_consolidation,25000,21955.1,96.2
service tech,10,OWN,58000,12.58,0,2004,22,10,17000,debt_consolidation,10000,9275.14,86.4
senior technically writer,1,RENT,105000,16.73,0,1990,6,6,51100,debt_consolidation,6000,5417.78,100
rn,10,MORTGAGE,114000,28.13,1,2001,28,17,33000,credit_card,20000,19297.02,96.4
escrow manager,10,MORTGAGE,150000,7.89,0,1992,22,8,54000,medical,15000,13504.32,100
quality control,0,MORTGAGE,69000,15.42,0,2003,37,8,57700,debt_consolidation,20000,18452.04,94.3
medical billing account rep,10,MORTGAGE,30000,32.4,0,2005,27,23,16850,debt_consolidation,10500,9949.81,93
truck driver,5,MORTGAGE,60000,17.28,0,2002,16,13,12300,credit_card,11400,10862.71,100
general manager,5,MORTGAGE,74000,32.06,0,1999,15,9,66400,car,5500,5116.52,100
bartender,0,RENT,25000,3.7,1,1972,6,4,1200,debt_consolidation,5000,4412.9,66.7
,NA,OWN,32000,22.09,0,1998,13,6,2500,other,9600,8976.73,76.9
interpreter/translator/school enrolment ,0,RENT,31000,16.26,0,2009,32,21,22000,other,15000,13238.74,100
accounts receivable manager,3,RENT,64000,8.72,0,2010,5,5,25000,debt_consolidation,10000,9241.17,100
asst to the director of theatre,3,RENT,24000,16.3,0,2011,11,11,10000,major_purchase,10450,9609.03,100
rn,2,MORTGAGE,77000,16.04,0,2012,23,16,14800,credit_card,7200,6527.2,100
warehouse,10,MORTGAGE,31000,28.42,0,2001,15,8,20300,debt_consolidation,35000,32925.97,100
,NA,RENT,13930,21.94,0,2010,11,6,2700,debt_consolidation,4200,3695.17,100
operations manager,0,RENT,60000,19.22,0,2007,23,14,10600,other,2400,2244.18,100
administrative assistant,9,MORTGAGE,41787,37.74,0,1992,32,11,22300,credit_card,12800,11693.32,100
composite tehnician,4,MORTGAGE,45000,15.44,0,2005,31,18,20700,other,8000,7103.69,100
pta,0,MORTGAGE,77000,18.39,0,2001,11,7,12400,debt_consolidation,30000,27442.4,90
service director,1,MORTGAGE,72000,27.23,0,2001,21,13,7900,debt_consolidation,7000,6178.08,95.2
it support,8,MORTGAGE,165000,11.14,0,2000,24,8,43500,other,25000,22441.1,100
senior accounts payable clerk,10,MORTGAGE,43000,1.56,0,1984,30,15,35600,home_improvement,40000,37877.63,100
master driver,10,MORTGAGE,90000,17.44,0,1999,32,10,63500,debt_consolidation,24000,22440.6,100
teacher,10,OWN,95000,11.45,0,1975,40,10,29600,debt_consolidation,5000,4627.27,100
physician assistant,10,MORTGAGE,152000,21.09,0,2001,44,18,170900,small_business,40000,37600,97.7
credit analyst,2,MORTGAGE,49500,34.86,0,2006,35,14,26700,credit_card,15000,14486.1,100
rca,5,OWN,32000,13.77,0,2004,21,15,11800,home_improvement,5000,4651.37,76.2
cabinet maker/installer,8,RENT,78000,9.61,0,1996,21,15,11900,credit_card,7000,6478.16,68.4
benefits representative,2,RENT,52000,24.39,0,2004,23,9,24500,debt_consolidation,17450,16828.69,100
mechanic,10,MORTGAGE,147000,5.16,0,2005,11,8,20500,debt_consolidation,30000,29336.68,81.8
superintendent -customer operations,10,OWN,140000,28.53,0,1983,40,14,77500,debt_consolidation,15000,13791.64,100
teller,5,RENT,50000,20.74,0,2002,39,28,60000,debt_consolidation,20000,17499.09,100
,NA,RENT,55000,12.22,4,2000,22,16,7600,debt_consolidation,15000,14197.97,85.7
territory manager,3,MORTGAGE,190000,15.84,0,2000,15,10,62000,debt_consolidation,12000,10771.9,100
sr engineer,10,RENT,126000,3.82,0,2003,9,3,27200,debt_consolidation,16500,14793.69,100
office manager,10,MORTGAGE,95000,15.48,0,2010,18,13,39100,debt_consolidation,19200,17214.48,100
petroleum operator ,10,MORTGAGE,80000,14.16,0,2009,19,11,32500,major_purchase,7050,6191.3,100
owner,10,MORTGAGE,23000,49.58,0,1994,31,11,14700,credit_card,15000,14395.45,96
project manager,10,OWN,66000,13.27,0,1990,11,7,20800,debt_consolidation,11200,10188.92,81.8
driver/crane opeator,5,RENT,60000,16.72,0,2012,11,11,15600,debt_consolidation,8000,7403.61,100
audit manager,0,MORTGAGE,101000,18.5,1,2005,41,15,20000,debt_consolidation,20000,19503.68,95.1
cfo,4,MORTGAGE,113000,15.28,0,2002,29,21,16600,home_improvement,10800,10081.03,100
qa auditor,10,MORTGAGE,61000,19.05,0,1998,41,11,3000,debt_consolidation,7200,6536.39,87.8
line cook,1,RENT,28000,26.96,0,2011,11,10,7900,debt_consolidation,12000,11192.5,100
supervisor of technical trades,2,MORTGAGE,75000,21.63,0,2004,27,17,46900,credit_card,20000,18452.04,100
crew chief ,2,MORTGAGE,44000,24.77,0,2011,16,9,9500,home_improvement,7200,0,100
owner,2,RENT,60000,18.36,0,2011,15,5,600,small_business,6000,5304.78,100
bus operator ,10,RENT,47000,18.92,0,2004,22,8,8300,debt_consolidation,5000,4501.41,100
web developer,2,RENT,58000,14.66,0,2014,15,9,36600,debt_consolidation,16000,14947.68,100
educator,10,MORTGAGE,55000,29.58,0,1996,30,14,22300,debt_consolidation,15600,13599.28,93.3
,NA,RENT,31812,37.83,0,2000,16,8,48400,debt_consolidation,10000,9715.1,100
construction manager ,5,RENT,95000,13.49,1,1999,18,9,2100,moving,10000,9036.27,83.3
education specialist,0,MORTGAGE,65000,29.36,7,2000,14,12,34900,debt_consolidation,30000,28052.31,50
ceo,4,RENT,250000,1.12,0,2000,12,9,20200,debt_consolidation,30000,28577.07,100
account administrator,10,MORTGAGE,55200,18.67,0,2000,25,12,26400,credit_card,16000,13947.94,100
driver,10,RENT,42000,25.23,1,1999,23,9,11500,credit_card,20000,18605.56,95.7
,NA,MORTGAGE,30784,27.56,0,1990,20,7,14300,debt_consolidation,6275,5776.61,85
manager,4,OWN,60000,26.88,0,2010,55,23,30600,credit_card,15000,13703.13,100
school administrator,10,MORTGAGE,120000,21.45,0,1999,34,10,28500,debt_consolidation,16000,15040,100
qc lead,4,MORTGAGE,63000,15.3,0,2002,22,11,2300,debt_consolidation,10000,9336.71,100
planning supervisor ,10,MORTGAGE,155000,16.13,0,2005,33,12,24500,major_purchase,25000,22574.16,100
pipefitter,1,RENT,40000,2.91,0,2014,6,4,13800,car,12000,11130.17,100
owner,3,RENT,42500,18.55,0,2010,7,6,5800,credit_card,6000,5243.39,100
senior engagement lead,10,OWN,230000,9.19,0,1998,20,8,38500,debt_consolidation,12000,10851.41,72.2
attorney,4,MORTGAGE,75000,8.46,0,2008,24,18,12300,house,10000,9522.69,100
bank teller,0,MORTGAGE,24000,9.8,0,2000,7,6,11000,debt_consolidation,20000,18634.9,100
field service engineer ,1,RENT,110000,11.62,3,2006,15,6,12700,credit_card,8500,7860.74,90.9
automotive service lane manager,10,OWN,172000,24.31,0,2003,32,17,45200,home_improvement,36000,34345.64,100
military officer captain,10,RENT,145000,14.66,0,2003,29,11,11000,debt_consolidation,40000,35942.19,72.4
cpa,4,MORTGAGE,85000,22.73,0,1989,16,9,37800,debt_consolidation,9000,8402.95,100
home equity specialist ,10,RENT,42000,9.91,0,1996,21,10,46500,debt_consolidation,7200,6840.1,95.2
general manager,3,RENT,36000,29.47,0,2004,11,5,4500,debt_consolidation,6100,5615.58,100
,NA,OWN,17000,27.68,0,2002,17,12,22000,other,2250,1927.12,100
accounting supervisor,10,OWN,37000,4.25,0,2005,12,7,12600,debt_consolidation,10000,8985.52,100
video management,1,OWN,45000,16.97,0,2014,11,8,42200,debt_consolidation,25000,22942.47,100
claims adjudicator,10,MORTGAGE,40000,19.44,0,2000,26,13,11800,debt_consolidation,16000,0,100
head of product design,2,RENT,182000,6.06,1,2005,27,9,51200,credit_card,32000,29785.98,85.2
project manager,3,RENT,51000,17.25,0,1994,12,8,20300,credit_card,12000,0,100
sales,10,RENT,45000,23.33,0,1997,38,19,31900,debt_consolidation,10000,9023.01,100
import booking and pricing rep,2,MORTGAGE,31200,33.19,0,2007,18,9,3700,debt_consolidation,2200,2007.09,58.8
receptionist,1,RENT,27278,19.93,0,2006,13,9,6300,credit_card,4800,4481.56,100
business analysis/csu manager,10,MORTGAGE,75000,15.31,0,2001,32,23,15400,home_improvement,35000,33663.94,100
supervisor,5,RENT,100000,22.88,0,1991,19,9,26000,credit_card,35000,30890.38,89.5
,NA,OWN,42000,14.4,0,2004,5,3,6000,other,10000,9612.44,100
clerk,10,MORTGAGE,66000,6.11,0,2006,6,4,4300,major_purchase,2400,2227.24,100
formulation scientist,2,RENT,89000,18.65,0,2001,20,10,46100,credit_card,19600,17060.8,95
documentation supervisor,3,MORTGAGE,50000,27.08,0,2005,20,11,17300,debt_consolidation,26000,25259.29,95
director of operations,6,MORTGAGE,99000,11.73,0,2005,22,12,27300,home_improvement,12000,11358.38,100
supply chain manager,0,RENT,150000,7.82,0,2003,62,22,39900,medical,13000,11655.63,100
executive assistant,3,RENT,57000,18.88,0,2009,35,22,25700,house,11750,11238.19,97.1
shop foreman,10,MORTGAGE,99000,20.78,0,2000,28,13,20700,debt_consolidation,30000,28825.95,100
research technician,6,RENT,44000,19.42,0,1998,12,6,15300,credit_card,7000,6283.6,100
,NA,RENT,0,NA,2,2007,15,9,6200,debt_consolidation,20000,19128.86,86.7
senior data engineer,4,RENT,97000,0.33,0,2008,11,6,13000,other,35000,32678.16,81.8
mechanic/owner,10,MORTGAGE,30000,8.56,0,1989,8,3,22300,credit_card,10000,9522.69,100
,NA,OWN,50000,14.16,0,2002,13,5,29300,other,20000,18550.28,100
commercial insurance broker,5,MORTGAGE,115000,12.89,0,1986,32,12,0,small_business,40000,38629.65,64.5
field operations supervisor,2,MORTGAGE,80000,9.92,0,2003,29,11,25100,credit_card,12000,11089.41,92.9
server,0,RENT,15000,7.2,0,2014,4,4,800,debt_consolidation,16000,14961.22,100
hvac mechanic,7,MORTGAGE,60000,27.06,0,2004,23,13,17400,debt_consolidation,10000,8815.65,95.7
engineer assistant ,0,RENT,50000,13.3,4,2008,21,13,16100,credit_card,10000,9078.33,68.4
senior quality analyst,9,MORTGAGE,91000,24.99,0,2002,44,23,60500,debt_consolidation,15000,12832.7,100
production,10,MORTGAGE,75000,0.54,0,2006,17,7,35100,major_purchase,24000,22440.6,70.6
it director,10,MORTGAGE,182000,16.72,0,2003,14,7,25500,debt_consolidation,40000,36011.51,84.6
,NA,MORTGAGE,65000,10.62,0,1998,28,13,59500,debt_consolidation,25000,24350.26,92.6
sales manager,4,MORTGAGE,121500,39.34,0,1998,15,13,50400,debt_consolidation,32175,29931.7,100
owner,4,MORTGAGE,170000,14.23,0,1997,36,16,34600,debt_consolidation,25000,23355.79,100
journeyman union plumber,2,RENT,70000,21.79,0,2004,17,8,16500,debt_consolidation,24000,23156.46,100
service technician ,5,OWN,60000,5.96,0,1994,12,5,6000,credit_card,15000,14293.08,75
executive director,1,MORTGAGE,100000,22.49,0,1996,39,12,36000,other,36000,33786.28,92.1
management,10,RENT,68000,17.28,0,2013,38,31,180850,debt_consolidation,20000,18872.39,100
sales,10,MORTGAGE,65000,29.38,0,2000,26,15,26800,debt_consolidation,30000,28945.56,92.3
customs specialist,0,MORTGAGE,42500,24.57,0,2007,21,7,3000,debt_consolidation,11000,1660.07,100
personal banker,2,RENT,52000,21.3,0,2007,19,9,26200,credit_card,15000,14111.13,94.7
assistant controller ,2,RENT,68250,8.63,0,1999,39,14,22200,credit_card,13500,12895.16,100
physical therapist assistant ,3,MORTGAGE,55000,8.66,0,2014,8,6,7000,debt_consolidation,10000,9375.22,100
office manager/ bookkeeper,10,OWN,85000,26.49,0,1995,28,20,70400,credit_card,25000,0,100
pilot,10,MORTGAGE,318000,8.37,0,2002,8,7,7100,debt_consolidation,25000,0,100
service technician ,7,OWN,95000,11.33,0,2008,9,7,37800,debt_consolidation,28000,25875.28,100
physician extender ,2,RENT,71000,15.48,0,2005,19,10,24400,credit_card,10000,9234.27,100
yard specialist,3,MORTGAGE,41200,16.95,0,2006,20,9,12000,other,10000,8488.64,85
,NA,RENT,44088,27.93,0,1992,32,18,19100,debt_consolidation,10000,9078.33,100
bartender,0,RENT,15000,5.87,0,2000,23,7,18900,debt_consolidation,2500,2210.33,100
lease operator,0,OWN,95000,12.42,0,1995,20,5,27500,other,6500,5996.91,100
dean of humanities and the arts,9,RENT,88000,13.04,0,1998,41,11,3000,debt_consolidation,10000,0,100
rn,10,MORTGAGE,65000,40.15,0,2003,29,17,18800,debt_consolidation,14500,12671.55,100
instructor,6,RENT,80000,11.88,0,1997,11,9,7600,house,40000,35262.66,100
manager,5,RENT,45000,25.41,0,2007,20,14,29500,other,16000,14575.47,95
sales,10,RENT,150000,9.33,0,2000,13,5,14100,debt_consolidation,14000,12610.69,100
finance manager,1,RENT,69000,27.74,0,2008,23,16,26500,debt_consolidation,10000,0,95.7
crisis counselor,10,MORTGAGE,35000,23.01,0,1998,33,16,44700,debt_consolidation,2400,2221.07,100
senior mechanical assembler,3,MORTGAGE,39000,10.83,0,1983,13,4,17000,debt_consolidation,17000,15030.26,92.3
maintenance director,8,OWN,90000,39.63,0,2010,18,10,8000,credit_card,24000,22326.66,100
,NA,MORTGAGE,82000,18.09,1,1998,28,16,7500,other,20000,18294.92,82.1
supervisor,10,RENT,82000,7.08,0,2010,16,14,26700,credit_card,30000,28009.85,100
microbiology labratory security,0,OWN,27000,2.54,0,1999,5,3,15000,other,3600,3142.2,100
telecommunications analyst,3,MORTGAGE,92000,25.33,0,2001,33,8,37200,home_improvement,20000,18468.54,100
medical secretary ,6,MORTGAGE,45000,23.92,2,1988,18,12,8300,debt_consolidation,8000,7091.56,76.5
financial service specialist,1,RENT,40000,29.72,0,2006,20,10,23800,credit_card,16000,14774.84,100
consultant,1,MORTGAGE,170000,22.66,0,1992,31,22,57200,debt_consolidation,24000,22350.13,100
cook / server,5,RENT,30000,5.68,0,1997,13,4,6500,credit_card,2000,1807.25,100
business analyst ,3,RENT,52500,9.73,1,2007,8,7,4800,other,2000,1859.35,87.5
cook,8,RENT,25000,2.78,1,1994,23,9,29100,vacation,6500,6025.5,91.3
setup operator,6,RENT,70000,39.07,0,2006,33,27,25400,debt_consolidation,8000,7287.73,100
,NA,RENT,16000,25.43,0,2014,7,7,2000,debt_consolidation,7000,6394.79,100
analyst,2,RENT,125000,2.47,0,2012,11,6,78500,credit_card,25000,24087.05,100
supervisor ,10,MORTGAGE,60000,22.92,0,1984,29,19,35900,debt_consolidation,15000,14472.78,100
research programmer / analyst,2,RENT,100000,27.71,0,1986,38,17,49300,debt_consolidation,35000,29736.97,89.5
rapid prototyping manager,3,RENT,205000,14.04,1,2003,27,8,4000,debt_consolidation,26000,22854.22,84.6
warehouse general,10,MORTGAGE,45000,11.79,0,2007,16,6,24900,debt_consolidation,12000,11614.7,100
pharmacy tech ,2,RENT,26448,30.54,0,2008,7,7,8000,credit_card,10000,9358.12,100
aviation inspector,10,MORTGAGE,90000,18.63,0,1997,31,13,49100,home_improvement,15000,13056.7,100
realtor / assistant,5,MORTGAGE,80000,18.39,0,1993,27,14,18200,credit_card,14000,13068.02,74.1
paralegal ,10,MORTGAGE,60000,27.84,1,1978,22,12,26800,debt_consolidation,15000,13905.19,95.5
accountant,5,RENT,60000,9.24,0,2011,15,7,16200,debt_consolidation,10000,9084.7,93.3
cashier,3,RENT,25000,14.31,0,1998,24,14,18200,debt_consolidation,5000,4369.5,95.7
owner,10,RENT,74000,14.39,0,2006,17,11,56200,small_business,28125,26395.51,100
contract specialist ,10,RENT,119568,22.04,0,2006,21,16,9400,debt_consolidation,10000,9327.09,100
,NA,MORTGAGE,20000,0,0,2000,14,7,10000,other,10000,9608.54,100
chief financial officer,2,MORTGAGE,151000,15.81,0,1987,30,17,64400,home_improvement,40000,38473.08,86.7
officer of corporation,6,RENT,70000,27.6,0,1995,22,11,26700,credit_card,10000,9241.27,100
kitchen designer,4,OWN,35000,29.12,0,2003,34,18,19300,debt_consolidation,8000,6920.52,100
regional manager ,2,RENT,84000,7.57,0,2007,8,2,3000,house,35000,33701.09,100
executive chef,2,MORTGAGE,200000,10.67,0,2003,30,14,104100,debt_consolidation,20000,17931.76,100
telecommunications tech ,5,OWN,25000,31.61,0,2013,6,5,23500,debt_consolidation,9000,8047.14,100
finisher,0,RENT,60000,8.7,0,2007,8,4,6000,debt_consolidation,20000,19534.08,100
operations manager,10,RENT,65000,15.05,0,2004,36,18,55900,debt_consolidation,3000,2692.9,100
grocery clerk,3,RENT,15000,28.96,0,2013,13,12,9200,credit_card,8000,7223.7,100
mechanic,10,OWN,52000,2.28,0,2005,8,5,4100,major_purchase,10000,2700.05,100
services coordinator,2,RENT,44000,12.9,0,2004,18,12,2900,major_purchase,5000,4620.57,94.4
,NA,MORTGAGE,145000,16.57,0,1982,35,19,95600,debt_consolidation,15000,13839.02,91.4
renewal specialist,1,RENT,48000,18.03,0,2004,24,11,32000,debt_consolidation,10000,9522.69,95.8
associate medical director,2,OWN,100000,10.92,0,2001,10,5,15000,home_improvement,40000,37141.21,100
,NA,RENT,35000,5.59,0,2005,17,9,14200,other,3000,2719.66,88.2
junior graphic designer,0,RENT,33000,27.02,0,2009,12,9,9100,credit_card,1500,1355.43,100
ceo president,10,MORTGAGE,196000,24.38,0,2000,43,12,40000,credit_card,28000,25472.33,100
graphic designer,7,RENT,76000,11.45,0,2007,17,10,21300,debt_consolidation,8000,6939.85,100
accounting assistant,5,RENT,49000,28.8,0,1998,30,21,22500,debt_consolidation,20000,19224.93,100
group creative director,0,MORTGAGE,275000,11.12,0,1998,23,14,103100,debt_consolidation,40000,37080.55,100
forming operator,4,MORTGAGE,80000,13.47,1,2007,39,21,29200,debt_consolidation,11000,9323.13,94.9
large format printing lead,3,RENT,35500,16.93,0,2007,14,10,8600,debt_consolidation,3300,2909.13,92.9
,NA,MORTGAGE,130000,14.43,0,2003,36,10,72800,medical,15000,13851.4,100
,NA,OWN,56000,16.08,0,2003,10,5,23500,debt_consolidation,11500,10310.6,100
technical sales rep,1,OWN,150000,33.23,1,1969,35,18,63000,credit_card,16500,15236.55,97.1
pretreatment technician,10,RENT,80000,23.73,0,1996,28,10,3600,debt_consolidation,15000,14385.93,95.8
manager - projects,10,RENT,105000,14.37,0,2005,33,12,100600,major_purchase,35000,34002.9,100
hydrologist,10,MORTGAGE,72000,21.32,0,2003,31,11,13400,debt_consolidation,4400,3997.25,87.1
lieutenant,10,MORTGAGE,96000,18.66,1,2002,18,14,29800,debt_consolidation,19000,17984.13,84.6
autocad ,1,OWN,35300,27.2,0,2006,17,13,5300,debt_consolidation,3125,2749.38,93.8
office manager,10,MORTGAGE,73000,24.38,0,1982,48,23,65300,debt_consolidation,20000,18668.58,100
pharmacy technician ,10,OWN,50000,17.23,0,2005,40,14,21200,debt_consolidation,20000,19021.27,92.5
dockworker,3,OWN,70000,7.75,0,1992,11,10,61100,debt_consolidation,10000,9469.53,100
sales,7,MORTGAGE,350000,6.21,0,1986,27,13,81100,debt_consolidation,35000,31418.07,100
consulting database specialist,10,RENT,65000,26.88,2,1997,33,17,39400,debt_consolidation,14000,12908.48,93.9
house officer ,3,OWN,85820,19.44,0,1999,19,10,5300,other,16000,14840.23,100
vp hr,8,MORTGAGE,275000,19.2,0,1995,29,13,52500,debt_consolidation,8000,7262.63,93.1
teacher,10,RENT,90000,16.31,0,1991,28,12,17200,debt_consolidation,7000,6496.14,96.3
shade assembler,5,MORTGAGE,45000,42.64,0,1985,26,12,13900,debt_consolidation,24000,22421.54,100
finance,10,MORTGAGE,45000,17.49,0,2004,35,13,37700,debt_consolidation,10000,9002.87,100
carpenter,10,RENT,56000,32.32,0,2009,37,11,1900,debt_consolidation,2500,2342.31,100
counselor,2,MORTGAGE,58500,18.17,0,2008,45,10,9500,other,25000,24218.29,97.8
sales manager,0,MORTGAGE,170000,7.2,0,2000,26,8,50700,home_improvement,5000,4364.17,100
certified peer specialist,5,MORTGAGE,33427.94,3.48,0,1999,9,6,6600,debt_consolidation,9000,8138.56,100
,NA,RENT,9600,20.73,0,2007,11,5,1900,debt_consolidation,5000,4675.37,80
medical asst,10,RENT,92000,9.37,0,2008,13,11,23600,credit_card,10000,9522.22,100
,NA,MORTGAGE,12036,74.38,0,1976,31,12,15200,debt_consolidation,1200,438.66,96.4
production manager,4,MORTGAGE,49000,15.28,0,1999,25,17,18300,debt_consolidation,10000,9023.01,88
cook,4,RENT,35000,9.09,0,2006,10,6,1300,debt_consolidation,6000,5581.66,100
maintenance tech,0,RENT,35000,3.67,0,2010,9,8,16200,debt_consolidation,2500,2376.16,88.9
cleaner,4,OWN,50000,2.7,0,2013,3,3,7400,credit_card,32000,30482.2,100
pmo manager,10,MORTGAGE,98000,16.07,1,1997,26,13,19500,debt_consolidation,28000,26926.65,88.5
,NA,RENT,20400,9.82,0,2006,15,6,6500,debt_consolidation,10000,9504.67,86.7
manger/barber,10,MORTGAGE,108000,21.08,0,1986,37,22,91700,debt_consolidation,35000,33612.67,100
,NA,MORTGAGE,65318.52,22.18,0,2011,8,7,8700,home_improvement,25000,24143.51,100
teacher,10,MORTGAGE,90000,13.72,0,1994,22,11,7000,debt_consolidation,15000,14472.78,90.9
auto tech,10,MORTGAGE,52000,15.3,0,1998,24,10,13200,credit_card,16000,14856.47,100
electronic engineer,8,MORTGAGE,109000,13.82,1,1982,28,10,27900,debt_consolidation,20000,17953.16,64.3
interior concept designer,1,RENT,65000,15.94,0,2011,20,20,23000,credit_card,10000,8782.01,100
machine operator,1,RENT,55000,11.52,0,2008,10,4,9800,car,10000,9537.61,80
dock worker,10,MORTGAGE,58000,18.48,0,2004,23,8,29000,debt_consolidation,15000,14223.68,100
assistant,10,MORTGAGE,84000,22.6,2,2002,22,13,7900,debt_consolidation,11100,10672.97,81.8
lead driver,10,RENT,85000,21.22,0,2005,19,7,11300,debt_consolidation,24000,23760.26,95
residential coordinator,1,OWN,33000,20.58,0,1974,22,10,16500,credit_card,1950,1855.46,63.6
,NA,MORTGAGE,40000,7.2,0,1998,12,5,7200,debt_consolidation,15000,14518.41,83.3
supervisor ,3,RENT,46800,16.62,0,2000,24,5,26700,house,8000,7398.32,95.8
assistant registrar-graduation,10,RENT,48000,15.38,0,1987,8,6,7500,debt_consolidation,8500,7866.34,100
assistant to internet director,4,MORTGAGE,67764,17.62,0,1995,15,8,13100,debt_consolidation,12000,11175.06,100
family skill specialist,4,OWN,26000,10.85,0,1983,7,4,48500,credit_card,24000,23048.67,100
head of shopper engagement,3,MORTGAGE,245000,36.25,0,2001,26,12,58000,debt_consolidation,12475,12120.3,100
shipping & receiving,2,RENT,45000,27.28,0,1994,14,11,14500,credit_card,11500,11172.37,100
rn,0,RENT,24000,1.25,0,2004,22,16,800,other,1000,407.83,100
manager,10,MORTGAGE,80000,0.75,0,2004,9,4,5700,home_improvement,15000,13954.16,88.9
managment,10,MORTGAGE,52000,12.08,0,2006,15,10,47100,credit_card,13250,11964.29,93.3
manager,9,MORTGAGE,70000,13.75,0,2006,44,12,23900,house,10000,8985.52,100
director of operations,3,RENT,100000,8.59,0,2012,8,8,28800,credit_card,18000,16864.81,100
branch manager ,10,MORTGAGE,95000,18.89,0,2001,28,11,47900,vacation,2400,2226,93.8
rural carrier,10,MORTGAGE,78000,19.97,2,1996,18,13,33700,debt_consolidation,21700,21194.5,72.2
office administrator,10,RENT,65000,37.06,0,1990,29,14,66000,debt_consolidation,36525,32105.81,100
regional director,2,MORTGAGE,85000,17.61,1,2002,34,10,13600,credit_card,5000,4497.14,76.5
educator,10,MORTGAGE,138000,27.51,1,1994,19,10,0,debt_consolidation,28000,25875.28,89.5
fixed assets manager,10,MORTGAGE,72900,21.05,0,2003,25,8,27400,debt_consolidation,35000,31729.59,100
manager,10,MORTGAGE,100000,38.45,0,2007,63,38,171200,credit_card,40000,38847.77,100
,NA,MORTGAGE,31000,17.96,0,1996,24,9,15700,credit_card,14000,13532.58,91.7
rn,10,MORTGAGE,95000,6.27,0,2013,6,6,12500,home_improvement,20000,18873.31,100
hub employee,10,RENT,28000,11.36,0,2008,15,10,14700,debt_consolidation,7000,6499.71,100
technical solutions architecture manager,6,MORTGAGE,115000,9.11,1,2005,18,13,31200,debt_consolidation,20000,17631.3,77.8
dentist ,10,RENT,250000,5.44,0,2002,25,12,58500,credit_card,40000,38000.6,100
social worker,7,RENT,80000,15.46,0,2007,42,22,10300,credit_card,10000,9065.45,95.1
service representative,1,RENT,40000,7.2,0,2008,26,9,35200,car,8000,7392.94,100
delivery merchandiser,10,RENT,50000,2.42,0,1985,12,6,2600,credit_card,4000,3707.99,91.7
physician ,0,RENT,70000,34.13,0,2007,14,11,50600,credit_card,30000,26524.06,100
executive assistant,3,RENT,109000,17.68,0,2007,17,9,49800,debt_consolidation,20000,14358.08,94.1
attorney,6,MORTGAGE,220000,18.01,0,1984,34,17,23600,home_improvement,24000,22210.89,76.5
dietary aide,10,RENT,35000,25.65,0,2006,14,7,11500,credit_card,4000,3597.72,100
engineer departnent,0,RENT,47328,10.19,0,2003,11,5,12500,other,14000,13465.57,100
nurse practitioner ,9,MORTGAGE,90000,24.17,0,1995,26,14,89700,debt_consolidation,24000,22162.27,100
cashier ,0,RENT,17000,5.44,0,2012,5,4,6000,other,2800,2499.22,80
principal ,10,MORTGAGE,240000,9.49,0,1995,36,17,59300,debt_consolidation,32000,30491.9,100
manager ,8,MORTGAGE,62000,27.7,0,1998,45,17,7100,credit_card,12000,10843.53,81.8
fbc,1,MORTGAGE,66000,1.45,0,2002,13,5,2800,home_improvement,9600,8899.33,61.5
shipping clerk,10,MORTGAGE,39000,9.78,0,2004,16,13,59100,credit_card,9600,8607.11,100
claims investigator,3,RENT,76000,11.81,0,1996,13,7,20600,debt_consolidation,3500,3062.3,92.3
executive customer service,10,MORTGAGE,80000,14.44,0,1987,33,23,70200,debt_consolidation,8000,6963.58,100
engineering supervisor,10,MORTGAGE,110000,31.18,0,1989,21,9,31950,debt_consolidation,12000,10557.7,95
administrator,10,MORTGAGE,89000,38.98,0,1999,46,28,83700,debt_consolidation,32400,28505.88,100
,NA,MORTGAGE,13800,128.61,0,1996,13,10,48200,home_improvement,3600,3213.28,100
legal assistant,10,RENT,31800,14.72,0,1994,12,3,11000,debt_consolidation,15000,14452.23,100
registered nurse,0,MORTGAGE,60000,17.58,0,1995,28,10,15100,debt_consolidation,8300,7534.99,85.7
deputy sheriff,10,MORTGAGE,140000,20.57,0,1999,43,19,47600,debt_consolidation,25600,22283.49,100
project manager,10,RENT,100000,22.64,0,2003,30,16,29700,debt_consolidation,20000,19288.09,96.7
lead software architect,2,MORTGAGE,180000,9.92,0,2001,26,15,13600,debt_consolidation,27900,26649.66,72
sales,10,MORTGAGE,80000,14.52,0,2006,18,9,23300,other,4000,3495.61,100
ir technologist ,10,MORTGAGE,71000,18.61,0,2001,23,13,16900,other,1000,927.51,95.7
engineer tech,6,MORTGAGE,62000,16.82,0,1994,21,9,58600,credit_card,24000,23048.67,95.2
owner/operator,10,MORTGAGE,156000,13.22,0,1984,28,14,114100,credit_card,40000,35977.23,100
manager,6,MORTGAGE,77000,7.84,0,1998,31,9,14500,debt_consolidation,22000,20394.07,100
sales,10,RENT,125000,5.65,0,2004,24,16,23600,debt_consolidation,6400,5774.69,91.3
carpenter,10,RENT,100000,24.8,0,1998,27,9,21600,debt_consolidation,12000,10675.4,100
sales manger,1,MORTGAGE,85000,24.42,0,1995,48,20,33000,debt_consolidation,30000,26733.24,100
claims examiner ii,1,OWN,76000,18.08,2,1991,12,5,1500,debt_consolidation,12000,11774.14,83.3
patternmaker / designer,6,RENT,96000,10.66,0,2012,8,6,41200,credit_card,20000,17971.08,100
senior chemist,4,MORTGAGE,139500,21.22,0,2001,39,13,62000,debt_consolidation,24000,21654.89,66.7
civil engineering tech,2,MORTGAGE,74200,16.19,0,2004,24,5,26700,debt_consolidation,38400,36412.66,95.8
operations manager,9,MORTGAGE,75000,10.15,1,2004,18,9,18300,debt_consolidation,10000,9657.41,93.3
owner operator,4,RENT,70000,2.59,1,2004,27,7,13400,debt_consolidation,30000,28069.29,92.3
district technology support analyst,10,RENT,113000,12.86,0,2003,23,13,17700,debt_consolidation,9000,8394.36,87
sr rest engineer ,3,RENT,104000,33.84,0,2014,20,19,63600,debt_consolidation,28000,26075.44,100
owner,10,MORTGAGE,12000,204.13,0,1992,19,13,57300,debt_consolidation,29000,26968.19,100
chef,0,RENT,14400,3.83,0,2012,2,2,6300,major_purchase,5000,4889.26,100
receptionist,1,RENT,30163,27.7,0,2015,9,7,12300,debt_consolidation,26000,25574.64,100
manager,10,MORTGAGE,120000,7.81,0,1999,8,4,3000,debt_consolidation,25000,21847.54,75
manager,10,OWN,79500,17.98,1,1997,26,16,33700,debt_consolidation,25000,22642.85,96.2
office manager,1,RENT,35000,22.57,0,2005,17,9,21800,debt_consolidation,14000,12377.87,94.1
patient care coordinator,9,RENT,51200,9.14,0,2007,12,8,2500,debt_consolidation,6000,5577.82,100
sergeant,7,RENT,46000,36.45,0,2010,15,9,10300,debt_consolidation,12000,10486.83,100
personal asst ,10,MORTGAGE,110000,13.6,0,2003,35,16,51100,credit_card,20000,18346.12,97.1
stylist/owner,8,RENT,62000,30.38,0,2004,20,13,11700,credit_card,10000,8849.12,90
registered nurse,7,MORTGAGE,78000,15.34,0,1996,39,20,3300,house,10000,9476.02,71.8
executive assistant,1,RENT,33800,16.66,0,2014,11,8,7500,credit_card,5000,1332.5,100
territory manager,5,MORTGAGE,105000,16.55,0,2004,13,5,8700,home_improvement,10000,9270.01,76.9
welder/fabricator,8,OWN,50960,6.88,0,2012,10,8,16500,other,10000,8749.43,100
solutions manager,1,OWN,87000,19.97,0,2005,21,9,50200,credit_card,15000,14405.42,71.4
health technician,2,RENT,53000,24.34,0,2007,14,9,32500,debt_consolidation,17000,15839.82,100
,NA,MORTGAGE,56000,19.95,0,1984,26,11,50000,debt_consolidation,19475,17039.55,100
hr analyst,0,RENT,75000,17.23,0,1997,29,9,10400,debt_consolidation,10000,9257.72,34.5
editor,10,MORTGAGE,50000,80.75,0,1995,28,15,25300,home_improvement,8000,7223.71,100
account manager,1,RENT,56000,11.62,0,2004,29,10,9100,debt_consolidation,10000,9036.27,69
loan analyst,3,RENT,60000,20.16,0,2009,19,12,17000,credit_card,16000,15450.24,73.7
senior research project manager,10,MORTGAGE,78900,34.02,2,2005,16,12,9800,debt_consolidation,14000,13518.96,92.3
senior dba,3,MORTGAGE,118000,19.71,1,2003,49,25,48900,debt_consolidation,11300,10163.54,97.9
paralegal,10,MORTGAGE,85000,19.95,0,2003,23,15,36900,debt_consolidation,15000,14132.9,100
pr representative,1,RENT,40000,15.53,0,2014,8,6,40200,credit_card,10000,9254.54,100
teacher,10,OWN,65000,38.29,0,2002,46,18,63100,credit_card,25000,23281.4,100
,NA,MORTGAGE,24000,35.5,0,2009,11,11,14200,debt_consolidation,15000,14327.76,100
truck driver,9,MORTGAGE,75999,34.38,0,2001,36,16,72500,credit_card,19200,17756.03,100
manager ii,10,MORTGAGE,130000,9.53,0,1972,32,10,46900,other,14000,0,100
hr data tech,1,RENT,45000,27.92,0,2008,39,22,17300,debt_consolidation,13000,12093.6,97.4
department mananger,10,MORTGAGE,45000,25.31,0,2003,23,12,16300,debt_consolidation,28000,26745.52,95.5
supervisory auditor,10,MORTGAGE,114000,18.57,0,1999,31,14,72200,debt_consolidation,26000,24706.99,100
research specialist,5,RENT,55000,20.05,0,1991,17,11,10000,debt_consolidation,7000,236.3,100
firefighter,1,RENT,50000,23.97,0,2006,23,11,26900,debt_consolidation,25000,24253.68,100
book keeper,10,OWN,37000,30.51,0,2001,12,5,22100,debt_consolidation,20000,17759.27,100
direct support,2,RENT,65000,21.92,1,1993,33,12,14400,debt_consolidation,20000,19269.63,91
business systems analyst,0,MORTGAGE,120000,14.24,0,1994,19,11,11800,debt_consolidation,12000,11163.33,73.7
teacher,2,RENT,56000,6.79,0,2002,12,5,1700,debt_consolidation,8650,7654.48,100
business development associate,5,RENT,70000,3.82,0,1996,7,5,43000,debt_consolidation,7500,0,100
owner,10,MORTGAGE,196000,14.4,0,2000,28,11,7900,debt_consolidation,21000,19434.52,66.7
owner,9,OWN,150000,4.66,0,2010,5,5,7200,debt_consolidation,12000,10548.1,100
compliance manager,7,OWN,73000,26.04,0,2000,23,10,29500,debt_consolidation,10000,9247.93,100
"inventory specialist, purchasing",10,MORTGAGE,66000,26.4,0,2005,19,12,36800,home_improvement,25000,24021.35,100
,NA,OWN,14000,17.67,0,1997,15,8,19300,debt_consolidation,8500,7419.11,100
legal advisor,3,RENT,77000,24.06,0,2009,18,13,81900,credit_card,18000,16265.29,100
disclosure specialists ,0,RENT,52000,16.39,0,1974,45,31,89500,credit_card,18000,17210.45,100
sr program manager,10,RENT,93500,17.16,1,2009,38,13,11000,other,9500,8869.78,97.4
accountant ,0,MORTGAGE,55000,23.88,0,2007,22,10,33600,debt_consolidation,20000,0,95
marketing,1,RENT,90000,8.79,0,2002,31,11,16000,debt_consolidation,10000,9285.29,88.5
beauty stylist,4,MORTGAGE,70000,13.5,0,2005,8,6,54800,debt_consolidation,30000,27678.08,100
transportation/ cdl driver,5,RENT,100000,27.72,0,2005,15,13,18400,debt_consolidation,28000,27101.03,100
security officer,10,MORTGAGE,85000,29.58,0,1986,33,17,18500,home_improvement,25000,22574.16,100
warranty administrator,8,MORTGAGE,195000,12.95,1,2001,21,12,39200,debt_consolidation,30000,27810.09,85.7
financial clerk,6,RENT,90000,14.66,0,1998,10,6,67100,debt_consolidation,40000,36175.89,100
,NA,RENT,31000,25.18,0,2003,15,8,7600,debt_consolidation,8000,6999.51,100
safety monitor,2,RENT,35000,8.02,0,1989,8,8,7500,other,12000,10334.83,100
civil engineer,1,RENT,81000,18.5,0,2004,20,12,17100,house,12000,11306.32,100
roofer,10,RENT,30000,19.8,0,2013,22,6,6600,credit_card,8000,7453.95,100
general manager,8,MORTGAGE,50000,13.08,0,1994,5,4,11900,debt_consolidation,10000,8815.64,100
enterprise account executive,1,RENT,100000,9.17,0,1999,23,8,32100,credit_card,6650,6307.62,100
painter,7,MORTGAGE,70000,6.36,0,2001,17,8,24200,credit_card,10000,8704.48,100
program support clerk,3,RENT,39053,22.86,0,1994,10,9,16300,credit_card,5200,4584.15,100
community development manger,3,RENT,55000,12.52,0,2005,9,4,8500,debt_consolidation,15525,14811.36,77.8
installer,10,MORTGAGE,60000,9.8,0,2007,31,12,34700,debt_consolidation,6000,5391.31,100
teller,9,RENT,22000,9.93,0,1999,20,11,20900,medical,5000,4501.41,100
laborer,2,MORTGAGE,44190,18.98,0,1999,19,10,31600,other,3500,3138.03,100
,NA,MORTGAGE,23000,22.66,0,2014,24,21,109300,credit_card,15000,13791.64,100
driver,10,RENT,120000,16.72,0,2010,16,16,24800,debt_consolidation,21625,20519.63,100
hr,5,MORTGAGE,67000,33.01,1,1999,25,13,11700,home_improvement,11200,10446.44,92
professor,10,MORTGAGE,137000,14.16,0,1984,33,24,96300,debt_consolidation,40000,35977.23,100
vicepresident,10,MORTGAGE,30000,3.76,0,2009,15,8,7200,major_purchase,10000,8815.65,100
,NA,RENT,75000,17.74,0,2003,26,15,25500,debt_consolidation,36000,33390.9,100
painter,4,RENT,44500,19.85,0,2011,13,6,10000,debt_consolidation,17000,16314.84,100
office manager,1,MORTGAGE,42000,11.66,0,1985,19,10,26000,credit_card,9000,8170.5,100
systems engineer,10,RENT,119000,8.64,0,2002,34,12,3000,debt_consolidation,28000,27305.18,100
,NA,RENT,63000,35.12,0,2008,16,10,24700,credit_card,15000,14499.17,100
survey designer,5,RENT,41600,5.25,0,2002,8,5,12800,credit_card,7000,6275.99,100
medical biller,10,MORTGAGE,50000,10.8,0,2004,13,5,29200,debt_consolidation,20000,19430.21,75
teller,0,RENT,19719,3.04,0,2012,9,9,4300,credit_card,1000,881.56,44.4
registered professional land surveyor,4,MORTGAGE,74500,21.62,0,2001,13,7,15300,debt_consolidation,7000,6102.23,92.3
office manager,4,RENT,50000,34.04,1,2006,22,13,8300,credit_card,5000,4462.89,86.4
registered nurse,8,MORTGAGE,75000,21.52,0,2003,36,14,32500,credit_card,30000,26217.04,97
sheriff deputy,10,MORTGAGE,67000,22.14,0,2002,36,19,25500,debt_consolidation,6000,5552.72,97.2
instructor,10,OWN,80000,33.37,0,1991,18,13,33500,debt_consolidation,20000,18756.83,94.4
,NA,OWN,10800,92.67,1,1985,18,8,8800,home_improvement,20000,19080.9,83.3
parts specialist,10,MORTGAGE,70000,17.64,0,2004,13,5,17000,home_improvement,12000,11105.43,100
humans resources ,4,RENT,35000,18.42,0,2007,23,8,12000,credit_card,5000,4352.5,100
rehabilitation counselor ,3,RENT,37000,30.62,0,2005,58,35,17300,debt_consolidation,15000,13273.7,100
purchasing,10,RENT,114000,13.23,0,2006,32,26,20900,debt_consolidation,15000,14365.05,96.9
bartender,10,OWN,20000,34.72,0,2003,14,7,22800,credit_card,5000,0,76.9
teacher ,10,RENT,61000,13.08,2,1999,21,5,8900,debt_consolidation,13000,12287.09,81
,NA,OWN,37000,37.46,0,1998,37,22,170100,debt_consolidation,17975,17122.43,97.3
insurance verification coordinator ,9,RENT,41600,27.03,0,1996,17,15,43300,debt_consolidation,28275,27268.32,100
qa analyst,10,MORTGAGE,57056.62,3.85,0,2002,33,22,11100,vacation,11000,10481.59,100
program coordinator ,10,MORTGAGE,70000,25.73,0,1989,23,11,45500,credit_card,25000,23581.18,95.7
iss rep,0,OWN,24000,9.2,0,2011,10,5,12300,debt_consolidation,3300,3059.08,100
teacher ,2,RENT,60000,27.16,0,2000,51,18,54800,credit_card,30000,28508.06,100
software development engineer in test,1,RENT,70000,9.69,0,2010,24,15,8600,credit_card,7200,6521.11,100
program manager,10,MORTGAGE,57000,16.02,0,1991,17,8,44700,house,30000,28050.79,100
set designer,5,RENT,150000,7.05,0,2003,26,8,14400,debt_consolidation,25000,23240.95,88.5
senior teller,4,RENT,33000,27.2,0,2004,23,6,35500,credit_card,20000,19453.23,100
sales,10,MORTGAGE,68000,11.22,1,1997,34,10,20000,other,4000,0,85.3
superintendent ,8,RENT,152000,13.42,0,1998,13,8,54800,debt_consolidation,40000,36091.52,100
assistant principal,0,RENT,78000,17.22,0,2005,44,26,16000,debt_consolidation,40000,36144.54,100
service expert ,0,RENT,50000,15.67,0,2014,9,7,26500,debt_consolidation,13000,12024.3,100
manager,1,RENT,50000,18.19,0,2010,10,10,20500,debt_consolidation,15000,14321.44,100
user access manager,0,RENT,57000,14.11,0,2009,4,3,17000,debt_consolidation,27000,25602.65,75
technology coordinator,9,MORTGAGE,63000,20.27,0,2009,12,9,20000,credit_card,13000,11703.72,91.7
truck driver,4,MORTGAGE,80000,10.91,2,2000,18,7,4400,debt_consolidation,15000,14266.83,83.3
extruder,0,RENT,50000,1.8,0,2010,17,4,5200,vacation,3000,2753.1,93.3
sales,3,MORTGAGE,114000,19.66,0,2001,29,14,77800,other,21600,21064,100
auto damage appraiser,10,MORTGAGE,76500,27.48,0,2004,30,10,5800,debt_consolidation,35000,33961.99,100
"sr, examiner",10,RENT,72000,24.28,0,1997,31,16,28500,vacation,2500,2259.04,100
retail sales,10,RENT,112000,12.36,1,1987,10,8,10100,other,4000,3828.12,80
account supporr,6,MORTGAGE,37400,21.53,0,2010,19,9,13700,credit_card,10000,9441.04,100
lead teller,4,RENT,26000,14.08,0,2014,6,5,7500,debt_consolidation,6400,5918.74,100
,NA,RENT,25000,9.84,0,1974,7,1,6500,debt_consolidation,6900,6138.35,100
administrator,10,MORTGAGE,100000,38.49,0,2005,20,11,14000,car,6000,5304.78,94.7
union carpenter,3,MORTGAGE,74500,1.98,0,2009,11,8,40800,car,3000,2770.26,100
professor,10,OWN,95000,55.61,0,1996,35,21,24400,medical,10000,9029.64,100
administrative associate,10,MORTGAGE,70000,11.06,0,2003,31,17,22500,debt_consolidation,12000,10827.62,96.7
medical billing ,10,MORTGAGE,40000,39.03,1,2008,17,15,29100,debt_consolidation,16000,14874.34,94.1
registrar,1,RENT,79000,29.17,0,1999,30,16,58400,debt_consolidation,30000,28697.54,100
office manager ,1,RENT,41000,27.43,1,2012,15,12,16400,debt_consolidation,10800,10353.23,93.3
executive director,5,RENT,73000,12.13,0,2004,40,7,17500,credit_card,12000,11136.26,94.9
deli steward,1,RENT,25000,7.06,0,2001,4,2,6500,home_improvement,6000,5581.66,100
software developer,5,MORTGAGE,86000,2.96,0,2007,9,2,10400,car,6500,6006.74,100
rx lab tecg,5,RENT,33000,5.78,0,2005,12,9,6600,car,6000,5274.05,100
,NA,RENT,75000,32.86,0,2006,20,8,6500,credit_card,7500,6851.56,76.5
ptl,5,RENT,45000,10.6,0,2012,20,7,35400,credit_card,10000,8976.56,100
copywriter,2,RENT,114000,11.2,0,2006,13,7,20100,credit_card,27500,24757.94,92.3
maintenance technician,5,MORTGAGE,48000,44.35,0,2000,21,10,13000,debt_consolidation,25875,24961.62,95.2
sales consultant ,2,RENT,45000,16.11,0,2008,7,3,4500,debt_consolidation,6000,4879.78,100
executive director ,3,MORTGAGE,90000,10.15,0,2003,20,9,7000,debt_consolidation,40000,38044.89,95
customer service manager,6,RENT,55000,23.35,1,2003,42,20,20600,credit_card,2500,2224.02,97.6
installer,1,RENT,36000,4.87,0,2008,5,2,0,small_business,7000,6430.33,75
district manager,3,RENT,120000,8.25,0,1986,18,14,26300,debt_consolidation,8000,7218.41,100
depart head ,2,OWN,42000,16.49,0,2000,9,7,12500,other,12000,11588.87,100
sr culinary manager,10,MORTGAGE,79500,16.05,2,2000,37,14,8300,debt_consolidation,15000,14705.91,81.1
laborer,0,RENT,42000,5.83,0,2014,9,9,11800,debt_consolidation,4000,3499.73,100
asmt,10,RENT,35000,21.5,0,2000,20,10,6000,other,6500,6042.62,95
president,8,OWN,250000,2.58,0,2003,22,9,56800,home_improvement,40000,37963.23,100
document control specialist,2,MORTGAGE,41000,41.51,0,2001,31,10,6800,home_improvement,32000,30759.92,93.5
painter ,10,RENT,69000,11.83,0,2007,12,5,19900,vacation,10000,9270.14,91.7
designer,2,RENT,69200,5.03,0,2011,21,10,11700,medical,15000,13905.04,90.5
,NA,MORTGAGE,35000,10.67,1,1993,18,10,6800,home_improvement,12000,11539.98,94.4
sales,10,MORTGAGE,220000,7.52,0,1999,25,10,9700,debt_consolidation,24000,22806.46,100
owner,6,RENT,68000,17.25,0,1996,37,13,24000,debt_consolidation,15000,14223.91,86.5
patient financial services,2,RENT,50000,37.73,2,2005,42,16,48300,credit_card,15000,13968.96,94.7
master inspecter,10,MORTGAGE,60000,16.12,0,2001,16,7,25200,debt_consolidation,10000,8996.09,100
merchandise and lnventory leader,9,RENT,35000,10.8,0,2005,14,6,12900,car,8000,7596.42,100
owner,5,MORTGAGE,52000,17.75,0,2005,9,7,12700,debt_consolidation,6300,5684.46,100
computer repair consultant,10,MORTGAGE,24000,18.85,1,1984,16,11,23900,home_improvement,4500,4043.46,87.5
registered nurse,10,MORTGAGE,85000,26.03,0,2003,33,9,41100,credit_card,30000,0,100
sales representative,1,RENT,52000,28.5,0,1985,43,22,80100,debt_consolidation,12000,11448.53,100
director of financial services,8,MORTGAGE,175000,14.8,0,2000,28,18,72800,debt_consolidation,16000,14376.87,100
partner,2,OWN,120000,6.78,0,2004,23,10,54900,debt_consolidation,24000,20890.75,100
practice manager,10,OWN,62000,13.53,3,1998,21,15,12300,debt_consolidation,15000,13692.04,57.1
feeder,9,MORTGAGE,45000,16.83,0,2011,10,8,11100,debt_consolidation,15000,13296.68,100
manager,10,OWN,35000,16.05,0,2002,9,8,20700,credit_card,14000,11837.49,100
assistant general manager,1,RENT,43000,19.15,0,1999,14,4,0,other,35000,33643.67,78.6
clinical coordinator ,10,MORTGAGE,114000,10.78,0,1985,24,13,54200,home_improvement,12000,9353.05,100
vp aquisitions,10,MORTGAGE,388000,8.93,0,1982,18,8,23400,debt_consolidation,35000,31729.59,64.7
line lead,10,MORTGAGE,65000,12.37,0,2007,14,9,10800,debt_consolidation,10000,9537.61,100
plumber,1,RENT,30000,3.85,0,2007,9,7,4000,debt_consolidation,5000,4399.27,88.9
officer,10,MORTGAGE,90000,12.5,0,2002,34,9,45300,debt_consolidation,36500,32725.5,100
supervisor,7,MORTGAGE,55000,1.64,0,2014,12,10,22600,other,4800,4440.25,100
receptionist,3,MORTGAGE,3300,469.09,0,1998,34,15,16800,debt_consolidation,25000,22643.18,91.2
electrician,10,MORTGAGE,90000,23.15,0,1993,32,13,19900,credit_card,20000,17953.16,93.8
driver,4,MORTGAGE,48000,18.65,1,2007,13,8,18600,other,2400,2235.01,92.3
customer service,10,RENT,50000,23.46,0,1997,15,8,19300,medical,6000,5396.56,100
veterans service representative,9,MORTGAGE,71422,14.96,2,2000,24,9,17100,debt_consolidation,20000,17498.86,70.8
accountant,2,MORTGAGE,77000,12.23,2,2007,19,9,20900,debt_consolidation,24000,21687.05,88.9
sales associate ,2,RENT,42000,13.96,0,2009,13,12,25500,credit_card,15000,13861.74,100
driver,10,MORTGAGE,80000,10.4,0,1994,16,8,39000,home_improvement,20000,18452.04,100
store manager ,2,RENT,45000,8.29,0,2007,12,8,5800,credit_card,11000,0,83.3
rn,5,MORTGAGE,82000,25.76,0,2002,19,11,11800,debt_consolidation,7500,6768.73,94.7
chef,8,MORTGAGE,85600,37.87,0,1998,27,12,55800,home_improvement,14800,13188.36,96.3
marketing,5,RENT,78000,12.31,0,2005,29,9,21000,credit_card,20000,17547.89,90.9
operating engineer,3,RENT,90000,21.29,0,2004,19,12,34200,debt_consolidation,10000,8734.68,94.7
machinist,10,MORTGAGE,68000,20.76,0,1988,39,19,30600,home_improvement,22000,19150.7,100
owner,10,MORTGAGE,60000,0.88,0,2006,6,5,3300,credit_card,10000,9057.25,83.3
supervisor,4,RENT,54600,20.44,2,2005,13,4,9600,debt_consolidation,13000,12030.87,69.2
service specialist,1,MORTGAGE,40000,32.67,0,2004,11,7,24000,debt_consolidation,32000,29952.48,90.9
office manager,3,MORTGAGE,24000,75.45,0,1984,26,18,31700,debt_consolidation,32000,31249.01,92
sales specialist,10,MORTGAGE,70000,26.11,0,1994,26,8,27500,credit_card,20000,19217.08,100
full charge book keeper,4,RENT,50000,10.83,0,2006,23,8,24500,home_improvement,2050,1811.88,100
,NA,OWN,34000,15.81,1,2003,19,12,19000,debt_consolidation,12000,10893.83,83.3
associate ,3,RENT,55000,28.19,0,2014,11,6,13800,credit_card,12000,11097.5,100
satellite network engineer,4,OWN,81000,18.5,0,1992,62,38,36900,home_improvement,12000,11124.02,80.6
sales,7,MORTGAGE,20000,18.73,0,2007,18,10,2000,debt_consolidation,5400,4912.5,100
project coordinator,2,RENT,55000,5.78,0,2012,9,5,9300,credit_card,6000,5577.82,100
registered nurse,5,RENT,58000,29.4,0,2005,32,24,16300,credit_card,7400,6542.57,100
cleaner,5,RENT,17000,22.67,0,1995,16,5,16300,debt_consolidation,8000,7267.74,100
nurse,5,RENT,110000,21.34,3,2003,26,10,7300,other,12000,11578.21,88.5
prep cook,6,OWN,42000,16.65,0,1977,8,3,10600,debt_consolidation,10000,9336.62,87.5
transportation specialist,2,MORTGAGE,33975,83.4,1,1999,29,15,72900,debt_consolidation,40000,37080.14,92.6
,NA,RENT,25000,14.31,0,2006,10,7,16900,debt_consolidation,9500,8342.92,100
sr programmer,10,OWN,118000,14.22,0,1994,29,9,26000,home_improvement,15000,14452.23,82.8
bus operator ,2,RENT,33000,29.67,1,2008,27,10,8000,credit_card,14000,13340.21,92.6
meat wrapper,10,MORTGAGE,32248.24,24.71,0,1992,29,10,18900,credit_card,10000,9551.96,100
regional account manager,3,MORTGAGE,87500,17.59,0,2002,24,15,21000,debt_consolidation,35000,33175.76,100
project manager,5,RENT,73000,30.97,0,1990,27,9,23500,debt_consolidation,11500,10881.94,88.9
automotive technician,10,MORTGAGE,95000,16.27,0,2002,42,15,29800,debt_consolidation,21975,20886.5,100
accounts receivable coordinator,4,MORTGAGE,275000,4.57,0,1991,43,29,29400,credit_card,12000,10557.71,92.9
radiologic technologist,2,RENT,55000,19.45,0,2005,32,28,33700,debt_consolidation,23000,21770.29,100
teacher,10,RENT,52000,14.49,0,2005,14,7,25700,credit_card,10000,6885.28,100
ceo,10,MORTGAGE,78000,13.23,1,1999,35,18,69700,debt_consolidation,40000,38515.13,94.1
srv analysts ,7,RENT,70090,32.77,0,2002,12,11,41900,other,20000,18783.84,100
program manager,10,MORTGAGE,65000,25.01,0,2002,41,22,13100,credit_card,10000,8739,82.1
police officer,6,MORTGAGE,102000,11.39,0,2008,15,11,63600,credit_card,40000,37369.27,100
,NA,OWN,78000,20.28,0,2003,26,14,40500,credit_card,15000,13464.86,96
night operations manager ,10,OWN,94000,17.78,1,2005,23,15,13100,debt_consolidation,8000,7469.28,82.6
reciever,0,RENT,24000,4.4,0,2010,8,2,3500,moving,6025,5882.76,100
registered nurse,3,RENT,90000,3.92,0,2014,22,18,68200,major_purchase,30000,26982.9,100
senior cohort sales advisor,3,RENT,200000,27.4,0,1982,25,12,38500,debt_consolidation,20000,18684.61,90.5
quantitative modeller,2,MORTGAGE,120000,16.53,0,1981,15,11,55600,home_improvement,35000,31449.39,85.7
programs manager,2,MORTGAGE,179000,11.08,4,2001,24,13,13300,debt_consolidation,12000,11130.17,77.8
store associate,10,RENT,45240,18.36,0,2008,9,8,6700,other,15000,14419.49,77.8
fleet manager,8,RENT,80000,10.72,0,1998,20,8,10800,credit_card,13000,0,75
lineman,10,MORTGAGE,125000,21.34,3,2003,33,11,25900,debt_consolidation,20000,17880.79,84.4
mechanic,1,OWN,43000,25.76,0,1997,18,4,0,other,1600,1485.81,50
tank relocation specialist ,3,OWN,62000,21.93,1,2006,8,6,7100,debt_consolidation,6000,5446.9,85.7
owner,10,OWN,200000,5.36,1,2006,19,12,25900,major_purchase,30000,29145.31,89.5
locomotive engineer,10,OWN,161105,28.28,0,1997,22,14,38100,credit_card,15000,13927.93,100
hr director ,5,RENT,138000,6.84,0,2000,34,14,14500,moving,3000,2637,90.6
loan officer,10,MORTGAGE,58000,29.53,0,2000,33,16,37700,credit_card,39600,36410.01,97
,NA,OWN,22212,9.08,0,2007,10,4,2500,debt_consolidation,5000,4532.79,100
human resources director,2,MORTGAGE,63000,33.62,0,1986,21,14,24200,debt_consolidation,18875,17147.14,100
ceo,10,MORTGAGE,120000,28.61,2,2000,37,16,59500,debt_consolidation,40000,35457.82,91.4
mechanic,8,MORTGAGE,78000,20.12,0,2006,12,8,8000,debt_consolidation,15000,14013.48,100
security supervisor,6,RENT,44000,29.49,1,2009,14,10,17000,other,6000,5601.95,92.9
store manager,1,MORTGAGE,102000,33.14,0,2000,27,13,7900,debt_consolidation,12500,11731.34,88.9
administrative assistant-requisitions,3,MORTGAGE,39332.8,15.09,0,1996,25,14,38300,debt_consolidation,9500,8302.05,100
business analyst,0,MORTGAGE,140000,17.75,0,1993,32,22,29200,renewable_energy,13000,12704.93,100
patrolman,1,RENT,19000,41.44,0,2011,10,8,20100,debt_consolidation,20000,18046.03,100
account executive,3,MORTGAGE,60000,5.74,0,1993,13,3,17900,home_improvement,35000,31883.47,84.6
,NA,RENT,22000,11.24,0,1996,9,7,5100,debt_consolidation,7000,6499.71,88.9
owner/manager,0,RENT,55000,37.03,0,2000,35,19,50400,debt_consolidation,16700,15005.84,100
supervisory passport specialist ,10,RENT,100000,18.18,0,2004,29,18,41600,other,15000,13173.04,89.3
vp global business development,10,MORTGAGE,170000,13.67,0,2008,20,9,51200,credit_card,40000,19229.06,100
program coordinator,0,MORTGAGE,85000,13,0,2006,29,13,47800,debt_consolidation,24000,0,100
store manager,9,RENT,71000,24.29,0,2006,19,10,6600,major_purchase,4000,3712.07,100
chief solutions officer,10,MORTGAGE,195000,24.81,0,2007,36,23,78300,debt_consolidation,35000,30944.76,100
,NA,MORTGAGE,17200,20.96,0,2011,8,6,4800,debt_consolidation,9525,8665.1,100
sales,7,RENT,60000,16.34,0,1997,17,9,14600,debt_consolidation,13500,0,82.4
housekeeper,10,RENT,50000,13.97,0,2005,7,6,3400,small_business,20000,18294.92,85.7
chefs ,6,RENT,48000,22.08,0,2006,14,5,20000,vacation,10000,8976.56,100
driver,4,OWN,39000,23.05,0,1988,25,15,10500,other,3500,3170.02,92
department manager,10,MORTGAGE,104000,10.97,0,2003,68,35,164100,debt_consolidation,9000,8303.4,100
teacher,5,MORTGAGE,85000,34.55,0,1998,26,13,24100,debt_consolidation,15000,14265.96,92
executive assistant,9,RENT,66913.6,12.89,0,2006,24,12,10500,credit_card,5000,4420.65,100
farmer,5,RENT,60000,15.26,0,2012,12,6,9800,debt_consolidation,5000,4420.65,83.3
lpn ,1,OWN,45000,34.83,0,1999,24,15,17500,credit_card,2200,2045.17,100
owner,3,MORTGAGE,140000,37.22,0,2002,78,34,61700,car,10000,8849.12,100
enterprise product manager,1,RENT,170000,12.47,0,1999,10,3,26000,vacation,2000,0,100
account supervisor,10,RENT,53000,9.76,0,2012,12,11,3500,debt_consolidation,6025,5317.54,100
healthcare coordinator,4,MORTGAGE,52000,4.57,0,1993,22,9,8200,medical,28000,26931.15,86.4
"vice president, sales and marketing",10,MORTGAGE,190000,12.33,0,1990,54,13,25100,medical,10000,9618.26,97.9
unexploded ordnance technician 2,8,RENT,132000,9.43,0,2003,19,6,59700,credit_card,38400,33516.91,100
"registered nurse,charge",7,OWN,99000,10.07,0,2000,21,9,50900,credit_card,40000,37100.59,90.5
marketing support specialist,5,RENT,48222,12.22,0,1999,15,9,15600,credit_card,18000,16985.9,80
vocational rehabilitation counselor,2,RENT,89000,2.2,0,2006,4,3,11100,debt_consolidation,10000,9270.01,100
owner operator,4,OWN,200000,19.66,0,2004,31,16,54500,other,27000,25657.26,100
,NA,RENT,28750,37.95,0,1994,11,5,18000,credit_card,15000,14284.05,100
engineer,10,RENT,128500,20.57,0,1984,20,13,96400,debt_consolidation,24000,21565.28,100
assistant librarian,10,RENT,60000,28.46,0,2003,32,25,45800,credit_card,10000,9078.2,100
field biologist,1,OWN,53000,13.63,0,2000,7,6,27700,credit_card,6250,5796.96,100
field supervisor,10,MORTGAGE,150000,14.91,0,1995,31,9,65800,credit_card,25000,23200.57,100
selling specialist,0,RENT,31000,5.3,0,2014,3,3,5900,credit_card,4000,3617.12,100
"manager, data surveys",10,RENT,70000,32.85,0,1998,20,11,8300,debt_consolidation,36000,35128.14,100
rn clinical educator,10,MORTGAGE,75000,10.94,3,2004,18,10,34000,debt_consolidation,12000,10557.71,77.8
partner,10,RENT,105000,10.15,0,2006,10,5,9000,debt_consolidation,20000,18468.54,100
register nurse,2,RENT,65000,11.12,0,2002,17,6,37000,credit_card,20000,18073.8,81.3
"sports manager, ad sales marketing",2,MORTGAGE,88000,17.84,0,2009,11,7,31100,debt_consolidation,16000,14832.04,100
president,5,MORTGAGE,25000,58.92,0,2011,16,14,16300,other,21000,19392.19,100
operations manager,2,MORTGAGE,85000,21.6,1,2006,27,9,34300,credit_card,20000,18977.66,96.3
marketing manager,10,OWN,139000,19.4,0,1997,16,10,73100,home_improvement,7200,6648.67,100
executive assistant/office manager ,2,RENT,113000,23.57,0,2003,30,16,47500,debt_consolidation,22000,20832.99,90
assistant,3,RENT,28000,14.66,0,2012,4,3,5700,credit_card,10000,9336.71,100
distribution manager,10,MORTGAGE,90000,6.07,0,1998,9,6,4000,debt_consolidation,8500,7471.54,88.9
director international relations,9,MORTGAGE,86500,25.17,0,2003,32,17,25100,credit_card,15000,14001.46,100
commercial analyst,0,RENT,70020,7.88,0,2011,10,10,9200,credit_card,5000,4623.95,100
alarm technician ,10,MORTGAGE,210000,16.89,1,2005,32,16,40700,debt_consolidation,30000,28108,93.8
caregiver & geiger,10,RENT,86000,14.26,1,1978,26,18,18900,credit_card,21000,0,96.2
c&c operator,10,MORTGAGE,53000,8.88,1,1989,20,11,18000,debt_consolidation,20000,19103.93,70
credit support specialist,0,RENT,65000,16.06,0,2009,13,10,19800,credit_card,21600,20879.04,100
registered nurse,1,RENT,80000,10.52,0,2003,24,12,20900,debt_consolidation,28000,27015.86,100
account executive ,4,MORTGAGE,90000,18.42,0,2001,37,18,51100,credit_card,35000,33327.81,94.4
custodial,10,MORTGAGE,40000,32.34,0,1992,40,8,7250,credit_card,5000,4492.21,100
manager,9,MORTGAGE,72000,30.83,0,2001,22,11,28800,credit_card,6000,5434.35,100
corporate ehs officer,0,RENT,90000,11.96,0,1998,18,9,38700,credit_card,25000,23375.65,100
payroll administration ,3,MORTGAGE,35000,44.07,1,2007,25,9,7000,credit_card,15000,14466.07,100
supervisor,8,MORTGAGE,50000,32.48,0,2002,28,18,41800,credit_card,8000,6696.17,100
electronic tech iv,4,MORTGAGE,93000,29.87,2,1998,25,11,18900,credit_card,35200,33424.25,87.5
hairstylist,10,MORTGAGE,60000,19.24,0,2007,19,9,13500,home_improvement,6000,5274.05,100
waitress,10,OWN,28000,19.76,0,2000,18,11,15800,other,6000,5548.75,100
cook,10,RENT,27000,20.68,1,2003,11,5,4000,debt_consolidation,10000,9570.3,81.8
sales manager,10,OWN,300000,9.94,0,2000,15,12,40500,credit_card,35000,30737.11,86.7
executive vice president,3,MORTGAGE,250000,1.43,0,1999,5,4,22800,debt_consolidation,35000,33475.49,80
rn,7,MORTGAGE,100000,20.38,0,1995,36,17,25200,major_purchase,24000,22524.18,97.2
doorman,2,RENT,45000,1.12,1,2005,3,2,3800,car,15000,14418.7,50
,NA,RENT,14200,36.35,0,1995,17,12,4900,debt_consolidation,2000,1647.05,100
senior banker,7,MORTGAGE,120000,7.19,0,1998,17,12,45900,home_improvement,40000,38434.59,92.3
,NA,RENT,25875,6.65,0,2009,5,3,15500,credit_card,7500,6940.89,100
realtor,8,OWN,70000,28.74,0,1992,16,10,26800,home_improvement,10000,8986.08,100
senior paralegal,5,OWN,93000,30.81,0,2005,38,24,97900,credit_card,24000,23470.4,100
teacher aide,2,RENT,50000,7.42,0,1997,29,18,11800,credit_card,10000,9254.54,82.8
deputy,4,MORTGAGE,65000,21.62,0,1999,29,12,7400,credit_card,9500,0,89.7
licensed staff agent,10,MORTGAGE,111000,6.24,0,1995,18,12,72700,credit_card,11500,10025.11,100
pharmaceutical sales rep,2,OWN,96000,22.18,0,1994,36,20,47800,other,18000,15711.06,100
paraprofessional,4,MORTGAGE,30000,25.63,0,2002,15,11,11000,debt_consolidation,10000,9226.01,100
campus safety officer,0,MORTGAGE,44000,34,0,1979,17,8,40000,other,6000,5274.05,94.1
teacher,10,MORTGAGE,55000,36.74,0,2007,17,12,18700,debt_consolidation,30000,29495.43,94.1
consultant,8,RENT,70000,27.23,0,1988,12,9,78200,debt_consolidation,15000,13012.12,100
quality team leader,8,MORTGAGE,95000,5.85,0,1997,18,9,32200,debt_consolidation,14000,13465.57,88.9
,NA,OWN,72276,16.24,0,2001,8,5,39500,house,9500,8517.56,100
crane operator ,10,MORTGAGE,80000,18.24,0,2008,17,7,6100,debt_consolidation,10000,8879.63,94.1
data analyst,1,RENT,54800,25.05,0,2008,7,4,38500,moving,6000,5565.08,100
operator,3,RENT,110000,2.69,0,2004,14,7,74500,debt_consolidation,30000,27723.52,100
law enforcement/traffic control ,10,RENT,65000,27.97,0,2004,37,16,22600,debt_consolidation,10000,9084.7,97.3
teacher,10,RENT,54000,18.2,0,2000,37,10,20900,debt_consolidation,12000,10528.73,94.4
senior vice president,9,MORTGAGE,169880,20.61,0,1998,35,15,5200,other,16000,0,74.3
client service manager,4,MORTGAGE,52000,10.96,0,2002,17,9,5100,credit_card,24000,21096.21,88.2
teacher ,2,RENT,58000,20.5,0,2003,23,8,22800,debt_consolidation,4000,3601.11,100
superviser,10,MORTGAGE,107000,20.45,0,1988,37,11,23900,debt_consolidation,8500,7743.23,91.7
captain,10,MORTGAGE,85000,18.04,0,2000,41,9,31900,debt_consolidation,3100,2797.06,100
accountant,10,MORTGAGE,185000,12.56,0,1974,57,28,10900,debt_consolidation,20000,18592.74,64.7
owner,10,OWN,125000,29.25,0,1990,30,14,26500,car,25000,24045.67,100
help desk analyst,0,RENT,28000,10.5,0,2004,9,3,0,debt_consolidation,21000,19406.48,100
chemist,2,RENT,87000,13.44,0,2005,12,6,43000,debt_consolidation,8000,7392.94,100
executive,10,MORTGAGE,200000,16.96,0,1996,22,11,69900,debt_consolidation,30000,0,100
manager,10,MORTGAGE,65000,16.77,0,2004,21,5,13500,debt_consolidation,20400,19466.11,100
dispatcher ,3,MORTGAGE,90000,8.47,0,2001,18,12,22900,debt_consolidation,2500,2321.32,82.4
full stack developer,1,RENT,55000,9.8,0,2005,39,20,3300,major_purchase,15000,14379.49,97.3
graduate assistant,3,RENT,37000,23.86,0,2007,20,18,16900,credit_card,10000,8985.52,100
caregiver coordinator,2,RENT,50000,13.06,0,1994,18,16,18100,credit_card,16000,14334.47,100
creative director,1,RENT,170000,9.01,1,2003,20,15,41200,credit_card,9000,8303.4,95
electrical engineer technician ii,1,MORTGAGE,87000,23.08,0,1996,35,15,9750,debt_consolidation,24000,22868.66,86
service manager,2,MORTGAGE,80000,10.85,0,2012,9,9,4800,debt_consolidation,7000,6681,66.7
specimen processor ,2,MORTGAGE,26000,29.68,0,1997,22,9,31500,home_improvement,10000,8849.12,100
owner,4,RENT,45000,9.23,0,2010,19,16,18800,credit_card,5000,4634.99,100
sous chef,10,OWN,50000,28.75,0,2009,20,9,15000,debt_consolidation,17000,15372.85,100
consultant,4,RENT,101000,23.02,0,2004,34,14,11500,credit_card,4000,3551.84,100
propane clerk,2,RENT,35000,1.2,1,2003,7,4,2500,debt_consolidation,18000,16443.74,85.7
special education teacher,5,MORTGAGE,56000,10.12,0,2007,30,10,47800,debt_consolidation,9000,8069.14,100
warehouseman ,10,RENT,59000,16.31,0,2006,10,4,18000,debt_consolidation,18300,17389.9,100
tech ,10,MORTGAGE,64000,25.67,0,2003,26,9,22000,credit_card,16000,15358.96,100
agency owner-president,10,MORTGAGE,250000,5.81,0,2006,14,9,23800,other,15600,14565.11,92.9
educator ,9,RENT,54000,23.6,0,2003,59,13,11700,debt_consolidation,6000,5274.82,86.4
stock guy,10,RENT,35000,1.85,0,2014,3,2,6300,debt_consolidation,24000,22326.92,100
service technician,1,RENT,45384,3.41,1,2000,10,4,4500,debt_consolidation,10000,9530.52,90
radiology technologisty,10,OWN,69000,22.87,0,1990,15,12,15400,debt_consolidation,7500,6672.11,100
user experience researcher,3,MORTGAGE,250000,15.57,0,1996,27,22,117700,debt_consolidation,16000,14064.14,100
crew bus driver,0,MORTGAGE,55000,11.37,0,2006,9,5,11500,debt_consolidation,12150,10785.43,100
manager,0,MORTGAGE,60000,9.38,0,2004,19,12,26200,credit_card,10000,9084.7,94.7
receptionist,10,RENT,80000,11.3,0,2007,20,12,10300,credit_card,10000,9247.93,95
financial services officer,10,MORTGAGE,65000,20.37,0,1998,54,30,93700,debt_consolidation,29500,27851.2,100
,NA,OWN,20000,15.97,2,2001,28,14,11700,credit_card,10000,9057.25,85.2
operations analyst,3,RENT,57500,12.84,0,2005,18,8,23000,debt_consolidation,12800,12000.29,100
billing rep,1,MORTGAGE,30000,20.66,0,2005,16,10,4500,credit_card,6000,5278.85,100
architect,10,MORTGAGE,108000,34.84,0,1989,46,22,54200,home_improvement,25000,23335.75,100
driver,3,RENT,50000,5.95,0,2006,12,7,14100,credit_card,6000,5391.31,100
branch manager,10,RENT,61800,13.79,0,1997,22,16,26200,debt_consolidation,32000,30999.42,95.5
medical doctor,3,MORTGAGE,260000,11.07,1,1995,14,6,9000,debt_consolidation,16800,15708.41,71.4
data architect,2,RENT,250000,5.6,2,2007,13,6,16600,debt_consolidation,16000,14598.68,76.9
office manager,10,RENT,83740,23.88,0,2006,35,17,12400,car,10000,9080.66,100
,NA,OWN,42000,20.23,0,2012,4,4,13000,debt_consolidation,10000,9554.19,100
vice president of operations,10,MORTGAGE,118000,8.1,0,2004,24,10,21700,debt_consolidation,10000,9774.95,100
airman ,7,RENT,72000,5.53,0,2012,4,4,10300,other,8000,7403.68,100
parts ,10,OWN,50000,20.48,0,2003,16,10,8900,debt_consolidation,12000,10528.73,93.8
mammography supervisor ,10,OWN,80000,21.14,2,1989,74,38,120000,debt_consolidation,10000,9757.82,93.2
problem manager ,5,RENT,80000,17.27,0,1997,21,11,5000,debt_consolidation,23000,21969.55,90.5
tfs tech,10,MORTGAGE,125381,20.05,0,2001,31,17,91600,credit_card,40000,37629.74,100
pastor,10,MORTGAGE,65000,6.37,1,2001,19,10,12600,debt_consolidation,22900,20708.13,58.8
aasp,10,MORTGAGE,75000,5.01,3,2003,36,5,11000,debt_consolidation,13500,13066.54,86.1
account manager,10,MORTGAGE,60000,34.44,0,2001,30,11,2900,credit_card,30000,28354.9,96.7
bookkeeper ,10,MORTGAGE,1020000,1.75,0,1997,27,21,25800,debt_consolidation,20000,19357.88,100
senior auditor,0,OWN,106000,18.36,0,2006,36,26,51700,debt_consolidation,24000,22757.9,97.2
lead clerk,10,MORTGAGE,70000,4.01,1,2005,8,5,2500,debt_consolidation,6000,5425.71,75
sales,10,MORTGAGE,55000,38.05,0,1985,37,21,111300,debt_consolidation,10000,9490.8,97.3
account manager,1,RENT,100000,15.1,1,2010,12,7,21900,credit_card,11000,10379.81,91.7
driver,3,MORTGAGE,42000,19.54,0,1995,14,6,30200,debt_consolidation,16000,15404.15,100
mortgage banker,1,RENT,60000,11.2,1,2005,26,8,8500,debt_consolidation,5775,5091.03,88.5
machine operator,10,RENT,72000,10.23,0,1998,24,14,14600,home_improvement,10000,9757.82,95.7
site manager,3,RENT,85000,7.27,0,1991,9,5,6100,debt_consolidation,16000,15166.03,100
divisional secretary (coo),10,RENT,98000,17.81,0,1999,16,12,59300,debt_consolidation,35000,33800.93,93.3
teacher,1,RENT,68000,28.04,0,2007,16,14,17400,debt_consolidation,40000,36937.1,100
correctional officer,10,MORTGAGE,120000,12.55,0,1998,21,7,8300,debt_consolidation,12000,10618.97,100
lpn,10,MORTGAGE,36000,55.73,0,1998,28,15,19300,home_improvement,14000,13465.57,100
production manager,10,MORTGAGE,62000,2.38,0,2006,23,5,13100,credit_card,8000,7592.65,87
owner/partner,2,RENT,62500,21.3,0,2011,17,11,31800,small_business,14000,12317.35,100
marketing coordinator,9,OWN,60000,27.06,1,2006,22,13,43400,home_improvement,18000,16173.97,95.5
admin,3,MORTGAGE,40000,18.33,0,2007,25,16,62500,debt_consolidation,20000,18939.06,100
sales consultant,10,RENT,90000,28.33,0,2000,35,13,63250,debt_consolidation,35000,34107.48,97
executive director,3,OWN,64721,15.43,0,2003,12,4,5000,credit_card,6025,5604.91,75
business manager,9,RENT,80000,12.45,0,2007,13,8,12600,credit_card,10000,9634.82,92.3
cashier,1,OWN,18000,34.2,0,2008,12,8,15000,debt_consolidation,6000,5396.56,100
chief cyber operations,10,MORTGAGE,107200,31.52,0,2005,36,11,10200,debt_consolidation,25000,23729.95,83.3
rn,8,MORTGAGE,65000,12.72,1,1989,32,5,3500,home_improvement,24000,23370.99,68.8
mechanical sustaining engineer,2,RENT,72000,13.89,0,2012,22,15,70100,major_purchase,5400,4847.34,95.2
,NA,RENT,32000,0.94,0,2004,4,1,500,debt_consolidation,5000,4528.63,100
manager,10,MORTGAGE,134676,14.42,1,1996,47,18,36400,debt_consolidation,22250,20768.85,95.7
otr driver,1,MORTGAGE,52000,8.35,0,2005,16,6,22700,debt_consolidation,10000,8965.88,100
director,1,MORTGAGE,130000,20.77,0,2002,29,17,105300,major_purchase,27000,25943.08,100
manager,6,RENT,66000,21.93,0,2011,18,16,7600,other,4000,3670.78,100
owner,10,MORTGAGE,120000,4.3,2,2004,10,5,2500,small_business,16000,15415.69,40
,NA,MORTGAGE,20000,17.47,0,1995,18,15,10600,credit_card,4000,3633.87,100
warehouse supervisor,7,MORTGAGE,80000,16.55,0,2009,16,8,15400,small_business,9600,8913.89,100
sales manager,2,RENT,90000,2.97,0,2013,4,3,7800,credit_card,7000,6205.12,100
operations manager,4,RENT,95000,8.12,0,2001,16,9,7500,credit_card,8000,7245.7,87.5
case managet loan,1,RENT,55000,15.06,0,2004,12,9,18500,debt_consolidation,15775,13466.14,90.9
sales,10,MORTGAGE,100000,11.5,0,1979,23,13,9500,medical,2000,1863.47,95.7
owner / operator,10,OWN,64000,31.58,0,2002,15,11,17000,debt_consolidation,14000,13390.98,100
mechanical designer,3,RENT,71500,20.98,0,2005,23,6,17000,debt_consolidation,16175,15896.16,100
counselor,1,RENT,42000,27.2,0,2011,23,21,12900,debt_consolidation,16000,15634.85,100
senior technical support engineer,4,MORTGAGE,69000,18.49,0,2001,27,10,36500,credit_card,7500,6972.27,100
senior web developer,9,MORTGAGE,81000,7.79,0,2004,18,13,23400,debt_consolidation,10000,8965.88,100
maintenance supervisor,10,MORTGAGE,90000,19.35,0,2010,15,10,11200,debt_consolidation,24000,22560,100
reservation sales representative,3,MORTGAGE,80000,24.08,0,2006,32,22,35900,credit_card,16000,15075.12,100
regional asset manager,1,MORTGAGE,65000,21.07,0,1984,33,16,26400,debt_consolidation,28000,26680.41,96.9
,NA,MORTGAGE,84000,20.7,0,2003,18,13,20600,credit_card,16000,15338.12,94.4
electrical engineer,2,MORTGAGE,92000,26.78,0,1979,12,7,35000,other,26650,25052.71,100
sr account executive ,10,MORTGAGE,82000,15.59,0,2002,17,8,6800,debt_consolidation,7625,7272.43,70.6
interior designer ,0,RENT,60000,12.52,0,2006,6,5,800,credit_card,10000,8911.06,100
ceo,10,MORTGAGE,40000,14.82,0,1996,13,6,10500,debt_consolidation,9800,8902.99,69.2
teacher/coach,10,MORTGAGE,60000,31.5,0,1994,18,11,2200,debt_consolidation,16000,14970.27,82.4
asst mngr,3,RENT,40000,49.05,0,1995,38,14,67700,debt_consolidation,40000,37963.23,100
superintendent,7,MORTGAGE,75000,33.46,2,2004,33,10,12500,car,4800,4231.5,81.8
owner,2,RENT,350000,7.64,0,1990,27,12,85900,credit_card,40000,36904.08,92.6
probation officer,9,RENT,71000,6.14,0,2003,7,6,44400,credit_card,15000,14025.37,100
cna,10,RENT,28000,7.16,0,2002,12,6,18500,other,3600,3138.3,91.7
truck driver,10,MORTGAGE,68000,18.23,0,2007,10,5,4000,other,10000,9683.98,100
mortgage lending administrator,10,MORTGAGE,72000,23.47,0,1993,34,15,5000,other,4000,0,97.1
nanny,0,MORTGAGE,50000,14.11,0,2000,18,15,35100,debt_consolidation,8000,7188.41,83.3
communications officer,4,OWN,65000,23.69,0,2007,20,11,20200,debt_consolidation,8000,7060.67,100
principal consultant,3,RENT,305000,8.97,0,1985,18,9,158000,credit_card,20000,18981.6,100
manufacturing,10,MORTGAGE,36000,35.76,0,2002,16,12,39700,credit_card,6000,5379.53,100
production tech,10,MORTGAGE,56000,3.81,0,2009,8,4,0,other,3000,2774.38,100
rn,10,MORTGAGE,120000,19.43,0,1992,42,26,89300,credit_card,12000,10835.57,100
manager ,10,MORTGAGE,130000,10.79,0,2004,18,10,29600,debt_consolidation,30000,29319.1,100
truck driver,10,MORTGAGE,72000,10.05,0,2010,13,10,39400,house,35000,32319.97,100
dental asst,10,MORTGAGE,65000,21.09,0,2006,22,10,35500,debt_consolidation,15000,14615.08,100
continuous improvement,10,MORTGAGE,110000,5.8,0,1998,26,10,55400,credit_card,40000,37057.3,100
custidian,3,RENT,40000,7.56,0,2003,16,6,7100,debt_consolidation,10000,9336.62,100
nurse,10,RENT,50840,27.81,0,1999,12,7,15500,debt_consolidation,28000,27113.29,91.7
architect,7,RENT,115000,18.25,0,2000,8,8,77400,debt_consolidation,5000,4497.14,100
network architect,2,MORTGAGE,105000,17.33,0,2001,22,13,60800,home_improvement,16500,15222.94,100
driver,0,RENT,64000,1.03,0,1981,15,6,3000,other,23000,0,86.7
cigarette selector 2,3,MORTGAGE,30000,59.44,0,2013,9,6,3500,credit_card,7000,6124.61,100
cpc medical coder,2,MORTGAGE,52400,14.04,0,2011,15,12,18900,debt_consolidation,21000,20280.57,100
mechanic ,2,RENT,96000,19.23,1,2010,17,7,4200,debt_consolidation,12000,11413.45,76.5
overnight flight coordinator,2,RENT,50000,22.64,0,2008,26,8,22800,debt_consolidation,12000,11720.45,100
nutrition nurse navigator,3,OWN,120000,15.33,0,1989,30,18,39900,credit_card,20000,17456.72,100
,NA,OWN,24000,5.92,0,2014,9,8,6500,home_improvement,7000,6170.96,100
fork lift mechanic ,2,RENT,55000,9.78,0,2009,13,8,18400,debt_consolidation,15000,14427.41,100
technician,1,MORTGAGE,52000,11.29,0,2011,12,5,10500,home_improvement,10400,9344.94,100
,NA,RENT,24000,23.3,0,2004,26,16,24900,debt_consolidation,8000,7420.1,100
ltl truck driver,3,OWN,75000,24.93,1,2005,28,13,25100,debt_consolidation,20000,17498.86,92.9
,NA,OWN,40012,17.43,0,1990,17,6,25700,debt_consolidation,10000,8994.16,100
supply chain supervisor,2,RENT,65000,3.05,0,2006,8,2,2500,credit_card,3800,2809.61,100
presidnet,10,MORTGAGE,245000,5.16,0,2006,11,10,27100,debt_consolidation,40000,37080.14,100
material handler,2,OWN,21432,7.17,0,2006,6,3,5400,other,4375,4060.13,100
account manager ,5,OWN,63000,28.63,0,2006,32,12,13700,debt_consolidation,14400,13444.85,83.3
senior writer,4,OWN,73400,12.13,0,2003,20,10,24900,car,6000,5230.49,95
sales representative,7,RENT,50000,3.62,0,2011,5,3,7800,debt_consolidation,10000,3154.96,100
plant lead,10,MORTGAGE,75000,5.98,2,2005,12,7,1300,debt_consolidation,8000,7262.63,63.6
lpn,10,MORTGAGE,45000,16.19,0,1995,32,8,25700,debt_consolidation,19200,17921.85,96.9
analyst,10,RENT,83000,16.11,0,1999,26,13,11715,debt_consolidation,3000,2637,92
plumber,4,MORTGAGE,130000,7.91,0,2006,35,19,65800,home_improvement,12000,0,100
camera repair technician,8,RENT,72465,12.52,0,1996,14,10,24200,debt_consolidation,19200,18000.47,100
rural delivery ,10,MORTGAGE,48000,17.83,0,1999,16,7,28500,debt_consolidation,13500,12475.73,100
director of global compliance,10,MORTGAGE,126700,32.42,0,2006,38,24,57325,debt_consolidation,35000,31973.98,100
,NA,MORTGAGE,10000,144.3,0,2000,21,14,45800,home_improvement,40000,37369.27,100
director of property operations,3,RENT,116480,13.74,0,1999,10,8,45200,credit_card,10000,8790.09,100
,NA,RENT,12276,26.78,0,1983,11,6,5700,credit_card,4000,3539.64,100
vp interior design ,10,MORTGAGE,160000,17.63,0,1985,38,15,58100,credit_card,36000,35052.41,94.6
legal assistant,9,MORTGAGE,72000,17.6,1,1996,30,11,9400,house,8000,7469.36,53.3
manager,2,RENT,45000,18.25,1,2007,14,11,34000,credit_card,10000,9241.27,92.9
teacher,10,RENT,38000,18,0,2001,17,6,11000,debt_consolidation,7000,6489,100
facilities officer,9,MORTGAGE,75000,20.7,0,2007,21,12,32000,credit_card,10000,0,100
project manager,0,RENT,120000,12.58,0,2004,42,23,22000,debt_consolidation,16500,14811.34,97.6
director,9,RENT,55000,13.11,0,2001,8,4,23700,credit_card,8000,6973.97,87.5
teacher ,4,RENT,67000,17.39,0,2004,31,15,4700,debt_consolidation,16800,14780.82,96.3
general manager,5,MORTGAGE,48200,18.7,0,2005,16,10,20000,debt_consolidation,10000,9564.42,100
national sales manager,4,MORTGAGE,180000,5.31,0,2000,11,6,9300,debt_consolidation,10000,9590.61,100
,NA,RENT,52755,35.08,0,1988,32,12,11600,debt_consolidation,25000,23756.73,100
bookkeeper and human resources,0,MORTGAGE,41600,21.44,0,2002,28,17,10800,debt_consolidation,10000,9544.29,96.2
sales chat banker,3,MORTGAGE,50000,18.63,0,2005,19,10,25100,credit_card,12000,10578.78,84.2
supervisory msa,2,RENT,46500,17.68,0,2007,20,13,0,other,10800,10151.99,80
sales/it consulting ,2,RENT,65000,13.88,0,2011,9,7,19500,credit_card,8500,7669.53,100
mechanic ,2,MORTGAGE,54000,19.2,1,2008,11,6,300,debt_consolidation,10000,8896.19,90.9
service manager,5,RENT,35000,27.64,0,2011,14,12,24100,debt_consolidation,10800,10399.06,100
customer service ,4,MORTGAGE,46000,37.44,0,1985,22,10,29600,other,36000,33762.33,90.9
office manager,3,MORTGAGE,38000,37.62,0,2013,9,8,5100,small_business,17950,17341.45,88.9
manager,10,MORTGAGE,75000,11.6,0,1995,17,8,15500,debt_consolidation,20000,19045.42,82.4
owner,5,OWN,80000,15.14,0,2009,16,10,22650,debt_consolidation,20000,18059.32,100
community outreach & development manager,6,RENT,88000,10.88,0,2004,16,9,3000,other,6000,5713.32,68.8
designer,4,MORTGAGE,36000,3.23,0,2007,6,4,2500,home_improvement,7000,6345.92,100
,NA,RENT,20000,9.9,0,2014,7,5,3500,credit_card,3000,2668.83,100
financial analyst,3,RENT,70000,10.78,0,2006,29,11,13800,debt_consolidation,6000,5540.54,62.1
lieutenant,10,MORTGAGE,119000,26.08,0,2003,51,18,21900,credit_card,28000,26751.62,98
real estate,10,OWN,40000,12.63,0,2005,15,8,7500,debt_consolidation,10000,8361.51,100
dental assistant ,7,MORTGAGE,40000,2.91,0,2009,29,10,16700,credit_card,5000,4742.56,93.1
chief nursing officer,0,RENT,140000,7.11,0,1991,31,17,55100,small_business,40000,34869.96,100
occupational therapist,4,MORTGAGE,54000,19.22,0,2012,5,5,17500,debt_consolidation,4000,3693.7,100
clinical care manager,2,MORTGAGE,54500,8.7,0,1996,24,17,37800,credit_card,22000,20933.57,75
librarian,10,RENT,64000,11.05,0,2006,12,6,6300,debt_consolidation,8000,7453.94,100
financial officer,2,MORTGAGE,26000,21.93,1,2001,16,11,13900,debt_consolidation,10000,8896.19,81.3
plumber,2,MORTGAGE,60000,20.08,0,2003,30,16,11500,debt_consolidation,25200,24264.52,89.7
,NA,RENT,59000,23.56,0,2004,9,4,4500,debt_consolidation,30000,27952.38,100
anesthesia tech,5,MORTGAGE,44000,20.61,0,2000,35,22,40000,other,12000,11688.12,100
maintenance superintendent,0,MORTGAGE,40000,14.4,0,2008,27,9,9000,credit_card,10000,9226.13,100
handyman,2,RENT,65000,12.46,1,1993,34,11,5700,other,10000,9395.2,81.3
service drive manager,10,MORTGAGE,92000,26.14,0,2005,31,13,52900,credit_card,35000,34256.29,100
teacher,10,MORTGAGE,80000,16.43,1,2003,27,18,69300,credit_card,25600,23731.27,96.3
teacher,10,RENT,44000,31.45,0,2007,9,5,9000,debt_consolidation,30000,28010.14,100
teacher /specialist,6,MORTGAGE,40250,46.06,0,2005,34,11,18000,debt_consolidation,25000,22574.16,100
general maintenance,4,MORTGAGE,98000,18.63,0,2006,17,12,14000,debt_consolidation,29825,27859.17,100
district manager ,10,RENT,140000,5.3,0,2007,10,5,16000,other,20000,17007.6,100
carpenter,10,MORTGAGE,100000,6.18,0,2005,20,7,5000,other,24000,23083.84,100
machinist,3,OWN,45000,19.73,0,2008,6,5,11000,debt_consolidation,20000,18072.54,100
regional hr manager,10,MORTGAGE,96000,25.74,2,1994,23,10,46800,debt_consolidation,7500,6611.71,87
sales account manager,10,RENT,75000,2.05,0,1993,11,8,10500,other,10000,9571.51,88.9
motor vehicle operator,10,OWN,67500,9.92,0,2003,25,5,11000,debt_consolidation,10000,9603.61,100
owner ,2,OWN,70000,0,0,2006,12,5,19100,small_business,29600,26648.53,75
sergeant,4,OWN,35000,11.73,0,2013,7,5,0,credit_card,6100,5815.28,85.7
medical support assistant ,10,MORTGAGE,68000,42.66,0,1994,25,13,28600,credit_card,25000,24143.51,100
editorial director,6,MORTGAGE,70000,26.1,0,1999,13,10,81200,debt_consolidation,24000,22211.12,100
owner operator,9,OWN,36000,10.87,0,2007,17,7,14500,other,10000,8849.12,94.1
department manager ,0,RENT,26000,44.46,0,2006,14,9,6900,credit_card,13000,11603.55,100
sr operations manager,10,MORTGAGE,80000,17.53,0,1992,14,9,20000,credit_card,8000,7403.61,85.7
director,0,OWN,150000,9.16,1,1987,27,10,44000,other,18000,0,96.2
owner ,5,OWN,22000,8.24,0,2014,4,3,7300,credit_card,8000,7052.52,100
truck driver,1,MORTGAGE,52000,23.38,0,2007,20,8,7000,debt_consolidation,20000,18799.98,95
machine operator,5,OWN,50000,17.26,0,2013,14,9,9500,credit_card,9000,8102.57,100
correctional probation sr officer,3,RENT,38000,21.67,0,2006,21,13,69800,debt_consolidation,25000,23590.52,100
sr manager,0,MORTGAGE,175000,15.55,0,1998,29,18,57900,credit_card,30000,28155.2,100
owner,7,RENT,175000,2.75,0,1990,16,5,52000,home_improvement,7000,6276.1,100
nurse practitioner,3,RENT,65000,4.1,0,2000,12,4,8000,debt_consolidation,15000,13504.32,100
human resources manager,10,OWN,109000,35.1,0,1992,47,25,110600,debt_consolidation,30000,27908.32,100
assistant office manager,3,RENT,30000,5.68,0,2012,9,6,11700,debt_consolidation,15000,14299.86,100
csr,4,MORTGAGE,26000,72.16,0,2009,28,19,15000,debt_consolidation,16000,15646.23,82.1
production and warehouse,5,OWN,23000,9.71,0,2011,13,4,35300,credit_card,16800,16274.69,100
call center manager,9,OWN,39000,16.03,0,1999,37,17,16800,credit_card,11200,10668.76,97.3
,NA,RENT,35000,11.56,0,2004,19,16,15800,debt_consolidation,11000,10202.65,100
,NA,OWN,72000,10.53,3,1999,17,10,11600,debt_consolidation,27000,25117.49,70.6
fleet manager,6,RENT,80000,19.97,0,2001,12,8,28500,credit_card,30000,28508.06,100
electronic tech,10,MORTGAGE,110000,17.5,0,1995,22,15,43500,credit_card,28000,27262.98,100
project manager ,10,OWN,90000,12.07,0,2001,37,14,35500,debt_consolidation,17600,17103.55,97.3
,NA,OWN,45001,11.52,0,2011,9,3,0,medical,18000,16881.16,100
teacher,10,MORTGAGE,59182,19.81,2,2003,13,7,30800,credit_card,19000,16670.47,76.9
physical therapist,3,MORTGAGE,63000,16.32,0,2002,32,11,17000,debt_consolidation,28800,26882.82,100
used car director,2,MORTGAGE,120000,15.39,0,2010,25,18,13500,credit_card,18000,16744.98,100
detailer,0,RENT,25000,19.54,0,2013,5,4,2500,major_purchase,15000,14004.93,100
business process compliance ,0,MORTGAGE,120000,52.91,0,2001,51,29,14900,other,16000,14884.43,100
owner principle broker ,10,MORTGAGE,132323,0,0,2003,23,6,800,other,10000,9746.66,81.8
business analyst,2,RENT,100000,2.95,0,2007,12,8,76500,credit_card,10000,9495.53,100
customer service representative ,4,OWN,67000,18.25,0,2003,14,10,13000,debt_consolidation,10000,9270.01,100
quota analyst ,10,RENT,49000,16.79,0,2007,12,7,11400,credit_card,10000,9280.21,100
banker,5,RENT,75000,14.83,2,2012,9,6,14300,debt_consolidation,20000,19051.38,87.5
process operator,10,RENT,90000,11.57,0,2010,13,8,7800,debt_consolidation,11000,0,92.3
1sg,10,MORTGAGE,78000,33.52,0,2000,23,9,24000,debt_consolidation,21275,19327.72,100
manager,2,RENT,30000,14.32,0,2012,7,4,13800,debt_consolidation,5000,4521.4,85.7
asst project coordinator,2,OWN,40000,23.16,0,2004,13,8,17000,credit_card,18000,17100.26,100
plant manager,10,MORTGAGE,75000,27.63,0,2001,14,6,23500,debt_consolidation,31100,30291.74,78.6
dog groomer,10,RENT,50000,16.75,1,2005,17,10,11600,other,8000,7365.88,88.2
vice president emergency services ,4,MORTGAGE,106000,18.67,0,1998,52,23,24300,home_improvement,5500,5106.9,92.3
rn,4,MORTGAGE,110000,30.79,1,1985,25,17,15800,medical,6675,6051.27,83.3
programmer,0,MORTGAGE,94000,9.09,0,2005,19,15,28500,debt_consolidation,20000,18059.31,100
youthdevelopment,3,MORTGAGE,40000,20.85,0,2003,12,8,7300,medical,5000,4364.17,100
bartender/manager,3,RENT,50000,32.19,0,2008,14,12,15350,debt_consolidation,18000,16898.84,100
foreman,10,MORTGAGE,70000,10.97,0,2003,30,10,44800,debt_consolidation,15000,0,100
assistant manager,0,RENT,54000,11.11,0,2009,12,7,7800,debt_consolidation,2000,1509.42,83.3
right of way agent,7,RENT,77100,22.35,0,2005,12,7,22500,debt_consolidation,14000,13682.23,100
,NA,RENT,36051,17.51,0,1999,25,16,18700,credit_card,6000,2000,100
production coordinator,10,MORTGAGE,45000,34.8,0,2002,22,10,28200,debt_consolidation,16000,15236.35,100
technician,3,RENT,60000,3.16,0,2007,14,9,8500,major_purchase,6000,5264.37,100
,NA,RENT,0,NA,0,2001,6,5,5600,credit_card,5200,4825.7,83.3
driver/operator,10,RENT,61000,14.7,0,2003,18,10,13000,debt_consolidation,1000,872.83,100
sr project manager,5,MORTGAGE,75000,1.89,0,2001,20,5,26500,debt_consolidation,3500,1397.3,95
owner,10,OWN,48000,25.98,0,1983,11,9,30000,home_improvement,8000,7218.41,100
sr manager operations support,0,OWN,75000,8.83,0,2005,13,9,12000,debt_consolidation,4200,3695.18,100
credit analyst,2,RENT,47000,23.16,1,2011,24,15,9000,debt_consolidation,10400,10074.8,91.7
owner,8,OWN,9996,9.36,0,2006,13,5,4400,debt_consolidation,3500,3259.39,83.3
runner,2,RENT,42585.6,7.07,0,2000,14,2,5000,credit_card,12000,4470.4,85.7
manager,10,MORTGAGE,70000,15.84,1,1987,15,8,8000,debt_consolidation,15500,13599.6,80
finance manager,10,MORTGAGE,112000,18.3,0,1996,37,21,66500,debt_consolidation,25000,23554.86,100
faculty,6,RENT,60000,12.46,0,1995,20,5,11100,credit_card,20000,19021.27,35
hr coordinator,10,RENT,70000,5.81,0,2005,16,10,46500,debt_consolidation,10000,9350.23,100
stylist,3,RENT,26000,37.07,0,1996,19,12,20200,debt_consolidation,6000,5562.08,100
legal assistant/paralegal,2,RENT,54000,24.76,0,2001,25,12,34200,other,18000,17312.89,100
assistant service department manager ,10,RENT,81000,22.61,0,2001,18,15,46100,credit_card,10000,9288.58,100
mixer operator,5,MORTGAGE,50000,21.87,0,2013,13,8,6300,debt_consolidation,24000,23607.35,100
branch sales officer,0,MORTGAGE,75000,34.3,0,1999,28,23,19400,debt_consolidation,9000,8158.92,71.4
legal assistant,2,RENT,56500,15.34,0,2006,17,4,12000,credit_card,11000,9893.71,100
medical assistant ,4,RENT,37000,34.11,0,2002,18,11,22900,debt_consolidation,5000,4488.22,100
account manager,10,MORTGAGE,50000,27.27,0,2004,33,12,84100,debt_consolidation,15000,13478.32,100
owner,9,MORTGAGE,182000,17.27,1,2007,28,9,16000,debt_consolidation,40000,35192.46,96.4
flight attendant,3,RENT,45000,13.04,0,2007,16,10,14200,debt_consolidation,18000,17120.2,100
fleet manager/route check in supervisor,10,MORTGAGE,55000,53.65,0,1991,37,18,28000,other,27200,23978.63,91.9
lab technician ,9,MORTGAGE,43000,28.38,1,1996,25,8,49100,debt_consolidation,30000,28904.46,88
purchasing agent,3,RENT,70000,12.24,0,2005,36,22,20000,other,7500,6935.94,100
sales,1,RENT,90000,11.63,0,2003,28,20,25100,credit_card,7000,6368.07,100
repair technician,10,RENT,60500,7.34,0,2001,24,10,37500,medical,15000,13108.5,100
officer,10,MORTGAGE,142000,20.25,0,1992,67,27,43300,debt_consolidation,40000,35906.37,100
lead application soa architect,4,RENT,195000,14.34,0,2008,13,9,77600,credit_card,40000,38515.13,100
sergeant first class,10,MORTGAGE,60000,33.53,0,2006,23,7,5600,credit_card,7500,0,100
manicurist,3,MORTGAGE,65000,13.59,0,2006,17,9,52800,credit_card,20000,18484.51,100
rn,10,MORTGAGE,108000,18.4,0,1996,19,13,31100,debt_consolidation,25800,24448.15,94.4
teacher,6,MORTGAGE,40000,16.26,0,2003,18,7,7000,car,12000,11695.99,100
aircraft mechanic,3,MORTGAGE,95000,12.44,0,2011,9,7,10800,credit_card,7000,6464.25,100
program officer,0,RENT,73000,10.83,3,2003,26,8,11750,credit_card,8000,7123.34,81
driller,10,MORTGAGE,165000,7.16,1,2007,30,12,68400,debt_consolidation,25200,24146.85,96.7
jeweler ,2,OWN,46000,8.64,0,2014,11,9,16100,credit_card,12000,11412.78,100
bus driver,8,MORTGAGE,15000,56.08,0,2007,24,9,500,debt_consolidation,7775,7277.5,54.2
lead operator,2,MORTGAGE,60000,11.5,0,2006,19,12,37000,credit_card,13000,12013.51,100
order manager,5,OWN,42000,10.2,0,2003,5,4,8000,house,20000,19314.82,100
tech,3,MORTGAGE,38000,21.32,0,2007,11,6,7000,debt_consolidation,6500,5513.37,100
rn,1,RENT,80000,27.05,0,2012,17,12,74900,debt_consolidation,24000,22500.58,100
project manager,10,MORTGAGE,65000,4.28,0,1996,41,14,17500,debt_consolidation,4000,3491.33,100
facility administrator,4,RENT,120000,1.06,0,2005,17,11,38100,credit_card,32000,27930.78,94.1
electrical assembler,1,OWN,45000,13.71,0,2014,8,7,6100,house,28000,26249.37,100
general manager,1,RENT,300000,8.68,0,1987,45,17,22800,debt_consolidation,20000,17312.15,95.6
designer,10,MORTGAGE,56000,14.59,0,2000,25,14,60600,credit_card,3025,2637.02,100
chaplain/bereavement,6,MORTGAGE,78000,4.86,1,1999,26,8,24200,debt_consolidation,9000,8329.06,96
compliance specialist ii,10,OWN,69000,16.73,0,1987,13,5,27500,credit_card,25000,23727.01,100
tax director,6,RENT,205000,8.14,0,2000,22,9,65400,credit_card,30000,28500.44,100
research faculty associate,8,RENT,86000,12.14,0,1990,16,9,46800,credit_card,16000,15161.63,100
supervisor,10,MORTGAGE,69000,16.49,0,2002,13,8,46600,credit_card,25000,22607.14,100
executive assistant to the director,2,RENT,66000,17.49,0,2004,10,7,30000,credit_card,17000,16041.55,100
production manager,10,RENT,98560,5.92,0,1997,24,12,12650,debt_consolidation,18000,16905.13,71
team lead,10,RENT,60000,27.62,0,2006,30,18,60800,debt_consolidation,33600,32448.9,100
vice president sales,10,MORTGAGE,150000,21.92,0,1994,29,10,56900,debt_consolidation,24725,21554,96.6
owner,4,MORTGAGE,65000,24.48,1,2006,16,5,4400,debt_consolidation,9000,8263.61,87.5
nurse,10,MORTGAGE,59200,8.72,1,2007,14,7,16400,home_improvement,20000,19332.26,85.7
forlkift opperator,10,RENT,56800,17.87,1,2001,7,5,16300,home_improvement,5000,4399.01,85.7
manager,2,MORTGAGE,80000,23.27,0,2002,20,15,12200,house,12000,11448.53,100
edi specialist,0,OWN,53000,12.05,0,2006,9,6,3500,home_improvement,15000,13920.33,77.8
solo practitioner,10,RENT,80000,22.38,0,2002,56,27,54100,credit_card,8000,6695.87,100
senior accountant,3,MORTGAGE,80000,20.93,0,2007,62,35,36700,major_purchase,3000,2740.62,94.7
command master chief,10,MORTGAGE,105000,17.3,1,2000,35,13,6800,debt_consolidation,10000,9518.75,100
investment & planning analyst,3,RENT,40000,13.14,0,2010,19,10,21000,debt_consolidation,3600,3248.27,100
community bank president,3,MORTGAGE,142500,10.26,0,2002,39,12,32100,debt_consolidation,40000,37904.12,97.2
manager,9,MORTGAGE,103500,30.01,0,1995,19,12,15900,debt_consolidation,25000,23200.57,100
owner,4,RENT,60000,13.3,0,2002,21,10,23000,credit_card,12000,11089.41,95.2
hot end fiberizer,10,RENT,90000,8.95,0,2006,23,6,14400,debt_consolidation,10000,8519.29,91.3
messenger,8,RENT,71000,30.16,0,2005,28,11,19300,debt_consolidation,10000,9029.63,96.4
,NA,MORTGAGE,70000,3.91,0,1997,21,8,80300,major_purchase,16000,14761.63,100
jrotc instructor ,1,MORTGAGE,135500,24.01,0,1999,38,17,34700,debt_consolidation,25000,23814.22,100