Statistical Measurements, Analysis & Research

staffsurvey.sav Final Project.mp4Final Project
IBM has provided a staff survey data set for various analyses used for the Marketing
department under the New York office. Please see attached codebook.
Your boss wants a proper statistical analysis from beginning to end. Start with the basic
statistical procedures we have talked about in the beginning of the class. Do you notice any
specific trends? Is there missing data? How do the variables correlate with each other? Create
some kind of hypothesis to test the use of technology. Your boss wants you to conduct at the
minimum each of the following: cross tabulation, regression analysis, cluster analysis, factor
analysis, loglinear model analysis. If you do a great job, you will be eligible for a pay raise.,
This will be testing you in the following concepts we have learned this semester:
Descriptive statistics, Log Linear Modeling, Classification, Data Reduction, Scale Reliability
Analysis among others. We are excited to see what you come up with!
For Loan Stats data:
The Lending Club is a lending company based on San Franscisco, CA. They connect borrowers with
investors through an online marketplace. They have provided a publicly available data from 2007 2011. Please see the data with its data dictionary (This is in another separate excel sheet which
explains what all the variables mean). This is a messy data set (on purpose) so it is up to you to clean
the data and figure out how to do a proper statistical analysis from beginning to end. You are an
analyst outsourced to help the Lending Club figure out how to best see what kind o f customers they
have to optimize their marketing.
Third option: You may choose a topic of your own, create some hypotheses based on the data
(There are many places to find data online including Kaggle.com). Make sure at least there
are 6-7 columns of data with at least 30 observations.
For project proposal:
Project proposal
Your proposal should have a title, should be well organized, a list of your group
members. One person can email it to me from each group. What are the claims
being tested? Lately, there should be a timeline for the project.
These items should be in your proposal.
•
A list of the group members with correct spellings of first and last names
•
•
•
•
The title of the project
The claims being tested within the data set.
At least a couple of the methods discussed in class (3-4 minimum) not
including descriptive statistics: 1 or 2 sample mean tests , Proportions, a full
Regression analysis, ANOVA, two independent means, or paired means,
discrete analysis, cluster analysis, factor analysis etc. Nonparametric tests
can be done on distributions that are not normal.
A timeline for completion of the project. Be sure to look at the calendar for
when things are due, what else is going on in class, and plan accordingly.
Written report
This must be double spaced and printed. I want no more than 7 pages and at least
4 pages. It should have an abstract (basic introduction at the minimum) to the
problem with the claim being tested, the context of the data, any problems with
collecting the data.
Descriptive statistics, appropriate graphs and tables
Inferential statistics with a null and alternate hypothesis
Statistical outputs including test statistics and p-values
Summary and final conclusions of the project
Suggestions for going beyond the project.
Oral presentation via Zoom
This will be a 5 minute presentation with 2 minutes of Q&A, so a total of 7
minutes.
The powerpoint should at the minimum include an introduction of the topic, what
data used, statistical methods used for the descriptive and inferential statistics,
interesting trends you noticed, results, things your group did and what your group
would like to do in the future to make this project even better.
Hi All,
Please see example project in the resources as well as this link here for a statistical paper:
https://www.greatlakes.edu.in/pdf/PurbaRao.pdf
Remember the requirements for our project are not quite the same so the example project is only a small
percentage of what I’m looking for. Make sure you have a proper hypothesis and follow directions on the
project document. Include methods we have learned throughout the class.
Please use your own words for your final paper and project. Here are some examples of MLA or APA
format (either one is fine. There are more websites out there). If you want to take any words, please quote
them and follow the format. If you copy anything online without citing, this will affect your status from
the school (consequences can be severe including expulsion) so please follow properly.
https://www.scribbr.com/apa-style/format/
https://olympus.sandhills.edu/english/wordguide/mlaformat.html
Thanks,
Amreeta
Final Project Rubric
Marketing Learning Outcome:
“Assess statistical concepts and apply Marketing analytics to business tasks in a work place
setting.
Criteria
Excellent – 10 points
Good – 8
Acceptable – 6
Below expectations –
Under 6
Ability to follow
initial instructions
(20%)
For each question,
the student shows an
exemplary
understanding of
how to use the SPSS
file needed to
complete the activity.
Also a great
understanding on the
background of the
question.
For each question,
the student shows a
good understanding
of how to get to the
SPSS file needed to
complete the activity.
Also a good
understanding on the
background of the
question
For each question,
the student shows a
poor understanding
of how to get to the
SPSS file needed to
complete the activity.
There is no
understanding on the
background of the
question
Ability to answer
analytical
questions (20%)
The student goes
beyond expectations
in answering the
questions asked. The
student goes beyond
the data to make
valuable
contributions to the
team.
The student goes
beyond expectations
in showing the work
needed to complete
the problem. I.E.
Math work, set up for
the SPSS problem or
screenshots to show
thought process.
The student goes
beyond expectations
in creating the proper
written paper. I.E.
Using MLA/APA
format for citing
sources, clearly
explaining content of
paper, etc.
The student goes
beyond expectations
in presenting the
project to the class
via Zoom online
The student fulfills
expectations in
answering the
questions asked. The
student is able to
analyze the data
proficiently.
For each question,
the student shows an
acceptable
understanding of
how to get to the
SPSS file needed to
complete the activity.
There may not be
complete
understanding on the
background of the
question
The student fulfills
less than average
expectations in
answering the
questions asked. The
student is able to
analyze the data
proficiently.
The student does not
meet all expectations
in showing the work
needed to complete
the problem. I.E.
Math work, set up for
the SPSS problem or
screenshots to show
thought process.
The student does not
meet all expectations
in creating the proper
written paper. I.E.
Using MLA/APA
format for citing
sources, clearly
explaining content of
paper, etc.
The student does not
meet all expectations
in presenting the
project to the class
via Zoom online
The student does not
show any of the work
needed to complete
the problem. I.E.
Math work, set up for
the SPSS problem or
screenshots to show
thought process.
Research (20%)
Proper Written
Paper (20%)
Oral presentation
(20%)
The student meets
expectations in
showing the work
needed to complete
the problem. I.E.
Math work, set up for
the SPSS problem or
screenshots to show
thought process.
The student meets
expectations in
creating the proper
written paper. I.E.
Using MLA/APA
format for citing
sources, clearly
explaining content of
paper, etc.
The student meets
expectations in
presenting the
project to the class
via Zoom online
The student does not
fulfill expectations in
answering the
questions asked. The
student cannot make
valuable
contributions to the
team.
The student does not
show any of the work
needed to create the
proper written paper.
I.E. Using MLA/APA
format for citing
sources, clearly
explaining content of
paper, etc.
The student does not
show any of the work
needed in presenting
the project to the
class via Zoom
conferencing tool.
I.E. Voice should be
completely heard, the
content should be
well communicated,
etc.
conferencing tool.
I.E. Voice should be
completely heard, the
content should be
well communicated,
etc.
conferencing tool.
I.E. Voice should be
completely heard, the
content should be
well communicated,
etc.
online conferencing
tool. I.E. Voice
should be completely
heard, the content
should be well
communicated, etc.
Scoring sheet
Student Name /
Fieldwork #1: ______________________________________________
Criteria
Ability to follow initial
instructions (20%)
Ability to answer analytical
questions (20%)
Research (20%)
Proper Written Paper (20%)
Oral Presentation (20%)
Excellent – 10
points
Good – 8
Acceptable – 6
Below expectations –
Under 6
Project template
Descriptive statistics
• Descriptive statistics, appropriate graphs and tables
Claim
• Inferential statistics method with a null and alternate hypothesis
written out
• Statistical output including a test statistics and p-value
• Analysis of that output
Summary and conclusions
• Summary and final conclusions of the project
Going beyond
• Suggestions for going beyond the project.
• Don’t go beyond 7 slides for the presentation. Keep it to 5 minutes.
Dress professionally and practice!!!
Staff Survey (selected items)
Age:
ˆ under 20
ˆ 21 to 30
ˆ 31 to 40
Length of service with the organization (in years): ______
ˆ 41 to 50
ˆ over 50yrs
Employment status: ˆ permanent
ˆ casual
For each of the aspects shown below please rate your level of agreement and importance using the following scales:
Agreement: 1=not at all 2=slight extent 3=moderate extent 4=great extent 5=very great extent
Importance: 1=not at all 2=slightly important 3=moderately important 4=very important 5=extremely important
Agreement
Importance
1.
Is it clear what is expected of you at work?
1
2
3
4
5
1
2
3
4
5
2.
At work have you been provided with all the equipment and materials
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
required for you do your work efficiently?
3.
Does the organization keep you up to date with information concerning
development and changes?
4.
Do you receive recognition from the organization for doing good work?
1
2
3
4
5
1
2
3
4
5
5.
Does your manager or supervisor encourage your development at work?
1
2
3
4
5
1
2
3
4
5
6.
Do you feel that your opinions seem to count to the organization?
1
2
3
4
5
1
2
3
4
5
7.
Does the organization make you feel that your job is important?
1
2
3
4
5
1
2
3
4
5
8.
Do you feel that your fellow workers are committed to doing good quality
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
1
2
3
4
5
work?
9.
Has your performance been assessed or discussed in the last six
months?
10. Have you had the opportunity over the last year at work to improve your
skills?
Would you recommend this organization as a good place to work?
ˆ Yes
ˆ No
Staff Survey Codebook
Variable
SPSS variable name
Coding instructions
Identification number
id
Subject identification number
City of residence of staff member
City
Each city was given a numerical code
Age of staff member
age
1= under 20, 2=21 to 30, 3=31 to 40, 4=41 to 50,
5=over 50
Years of service with the organization
service
Employment status
employstatus
Years of service (if less than 1 record as decimal :eg.
6 mths =.5 year)
1=permanent, 2=casual
Q1 level of agreement
Q1a
Q1 level of importance
Q1imp
Q2 level of agreement
Q2a
Q2 level of importance
Q2imp
Q3 level of agreement
Q3a
Q3 level of importance
Q3imp
Q4 level of agreement
Q4a
Q4 level of importance
Q4imp
Q5 level of agreement
Q5a
Q5 level of importance
Q5imp
Q6 level of agreement
Q6a
Q6 level of importance
Q6imp
Q7 level of agreement
Q7a
Q7 level of importance
Q7imp
Q8 level of agreement
Q8a
Q8 level of importance
Q8imp
Q9 level of agreement
Q9a
Q9 level of importance
Q9imp
Q10 level of agreement
Q10a
Q10 level of importance
Q10imp
Recommendation
recommend
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
1=not at all, 2=to a slight extent, 3=to a moderate
extent, 4=to a great extent, 5=to a very great extent
1=not important, 2=slightly important, 3=moderately
important, 4=very important, 5=extremely important
0=no, 1=yes
LoanStatNew
Description
acc_now_delinq
acc_open_past_24mths
addr_state
all_util
annual_inc
annual_inc_joint
application_type
The number of accounts on which the borrower is now delinquent.
Number of trades opened in past 24 months.
The state provided by the borrower in the loan application
Balance to credit limit on all trades
The self-reported annual income provided by the borrower during registration.
The combined self-reported annual income provided by the co-borrowers during registration
Indicates whether the loan is an individual application or a joint application with two co-borrowers
avg_cur_bal
bc_open_to_buy
bc_util
chargeoff_within_12_mths
collection_recovery_fee
collections_12_mths_ex_med
delinq_2yrs
delinq_amnt
desc
dti
dti_joint
earliest_cr_line
emp_length
emp_title
fico_range_high
fico_range_low
funded_amnt
funded_amnt_inv
grade
home_ownership
id
il_util
Average current balance of all accounts
Total open to buy on revolving bankcards.
Ratio of total current balance to high credit/credit limit for all bankcard accounts.
Number of charge-offs within 12 months
post charge off collection fee
Number of collections in 12 months excluding medical collections
The number of 30+ days past-due incidences of delinquency in the borrower’s credit file for the past 2 years
The past-due amount owed for the accounts on which the borrower is now delinquent.
Loan description provided by the borrower
A ratio calculated using the borrower’s total monthly debt payments on the total debt obligations, excluding mortgage and the requested LC loan, divided by the borrower’s self-reported monthly income.
A ratio calculated using the co-borrowers’ total monthly payments on the total debt obligations, excluding mortgages and the requested LC loan, divided by the co-borrowers’ combined self-reported monthly income
The month the borrower’s earliest reported credit line was opened
Employment length in years. Possible values are between 0 and 10 where 0 means less than one year and 10 means ten or more years.
The job title supplied by the Borrower when applying for the loan.*
The upper boundary range the borrower’s FICO at loan origination belongs to.
The lower boundary range the borrower’s FICO at loan origination belongs to.
The total amount committed to that loan at that point in time.
The total amount committed by investors for that loan at that point in time.
LC assigned loan grade
The home ownership status provided by the borrower during registration or obtained from the credit report. Our values are: RENT, OWN, MORTGAGE, OTHER
A unique LC assigned ID for the loan listing.
Ratio of total current balance to high credit/credit limit on all install acct
initial_list_status
inq_fi
inq_last_12m
inq_last_6mths
installment
int_rate
issue_d
last_credit_pull_d
last_fico_range_high
last_fico_range_low
last_pymnt_amnt
last_pymnt_d
loan_amnt
loan_status
max_bal_bc
member_id
mo_sin_old_il_acct
mo_sin_old_rev_tl_op
mo_sin_rcnt_rev_tl_op
mo_sin_rcnt_tl
mort_acc
mths_since_last_delinq
mths_since_last_major_derog
mths_since_last_record
mths_since_rcnt_il
mths_since_recent_bc
mths_since_recent_bc_dlq
mths_since_recent_inq
mths_since_recent_revol_delinq
next_pymnt_d
num_accts_ever_120_pd
num_actv_bc_tl
num_actv_rev_tl
num_bc_sats
num_bc_tl
num_il_tl
num_op_rev_tl
num_rev_accts
num_rev_tl_bal_gt_0
num_sats
num_tl_120dpd_2m
num_tl_30dpd
num_tl_90g_dpd_24m
num_tl_op_past_12m
open_acc
open_acc_6m
open_il_12m
open_il_24m
open_il_6m
open_rv_12m
open_rv_24m
out_prncp
out_prncp_inv
pct_tl_nvr_dlq
percent_bc_gt_75
The initial listing status of the loan. Possible values are – W, F
Number of personal finance inquiries
Number of credit inquiries in past 12 months
The number of inquiries in past 6 months (excluding auto and mortgage inquiries)
The monthly payment owed by the borrower if the loan originates.
Interest Rate on the loan
The month which the loan was funded
The most recent month LC pulled credit for this loan
The upper boundary range the borrower’s last FICO pulled belongs to.
The lower boundary range the borrower’s last FICO pulled belongs to.
Last total payment amount received
Last month payment was received
The listed amount of the loan applied for by the borrower. If at some point in time, the credit department reduces the loan amount, then it will be reflected in this value.
Current status of the loan
Maximum current balance owed on all revolving accounts
A unique LC assigned Id for the borrower member.
Months since oldest bank installment account opened
Months since oldest revolving account opened
Months since most recent revolving account opened
Months since most recent account opened
Number of mortgage accounts.
The number of months since the borrower’s last delinquency.
Months since most recent 90-day or worse rating
The number of months since the last public record.
Months since most recent installment accounts opened
Months since most recent bankcard account opened.
Months since most recent bankcard delinquency
Months since most recent inquiry.
Months since most recent revolving delinquency.
Next scheduled payment date
Number of accounts ever 120 or more days past due
Number of currently active bankcard accounts
Number of currently active revolving trades
Number of satisfactory bankcard accounts
Number of bankcard accounts
Number of installment accounts
Number of open revolving accounts
Number of revolving accounts
Number of revolving trades with balance >0
Number of satisfactory accounts
Number of accounts currently 120 days past due (updated in past 2 months)
Number of accounts currently 30 days past due (updated in past 2 months)
Number of accounts 90 or more days past due in last 24 months
Number of accounts opened in past 12 months
The number of open credit lines in the borrower’s credit file.
Number of open trades in last 6 months
Number of installment accounts opened in past 12 months
Number of installment accounts opened in past 24 months
Number of currently active installment trades
Number of revolving trades opened in past 12 months
Number of revolving trades opened in past 24 months
Remaining outstanding principal for total amount funded
Remaining outstanding principal for portion of total amount funded by investors
Percent of trades never delinquent
Percentage of all bankcard accounts > 75% of limit.
publicly available policy_code=1
policy_code
new products not publicly available policy_code=2
pub_rec
Number of derogatory public records
pub_rec_bankruptcies
Number of public record bankruptcies
purpose
A category provided by the borrower for the loan request.
pymnt_plan
Indicates if a payment plan has been put in place for the loan
recoveries
post charge off gross recovery
revol_bal
Total credit revolving balance
revol_util
Revolving line utilization rate, or the amount of credit the borrower is using relative to all available revolving credit.
sub_grade
LC assigned loan subgrade
tax_liens
Number of tax liens
term
The number of payments on the loan. Values are in months and can be either 36 or 60.
title
The loan title provided by the borrower
tot_coll_amt
Total collection amounts ever owed
tot_cur_bal
Total current balance of all accounts
tot_hi_cred_lim
Total high credit/credit limit
total_acc
The total number of credit lines currently in the borrower’s credit file
total_bal_ex_mort
Total credit balance excluding mortgage
total_bal_il
Total current balance of all installment accounts
total_bc_limit
Total bankcard high credit/credit limit
total_cu_tl
Number of finance trades
total_il_high_credit_limit
Total installment high credit/credit limit
total_pymnt
Payments received to date for total amount funded
total_pymnt_inv
Payments received to date for portion of total amount funded by investors
total_rec_int
Interest received to date
total_rec_late_fee
Late fees received to date
total_rec_prncp
Principal received to date
total_rev_hi_lim
Total revolving high credit/credit limit
url
URL for the LC page with listing data.
verification_status
Indicates if income was verified by LC, not verified, or if the income source was verified
verified_status_joint
Indicates if the co-borrowers’ joint income was verified by LC, not verified, or if the income source was verified
zip_code
The first 3 numbers of the zip code provided by the borrower in the loan application.
revol_bal_joint
Sum of revolving credit balance of the co-borrowers, net of duplicate balances
sec_app_fico_range_low
FICO range (high) for the secondary applicant
sec_app_fico_range_high
FICO range (low) for the secondary applicant
sec_app_earliest_cr_line
Earliest credit line at time of application for the secondary applicant
sec_app_inq_last_6mths
Credit inquiries in the last 6 months at time of application for the secondary applicant
sec_app_mort_acc
Number of mortgage accounts at time of application for the secondary applicant
sec_app_open_acc
Number of open trades at time of application for the secondary applicant
sec_app_revol_util
Ratio of total current balance to high credit/credit limit for all revolving accounts
sec_app_open_il_6m
Number of currently active installment trades at time of application for the secondary applicant
sec_app_num_rev_accts
Number of revolving accounts at time of application for the secondary applicant
sec_app_chargeoff_within_12_mths Number of charge-offs within last 12 months at time of application for the secondary applicant
sec_app_collections_12_mths_ex_medNumber of collections within last 12 months excluding medical collections at time of application for the secondary applicant
sec_app_mths_since_last_major_derogMonths since most recent 90-day or worse rating at time of application for the secondary applicant
* Employer Title replaces Employer Name for all loans listed after 9/23/2013
BrowseNotesFile
acceptD
accNowDelinq
accOpenPast24Mths
addrState
all_util
annual_inc_joint
annualInc
application_type
avg_cur_bal
bcOpenToBuy
bcUtil
chargeoff_within_12_mths
collections_12_mths_ex_med
creditPullD
delinq2Yrs
delinqAmnt
desc
dti
dti_joint
earliestCrLine
effective_int_rate
emp_title
empLength
expD
expDefaultRate
ficoRangeHigh
ficoRangeLow
fundedAmnt
grade
homeOwnership
id
il_util
ils_exp_d
initialListStatus
inq_fi
inq_last_12m
inqLast6Mths
installment
intRate
isIncV
listD
loanAmnt
max_bal_bc
memberId
mo_sin_old_rev_tl_op
mo_sin_rcnt_rev_tl_op
mo_sin_rcnt_tl
mortAcc
msa
mths_since_last_major_derog
mths_since_oldest_il_open
mths_since_rcnt_il
mthsSinceLastDelinq
mthsSinceLastRecord
mthsSinceMostRecentInq
mthsSinceRecentBc
mthsSinceRecentLoanDelinq
mthsSinceRecentRevolDelinq
num_accts_ever_120_pd
num_actv_bc_tl
num_actv_rev_tl
num_bc_sats
num_bc_tl
num_il_tl
num_op_rev_tl
num_rev_accts
num_rev_tl_bal_gt_0
num_sats
num_tl_120dpd_2m
num_tl_30dpd
num_tl_90g_dpd_24m
num_tl_op_past_12m
open_acc_6m
open_il_12m
open_il_24m
open_il_6m
open_rv_12m
open_rv_24m
openAcc
pct_tl_nvr_dlq
percentBcGt75
pub_rec_bankruptcies
pubRec
purpose
reviewStatus
reviewStatusD
revolBal
revolUtil
serviceFeeRate
subGrade
tax_liens
term
title
tot_coll_amt
tot_cur_bal
tot_hi_cred_lim
total_bal_il
total_cu_tl
total_il_high_credit_limit
total_rev_hi_lim
totalAcc
totalBalExMort
totalBcLimit
url
verified_status_joint
zip_code
Description
The date which the borrower accepted the offer
The number of accounts on which the borrower is now delinquent.
Number of trades opened in past 24 months.
The state provided by the borrower in the loan application
Balance to credit limit on all trades
The combined self-reported annual income provided by the co-borrowers during registration
The self-reported annual income provided by the borrower during registration.
Indicates whether the loan is an individual application or a joint application with two co-borrowers
Average current balance of all accounts
Total open to buy on revolving bankcards.
Ratio of total current balance to high credit/credit limit for all bankcard accounts.
Number of charge-offs within 12 months
Number of collections in 12 months excluding medical collections
The date LC pulled credit for this loan
The number of 30+ days past-due incidences of delinquency in the borrower’s credit file for the past 2 years
The past-due amount owed for the accounts on which the borrower is now delinquent.
Loan description provided by the borrower
A ratio calculated using the borrower’s total monthly debt payments on the total debt obligations, excluding mortgage and th
A ratio calculated using the co-borrowers’ total monthly payments on the total debt obligations, excluding mortgages and the
The date the borrower’s earliest reported credit line was opened
The effective interest rate is equal to the interest rate on a Note reduced by Lending Club’s estimate of the impact of uncollec
The job title supplied by the Borrower when applying for the loan.*
Employment length in years. Possible values are between 0 and 10 where 0 means less than one year and 10 means ten or m
The date the listing will expire
The expected default rate of the loan.
The upper boundary range the borrower’s FICO at loan origination belongs to.
The lower boundary range the borrower’s FICO at loan origination belongs to.
The total amount committed to that loan at that point in time.
LC assigned loan grade
The home ownership status provided by the borrower during registration. Our values are: RENT, OWN, MORTGAGE, OTHER.
A unique LC assigned ID for the loan listing.
Ratio of total current balance to high credit/credit limit on all install acct
wholeloan platform expiration date
The initial listing status of the loan. Possible values are – W, F
Number of personal finance inquiries
Number of credit inquiries in past 12 months
The number of inquiries in past 6 months (excluding auto and mortgage inquiries)
The monthly payment owed by the borrower if the loan originates.
Interest Rate on the loan
Indicates if income was verified by LC, not verified, or if the income source was verified
The date which the borrower’s application was listed on the platform.
The listed amount of the loan applied for by the borrower. If at some point in time, the credit department reduces the loan a
Maximum current balance owed on all revolving accounts
A unique LC assigned Id for the borrower member.
Months since oldest revolving account opened
Months since most recent revolving account opened
Months since most recent account opened
Number of mortgage accounts.
Metropolitan Statistical Area of the borrower.
Months since most recent 90-day or worse rating
Months since oldest bank installment account opened
Months since most recent installment accounts opened
The number of months since the borrower’s last delinquency.
The number of months since the last public record.
Months since most recent inquiry.
Months since most recent bankcard account opened.
Months since most recent personal finance delinquency.
Months since most recent revolving delinquency.
Number of accounts ever 120 or more days past due
Number of currently active bankcard accounts
Number of currently active revolving trades
Number of satisfactory bankcard accounts
Number of bankcard accounts
Number of installment accounts
Number of open revolving accounts
Number of revolving accounts
Number of revolving trades with balance >0
Number of satisfactory accounts
Number of accounts currently 120 days past due (updated in past 2 months)
Number of accounts currently 30 days past due (updated in past 2 months)
Number of accounts 90 or more days past due in last 24 months
Number of accounts opened in past 12 months
Number of open trades in last 6 months
Number of installment accounts opened in past 12 months
Number of installment accounts opened in past 24 months
Number of currently active installment trades
Number of revolving trades opened in past 12 months
Number of revolving trades opened in past 24 months
The number of open credit lines in the borrower’s credit file.
Percent of trades never delinquent
Percentage of all bankcard accounts > 75% of limit.
Number of public record bankruptcies
Number of derogatory public records
A category provided by the borrower for the loan request.
The status of the loan during the listing period. Values: APPROVED, NOT_APPROVED.
The date the loan application was reviewed by LC
Total credit revolving balance
Revolving line utilization rate, or the amount of credit the borrower is using relative to all available revolving credit.
Service fee rate paid by the investor for this loan.
LC assigned loan subgrade
Number of tax liens
The number of payments on the loan. Values are in months and can be either 36 or 60.
The loan title provided by the borrower
Total collection amounts ever owed
Total current balance of all accounts
Total high credit/credit limit
Total current balance of all installment accounts
Number of finance trades
Total installment high credit/credit limit
Total revolving high credit/credit limit
The total number of credit lines currently in the borrower’s credit file
Total credit balance excluding mortgage
Total bankcard high credit/credit limit
URL for the LC page with listing data.
Indicates if the co-borrowers’ joint income was verified by LC, not verified, or if the income source was verified
The first 3 numbers of the zip code provided by the borrower in the loan application.
* Employer Title replaces Employer Name for all loans listed after 9/23/2013
RejectStats File
Amount Requested
Application Date
Loan Title
Risk_Score
Debt-To-Income Ratio
Zip Code
State
Employment Length
Policy Code
Description
The total amount requested by the borrower
The date which the borrower applied
The loan title provided by the borrower
For applications prior to November 5, 2013 the risk score is the borrower’s FICO score. For applications after November 5, 20
A ratio calculated using the borrower’s total monthly debt payments on the total debt obligations, excluding
The first 3 numbers of the zip code provided by the borrower in the loan application.
The state provided by the borrower in the loan application
Employment length in years. Possible values are between 0 and 10 where 0 means less than one year and 10 means ten or m
publicly available policy_code=1
new products not publicly available policy_code=2
s after November 5, 2013 the risk score is the borrower’s Vantage score.
id
member_id loan_amnt funded_amntfunded_amnt_inv
term
5000
5000
4975 36 months
2500
2500
2500 60 months
2400
2400
2400 36 months
10000
10000
10000 36 months
3000
3000
3000 60 months
5000
5000
5000 36 months
7000
7000
7000 60 months
3000
3000
3000 36 months
5600
5600
5600 60 months
5375
5375
5350 60 months
6500
6500
6500 60 months
12000
12000
12000 36 months
9000
9000
9000 36 months
3000
3000
3000 36 months
10000
10000
10000 36 months
1000
1000
1000 36 months
10000
10000
10000 36 months
3600
3600
3600 36 months
6000
6000
6000 36 months
9200
9200
9200 36 months
20250
20250 19142.1611 60 months
21000
21000
21000 36 months
10000
10000
10000 36 months
10000
10000
10000 36 months
6000
6000
6000 36 months
15000
15000
15000 36 months
15000
15000
8725 36 months
5000
5000
5000 60 months
4000
4000
4000 36 months
8500
8500
8500 36 months
4375
4375
4375 36 months
31825
31825
31825 36 months
10000
10000
9975 60 months
5000
5000
5000 36 months
7000
7000
7000 36 months
12400
12400
12400 36 months
10800
10800
10800 36 months
15000
15000
15000 36 months
6000
6000
6000 36 months
12500
12500
12475 60 months
9600
9600
9600 36 months
12000
12000
12000 36 months
int_rate
10.65%
15.27%
15.96%
13.49%
12.69%
7.90%
15.96%
18.64%
21.28%
12.69%
14.65%
12.69%
13.49%
9.91%
10.65%
16.29%
15.27%
6.03%
11.71%
6.03%
15.27%
12.42%
11.71%
11.71%
11.71%
9.91%
14.27%
16.77%
11.71%
11.71%
7.51%
7.90%
15.96%
8.90%
15.96%
10.65%
9.91%
7.90%
12.42%
12.69%
7.51%
7.90%
3000
4400
6000
14000
5000
10000
10000
11000
15000
25600
7000
12000
12000
21000
16000
10000
10000
7100
13000
17500
17675
8000
10000
3500
12500
16425
8200
15000
20975
6400
3000
12000
14400
12000
11000
7250
15000
18000
35000
10000
11800
4500
7000
3000
4400
6000
14000
5000
10000
10000
11000
15000
25600
7000
12000
12000
21000
16000
10000
10000
7100
13000
8950
17675
8000
10000
3500
8925
16425
8200
15000
13575
6400
3000
12000
14400
12000
11000
7200
15000
18000
22075
10000
11800
4500
7000
3000 36 months
4400 36 months
6000 36 months
14000 36 months
5000 36 months
10000 36 months
10000 36 months
11000 36 months
15000 36 months
25350 36 months
7000 36 months
12000 36 months
12000 36 months
20975 60 months
15950 60 months
10000 36 months
10000 36 months
7100 36 months
13000 60 months
8925 60 months
17675 60 months
8000 36 months
9975 60 months
3500 36 months
8925 60 months
16425 36 months
8200 60 months
15000 36 months
13550 60 months
6400 36 months
3000 36 months
12000 36 months
14400 36 months
12000 36 months
11000 36 months
7175 60 months
15000 36 months
18000 60 months
22050 60 months
10000 36 months
11800 36 months
4500 36 months
7000 36 months
18.25%
16.77%
6.03%
9.91%
8.90%
10.65%
6.03%
6.62%
9.91%
9.91%
10.65%
15.96%
9.91%
19.91%
19.91%
12.42%
10.65%
16.77%
12.69%
17.27%
14.65%
16.77%
10.65%
10.65%
17.27%
14.27%
21.28%
14.65%
17.58%
16.77%
13.49%
16.77%
8.90%
14.65%
13.49%
21.67%
7.90%
19.91%
17.27%
14.27%
12.69%
6.03%
12.69%
9200
14000
4500
12000
12000
12000
7000
8200
10500
7000
15300
20000
17500
3500
6000
6200
16000
6000
7200
9500
18825
24000
6000
6000
2100
5500
11000
26800
8000
10000
8000
10000
12000
10000
12000
25000
19750
10000
13650
28000
18000
2500
21000
9200
9200 36 months
14000
13975 60 months
4500
4475 60 months
12000
12000 36 months
12000
12000 36 months
12000
12000 36 months
7000
7000 36 months
8200
8200 60 months
10500
10500 36 months
7000
7000 36 months
15300
15275 60 months
12800
12775 60 months
17500
17500 60 months
3500
3500 36 months
6000
6000 60 months
6200
6200 36 months
16000
16000 60 months
6000
6000 36 months
7200
7200 36 months
9500
9500 36 months
18825
18800 60 months
24000
24000 36 months
6000
6000 36 months
6000
6000 36 months
2100
2100 36 months
5500
5500 36 months
11000
11000 36 months
26800
26800 60 months
8000
8000 36 months
10000
10000 36 months
8000
8000 36 months
10000
10000 36 months
12000
12000 36 months
10000
10000 36 months
12000
12000 36 months
25000 23088.1611 60 months
19750
19725 36 months
10000
10000 36 months
13650
13650 36 months
11800
11775 60 months
18000
18000 36 months
2500
2500 36 months
21000 20120.8066 60 months
12.42%
17.27%
10.65%
16.29%
13.49%
10.65%
10.65%
19.42%
12.69%
11.71%
22.06%
11.71%
17.27%
6.03%
12.69%
9.91%
17.58%
8.90%
9.91%
8.90%
16.77%
10.65%
13.49%
13.49%
12.42%
6.62%
6.62%
20.89%
12.69%
18.25%
11.71%
8.90%
11.71%
7.90%
9.91%
13.49%
10.65%
9.91%
12.42%
19.91%
7.90%
14.27%
20.30%
35000
10000
7000
24000
10625
5000
8850
6375
6000
11100
10000
6200
15000
4200
14000
8875
13500
12000
16000
21600
6000
8450
20000
10000
12000
13475
7200
5600
12000
8500
8000
8000
16000
15000
10000
10000
8000
22000
6000
16000
2500
13500
25000
35000
35000 36 months
10000
10000 36 months
7000
7000 36 months
24000
24000 36 months
10625
10625 36 months
5000
5000 36 months
8850
8850 36 months
6375
6375 36 months
6000
6000 36 months
11100
11100 36 months
10000
10000 60 months
6200
6200 36 months
15000
15000 36 months
4200
4200 36 months
14000
14000 36 months
8875
8875 36 months
13500
13500 36 months
12000
12000 36 months
16000
15975 60 months
21600 20498.2658 60 months
6000
6000 36 months
8450
8425 60 months
20000 18590.3378 60 months
10000
10000 36 months
12000
12000 36 months
13475
13450 60 months
7200
7200 36 months
5600
5600 36 months
12000
11975 36 months
8500
8500 36 months
8000
8000 36 months
8000
8000 36 months
16000
8150 60 months
15000
15000 36 months
10000
10000 36 months
10000
10000 36 months
8000
8000 36 months
22000
22000 36 months
6000
6000 36 months
16000
15975 60 months
2500
2500 36 months
13500
13500 36 months
25000
25000 36 months
8.90%
7.51%
12.69%
15.96%
7.51%
14.65%
6.62%
7.51%
11.71%
6.62%
12.69%
6.03%
18.64%
11.71%
14.27%
7.51%
9.91%
9.91%
19.91%
19.42%
10.65%
16.77%
13.49%
11.71%
16.29%
13.49%
12.42%
14.65%
14.27%
6.03%
9.91%
12.42%
15.27%
17.27%
9.91%
6.62%
14.65%
9.91%
14.27%
9.91%
7.51%
9.91%
12.42%
10000
2500
7325
4000
10000
7750
20000
9600
21000
14000
13350
15000
15000
11000
35000
9000
22475
16000
13500
24000
12000
8400
28000
14000
12000
25000
9000
13250
20000
3000
7350
11500
13650
10500
12000
6000
11500
7000
29500
2000
11625
15075
5300
10000
10000 36 months
2500
2500 36 months
7325
7325 36 months
4000
4000 36 months
10000
10000 36 months
7750
7750 36 months
20000
20000 60 months
9600
9600 36 months
21000
21000 60 months
14000
14000 36 months
13350
13350 36 months
15000
15000 36 months
15000
15000 36 months
11000
10750 60 months
35000
35000 36 months
9000
9000 36 months
22475
22425 60 months
16000
16000 36 months
13500
13500 36 months
24000
24000 36 months
12000
12000 36 months
8400
8150 60 months
28000
27975 60 months
14000
14000 36 months
12000
12000 36 months
25000
25000 36 months
9000
9000 36 months
13250
13250 36 months
20000
20000 36 months
3000
3000 36 months
7350
7350 36 months
11500
11500 36 months
13650
13650 36 months
10500
10500 36 months
12000
11975 36 months
6000
6000 36 months
11500
11500 36 months
7000
7000 36 months
29500 28513.4593 60 months
2000
2000 36 months
11625
11625 36 months
15075
15075 36 months
5300
5300 36 months
13.49%
13.49%
12.69%
12.42%
13.49%
17.27%
20.89%
12.42%
11.71%
10.65%
12.42%
16.77%
17.27%
13.49%
10.65%
10.65%
15.27%
12.69%
12.69%
12.69%
10.65%
16.77%
17.58%
6.62%
14.27%
11.71%
12.69%
10.65%
13.49%
14.65%
10.65%
15.27%
12.42%
16.29%
9.91%
8.90%
15.27%
12.42%
20.30%
15.27%
13.49%
14.27%
15.27%
8200
12000
8650
21000
16000
12000
9500
7400
14400
24250
7200
26000
7000
4000
1500
19600
2500
10000
10000
4225
3500
12000
16500
22000
12000
15600
10800
14000
18825
6000
12000
10000
8000
14125
14000
13200
4000
4000
10500
5500
7350
10000
12000
8200
12000
8650
11800
16000
12000
9500
7400
14400
18100
7200
26000
7000
4000
1500
19600
2500
10000
10000
4225
3500
12000
16500
22000
12000
15600
10800
14000
18825
6000
12000
10000
8000
14125
14000
8975
4000
4000
10500
5500
7350
10000
12000
8200 36 months
12000 36 months
8650 36 months
11500 60 months
16000 60 months
11975 36 months
9500 36 months
7400 36 months
14400 36 months
18075 60 months
7200 36 months
25975 60 months
6975 60 months
4000 36 months
1500 36 months
19600 36 months
2500 36 months
10000 36 months
10000 36 months
4225 36 months
3500 36 months
12000 36 months
16500 36 months
21975 60 months
12000 36 months
15600 60 months
10800 36 months
14000 36 months
18800 60 months
6000 36 months
12000 36 months
10000 36 months
8000 36 months
14125 36 months
14000 36 months
8975 60 months
4000 36 months
4000 36 months
10500 36 months
5500 36 months
7350 36 months
10000 36 months
12000 36 months
6.62%
12.42%
14.27%
17.27%
17.27%
12.42%
12.69%
13.49%
13.49%
23.91%
7.90%
16.77%
11.71%
7.51%
17.27%
12.42%
11.71%
12.69%
6.62%
12.42%
7.90%
6.62%
8.90%
21.67%
14.65%
12.69%
12.42%
12.42%
17.58%
13.49%
9.91%
12.42%
7.90%
9.91%
12.69%
17.27%
19.03%
12.69%
6.03%
7.90%
11.71%
12.42%
7.51%
5000
8000
4500
18000
12300
12000
10000
6000
12000
12000
7000
35000
1400
16000
3200
8000
11875
5000
1800
35000
18000
14000
5000
8000
10000
10000
12000
23200
18000
4800
7300
10400
6600
12000
13250
12000
25000
6000
12000
14400
10000
8000
8000
5000
8000
4500
18000
12300
12000
10000
6000
12000
12000
7000
26825
1400
16000
3200
8000
11875
5000
1800
35000
18000
14000
5000
8000
10000
10000
12000
23200
18000
4800
7300
10400
6600
12000
13250
12000
25000
6000
12000
14400
10000
8000
8000
5000 60 months
8000 60 months
4500 36 months
17975 36 months
12300 60 months
12000 36 months
10000 36 months
6000 36 months
12000 36 months
12000 36 months
7000 36 months
26800 60 months
1400 36 months
16000 60 months
3200 36 months
8000 36 months
11875 60 months
5000 36 months
1800 36 months
35000 36 months
17950 36 months
14000 36 months
5000 36 months
8000 36 months
10000 36 months
9975 36 months
12000 36 months
23175 36 months
17975 60 months
4800 36 months
7300 36 months
10400 36 months
6600 36 months
12000 36 months
13250 36 months
12000 36 months
25000 36 months
6000 36 months
12000 36 months
14400 36 months
10000 36 months
8000 36 months
8000 36 months
11.71%
11.71%
8.90%
12.42%
13.49%
13.49%
13.49%
7.90%
12.69%
8.90%
11.71%
18.64%
7.90%
13.49%
9.91%
7.90%
12.69%
6.03%
6.62%
8.90%
8.90%
7.90%
12.42%
15.96%
6.03%
7.51%
12.42%
7.90%
15.27%
15.27%
11.71%
9.91%
9.91%
8.90%
17.27%
11.71%
9.91%
10.65%
7.51%
11.71%
12.42%
11.71%
16.29%
30000
18000
13250
14000
20000
10000
35000
4000
13000
28000
10000
20000
18000
9000
25000
10000
4200
20000
18000
24000
4475
20000
12000
18000
5000
3000
25000
18000
12000
20000
10000
15000
12000
20000
6300
20000
35000
8250
20000
10000
24000
14400
6000
30000
18000
13250
14000
20000
10000
23250
4000
13000
28000
10000
20000
18000
9000
25000
10000
4200
20000
18000
24000
4475
20000
12000
18000
5000
3000
25000
18000
12000
20000
10000
15000
12000
13475
6300
20000
23150
8250
20000
10000
24000
14400
6000
28673.7965 60 months
18000 60 months
13250 36 months
14000 36 months
19975 60 months
10000 36 months
23200 60 months
4000 36 months
13000 36 months
28000 36 months
10000 36 months
20000 36 months
17950 36 months
9000 60 months
24975 60 months
10000 36 months
4200 36 months
19975 60 months
17975 60 months
24000 36 months
4475 36 months
19950 60 months
12000 36 months
18000 60 months
5000 36 months
3000 36 months
24975 60 months
18000 60 months
12000 36 months
20000 36 months
10000 36 months
15000 36 months
12000 36 months
13041.4704 60 months
6300 36 months
18626.3467 60 months
21739.7481 60 months
8086.748 60 months
18847.3731 60 months
10000 36 months
24000 36 months
14400 36 months
6000 36 months
12.42%
16.77%
11.71%
14.27%
20.30%
16.29%
20.30%
6.03%
9.91%
12.69%
13.49%
7.90%
9.91%
19.91%
18.64%
11.71%
6.03%
15.27%
17.27%
16.29%
15.27%
14.65%
12.42%
17.58%
12.42%
6.03%
19.03%
19.03%
9.91%
15.27%
13.49%
12.42%
7.90%
10.65%
11.71%
16.77%
17.27%
15.96%
12.69%
11.71%
8.90%
12.69%
14.65%
22000
12000
16000
10000
16000
10000
3500
9600
9875
21500
4800
7800
20000
9750
18000
5000
9000
7200
3000
25000
25000
10000
8875
15550
17000
7500
8875
4500
5800
10000
10000
14000
25000
12000
24000
14000
12000
15000
8050
5600
7500
7000
5400
22000
12000
16000
10000
11625
10000
3500
9600
9875
16975
4800
7800
20000
9750
15050
5000
9000
7200
3000
25000
25000
10000
8875
15550
17000
7500
8875
4500
5800
10000
10000
14000
25000
12000
24000
14000
12000
15000
8050
5600
7500
7000
5400
21975 36 months
12000 36 months
16000 36 months
10000 36 months
11368.7345 60 months
10000 36 months
3500 36 months
9600 36 months
9875 36 months
15953.4264 60 months
4800 36 months
7800 36 months
20000 36 months
9750 36 months
14773.4575 60 months
5000 36 months
9000 36 months
7175 36 months
3000 60 months
23505.2938 60 months
25000 36 months
10000 36 months
8875 36 months
15525 36 months
16060.1107 60 months
7475 36 months
8875 36 months
4500 36 months
5800 36 months
10000 36 months
10000 36 months
14000 36 months
23176.9336 60 months
12000 36 months
23975 36 months
14000 36 months
11975 36 months
14224.1077 60 months
8050 36 months
5600 36 months
7500 36 months
7000 36 months
5400 36 months
15.96%
11.71%
16.77%
10.65%
19.03%
12.69%
13.49%
9.91%
7.90%
17.58%
7.90%
6.03%
14.27%
7.51%
15.96%
6.03%
14.65%
7.90%
19.03%
19.42%
15.27%
15.96%
12.69%
11.71%
15.27%
12.69%
8.90%
17.27%
12.42%
11.71%
9.91%
11.71%
19.03%
8.90%
7.90%
14.27%
8.90%
12.69%
12.69%
10.65%
9.91%
11.71%
7.90%
16000
35000
6000
4125
9800
15700
5000
9900
4000
15000
6250
6400
8850
12000
15000
6500
8000
30000
15000
10200
9000
6500
23000
2000
8000
8875
1500
8000
20000
6500
9600
25975
10000
15000
9000
10000
1000
14000
8500
15000
4500
3000
10000
16000
27575
6000
4125
9800
15700
5000
9900
4000
15000
6250
6400
8850
12000
15000
6500
8000
19825
15000
10200
9000
6500
23000
2000
8000
8875
1500
8000
16925
6500
9600
16475
10000
15000
9000
10000
1000
14000
8500
15000
4500
3000
10000
16000 36 months
26043.4325 60 months
6000 60 months
4125 60 months
9800 36 months
14931.3097 60 months
5000 36 months
9900 36 months
4000 36 months
15000 36 months
6250 36 months
6400 36 months
8850 60 months
12000 36 months
14975 36 months
6500 36 months
8000 36 months
18614.4656 60 months
15000 36 months
10200 36 months
9000 36 months
6500 36 months
23000 60 months
2000 36 months
8000 36 months
8875 36 months
1500 36 months
8000 36 months
11925 60 months
6500 36 months
9600 36 months
15252.5068 60 months
10000 36 months
15000 36 months
9000 36 months
10000 36 months
1000 36 months
14000 36 months
8500 36 months
14248.3068 60 months
4500 36 months
3000 36 months
10000 36 months
12.42%
12.42%
7.90%
12.69%
16.29%
18.25%
6.62%
11.71%
11.71%
11.71%
15.96%
16.29%
13.49%
15.27%
8.90%
14.27%
15.96%
21.28%
14.65%
14.27%
12.42%
16.29%
21.28%
7.90%
13.49%
7.51%
18.64%
12.42%
14.65%
11.71%
13.49%
12.69%
7.90%
12.42%
6.62%
7.90%
14.65%
7.90%
14.27%
19.03%
15.96%
7.51%
9.91%
21250
33425
35000
7200
18000
23000
20000
6000
7000
21000
8250
13000
18000
7200
16500
8125
18800
26800
19200
12875
4000
4000
12000
2625
18000
7000
11300
4000
8000
14400
4375
4100
6000
4200
4000
3000
5400
15000
20000
10400
4500
11500
10000
21250
20675
35000
7200
18000
23000
20000
6000
7000
21000
8250
13000
18000
7200
16500
8125
18800
26800
19200
8475
4000
4000
12000
2625
18000
7000
11300
4000
8000
14400
4375
4100
6000
4200
4000
3000
5400
15000
20000
10400
4500
11500
10000
21225 60 months
19010.8212 60 months
32763.0552 60 months
7200 36 months
17836.5806 60 months
23000 36 months
19523.2077 60 months
6000 60 months
7000 36 months
20975 36 months
8250 36 months
13000 36 months
18000 36 months
7175 36 months
16500 36 months
8125 36 months
18750 36 months
26800 36 months
19200 36 months
8184.32018 60 months
4000 36 months
4000 36 months
12000 36 months
2625 36 months
17387.6797 60 months
7000 36 months
11300 36 months
4000 36 months
8000 36 months
14400 36 months
4375 36 months
4100 36 months
6000 36 months
4200 60 months
4000 36 months
3000 36 months
5400 36 months
15000 36 months
19523.4219 60 months
10400 36 months
4500 60 months
11500 36 months
9975 36 months
16.77%
13.49%
19.42%
15.27%
11.71%
7.90%
16.77%
17.58%
8.90%
12.69%
7.51%
9.91%
6.62%
6.03%
8.90%
7.90%
7.51%
19.03%
7.90%
17.58%
12.42%
16.29%
9.91%
11.71%
13.49%
9.91%
12.69%
9.91%
6.03%
18.25%
12.42%
7.51%
8.90%
17.27%
6.62%
10.65%
12.69%
16.29%
18.64%
12.69%
17.58%
12.42%
6.62%
18225
3600
18500
16800
10000
15000
8000
25000
16000
8000
7200
12000
2200
20000
28000
6000
25000
8000
14400
20000
25000
14050
6000
16100
35000
10525
7200
13450
3600
13250
16800
10000
15000
8000
17950
16000
8000
7200
12000
2200
20000
28000
6000
25000
8000
14400
13700
19950
14050
6000
16100
23250
10525
7200
13425 60 months
3600 36 months
13250 60 months
16775 60 months
10000 36 months
15000 36 months
8000 36 months
17925 60 months
16000 36 months
8000 36 months
7200 36 months
12000 36 months
2200 36 months
19975 60 months
28000 60 months
6000 36 months
24975 60 months
8000 60 months
14400 36 months
13675 60 months
19925 60 months
14050 36 months
6000 36 months
16075 60 months
23225 60 months
10525 36 months
7200 36 months
13.49%
8.90%
11.71%
18.25%
17.27%
18.25%
11.71%
16.77%
7.90%
10.65%
7.51%
7.51%
15.27%
12.69%
12.42%
7.51%
19.42%
8.90%
15.27%
19.03%
14.27%
8.90%
13.49%
11.71%
20.30%
7.90%
15.96%
installment grade
162.87 B
59.83 C
84.33 C
339.31 C
67.79 B
156.46 A
170.08 C
109.43 E
152.39 F
121.45 B
153.45 C
402.54 B
305.38 C
96.68 B
325.74 B
35.31 D
347.98 C
109.57 A
198.46 B
280.01 A
484.63 C
701.73 B
330.76 B
330.76 B
198.46 B
483.38 B
514.64 C
123.65 D
132.31 B
281.15 B
136.11 A
995.82 A
242.97 C
158.77 A
245.97 C
403.91 B
348.03 B
469.36 A
200.5 B
282.44 B
298.67 A
375.49 A
sub_grade
B2
C4
C5
C1
B5
A4
C5
E1
F2
B5
C3
B5
C1
B1
B2
D1
C4
A1
B3
A1
C4
B4
B3
B3
B3
B1
C2
D2
B3
B3
A3
A4
C5
A5
C5
B2
B1
A4
B4
B5
A3
A4
emp_title
emp_length home_ownership
annual_inc
10+ years
RENT
24000
Ryder
< 1 year RENT 30000 10+ years RENT 12252 AIR RESOURCES 10+BOARD years RENT 49200 University Medical 1 yearGroup RENT 80000 Veolia Transportaton 3 years RENT 36000 Southern Star8Photography years RENT 47004 MKC Accounting 9 years RENT 48000 4 years OWN 40000 Starbucks < 1 year RENT 15000 Southwest Rural 5 years metro OWN 72000 UCLA 10+ years OWN 75000 Va. Dept of Conservation/Recreation < 1 year RENT 30000 Target 3 years RENT 15000 SFMTA 3 years RENT 100000 Internal revenue < 1 Service year RENT 28000 Chin's Restaurant 4 years RENT 42000 Duracell 10+ years MORTGAGE 110000 Connection Inspection 1 year MORTGAGE 84000 Network Interpreting 6 years Service RENT 77385.19 Archdiocese of3 Galveston years Houston RENT 43370 Osram Sylvania 10+ years RENT 105000 Value Air 10+ years OWN 50000 Wells Fargo Bank 5 years RENT 50000 bmg-educational 1 year RENT 76000 Winfield Pathology 2 years Consultants MORTGAGE 92000 nyc transit 9 years RENT 60000 Frito Lay 2 years RENT 50004 Shands Hospital 10+atyears the University MORTGAGE of Fl 106000 Oakridge homes < 1 year RENT 25000 7 years MORTGAGE 17108 Audubon Mutual 5 years Housing Corporation MORTGAGE 75000 US Legal Support 2 years RENT 29120 Good Samaritan 2 years Society RENT 24044 GREG BARRETT 7 years DRYWALL RENT 34000 Sharp Lawn Inc. 10+ years RENT 41000 Department of2 Justice years RENT 55596 Gateway Hospice 1 year RENT 45000 Cox Communications 1 year RENT 36852 United States 1Infrastructure year RENT Corporation 27000 Nucor Building4 Systems years RENT 68004 John Wiley Jr.10+ years RENT 62300 108.84 D 156.37 D 182.62 A 451.15 B 158.77 A 325.74 B 304.36 A 337.75 A 483.38 B 824.96 B 228.02 B 421.65 C 386.7 B 555.33 E 423.11 E 334.16 B 325.74 B 252.33 D 293.74 B 223.74 D 417.25 C 284.31 D 215.69 B 114.01 B 223.11 D 563.53 C 223.14 F 517.42 C 341.63 D 227.45 D 101.8 C 426.47 D 457.25 A 413.94 C 373.24 C 197.51 F 469.36 A 475.99 E 551.84 D 343.09 C 395.83 B 136.96 A 234.82 B D5 D2 A1 B1 A5 B2 A1 A2 B1 B1 B2 C5 B1 E4 E4 B4 B2 D2 B5 D3 C3 D2 B2 B2 D3 C2 F2 C3 D4 D2 C1 D2 A5 C3 C1 F3 A4 E4 D3 C2 B5 A1 B5 9 years MORTGAGE citizens bank 10+ years RENT Stewart Enterprises, 10+ years Inc. MORTGAGE golfers warehouse 6 years RENT STERIS Corporation 10+ years MORTGAGE Costco Wholesale 6 years Corp. RENT Helicoil 10+ years RENT cognizant technology 5 years solutions RENT Caterpillar Inc.8 years MORTGAGE City of Santa Monica 9 years RENT Aerotek Scientific < 1 year RENT Chemat Technology 4 yearsInc RENT Scott & White1 year RENT Costco 7 years RENT CA Technologies 7 years RENT Netflix < 1 year OWN DCAA 2 years RENT Triple D security 1 year MORTGAGE wrisco < 1 year MORTGAGE 6 years RENT webb candy < 1 year RENT Omniplex < 1 year RENT CEC ENTERTAINMENT 10+ yearsINC RENT CPI 7 years MORTGAGE grandma kitchen 5 years RENT Gen-Probe, Inc4 years RENT autozone 4 years RENT USAF Civil Service 2 years OWN Dollar Tree Stores 5 years MORTGAGE Riverside County, 5 years CaliforniaRENT Insight Card Services 1 year RENT Genocea Biosciences 3 years RENT Model Metrics< 1 year OWN Boro of Butler10+ years RENT TX Army National 10+ Guard years MORTGAGE Cross Country I plan to use small_business Borrower added other on 12/21/11 > to pay for pro
Borrower added
other
on 12/21/11 > I plan on com
wedding
Borrower added
debt_consolidation
on 12/18/11 > I am planning
Borrower added
car on 12/16/11 > Downpayme
Borrower added
small_business
on 12/21/11 > I own a small
Borrower added
other
on 12/16/11 > I’m trying to
Borrower added
debt_consolidation
on 12/15/11 > I had recived
debt_consolidation
Borrower added
debt_consolidation
on 12/15/11 > Plan to pay o
Borrower added
credit_card
on 12/19/11 > I intend to pa
other
debt_consolidation
home_improvement
Borrower added
major_purchase
on 12/15/11 > Payoff other
Borrower added
medical
on 12/16/11 > This is a loan
debt_consolidation
After amassingdebt_consolidation
credit card debt through sever
Borrower added
debt_consolidation
on 12/16/11 > Decided to cl
Borrower added
credit_card
on 12/17/11 > Have a stable
debt_consolidation
major_purchase
credit_card
Borrower added
debt_consolidation
on 12/15/11 > looking to co
Borrower added
other
on 12/16/11 > I have a stab
debt_consolidation
Borrower added
credit_card
on 12/15/11 > My loan is fo
Borrower added
debt_consolidation
on 12/17/11 > This loan is a
Borrower added
debt_consolidation
on 12/15/11 > HelloI pl
debt_consolidation
Borrower added
debt_consolidation
on 12/16/11 > The purpose
credit_card
Borrower added
credit_card
on 12/16/11 > I plan to use
Borrower added
moving
on 12/19/11 > I have a very
Borrower added
debt_consolidation
on 12/15/11 > I am looking
Borrower added
debt_consolidation
on 12/15/11 > This loan will
Borrower added
debt_consolidation
on 12/20/11 > The purpose
Borrower added
other
on 12/15/11 > Funds will be
Borrower added
debt_consolidation
on 12/15/11 > To be used to
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11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
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Borrower added
other
on 12/15/11 > Combination
debt_consolidation
Borrower added
debt_consolidation
on 12/16/11 > Debt Consoli
Borrower added
small_business
on 12/15/11 > i am opening
debt_consolidation
other
credit_card
debt_consolidation
Borrower added
debt_consolidation
on 12/15/11 > Using to pay
Borrower added
credit_card
on 12/14/11 > I would like t
debt_consolidation
car
Borrower added
credit_card
on 12/19/11 > I got crazy wi
Borrower added
debt_consolidation
on 12/20/11 > consolidation
Borrower added
credit_card
on 12/16/11 > Will use this
debt_consolidation
Borrower added
credit_card
on 12/21/11 > I plan to use
I wna apply for
debt_consolidation
$7100 loan to pay off all credi
Borrower added
debt_consolidation
on 12/07/11 > plan to use th
Borrower added
small_business
on 11/28/11 > Thanks.
Borrower added
debt_consolidation
on 12/07/11 > I am trying to
Borrower added
debt_consolidation
on 12/16/11 > I am looking
debt_consolidation
Borrower added
debt_consolidation
on 12/15/11 > pay off credit
Borrower added
debt_consolidation
on 12/16/11 > So I can pay a
Borrower added
debt_consolidation
on 12/14/11 > looking to fin
Borrower added
small_business
on 12/15/11 > Business/cre
Borrower added
credit_card
on 12/14/11 > I calculated r
Borrower added
credit_card
on 12/18/11 > We are looki
Borrower added
debt_consolidation
on 12/14/11 > Debt consolid
debt_consolidation
Borrower added
credit_card
on 12/14/11 > This loan is fo
Borrower added
debt_consolidation
on 12/15/11 > I have some
debt_consolidation
debt_consolidation
I have been steadily
debt_consolidation
employed. I am a hard w
small_business
Borrower added
debt_consolidation
on 12/20/11 > I’ve been wo
home_improvement
Borrower added
credit_card
on 12/14/11 > Consolidation
Loan for refinancing
credit_card
credit cards and finishing
major_purchase
Borrower added
credit_card
on 12/14/11 > Pay my credi
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11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Charged Off
11-Dec Fully Paid
11-Dec Fully Paid
11-Dec Fully Paid
n
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n
Borrower added
debt_consolidation
on 12/14/11 > Debt Consoli
Borrower added
other
on 12/18/11 > most of my t
Borrower added
car on 12/20/11 > The loan is to
Borrower added
debt_consolidation
on 12/14/11 > looking to pa
Borrower added
debt_consolidation
on 12/14/11 > I HAVE SOME
Borrower added
credit_card
on 12/15/11 > with fixed am
Borrower added
credit_card
on 12/14/11 > I plan on pay
debt_consolidation
Borrower added
medical
on 12/21/11 > My job is in
debt_consolidation
credit_card
debt_consolidation
Borrower added
credit_card
on 12/14/11 > Pay off credit
Borrower added
car on 12/14/11 > 1993 jeep wr
Borrower added
major_purchase
on 12/15/11 > The following
Borrower added
debt_consolidation
on 12/14/11 > This loan will
Borrower added
debt_consolidation
on 12/18/11 > We have nev
Borrower added
debt_consolidation
on 12/14/11 > I plan on usin
Borrower added
credit_card
on 12/15/11 > This is a terri
Borrower added
credit_card
on 12/14/11 > A little bit of
debt_consolidation
Borrower added
debt_consolidation
on 12/14/11 > Debt consolid
debt_consolidation
debt_consolidation
Borrower added
vacation
on 12/14/11 > Christmas Va
Borrower added
small_business
on 12/14/11 > This loan is fo
Borrower added
debt_consolidation
on 12/14/11 > payoff debts
debt_consolidation
debt_consolidation
credit_card
Borrower added
credit_card
on 12/14/11 > I will consolid
debt_consolidation
Borrower added
debt_consolidation
on 12/15/11 > Paying off a C
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/13/11 > Pay off my cr
Borrower added
debt_consolidation
on 12/13/11 > I have a very
Borrower added
debt_consolidation
on 12/13/11 > Credit card c
Borrower added
debt_consolidation
on 12/13/11 > I will use the
Borrower added
debt_consolidation
on 12/13/11 > Have cut up a
Borrower added
debt_consolidation
on 12/14/11 > Money for th
debt_consolidation
Borrower added
credit_card
on 12/15/11 > I plan to use
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11-Dec Fully Paid
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Borrower added
debt_consolidation
on 12/13/11 > The purpose
Borrower added
credit_card
on 12/13/11 > 3 year plan (i
Borrower added
credit_card
on 12/13/11 > I’m gonna us
home_improvement
Borrower added
medical
on 12/13/11 > I plan to cons
debt_consolidation
Borrower added
credit_card
on 12/15/11 > Hello! After h
debt_consolidation
credit_card
Borrower added
credit_card
on 12/13/11 > I could really
Borrower added
debt_consolidation
on 12/13/11 > The purpose
small_business
debt_consolidation
Borrower added
other
on 12/14/11 > New job land
Borrower added
debt_consolidation
on 12/15/11 > I created this
debt_consolidation
debt_consolidation
Borrower added
debt_consolidation
on 12/14/11 > I will be using
Borrower added
debt_consolidation
on 12/15/11 > I plan to use
Total debt consolidation
debt_consolidation
resulting in financial
Borrower added
home_improvement
on 12/13/11 > Discovered w
debt_consolidation
credit_card
Borrower added
debt_consolidation
on 12/13/11 > credit card co
Borrower added
credit_card
on 12/13/11 > Pay loans and
Borrower added
credit_card
on 12/15/11 > Bills
major_purchase
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/13/11 > Just trying to
Borrower added
credit_card
on 12/13/11 > I would like t
credit_card
Borrower added
debt_consolidation
on 12/15/11 > I plan to use
house
debt_consolidation
Borrower added
credit_card
on 12/14/11 > Thank you fo
Borrower added
car on 12/13/11 > Car and cred
Borrower added
debt_consolidation
on 12/13/11 > Looking to co
The car has been
car offered to us for an exceptio
Borrower added
debt_consolidation
on 12/27/11 > This loan will
Borrower added
debt_consolidation
on 12/13/11 > TO CONSOLID
credit_card
debt_consolidation
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11-Dec Fully Paid
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Borrower added
small_business
on 12/15/11 > Plan to use fu
Borrower added
debt_consolidation
on 12/13/11 > I plan to use
Borrower added
debt_consolidation
on 12/13/11 > Loan request
credit_card
small_business
Borrower added
debt_consolidation
on 12/13/11 > Using money
Borrower added
debt_consolidation
on 12/13/11 > I need help t
Borrower added
debt_consolidation
on 12/13/11 > I am very dep
debt_consolidation
Borrower added
credit_card
on 12/14/11 > I’ve been at m
Borrower added
debt_consolidation
on 12/15/11 > I would like t
debt_consolidation
debt_consolidation
Borrower added
debt_consolidation
on 12/13/11 > I will be payin
debt_consolidation
credit_card
Borrower added
debt_consolidation
on 12/13/11 > Pay off all cre
Borrower added
debt_consolidation
on 12/13/11 > This money w
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/13/11 > I PLAN TO US
“My intentionsmajor_purchase
are to purchase a engagement
Borrower added
home_improvement
on 12/13/11 > I will using th
Borrower added
debt_consolidation
on 12/14/11 > I currently ha
other
Borrower added
debt_consolidation
on 12/14/11 > Secure emplo
Borrower added
debt_consolidation
on 12/13/11 > All $$$ will b
Borrower added
debt_consolidation
on 12/13/11 > Getting rid o
debt_consolidation
medical
debt_consolidation
debt_consolidation
Borrower added
debt_consolidation
on 12/13/11 > Eliminate cre
debt_consolidation
Borrower added
debt_consolidation
on 12/13/11 > Loan will allo
credit_card
Borrower added
credit_card
on 12/13/11 > I have worke
debt_consolidation
debt_consolidation
Borrower added
moving
on 12/12/11 > I have a secu
credit_card
debt_consolidation
Borrower added
credit_card
on 12/12/11 > This is a loan
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11-Dec Fully Paid
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home_improvement
Borrower added
credit_card
on 12/13/11 > This loan will
credit_card
Borrower added
debt_consolidation
on 12/24/11 > This is a cons
debt_consolidation
debt_consolidation
Borrower added
moving
on 12/13/11 > I just got a ne
debt_consolidation
Borrower added
debt_consolidation
on 12/12/11 > debt consolid
Borrower added
debt_consolidation
on 12/12/11 > I would like t
debt_consolidation
Borrower added
home_improvement
on 12/16/11 > This is a hom
credit_card
major_purchase
Borrower added
debt_consolidation
on 12/12/11 > Debt Consol< credit_card Borrower added debt_consolidation on 12/13/11 > Will use to c
Borrower added
credit_card
on 12/12/11 > I plan to use
credit_card
other
Borrower added
vacation
on 12/16/11 > this will be m
debt_consolidation
Borrower added
debt_consolidation
on 12/14/11 > I plan on con
debt_consolidation
Borrower added
credit_card
on 12/12/11 > Paying off so
vacation
credit_card
credit_card
Borrower added
debt_consolidation
on 12/17/11 > I will use fun
debt_consolidation
Borrower added
debt_consolidation
on 12/13/11 > This loan offe
Borrower added
debt_consolidation
on 12/12/11 > my credit car
vacation
Borrower added
debt_consolidation
on 12/12/11 > I’ve racked u
Borrower added
debt_consolidation
on 12/12/11 > Plan to use th
Borrower added
small_business
on 12/12/11 > The loan is m
vacation
debt_consolidation
debt_consolidation
Borrower added
car on 12/14/11 > I have a stead
Borrower added
debt_consolidation
on 12/12/11 > I’m paying of
credit_card
Borrower added
debt_consolidation
on 12/12/11 > paying off hig
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11-Dec Fully Paid
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Borrower added
home_improvement
on 12/12/11 > We are looki
Borrower added
other
on 12/15/11 > Mortgage an
Borrower added
other
on 12/12/11 > To payoff an
credit_card
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/13/11 > I plan to use
other
Borrower added
debt_consolidation
on 12/12/11 > I want to use
Borrower added
other
on 12/13/11 > Im just trying
debt_consolidation
Borrower added
debt_consolidation
on 11/30/11 > Payoff credit
other
small_business
debt_consolidation
medical
Borrower added
debt_consolidation
on 12/13/11 > I need this lo
Borrower added
home_improvement
on 12/12/11 > Bought cond
small_business
Borrower added
debt_consolidation
on 12/13/11 > I have a stab
credit_card
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/12/11 > I’m going to u
Borrower added
debt_consolidation
on 12/14/11 > Plenty of fun
debt_consolidation
Borrower added
debt_consolidation
on 12/12/11 > pay off three
Borrower added
debt_consolidation
on 12/12/11 > I’m currently
credit_card
Borrower added
debt_consolidation
on 12/12/11 > Plan to use fu
Borrower added
debt_consolidation
on 12/12/11 > Want to cons
Borrower added
debt_consolidation
on 12/13/11 > Paying off 2 C
Borrower added
house
on 12/12/11 > Paying off a l
Borrower added
debt_consolidation
on 12/12/11 > I am using th
Borrower added
debt_consolidation
on 12/14/11 > looking to be
debt_consolidation
debt_consolidation
Borrower added
other
on 12/11/11 > personal Monthly pay
Borrower added
credit_card
on 12/11/11 > Consolidation
credit_card
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11-Dec Charged Off
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Borrower added
small_business
on 12/11/11 > I am self-emp
Borrower added
home_improvement
on 12/11/11 > Personal Loa
credit_card
Borrower added
debt_consolidation
on 12/11/11 > Debt consolid
Borrower added
debt_consolidation
on 12/13/11 > I will pay of b
Borrower added
credit_card
on 12/11/11 > would like to
Borrower added
debt_consolidation
on 12/12/11 > Loan is for cr
Borrower added
debt_consolidation
on 12/11/11 > I’m sick of sh
debt_consolidation
credit_card
debt_consolidation
Borrower added
debt_consolidation
on 12/12/11 > I plan to use
Borrower added
debt_consolidation
on 12/13/11 > Smart way on
credit_card
Borrower added
debt_consolidation
on 12/13/11 > I plan to pay
Borrower added
other
on 12/11/11 > Help my mot
credit_card
debt_consolidation
debt_consolidation
debt_consolidation
Borrower added
credit_card
on 12/11/11 > I am very res
Borrower added
credit_card
on 12/13/11 > Credit cards d
credit_card
Borrower added
debt_consolidation
on 12/12/11 > I plan to pay
debt_consolidation
Borrower added
other
on 12/11/11 > Currently, I d
debt_con…