data_dictionary/missing_values_summary.csv

,Missing Values,Percentage (%),Column names

member_id,1345350,100.0,member_id

next_pymnt_d,1345310,99.99702679600104,next_pymnt_d

orig_projected_additional_accrued_interest,1341589,99.72044449399785,orig_projected_additional_accrued_interest

hardship_last_payment_amount,1339594,99.57215594454975,hardship_last_payment_amount

hardship_length,1339594,99.57215594454975,hardship_length

hardship_status,1339594,99.57215594454975,hardship_status

hardship_reason,1339594,99.57215594454975,hardship_reason

deferral_term,1339594,99.57215594454975,deferral_term

hardship_start_date,1339594,99.57215594454975,hardship_start_date

hardship_end_date,1339594,99.57215594454975,hardship_end_date

hardship_type,1339594,99.57215594454975,hardship_type

hardship_loan_status,1339594,99.57215594454975,hardship_loan_status

hardship_payoff_balance_amount,1339594,99.57215594454975,hardship_payoff_balance_amount

hardship_dpd,1339594,99.57215594454975,hardship_dpd

payment_plan_start_date,1339594,99.57215594454975,payment_plan_start_date

hardship_amount,1339594,99.57215594454975,hardship_amount

sec_app_mths_since_last_major_derog,1338701,99.50577916527298,sec_app_mths_since_last_major_derog

sec_app_revol_util,1327042,98.6391645296763,sec_app_revol_util

revol_bal_joint,1326715,98.6148585869848,revol_bal_joint

sec_app_num_rev_accts,1326714,98.61478425688482,sec_app_num_rev_accts

sec_app_open_acc,1326714,98.61478425688482,sec_app_open_acc

sec_app_collections_12_mths_ex_med,1326714,98.61478425688482,sec_app_collections_12_mths_ex_med

sec_app_earliest_cr_line,1326714,98.61478425688482,sec_app_earliest_cr_line

sec_app_open_act_il,1326714,98.61478425688482,sec_app_open_act_il

sec_app_fico_range_low,1326714,98.61478425688482,sec_app_fico_range_low

sec_app_fico_range_high,1326714,98.61478425688482,sec_app_fico_range_high

sec_app_mort_acc,1326714,98.61478425688482,sec_app_mort_acc

sec_app_chargeoff_within_12_mths,1326714,98.61478425688482,sec_app_chargeoff_within_12_mths

sec_app_inq_last_6mths,1326714,98.61478425688482,sec_app_inq_last_6mths

verification_status_joint,1319749,98.09707511056602,verification_status_joint

dti_joint,1319547,98.08206043037127,dti_joint

annual_inc_joint,1319544,98.08183744007137,annual_inc_joint

settlement_status,1312068,97.52614561266584,settlement_status

settlement_percentage,1312068,97.52614561266584,settlement_percentage

debt_settlement_flag_date,1312068,97.52614561266584,debt_settlement_flag_date

settlement_amount,1312068,97.52614561266584,settlement_amount

settlement_term,1312068,97.52614561266584,settlement_term

settlement_date,1312068,97.52614561266584,settlement_date

desc,1221820,90.8180027502137,desc

mths_since_last_record,1116786,83.01081502954621,mths_since_last_record

mths_since_recent_bc_dlq,1026321,76.28654253539972,mths_since_recent_bc_dlq

mths_since_last_major_derog,991593,73.70520682350318,mths_since_last_major_derog

mths_since_recent_revol_delinq,895374,66.55323893410636,mths_since_recent_revol_delinq

il_util,880303,65.43300999739844,il_util

mths_since_rcnt_il,821931,61.09421340171702,mths_since_rcnt_il

all_util,807767,60.04140186568551,all_util

open_acc_6m,807715,60.03753670048686,open_acc_6m

inq_last_12m,807715,60.03753670048686,inq_last_12m

total_cu_tl,807715,60.03753670048686,total_cu_tl

open_il_12m,807714,60.03746237038688,open_il_12m

inq_fi,807714,60.03746237038688,inq_fi

open_il_24m,807714,60.03746237038688,open_il_24m

open_act_il,807714,60.03746237038688,open_act_il

total_bal_il,807714,60.03746237038688,total_bal_il

open_rv_24m,807714,60.03746237038688,open_rv_24m

max_bal_bc,807714,60.03746237038688,max_bal_bc

open_rv_12m,807714,60.03746237038688,open_rv_12m

mths_since_last_delinq,678761,50.452372988441674,mths_since_last_delinq

mths_since_recent_inq,174073,12.938863492771398,mths_since_recent_inq

num_tl_120dpd_2m,117403,8.726576727245698,num_tl_120dpd_2m

mo_sin_old_il_acct,105576,7.847474634853384,mo_sin_old_il_acct

emp_title,85791,6.3768536068681,emp_title

emp_length,78516,5.836102129557364,emp_length

pct_tl_nvr_dlq,67681,5.0307354963392426,pct_tl_nvr_dlq

avg_cur_bal,67549,5.020923923142677,avg_cur_bal

mo_sin_rcnt_rev_tl_op,67528,5.019362991043223,mo_sin_rcnt_rev_tl_op

num_rev_accts,67528,5.019362991043223,num_rev_accts

mo_sin_old_rev_tl_op,67528,5.019362991043223,mo_sin_old_rev_tl_op

num_bc_tl,67527,5.019288660943249,num_bc_tl

num_il_tl,67527,5.019288660943249,num_il_tl

num_tl_90g_dpd_24m,67527,5.019288660943249,num_tl_90g_dpd_24m

num_accts_ever_120_pd,67527,5.019288660943249,num_accts_ever_120_pd

num_actv_bc_tl,67527,5.019288660943249,num_actv_bc_tl

num_actv_rev_tl,67527,5.019288660943249,num_actv_rev_tl

mo_sin_rcnt_tl,67527,5.019288660943249,mo_sin_rcnt_tl

tot_cur_bal,67527,5.019288660943249,tot_cur_bal

total_rev_hi_lim,67527,5.019288660943249,total_rev_hi_lim

tot_coll_amt,67527,5.019288660943249,tot_coll_amt

num_op_rev_tl,67527,5.019288660943249,num_op_rev_tl

num_tl_30dpd,67527,5.019288660943249,num_tl_30dpd

tot_hi_cred_lim,67527,5.019288660943249,tot_hi_cred_lim

total_il_high_credit_limit,67527,5.019288660943249,total_il_high_credit_limit

num_rev_tl_bal_gt_0,67527,5.019288660943249,num_rev_tl_bal_gt_0

num_tl_op_past_12m,67527,5.019288660943249,num_tl_op_past_12m

bc_util,61914,4.602073809789274,bc_util

percent_bc_gt_75,61557,4.575537964098562,percent_bc_gt_75

bc_open_to_buy,61145,4.54491396290928,bc_open_to_buy

mths_since_recent_bc,60223,4.476381610733267,mths_since_recent_bc

num_sats,55841,4.150667112647267,num_sats

num_bc_sats,55841,4.150667112647267,num_bc_sats

acc_open_past_24mths,47281,3.5144014568699595,acc_open_past_24mths

total_bc_limit,47281,3.5144014568699595,total_bc_limit

total_bal_ex_mort,47281,3.5144014568699595,total_bal_ex_mort

mort_acc,47281,3.5144014568699595,mort_acc

title,16660,1.2383394655665811,title

last_pymnt_d,2313,0.17192552123982607,last_pymnt_d

revol_util,857,0.06370089567770469,revol_util

pub_rec_bankruptcies,697,0.05180807968186717,pub_rec_bankruptcies

dti,374,0.027799457390270187,dti

collections_12_mths_ex_med,56,0.00416248559854313,collections_12_mths_ex_med

chargeoff_within_12_mths,56,0.00416248559854313,chargeoff_within_12_mths

last_credit_pull_d,55,0.004088155498569146,last_credit_pull_d

tax_liens,39,0.002898873898985394,tax_liens

inq_last_6mths,1,7.433009997398447e-05,inq_last_6mths

zip_code,1,7.433009997398447e-05,zip_code

id,0,0.0,id

url,0,0.0,url

issue_d,0,0.0,issue_d

home_ownership,0,0.0,home_ownership

annual_inc,0,0.0,annual_inc

verification_status,0,0.0,verification_status

installment,0,0.0,installment

grade,0,0.0,grade

sub_grade,0,0.0,sub_grade

loan_amnt,0,0.0,loan_amnt

funded_amnt,0,0.0,funded_amnt

funded_amnt_inv,0,0.0,funded_amnt_inv

term,0,0.0,term

int_rate,0,0.0,int_rate

addr_state,0,0.0,addr_state

purpose,0,0.0,purpose

pymnt_plan,0,0.0,pymnt_plan

delinq_amnt,0,0.0,delinq_amnt

revol_bal,0,0.0,revol_bal

total_pymnt,0,0.0,total_pymnt

total_rec_prncp,0,0.0,total_rec_prncp

total_pymnt_inv,0,0.0,total_pymnt_inv

collection_recovery_fee,0,0.0,collection_recovery_fee

application_type,0,0.0,application_type

acc_now_delinq,0,0.0,acc_now_delinq

total_acc,0,0.0,total_acc

fico_range_high,0,0.0,fico_range_high

fico_range_low,0,0.0,fico_range_low

delinq_2yrs,0,0.0,delinq_2yrs

earliest_cr_line,0,0.0,earliest_cr_line

out_prncp_inv,0,0.0,out_prncp_inv

out_prncp,0,0.0,out_prncp

initial_list_status,0,0.0,initial_list_status

total_rec_int,0,0.0,total_rec_int

last_fico_range_high,0,0.0,last_fico_range_high

last_pymnt_amnt,0,0.0,last_pymnt_amnt

last_fico_range_low,0,0.0,last_fico_range_low

policy_code,0,0.0,policy_code

total_rec_late_fee,0,0.0,total_rec_late_fee

recoveries,0,0.0,recoveries

pub_rec,0,0.0,pub_rec

open_acc,0,0.0,open_acc

hardship_flag,0,0.0,hardship_flag

disbursement_method,0,0.0,disbursement_method

debt_settlement_flag,0,0.0,debt_settlement_flag

default,0,0.0,default