Datasets:

BuildersLab
/

loan-application-dataset

@@ -1,152 +1,152 @@
 ,Missing Values,Percentage (%),Column names
-member_id,2260701,100.0,member_id
-orig_projected_additional_accrued_interest,2252050,99.61733108447336,orig_projected_additional_accrued_interest
-hardship_reason,2249784,99.51709668815116,hardship_reason
-hardship_payoff_balance_amount,2249784,99.51709668815116,hardship_payoff_balance_amount
-hardship_last_payment_amount,2249784,99.51709668815116,hardship_last_payment_amount
-payment_plan_start_date,2249784,99.51709668815116,payment_plan_start_date
-hardship_type,2249784,99.51709668815116,hardship_type
-hardship_status,2249784,99.51709668815116,hardship_status
-hardship_start_date,2249784,99.51709668815116,hardship_start_date
-deferral_term,2249784,99.51709668815116,deferral_term
-hardship_amount,2249784,99.51709668815116,hardship_amount
-hardship_dpd,2249784,99.51709668815116,hardship_dpd
-hardship_loan_status,2249784,99.51709668815116,hardship_loan_status
-hardship_length,2249784,99.51709668815116,hardship_length
-hardship_end_date,2249784,99.51709668815116,hardship_end_date
-settlement_status,2226455,98.48516013395844,settlement_status
-debt_settlement_flag_date,2226455,98.48516013395844,debt_settlement_flag_date
-settlement_term,2226455,98.48516013395844,settlement_term
-settlement_percentage,2226455,98.48516013395844,settlement_percentage
-settlement_date,2226455,98.48516013395844,settlement_date
-settlement_amount,2226455,98.48516013395844,settlement_amount
-sec_app_mths_since_last_major_derog,2224759,98.41013915595207,sec_app_mths_since_last_major_derog
-sec_app_revol_util,2154517,95.30304980623266,sec_app_revol_util
-revol_bal_joint,2152681,95.22183605881538,revol_bal_joint
-sec_app_inq_last_6mths,2152680,95.22179182474817,sec_app_inq_last_6mths
-sec_app_num_rev_accts,2152680,95.22179182474817,sec_app_num_rev_accts
-sec_app_open_acc,2152680,95.22179182474817,sec_app_open_acc
-sec_app_earliest_cr_line,2152680,95.22179182474817,sec_app_earliest_cr_line
-sec_app_fico_range_high,2152680,95.22179182474817,sec_app_fico_range_high
-sec_app_mort_acc,2152680,95.22179182474817,sec_app_mort_acc
-sec_app_open_act_il,2152680,95.22179182474817,sec_app_open_act_il
-sec_app_fico_range_low,2152680,95.22179182474817,sec_app_fico_range_low
-sec_app_collections_12_mths_ex_med,2152680,95.22179182474817,sec_app_collections_12_mths_ex_med
-sec_app_chargeoff_within_12_mths,2152680,95.22179182474817,sec_app_chargeoff_within_12_mths
-verification_status_joint,2144971,94.88079140054346,verification_status_joint
-dti_joint,2139995,94.66068268205305,dti_joint
-annual_inc_joint,2139991,94.66050574578416,annual_inc_joint
-desc,2134636,94.42363231581709,desc
-mths_since_last_record,1901545,84.11306935326698,mths_since_last_record
-mths_since_recent_bc_dlq,1741000,77.01151103131285,mths_since_recent_bc_dlq
-mths_since_last_major_derog,1679926,74.30995960987322,mths_since_last_major_derog
-mths_since_recent_revol_delinq,1520342,67.25091022651823,mths_since_recent_revol_delinq
-next_pymnt_d,1345343,59.50999269695551,next_pymnt_d
-mths_since_last_delinq,1158535,51.24671506758302,mths_since_last_delinq
-il_util,1068883,47.281042473109004,il_util
-mths_since_rcnt_il,909957,40.25109910598527,mths_since_rcnt_il
-all_util,866381,38.32355539277419,all_util
-open_acc_6m,866163,38.313912366120064,open_acc_6m
-inq_last_12m,866163,38.313912366120064,inq_last_12m
-total_cu_tl,866163,38.313912366120064,total_cu_tl
-open_il_24m,866162,38.313868132052846,open_il_24m
-max_bal_bc,866162,38.313868132052846,max_bal_bc
-open_act_il,866162,38.313868132052846,open_act_il
-open_il_12m,866162,38.313868132052846,open_il_12m
-open_rv_24m,866162,38.313868132052846,open_rv_24m
-total_bal_il,866162,38.313868132052846,total_bal_il
-inq_fi,866162,38.313868132052846,inq_fi
-open_rv_12m,866162,38.313868132052846,open_rv_12m
-mths_since_recent_inq,295468,13.069751373578372,mths_since_recent_inq
-emp_title,167002,7.387177693998455,emp_title
-num_tl_120dpd_2m,153690,6.798333791155929,num_tl_120dpd_2m
-emp_length,146940,6.499753837415917,emp_length
-mo_sin_old_il_acct,139104,6.153135686674178,mo_sin_old_il_acct
-bc_util,76104,3.3663894517673945,bc_util
-percent_bc_gt_75,75412,3.3357794772506404,percent_bc_gt_75
-bc_open_to_buy,74968,3.316139551404631,bc_open_to_buy
-mths_since_recent_bc,73445,3.2487710670274392,mths_since_recent_bc
-pct_tl_nvr_dlq,70464,3.116909312642406,pct_tl_nvr_dlq
-avg_cur_bal,70379,3.1131494169286427,avg_cur_bal
-mo_sin_rcnt_rev_tl_op,70310,3.1100972662904116,mo_sin_rcnt_rev_tl_op
-num_rev_accts,70310,3.1100972662904116,num_rev_accts
-mo_sin_old_rev_tl_op,70310,3.1100972662904116,mo_sin_old_rev_tl_op
-num_op_rev_tl,70309,3.110053032223191,num_op_rev_tl
-num_il_tl,70309,3.110053032223191,num_il_tl
-num_tl_op_past_12m,70309,3.110053032223191,num_tl_op_past_12m
-tot_coll_amt,70309,3.110053032223191,tot_coll_amt
-num_actv_rev_tl,70309,3.110053032223191,num_actv_rev_tl
-total_rev_hi_lim,70309,3.110053032223191,total_rev_hi_lim
-tot_cur_bal,70309,3.110053032223191,tot_cur_bal
-num_tl_30dpd,70309,3.110053032223191,num_tl_30dpd
-num_actv_bc_tl,70309,3.110053032223191,num_actv_bc_tl
-num_accts_ever_120_pd,70309,3.110053032223191,num_accts_ever_120_pd
-num_rev_tl_bal_gt_0,70309,3.110053032223191,num_rev_tl_bal_gt_0
-mo_sin_rcnt_tl,70309,3.110053032223191,mo_sin_rcnt_tl
-num_tl_90g_dpd_24m,70309,3.110053032223191,num_tl_90g_dpd_24m
-tot_hi_cred_lim,70309,3.110053032223191,tot_hi_cred_lim
-total_il_high_credit_limit,70309,3.110053032223191,total_il_high_credit_limit
-num_bc_tl,70309,3.110053032223191,num_bc_tl
-num_bc_sats,58623,2.593133722681593,num_bc_sats
-num_sats,58623,2.593133722681593,num_sats
-mort_acc,50063,2.214490107272036,mort_acc
-total_bal_ex_mort,50063,2.214490107272036,total_bal_ex_mort
-total_bc_limit,50063,2.214490107272036,total_bc_limit
-acc_open_past_24mths,50063,2.214490107272036,acc_open_past_24mths
-title,23359,1.033263576209326,title
-last_pymnt_d,2460,0.10881580536302679,last_pymnt_d
-revol_util,1835,0.08116951335006266,revol_util
-dti,1744,0.07714421323297507,dti
-pub_rec_bankruptcies,1398,0.061839225974598136,pub_rec_bankruptcies
-chargeoff_within_12_mths,178,0.007873663965292182,chargeoff_within_12_mths
-collections_12_mths_ex_med,178,0.007873663965292182,collections_12_mths_ex_med
-tax_liens,138,0.006104301276462478,tax_liens
-last_credit_pull_d,105,0.004644577058177972,last_credit_pull_d
-inq_last_6mths,63,0.0027867462349067834,inq_last_6mths
-delinq_amnt,62,0.0027425121676860407,delinq_amnt
-total_acc,62,0.0027425121676860407,total_acc
-open_acc,62,0.0027425121676860407,open_acc
-earliest_cr_line,62,0.0027425121676860407,earliest_cr_line
-pub_rec,62,0.0027425121676860407,pub_rec
-delinq_2yrs,62,0.0027425121676860407,delinq_2yrs
-acc_now_delinq,62,0.0027425121676860407,acc_now_delinq
-annual_inc,37,0.001636660487167476,annual_inc
-zip_code,34,0.0015039582855052483,zip_code
-loan_amnt,33,0.0014597242182845054,loan_amnt
-funded_amnt,33,0.0014597242182845054,funded_amnt
-term,33,0.0014597242182845054,term
-funded_amnt_inv,33,0.0014597242182845054,funded_amnt_inv
-int_rate,33,0.0014597242182845054,int_rate
-verification_status,33,0.0014597242182845054,verification_status
-out_prncp,33,0.0014597242182845054,out_prncp
-purpose,33,0.0014597242182845054,purpose
-pymnt_plan,33,0.0014597242182845054,pymnt_plan
-loan_status,33,0.0014597242182845054,loan_status
-issue_d,33,0.0014597242182845054,issue_d
-grade,33,0.0014597242182845054,grade
-home_ownership,33,0.0014597242182845054,home_ownership
-url,33,0.0014597242182845054,url
-installment,33,0.0014597242182845054,installment
-sub_grade,33,0.0014597242182845054,sub_grade
-revol_bal,33,0.0014597242182845054,revol_bal
-policy_code,33,0.0014597242182845054,policy_code
-application_type,33,0.0014597242182845054,application_type
-last_pymnt_amnt,33,0.0014597242182845054,last_pymnt_amnt
-last_fico_range_low,33,0.0014597242182845054,last_fico_range_low
-addr_state,33,0.0014597242182845054,addr_state
-collection_recovery_fee,33,0.0014597242182845054,collection_recovery_fee
-initial_list_status,33,0.0014597242182845054,initial_list_status
-last_fico_range_high,33,0.0014597242182845054,last_fico_range_high
-fico_range_low,33,0.0014597242182845054,fico_range_low
-fico_range_high,33,0.0014597242182845054,fico_range_high
-out_prncp_inv,33,0.0014597242182845054,out_prncp_inv
-total_pymnt_inv,33,0.0014597242182845054,total_pymnt_inv
-total_pymnt,33,0.0014597242182845054,total_pymnt
-total_rec_prncp,33,0.0014597242182845054,total_rec_prncp
-recoveries,33,0.0014597242182845054,recoveries
-total_rec_late_fee,33,0.0014597242182845054,total_rec_late_fee
-total_rec_int,33,0.0014597242182845054,total_rec_int
-disbursement_method,33,0.0014597242182845054,disbursement_method
-hardship_flag,33,0.0014597242182845054,hardship_flag
-debt_settlement_flag,33,0.0014597242182845054,debt_settlement_flag
 id,0,0.0,id

 ,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