Datasets:

BuildersLab
/

loan-application-dataset

+clean_feature,mean_abs_shap,cumulative_pct
+int_rate,0.30433568,10.47235
+term_months,0.25277746,19.170557
+addr_state,0.14573012,24.185207
+dti,0.14294352,29.103968
+home_ownership,0.10970265,32.878895
+acc_open_past_24mths,0.10816953,36.601063
+fico_score,0.08714831,39.59988
+loan_to_income,0.06801321,41.94025
+purpose,0.063680746,44.13154
+mo_sin_old_rev_tl_op,0.0579327,46.12504
+installment_to_income,0.055794597,48.044956
+total_bc_limit,0.05500938,49.93786
+loan_amnt,0.05105717,51.694763
+emp_length_missing,0.0481436,53.35141
+mort_acc,0.047624636,54.990196
+verification_status,0.047215745,56.614918
+mths_since_recent_inq,0.046750914,58.22364
+mths_since_recent_bc,0.045020927,59.77283
+bc_util,0.04442131,61.30139
+percent_bc_gt_75,0.043276682,62.790565
+num_actv_rev_tl,0.04071477,64.19158
+all_util_missing,0.040277388,65.577545
+total_il_high_credit_limit,0.039678633,66.94291
+total_cu_tl_missing,0.036629498,68.20335
+credit_history_months,0.036245264,69.45057
+annual_inc,0.03497999,70.65425
+revol_util,0.0342191,71.83174
+tot_hi_cred_lim,0.03355927,72.986534
+avg_cur_bal,0.032541364,74.1063
+total_rev_hi_lim,0.032361284,75.21987
+num_il_tl,0.0285282,76.20154
+total_acc,0.028145405,77.17003
+revol_bal,0.027368417,78.11179
+mths_since_last_delinq,0.027162442,79.04647
+pct_tl_nvr_dlq,0.026554743,79.960236
+mo_sin_rcnt_rev_tl_op,0.026003845,80.85504
+mo_sin_rcnt_tl,0.025927918,81.74724
+inq_last_6mths,0.025660867,82.63023
+num_tl_op_past_12m,0.025451778,83.50604
+num_rev_tl_bal_gt_0,0.025292924,84.37638
+num_rev_accts,0.02421253,85.20955
+emp_length_years,0.02236011,85.97897
+bc_open_to_buy,0.020997606,86.701515
+mo_sin_old_il_acct,0.018988574,87.35492
+num_tl_120dpd_2m_missing,0.018909257,88.0056
+installment,0.01732484,88.60175
+open_rv_24m,0.016301231,89.16268
+num_actv_bc_tl,0.016085831,89.71621
+tot_cur_bal,0.015211609,90.23965
+delinq_2yrs,0.0145673305,90.74092
+num_bc_sats,0.01432283,91.23377
+all_util,0.014320844,91.72656
+max_bal_bc,0.013264157,92.18299
+num_bc_tl,0.012295261,92.60607
+mths_since_last_record,0.012241349,93.027306
+mths_since_recent_bc_dlq,0.011835034,93.434555
+total_bal_ex_mort,0.01027245,93.78804
+il_util,0.009611688,94.11878
+inq_last_12m,0.0091619305,94.434044
+pub_rec_bankruptcies,0.009110074,94.74753
+inq_last_12m_missing,0.008614287,95.043945
+total_cu_tl,0.008134056,95.32385
+num_accts_ever_120_pd,0.008077607,95.60181
+mths_since_rcnt_il,0.0077327765,95.8679
+total_bal_il,0.0075020217,96.126045
+tot_coll_amt,0.007174586,96.37292
+initial_list_status,0.0069455747,96.61192
+open_il_24m,0.0060412544,96.81981
+open_act_il_missing,0.0058845594,97.0223
+mths_since_last_major_derog,0.005539289,97.21291
+open_acc_6m,0.005523999,97.40299
+mths_since_recent_inq_missing,0.0053130104,97.58581
+open_il_12m,0.0052967425,97.768074
+num_sats,0.005034098,97.9413
+mths_since_last_major_derog_missing,0.0047548343,98.10492
+open_acc_6m_missing,0.004716528,98.26722
+application_type,0.00456005,98.42413
+mths_since_recent_revol_delinq,0.0043324516,98.57321
+open_act_il,0.0041528307,98.71612
+num_op_rev_tl,0.0041425047,98.85866
+open_acc,0.004099208,98.99972
+collections_12_mths_ex_med,0.0036645676,99.12581
+mths_since_recent_bc_dlq_missing,0.003034538,99.23023
+mths_since_last_delinq_missing,0.0026704457,99.32213
+mo_sin_old_il_acct_missing,0.0026404487,99.41299
+inq_fi,0.0025666547,99.501305
+pub_rec,0.002434484,99.58508
+open_rv_12m,0.0021692864,99.65973
+disbursement_method,0.002158523,99.73401
+mths_since_last_record_missing,0.0020994425,99.80625
+mths_since_rcnt_il_missing,0.0012022037,99.84762
+num_tl_90g_dpd_24m,0.0010716924,99.88449
+il_util_missing,0.000771769,99.91105
+mths_since_recent_revol_delinq_missing,0.00072543777,99.93601
+tax_liens,0.00061756634,99.95726
+delinq_amnt,0.00058828306,99.97751
+chargeoff_within_12_mths,0.00040948554,99.9916
+open_rv_24m_missing,0.00017786206,99.99772
+num_tl_30dpd,3.5179175e-05,99.99893
+num_tl_120dpd_2m,1.7139688e-05,99.99953
+acc_now_delinq,1.3899707e-05,100.0
+max_bal_bc_missing,0.0,100.0
+inq_fi_missing,0.0,100.0
+open_il_24m_missing,0.0,100.0
+open_il_12m_missing,0.0,100.0
+open_rv_12m_missing,0.0,100.0
+total_bal_il_missing,0.0,100.0