Loan data
Details
These data were downloaded from the Lending Club
access site (see below) and are from the first quarter of 2016.
A subset of the rows and variables are included here. The
outcome is in the variable Class and is either "good" (meaning
that the loan was fully paid back or currently on-time) or "bad"
(charged off, defaulted, of 21-120 days late). A data dictionary
can be found on the source website.
Examples
data(lending_club)
str(lending_club)
#> tibble [9,857 × 23] (S3: tbl_df/tbl/data.frame)
#> $ funded_amnt : int [1:9857] 16100 32000 10000 16800 3500 10000 11000 15000 6000 20000 ...
#> $ term : Factor w/ 2 levels "term_36","term_60": 1 2 1 2 1 1 1 1 1 2 ...
#> $ int_rate : num [1:9857] 13.99 11.99 16.29 13.67 7.39 ...
#> $ sub_grade : Factor w/ 35 levels "A1","A2","A3",..: 14 11 16 13 4 10 1 7 8 12 ...
#> $ addr_state : Factor w/ 50 levels "AK","AL","AR",..: 7 23 35 33 5 43 17 24 34 11 ...
#> $ verification_status : Factor w/ 3 levels "Not_Verified",..: 1 3 2 3 2 2 1 1 2 1 ...
#> $ annual_inc : num [1:9857] 35000 72000 72000 101000 50100 32000 65000 188000 89000 48000 ...
#> $ emp_length : Factor w/ 12 levels "emp_lt_1","emp_1",..: 7 3 3 1 12 1 6 8 3 3 ...
#> $ delinq_2yrs : int [1:9857] 0 0 0 0 0 0 0 2 0 1 ...
#> $ inq_last_6mths : int [1:9857] 0 0 2 0 0 0 0 0 2 0 ...
#> $ revol_util : num [1:9857] 67.4 82.2 74.2 64 78.3 68.1 54.8 33.3 72.3 36 ...
#> $ acc_now_delinq : int [1:9857] 0 0 0 0 0 0 0 0 0 0 ...
#> $ open_il_6m : int [1:9857] 1 5 3 6 0 1 2 8 1 0 ...
#> $ open_il_12m : int [1:9857] 0 1 2 1 0 0 0 2 0 0 ...
#> $ open_il_24m : int [1:9857] 0 3 3 2 0 0 0 5 0 0 ...
#> $ total_bal_il : int [1:9857] 1099 49187 33378 55445 0 7574 20998 170814 19616 0 ...
#> $ all_util : int [1:9857] 48 77 79 64 78 66 54 80 75 36 ...
#> $ inq_fi : int [1:9857] 0 0 1 1 0 0 0 0 2 1 ...
#> $ inq_last_12m : int [1:9857] 3 0 4 4 0 0 0 4 6 1 ...
#> $ delinq_amnt : int [1:9857] 0 0 0 0 0 0 0 0 0 0 ...
#> $ num_il_tl : int [1:9857] 3 9 9 10 3 9 7 21 7 1 ...
#> $ total_il_high_credit_limit: int [1:9857] 13193 65945 39387 60188 0 12131 39486 177477 26129 0 ...
#> $ Class : Factor w/ 2 levels "bad","good": 2 2 2 2 2 2 2 2 2 2 ...