Data test Summary
31580 rows x 8 cols
No Variable Type Stats / Values Freqs (% of Valid) Graph Valid Missing
1
bad
 factor [1] 0
[2] 1		 27475 (87%)
4105 (13%)		 1001000020000 31580 (100%) 0 (0%)
2
appmonthpayment
 numeric Mean (sd): 2131025.8 (804679.3)
min ≤ med ≤ max:
0 ≤ 1964000 ≤ 13671000
IQR (CV): 1071000 (0.4)
1371 distinct values		 — 014M 31580 (100%) 0 (0%)
3
nationalid_date
 numeric Mean (sd): 4.8 (3.8)
min ≤ med ≤ max:
0 ≤ 4 ≤ 14.9
IQR (CV): 5.8 (0.8)
1490 distinct values		 — 015 31580 (100%) 0 (0%)
4
creditsum
 numeric Mean (sd): 25989223.7 (12207883.8)
min ≤ med ≤ max:
6330000 ≤ 21500000 ≤ 73850000
IQR (CV): 15525000 (0.5)
173 distinct values		 — 6M74M 31329 (99.2%) 251 (0.8%)
5
primaryincome
 numeric Mean (sd): 10538045.2 (7845839.8)
min ≤ med ≤ max:
3e+06 ≤ 9e+06 ≤ 949959362
IQR (CV): 5e+06 (0.7)
653 distinct values		 — 3M950M 31580 (100%) 0 (0%)
6
ratio_inst_per_income
 numeric Mean (sd): 0.3 (0.1)
min ≤ med ≤ max:
0 ≤ 0.2 ≤ 1
IQR (CV): 0.1 (0.4)
9860 distinct values		 — 0.01.0 31329 (99.2%) 251 (0.8%)
7
appeducation
 character [1] High School
[2] Middle School
[3] Master Degree
[4] Working Cerfiticate
[5] College
[6] Basic School
[7]
[8] Bachelor
[9] No Education		 14914 (47.2%)
8199 (26%)
2587 (8.2%)
2012 (6.4%)
1885 (6%)
1660 (5.3%)
251 (0.8%)
70 (0.2%)
2 (0%)		 No EducationBachelorBasic SchoolCollegeWorking CerfiticateMaster DegreeMiddle SchoolHigh School050001000015000 31580 (100%) 0 (0%)
8
product
 character [1] Secured normal customer
[2]
[3] Secured priority customer
[4] Special product (Normal customer)
[5] Special product (priority customer)
[6] UPL + Secured		 11859 (37.6%)
8798 (27.9%)
6663 (21.1%)
1672 (5.3%)
1586 (5%)
1002 (3.2%)		 UPL + SecuredSpecial product (priority customer)Special product (Normal customer)Secured priority customerSecured normal customer025005000750010000 31580 (100%) 0 (0%)