CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Loan_Status
PROVIDES INFORMATION ON...
Credit_History
0.16
Loan_Amount_Term
0.02
Married
0.01
Property_Area
0.01
Dependents
0.01
Education
0.01
Gender
0.00
Self_Employed
0.00
THESE FEATURES GIVE INFORMATION
ON Loan_Status:
Credit_History
0.14
Loan_Amount_Term
0.02
Property_Area
0.02
Married
0.01
Dependents
0.01
Education
0.00
Gender
0.00
Self_Employed
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Loan_Status
CORRELATION RATIO WITH...
CoapplicantIncome
0.05
LoanAmount
0.02
ApplicantIncome
0.00
Associations
[Only including dataset "Train Data"]Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Loan_Status
MISSING:
---
TOP CATEGORIES
Loan_Status
1
343
70%
0
148
30%
ALL
491
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Loan_Status
PROVIDES INFORMATION ON...
Credit_History
0.16
Loan_Amount_Term
0.02
Married
0.01
Property_Area
0.01
Dependents
0.01
Education
0.01
Gender
0.00
Self_Employed
0.00
THESE FEATURES GIVE INFORMATION
ON Loan_Status:
Credit_History
0.14
Loan_Amount_Term
0.02
Property_Area
0.02
Married
0.01
Dependents
0.01
Education
0.00
Gender
0.00
Self_Employed
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Loan_Status
CORRELATION RATIO WITH...
CoapplicantIncome
0.05
LoanAmount
0.02
ApplicantIncome
0.00
Loan_ID
MISSING:
---
1
0%
-
-
LP001945
1
0%
-
-
LP002348
1
0%
-
-
LP002778
1
0%
-
-
LP002571
1
0%
-
-
LP002600
1
0%
-
-
LP002119
1
0%
-
-
LP001594
1
0%
-
-
LP002115
1
0%
-
-
LP001758
1
0%
-
-
LP001280
1
0%
-
-
LP002446
1
0%
-
-
LP001581
1
0%
-
-
LP002501
1
0%
-
-
LP002821
1
0%
-
-
LP001426
1
0%
-
-
LP001439
1
0%
-
-
LP002837
1
0%
-
-
LP001473
1
0%
-
-
LP001275
1
0%
-
-
LP001926
1
0%
-
-
LP002126
1
0%
-
-
LP001255
1
0%
-
-
LP002586
1
0%
-
-
LP001398
1
0%
-
-
LP001367
1
0%
-
-
LP002820
1
0%
-
-
LP002237
1
0%
-
-
LP001883
1
0%
-
-
LP002004
1
0%
-
-
LP001404
1
0%
-
-
LP002006
1
0%
-
-
LP002772
1
0%
-
-
LP001720
1
0%
-
-
LP002804
1
0%
-
-
LP001259
1
0%
-
-
LP001761
1
0%
-
-
LP002530
1
0%
-
-
LP002615
1
0%
-
-
LP001798
1
0%
-
-
LP001250
1
0%
-
-
LP002537
1
0%
-
-
LP002086
1
0%
-
-
LP001682
1
0%
-
-
LP002050
1
0%
-
-
LP002142
1
0%
-
-
LP001068
1
0%
-
-
LP002149
1
0%
-
-
LP001164
1
0%
-
-
LP001529
1
0%
-
-
LP001698
1
0%
-
-
LP002418
1
0%
-
-
LP002265
1
0%
-
-
LP001131
1
0%
-
-
LP001018
1
0%
-
-
LP002753
1
0%
-
-
LP002697
1
0%
-
-
LP002928
1
0%
-
-
LP001993
1
0%
-
-
LP001449
1
0%
-
-
LP002798
431
88%
-
-
(Other)
Gender
MISSING:
10
(2%)
TOP CATEGORIES
Loan_Status
Male
393
82%
281
72%
Female
88
18%
55
62%
ALL
481
100%
343
70%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Gender
PROVIDES INFORMATION ON...
Married
0.10
Loan_Amount_Term
0.02
Dependents
0.02
Education
0.01
Self_Employed
0.01
Property_Area
0.01
Loan_Status
0.00
Credit_History
0.00
THESE FEATURES GIVE INFORMATION
ON Gender:
Married
0.12
Dependents
0.04
Loan_Amount_Term
0.03
Property_Area
0.01
Education
0.01
Self_Employed
0.01
Loan_Status
0.00
Credit_History
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Gender
CORRELATION RATIO WITH...
ApplicantIncome
0.16
LoanAmount
0.14
CoapplicantIncome
0.07
Married
MISSING:
1
(0%)
TOP CATEGORIES
Loan_Status
Yes
324
66%
240
74%
No
166
34%
102
61%
ALL
490
100%
343
70%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Married
PROVIDES INFORMATION ON...
Gender
0.12
Dependents
0.07
Loan_Amount_Term
0.04
Loan_Status
0.01
Self_Employed
0.00
Property_Area
0.00
Credit_History
0.00
Education
0.00
THESE FEATURES GIVE INFORMATION
ON Married:
Dependents
0.13
Gender
0.10
Loan_Amount_Term
0.05
Loan_Status
0.01
Self_Employed
0.00
Property_Area
0.00
Credit_History
0.00
Education
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Married
CORRELATION RATIO WITH...
LoanAmount
0.14
ApplicantIncome
0.08
CoapplicantIncome
0.06
Dependents
MISSING:
9
(2%)
TOP CATEGORIES
Loan_Status
0
276
57%
195
71%
1
85
18%
54
64%
2
78
16%
62
79%
3+
43
9%
27
63%
ALL
482
100%
343
70%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Dependents
PROVIDES INFORMATION ON...
Married
0.13
Loan_Amount_Term
0.06
Gender
0.04
Loan_Status
0.01
Credit_History
0.01
Self_Employed
0.01
Education
0.01
Property_Area
0.01
THESE FEATURES GIVE INFORMATION
ON Dependents:
Married
0.07
Loan_Amount_Term
0.04
Gender
0.02
Property_Area
0.01
Loan_Status
0.01
Self_Employed
0.01
Credit_History
0.01
Education
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Dependents
CORRELATION RATIO WITH...
ApplicantIncome
0.18
LoanAmount
0.18
CoapplicantIncome
0.06
Education
MISSING:
---
TOP CATEGORIES
Loan_Status
Graduate
388
79%
278
72%
Not Graduate
103
21%
65
63%
ALL
491
100%
343
70%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Education
PROVIDES INFORMATION ON...
Loan_Amount_Term
0.01
Gender
0.01
Loan_Status
0.00
Dependents
0.00
Self_Employed
0.00
Property_Area
0.00
Credit_History
0.00
Married
0.00
THESE FEATURES GIVE INFORMATION
ON Education:
Loan_Amount_Term
0.02
Gender
0.01
Dependents
0.01
Loan_Status
0.01
Property_Area
0.00
Self_Employed
0.00
Credit_History
0.00
Married
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Education
CORRELATION RATIO WITH...
LoanAmount
0.19
ApplicantIncome
0.15
CoapplicantIncome
0.07
Self_Employed
MISSING:
29
(6%)
TOP CATEGORIES
Loan_Status
No
398
86%
279
70%
Yes
64
14%
44
69%
ALL
462
100%
343
70%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Self_Employed
PROVIDES INFORMATION ON...
Loan_Amount_Term
0.01
Gender
0.01
Dependents
0.01
Education
0.00
Married
0.00
Property_Area
0.00
Credit_History
0.00
Loan_Status
0.00
THESE FEATURES GIVE INFORMATION
ON Self_Employed:
Loan_Amount_Term
0.02
Dependents
0.01
Gender
0.01
Property_Area
0.01
Married
0.00
Education
0.00
Loan_Status
0.00
Credit_History
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)