Train Data
Test Data
491
ROWS
123
0
DUPLICATES
0
296.2 kb
RAM
58.8 kb
12
FEATURES
12
8
CATEGORICAL
8
3
NUMERICAL
3
1
TEXT
1
2.0.4
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
Loan_Status
VALUES:
491
(100%)
MISSING:
---
DISTINCT:
2
(0%)
1
Loan_ID
VALUES:
491
(100%)
123
(100%)
MISSING:
---
---
DISTINCT:
491
(100%)
123
(100%)
1
0%
-
-
LP001945
1
0%
-
-
LP002348
1
0%
-
-
LP002778
1
0%
-
-
LP002571
1
0%
-
-
LP002600
1
0%
-
-
LP002119
1
0%
-
-
LP001594
484
99%
123
100%
(Other)
2
Gender
VALUES:
481
(98%)
120
(98%)
MISSING:
10
(2%)
3
(2%)
DISTINCT:
2
(0%)
2
(2%)
3
Married
VALUES:
490
(99%)
121
(98%)
MISSING:
1
(0%)
2
(2%)
DISTINCT:
2
(0%)
2
(2%)
4
Dependents
VALUES:
482
(98%)
117
(95%)
MISSING:
9
(2%)
6
(5%)
DISTINCT:
4
(1%)
4
(3%)
5
Education
VALUES:
491
(100%)
123
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(2%)
6
Self_Employed
VALUES:
462
(94%)
120
(98%)
MISSING:
29
(6%)
3
(2%)
DISTINCT:
2
(0%)
2
(2%)
7
ApplicantIncome
VALUES:
491
(100%)
123
(100%)
MISSING:
---
---
DISTINCT:
408
(83%)
118
(96%)
MAX
81,000
33,846
95%
13,052
15,683
Q3
5,706
6,110
AVG
5,401
5,413
MEDIAN
3,865
3,601
Q1
2,924
2,664
5%
1,912
1,874
MIN
150
210
RANGE
80,850
33,636
IQR
2,782
3,446
STD
6,419
4,691
VAR
41.2M
22.0M
KURT.
61.4
11.3
SKEW
6.78
2.84
SUM
2.7M
666k
8
CoapplicantIncome
VALUES:
491
(100%)
123
(100%)
MISSING:
---
---
DISTINCT:
239
(49%)
63
(51%)
MAX
41,667
20,000
95%
4,750
5,298
Q3
2,252
2,413
AVG
1,590
1,747
MEDIAN
1,229
1,014
Q1
0
0
5%
0
0
MIN
0
0
RANGE
41,667
20,000
IQR
2,252
2,413
STD
2,919
2,962
VAR
8.5M
8.8M
KURT.
102
22.3
SKEW
8.39
4.11
SUM
781k
215k
9
LoanAmount
VALUES:
475
(97%)
117
(95%)
MISSING:
16
(3%)
6
(5%)
DISTINCT:
176
(36%)
86
(70%)
MAX
700
570
95%
301
290
Q3
162
180
AVG
145
152
MEDIAN
126
131
Q1
100
104
5%
55
60
MIN
17
9
RANGE
683
561
IQR
62.0
76.0
STD
86.3
82.7
VAR
7,450
6,840
KURT.
11.2
7.31
SKEW
2.80
2.20
SUM
68,882
17,794
10
Loan_Amount_Term
VALUES:
478
(97%)
122
(99%)
MISSING:
13
(3%)
1
(1%)
DISTINCT:
10
(2%)
6
(5%)
11
Credit_History
VALUES:
448
(91%)
116
(94%)
MISSING:
43
(9%)
7
(6%)
DISTINCT:
2
(0%)
2
(2%)
12
Property_Area
VALUES:
491
(100%)
123
(100%)
MISSING:
---
---
DISTINCT:
3
(1%)
3
(2%)
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
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 "Test 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.
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%
123
100%
(Other)
Gender
MISSING:
10
(2%)
3
(2%)
TOP CATEGORIES

Loan_Status
Male
393
82%
96
80%
281
72%
Female
88
18%
24
20%
55
62%
ALL
481
100%
120
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%)
2
(2%)
TOP CATEGORIES

Loan_Status
Yes
324
66%
74
61%
240
74%
No
166
34%
47
39%
102
61%
ALL
490
100%
121
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%)
6
(5%)
TOP CATEGORIES

Loan_Status
0
276
57%
69
59%
195
71%
1
85
18%
17
15%
54
64%
2
78
16%
23
20%
62
79%
3+
43
9%
8
7%
27
63%
ALL
482
100%
117
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