Train Data
NO COMPARISON TARGET
491
ROWS
0
DUPLICATES
296.2 kb
RAM
12
FEATURES
8
CATEGORICAL
3
NUMERICAL
1
TEXT
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%)
MISSING:
---
DISTINCT:
491
(100%)
1
0%
-
-
LP001945
1
0%
-
-
LP002348
1
0%
-
-
LP002778
1
0%
-
-
LP002571
1
0%
-
-
LP002600
1
0%
-
-
LP002119
1
0%
-
-
LP001594
484
99%
-
-
(Other)
2
Gender
VALUES:
481
(98%)
MISSING:
10
(2%)
DISTINCT:
2
(0%)
3
Married
VALUES:
490
(99%)
MISSING:
1
(0%)
DISTINCT:
2
(0%)
4
Dependents
VALUES:
482
(98%)
MISSING:
9
(2%)
DISTINCT:
4
(1%)
5
Education
VALUES:
491
(100%)
MISSING:
---
DISTINCT:
2
(0%)
6
Self_Employed
VALUES:
462
(94%)
MISSING:
29
(6%)
DISTINCT:
2
(0%)
7
ApplicantIncome
VALUES:
491
(100%)
MISSING:
---
DISTINCT:
408
(83%)
MAX
81,000
95%
13,052
Q3
5,706
AVG
5,401
MEDIAN
3,865
Q1
2,924
5%
1,912
MIN
150
RANGE
80,850
IQR
2,782
STD
6,419
VAR
41.2M
KURT.
61.4
SKEW
6.78
SUM
2.7M
8
CoapplicantIncome
VALUES:
491
(100%)
MISSING:
---
DISTINCT:
239
(49%)
MAX
41,667
95%
4,750
Q3
2,252
AVG
1,590
MEDIAN
1,229
Q1
0
5%
0
MIN
0
RANGE
41,667
IQR
2,252
STD
2,919
VAR
8.5M
KURT.
102
SKEW
8.39
SUM
781k
9
LoanAmount
VALUES:
475
(97%)
MISSING:
16
(3%)
DISTINCT:
176
(36%)
MAX
700
95%
301
Q3
162
AVG
145
MEDIAN
126
Q1
100
5%
55
MIN
17
RANGE
683
IQR
62.0
STD
86.3
VAR
7,450
KURT.
11.2
SKEW
2.80
SUM
68,882
10
Loan_Amount_Term
VALUES:
478
(97%)
MISSING:
13
(3%)
DISTINCT:
10
(2%)
11
Credit_History
VALUES:
448
(91%)
MISSING:
43
(9%)
DISTINCT:
2
(0%)
12
Property_Area
VALUES:
491
(100%)
MISSING:
---
DISTINCT:
3
(1%)
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 "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)
Self_Employed
CORRELATION RATIO WITH...

LoanAmount
0.13
ApplicantIncome
0.11
CoapplicantIncome
0.09
ApplicantIncome
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

LoanAmount
0.59
CoapplicantIncome
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Dependents
0.18
Gender
0.16
Education
0.15
Loan_Amount_Term
0.14
Self_Employed
0.11
Married
0.08
Property_Area
0.03
Credit_History
0.01
Loan_Status
0.00
MOST FREQUENT VALUES

4583
6
1.2%
6000
5
1.0%
4166
5
1.0%
2500
5
1.0%
8333
4
0.8%
2600
4
0.8%
5000
4
0.8%
6250
4
0.8%
3333
4
0.8%
3750
4
0.8%
5417
3
0.6%
3400
3
0.6%
3167
3
0.6%
2400
3
0.6%
10000
3
0.6%
SMALLEST VALUES

150
1
0.2%
416
1
0.2%
645
1
0.2%
674
1
0.2%
1000
1
0.2%
1025
2
0.4%
1299
1
0.2%
1378
1
0.2%
1442
1
0.2%
1500
1
0.2%
1538
1
0.2%
1625
1
0.2%
1668
1
0.2%
1782
1
0.2%
1800
1
0.2%
LARGEST VALUES

81000
1
0.2%
63337
1
0.2%
51763
1
0.2%
39999
1
0.2%
39147
1
0.2%
37719
1
0.2%
23803
1
0.2%
20833
1
0.2%
20667
1
0.2%
20233
1
0.2%
20166
1
0.2%
19484
1
0.2%
18333
1
0.2%
17500
1
0.2%
16692
1
0.2%
CoapplicantIncome
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

LoanAmount
0.19
ApplicantIncome
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Loan_Amount_Term
0.15
Self_Employed
0.09
Credit_History
0.08
Education
0.07
Gender
0.07
Married
0.06
Dependents
0.06
Loan_Status
0.05
Property_Area
0.05
MOST FREQUENT VALUES

0.0
215
43.8%
2500.0
5
1.0%
2083.0
5
1.0%
1666.0
3
0.6%
1750.0
3
0.6%
5625.0
3
0.6%
1459.0
3
0.6%
1833.0
2
0.4%
2333.0
2
0.4%
1451.0
2
0.4%
2054.0
2
0.4%
2167.0
2
0.4%
4167.0
2
0.4%
3500.0
2
0.4%
1640.0
2
0.4%
SMALLEST VALUES

0.0
215
43.8%
16.12000084
1
0.2%
189.0
1
0.2%
240.0
1
0.2%
242.0
1
0.2%
461.0
1
0.2%
484.0
1
0.2%
505.0
1
0.2%
536.0
1
0.2%
688.0
1
0.2%
700.0
1
0.2%
736.0
1
0.2%
754.0
1
0.2%
800.0
1
0.2%
830.0
1
0.2%
LARGEST VALUES

41667.0
1
0.2%
33837.0
1
0.2%
11300.0
1
0.2%
10968.0
1
0.2%
8980.0
1
0.2%
8333.0
1
0.2%
7873.0
1
0.2%
7250.0
1
0.2%
7210.0
1
0.2%
7166.0
1
0.2%
6667.0
1
0.2%
6666.0
1
0.2%
5701.0
1
0.2%
5654.0
1
0.2%
5625.0
3
0.6%
LoanAmount
MISSING:
16
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ApplicantIncome
0.59
CoapplicantIncome
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Education
0.19
Dependents
0.18
Loan_Amount_Term
0.15
Married
0.14
Gender
0.14
Self_Employed
0.13
Credit_History
0.05
Property_Area
0.05
Loan_Status
0.02
MOST FREQUENT VALUES

120.0
17
3.6%
110.0
13
2.7%
100.0
13
2.7%
128.0
11
2.3%
160.0
11
2.3%
113.0
11
2.3%
95.0
9
1.9%
70.0
8
1.7%
130.0
8
1.7%
187.0