Datasets:
kheejay88
/
Bank_Personal_Loan_Modelling

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ID
int64
1
5k
Age
int64
23
67
Experience
int64
-3
43
Income
int64
8
224
ZIP Code
int64
9.31k
96.7k
Family
int64
1
4
CCAvg
float64
0
10
Education
int64
1
3
Mortgage
int64
0
635
Personal Loan
int64
0
1
Securities Account
int64
0
1
CD Account
int64
0
1
Online
int64
0
1
CreditCard
int64
0
1
4,901
26
1
74
90,028
4
2.2
1
0
0
0
0
1
0
4,902
26
0
54
96,094
3
1.1
2
0
0
0
0
1
0
4,903
33
8
58
90,505
2
2.5
1
0
0
0
0
1
0
4,904
40
15
18
94,534
2
0.1
2
119
0
0
0
1
1
4,905
64
40
88
94,305
1
3.8
1
243
0
0
0
1
1
4,906
62
37
19
93,109
3
0.5
1
89
0
0
0
0
0
4,907
54
28
49
94,608
1
2.2
3
128
0
0
0
0
0
4,908
34
9
101
94,080
3
0.6
2
0
0
0
0
0
0
4,909
40
16
138
92,121
2
6.1
1
0
0
0
0
1
0
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41
16
25
95,014
2
0.1
2
0
0
0
0
0
1
4,911
48
22
120
90,291
1
0
1
0
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0
0
1
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22
153
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7.5
1
0
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26
28
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1.3
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0
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0
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110
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2.9
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1
2
1
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24
48
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1.3
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0
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0
1
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29
5
123
90,291
2
0.6
1
0
0
0
0
1
0
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36
10
33
95,616
4
1.2
2
82
0
1
0
1
0
4,919
50
25
42
90,232
2
0.7
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110
0
0
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16
68
92,122
3
3
1
0
0
0
0
1
1
4,921
42
16
28
94,002
4
1.5
3
91
0
0
0
1
1
4,922
37
11
42
95,814
3
0.5
3
0
0
0
0
1
1
4,923
31
5
28
90,717
1
0.3
1
0
0
0
0
1
1
4,924
40
15
73
92,029
3
3
1
0
0
0
0
1
1
4,925
36
12
89
91,304
2
2.7
1
0
0
0
0
0
0
4,926
64
39
82
94,025
4
3.4
2
0
0
0
0
1
0
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37
13
83
92,220
2
1.7
2
0
0
0
0
0
1
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43
19
121
94,720
1
0.7
2
0
1
0
1
1
1
4,929
57
33
28
90,245
1
1.2
3
98
0
0
0
1
0
4,930
62
36
39
92,028
2
0.3
1
0
0
0
0
1
0
4,931
63
38
110
90,095
3
1.8
2
109
0
0
0
1
0
4,932
57
27
55
95,616
1
1.4
3
0
0
0
0
1
0
4,933
59
35
111
91,107
1
4.3
1
0
0
0
0
1
0
4,934
47
23
94
92,029
1
4.7
1
0
0
0
0
1
1
4,935
26
0
85
93,950
2
1.6
3
0
0
0
0
1
1
4,936
59
33
81
94,022
2
1.4
1
0
0
0
0
1
0
4,937
45
20
94
92,009
3
0.5
3
0
0
0
0
0
0
4,938
33
8
162
94,960
1
8.6
1
0
0
0
1
1
1
4,939
61
35
80
95,973
4
1.7
3
0
0
0
0
1
0
4,940
54
29
70
92,093
3
2
2
116
0
0
0
1
1
4,941
46
22
19
92,870
3
0.5
1
0
0
0
0
1
0
4,942
28
4
112
90,049
2
1.6
2
0
1
0
0
1
0
4,943
52
26
109
94,710
1
2.4
1
308
0
0
1
1
1
4,944
26
0
12
96,003
1
0.1
2
0
0
0
0
1
0
4,945
49
24
33
92,093
3
1.7
2
0
0
0
0
1
0
4,946
42
18
49
95,351
2
1.7
1
106
0
0
0
0
1
4,947
51
26
42
93,118
1
1.3
2
0
0
0
0
1
0
4,948
39
13
41
95,064
2
0.3
1
108
0
0
0
1
1
4,949
44
20
43
95,032
1
0.7
1
0
0
0
0
0
1
4,950
29
5
64
94,114
4
0
1
249
0
0
0
0
1
4,951
47
23
19
90,089
1
1
1
0
0
0
0
0
1
4,952
53
27
65
92,124
1
2.2
3
0
0
0
0
1
1
4,953
29
3
53
94,005
4
1.8
3
0
0
0
0
1
0
4,954
47
21
32
95,051
3
1.5
1
75
0
0
0
1
0
4,955
45
19
22
94,904
3
1.5
1
0
0
0
0
1
1
4,956
63
37
39
91,207
2
0.7
3
0
0
0
0
1
1
4,957
39
13
59
94,109
4
0.2
3
0
0
1
0
0
1
4,958
29
-1
50
95,842
2
1.75
3
0
0
0
0
0
1
4,959
50
26
19
90,095
1
0.9
3
0
0
0
0
0
0
4,960
51
27
55
93,014
1
1.6
2
197
0
1
0
1
0
4,961
58
28
81
91,604
1
3
3
0
0
0
0
1
0
4,962
39
14
108
91,401
3
1.2
3
0
0
0
0
1
1
4,963
46
20
122
90,065
3
3
3
0
1
0
1
1
1
4,964
32
6
98
95,054
2
4.5
3
306
0
0
0
0
0
4,965
53
27
110
90,245
1
4.9
1
0
0
0
0
1
0
4,966
29
5
33
94,709
1
1.8
2
78
0
0
0
1
0
4,967
41
17
34
91,361
1
0.7
1
143
0
0
0
0
0
4,968
41
16
69
92,697
1
0.1
2
0
0
0
0
1
0
4,969
58
32
41
93,022
4
2.5
1
0
0
0
0
1
1
4,970
45
19
60
94,143
2
0.4
3
250
0
0
0
1
0
4,971
37
13
95
95,821
2
1.7
2
0
0
0
0
0
1
4,972
58
28
73
90,024
1
1.4
3
0
0
1
0
0
0
4,973
58
32
41
93,401
3
2.2
3
148
0
0
0
1
1
4,974
31
1
68
95,045
4
4
3
0
0
0
0
1
0
4,975
59
33
64
92,867
4
1.7
2
0
0
0
0
0
1
4,976
38
11
29
95,207
4
1
2
0
0
0
0
1
0
4,977
29
5
31
95,039
1
1.8
2
0
0
0
0
1
1
4,978
40
15
54
90,266
3
0.8
3
0
0
0
0
1
0
4,979
57
27
63
90,210
4
2
3
0
0
0
0
1
0
4,980
50
26
92
90,740
1
2.6
2
213
0
0
0
0
1
4,981
29
5
135
95,762
3
5.3
1
0
1
0
1
1
1
4,982
34
9
195
90,266
2
3
1
122
0
0
0
1
0
4,983
36
10
45
95,126
4
0.2
1
0
0
0
0
0
1
4,984
51
26
72
95,370
1
2.9
1
0
0
0
0
0
0
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27
1
98
94,043
4
2.3
3
0
0
0
0
0
1
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23
30
94,720
3
1.7
2
162
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0
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1
0
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32
6
78
95,825
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2.9
3
0
0
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0
0
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48
23
43
93,943
3
1.7
2
159
0
0
0
1
0
4,989
34
8
85
95,134
1
2.5
1
136
0
0
0
0
1
4,990
24
0
38
93,555
1
1
3
0
0
0
0
1
0
4,991
55
25
58
95,023
4
2
3
219
0
0
0
0
1
4,992
51
25
92
91,330
1
1.9
2
100
0
0
0
0
1
4,993
30
5
13
90,037
4
0.5
3
0
0
0
0
0
0
4,994
45
21
218
91,801
2
6.67
1
0
0
0
0
1
0
4,995
64
40
75
94,588
3
2
3
0
0
0
0
1
0
4,996
29
3
40
92,697
1
1.9
3
0
0
0
0
1
0
4,997
30
4
15
92,037
4
0.4
1
85
0
0
0
1
0
4,998
63
39
24
93,023
2
0.3
3
0
0
0
0
0
0
4,999
65
40
49
90,034
3
0.5
2
0
0
0
0
1
0
5,000
28
4
83
92,612
3
0.8
1
0
0
0
0
1
1