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
101
48
23
74
94,080
1
1.2
1
0
0
0
0
1
0
102
61
36
30
94,608
3
1.3
2
0
0
0
0
0
0
103
53
23
44
93,555
3
1
3
198
0
0
0
1
1
104
43
18
22
95,670
2
0.3
2
0
0
0
0
1
0
105
56
32
38
93,311
4
1.3
1
166
0
0
0
1
1
106
24
0
35
94,704
3
0.1
2
0
0
1
0
1
0
107
43
17
69
92,717
4
2.9
1
0
0
0
0
1
1
108
42
18
43
92,037
1
0.7
1
136
0
0
0
0
0
109
33
7
32
95,136
1
0.6
3
166
0
0
0
1
0
110
43
17
49
94,542
1
2.8
1
0
0
0
0
1
0
111
41
14
9
91,330
3
1
2
0
0
0
0
0
0
112
62
38
45
94,143
4
1.3
2
0
0
0
0
1
0
113
40
15
82
91,775
3
1
1
309
0
0
0
0
0
114
58
34
92
92,703
2
2.8
1
103
0
0
0
0
0
115
39
14
39
92,354
3
0.5
3
0
0
0
0
1
0
116
65
40
81
92,024
3
1.8
2
0
0
0
0
1
0
117
54
29
35
92,831
1
1.5
2
0
0
0
0
1
0
118
58
33
61
92,833
2
2.3
3
193
0
0
0
1
0
119
41
16
73
92,647
3
3
1
0
0
0
0
1
0
120
32
7
112
94,304
1
4.6
1
366
0
0
0
0
0
121
54
29
12
90,057
2
0.2
3
0
0
0
0
1
0
122
52
26
38
91,711
3
0.9
3
0
0
0
0
1
0
123
58
32
73
94,523
2
0.7
2
0
0
0
0
1
1
124
37
13
84
92,130
1
3.6
2
0
0
1
0
0
0
125
39
15
78
92,121
4
2.4
1
118
0
0
0
1
0
126
60
35
80
91,301
3
0.5
1
0
0
0
0
1
0
127
31
5
115
92,096
2
1.3
1
101
0
0
0
1
1
128
34
8
82
92,646
1
2.7
2
251
0
0
0
1
0
129
38
14
74
92,182
2
0
1
0
0
1
0
1
0
130
41
16
70
92,131
3
0.5
3
0
0
0
0
0
1
131
28
4
81
94,801
3
1.5
1
276
0
0
0
1
0
132
58
34
149
93,720
4
7.2
2
0
1
0
1
1
1
133
31
1
51
90,840
2
1.75
3
0
0
0
0
0
0
134
30
4
39
90,245
3
1.1
2
0
0
0
0
1
0
135
53
29
98
95,035
3
1.8
2
0
0
0
0
0
0
136
58
33
45
93,010
4
2.1
1
0
0
0
0
1
1
137
59
32
49
95,035
4
2.5
2
0
0
0
0
1
0
138
49
25
128
95,054
2
0.4
1
0
0
0
0
0
0
139
59
34
42
94,928
3
1.5
1
0
0
1
1
0
1
140
59
35
18
93,305
1
1.2
3
0
0
0
0
1
0
141
51
25
31
90,245
2
0.4
3
161
0
0
0
1
1
142
35
11
58
95,831
3
2
1
149
0
0
0
1
1
143
33
9
48
91,770
1
2.1
3
0
0
0
0
0
1
144
25
1
54
94,117
4
1.6
1
0
0
0
0
1
1
145
49
23
70
92,093
2
1.5
2
0
0
0
0
0
0
146
59
35
124
90,007
1
7.4
1
0
0
0
0
0
1
147
46
19
84
94,102
1
2.67
2
0
0
0
0
1
1
148
50
25
83
94,542
4
3.6
3
188
0
0
0
1
0
149
52
28
163
91,423
2
0.4
1
116
0
0
0
1
0
150
48
22
42
93,955
3
2.2
2
0
0
0
0
0
0
151
46
22
118
94,107
2
7.5
1
0
0
0
1
1
1
152
26
0
132
92,834
3
6.5
3
0
1
0
0
0
1
153
57
32
24
93,117
1
1.3
1
0
0
0
0
1
1
154
60
36
22
94,551
2
1
1
0
0
1
1
1
1
155
54
29
58
92,612
4
1.3
3
0
0
0
0
0
0
156
24
0
60
94,596
4
1.6
1
0
0
0
0
1
0
157
26
0
15
92,131
4
0.4
1
0
0
0
0
0
1
158
41
17
83
94,025
4
2.67
1
0
0
0
0
1
1
159
32
6
79
94,720
2
1.5
3
0
0
0
0
1
1
160
61
35
41
94,545
4
1.7
2
0
0
1
0
1
0
161
29
0
134
95,819
4
6.5
3
0
1
0
0
0
0
162
61
35
80
95,053
2
2.8
1
0
0
0
0
1
0
163
38
12
52
90,036
1
2
1
0
0
0
0
0
0
164
28
4
70
91,125
4
2.6
1
0
0
0
0
1
0
165
53
27
92
95,120
2
1.1
1
0
0
1
0
0
0
166
27
1
43
94,706
1
1.5
1
0
0
0
0
1
0
167
25
1
21
95,827
3
1
2
0
0
0
0
0
0
168
33
9
23
94,305
3
0.9
3
0
0
0
0
1
1
169
50
26
13
91,320
4
1
1
0
0
0
0
1
0
170
27
1
112
90,503
4
2.1
3
0
0
0
0
0
1
171
27
1
138
90,250
2
2
1
0
0
0
0
1
0
172
52
28
11
95,817
3
0.4
1
0
0
1
0
0
0
173
38
13
171
92,717
2
7.8
1
0
0
0
0
1
0
174
58
34
42
90,095
4
1.5
1
0
0
0
0
1
1
175
42
17
168
95,503
2
7.9
2
0
1
0
0
1
0
176
45
20
85
91,711
4
1.1
2
0
0
1
0
1
0
177
52
25
44
93,111
3
1
2
135
0
0
0
1
0
178
29
3
65
94,132
4
1.8
2
244
0
0
0
0
0
179
53
29
24
95,818
4
0.2
1
0
0
0
0
1
1
180
62
37
11
91,942
1
0.1
1
0
0
0
0
1
0
181
51
27
38
90,401
2
1
3
164
0
0
0
1
0
182
36
12
10
93,524
4
0.7
2
81
0
0
0
0
0
183
24
0
135
95,133
1
1.5
1
0
0
0
0
1
0
184
29
3
148
92,173
3
4.1
1
0
1
0
0
1
0
185
52
26
63
92,717
2
1.5
2
0
0
1
0
1
0
186
39
14
115
91,320
1
1
3
0
0
0
0
1
0
187
48
23
45
95,616
1
0.3
1
0
0
0
0
1
1
188
46
21
159
94,305
3
1.9
3
315
1
0
0
1
0
189
64
40
169
91,320
2
2.1
1
122
0
0
0
1
0
190
55
29
112
94,043
2
1.4
1
0
0
0
0
1
0
191
60
36
93
92,521
1
4.3
1
0
0
0
0
1
0
192
51
25
29
90,404
1
0.3
3
140
0
0
0
0
0
193
50
23
85
92,122
1
2.67
2
0
0
0
0
1
0
194
48
24
21
93,118
4
0.6
1
0
0
0
0
1
1
195
53
29
144
92,697
2
6.8
1
0
0
0
0
1
0
196
34
10
13
94,577
4
1
1
95
0
1
0
1
0
197
48
24
165
93,407
1
5
1
0
0
0
0
0
1
198
55
31
9
91,345
4
0.7
1
89
0
0
0
1
0
199
27
3
59
94,123
4
0
1
90
0
1
0
1
0
200
36
11
158
92,152
1
5.1
3
0
1
0
1
1
1