id
int64
0
11.2k
year_birth
int64
1.89k
2k
education
stringclasses
5 values
marital_status
stringclasses
8 values
income
float64
1.73k
667k
kid_home
int64
0
2
teen_home
int64
0
2
date_became_customer
stringlengths
6
10
recency_last_purchase
int64
0
99
spent_on_wine
int64
0
1.49k
spent_on_fruit
int64
0
199
spent_on_meat
int64
0
1.73k
spent_on_fish
int64
0
259
spent_on_sweets
int64
0
263
spent_on_gold
int64
0
362
num_deal_purchases
int64
0
15
num_web_purchases
int64
0
27
num_catalog_purchases
int64
0
28
num_store_purchases
int64
0
13
num_web_visits_month
int64
0
20
accepted_mkt_campaign_1
int64
0
1
accepted_mkt_campaign_2
int64
0
1
accepted_mkt_campaign_3
int64
0
1
accepted_mkt_campaign_4
int64
0
1
accepted_mkt_campaign_5
int64
0
1
complained
int64
0
1
cost_contact
int64
3
3
revenue_campaign
int64
11
11
response
int64
0
1
5,524
1,957
Graduation
Single
58,138
0
0
4/9/12
58
635
88
546
172
88
88
3
8
10
4
7
0
0
0
0
0
0
3
11
1
2,174
1,954
Graduation
Single
46,344
1
1
8/3/14
38
11
1
6
2
1
6
2
1
1
2
5
0
0
0
0
0
0
3
11
0
4,141
1,965
Graduation
Together
71,613
0
0
21-08-2013
26
426
49
127
111
21
42
1
8
2
10
4
0
0
0
0
0
0
3
11
0
6,182
1,984
Graduation
Together
26,646
1
0
10/2/14
26
11
4
20
10
3
5
2
2
0
4
6
0
0
0
0
0
0
3
11
0
5,324
1,981
PhD
Married
58,293
1
0
19-01-2014
94
173
43
118
46
27
15
5
5
3
6
5
0
0
0
0
0
0
3
11
0
7,446
1,967
Master
Together
62,513
0
1
9/9/13
16
520
42
98
0
42
14
2
6
4
10
6
0
0
0
0
0
0
3
11
0
965
1,971
Graduation
Divorced
55,635
0
1
13-11-2012
34
235
65
164
50
49
27
4
7
3
7
6
0
0
0
0
0
0
3
11
0
6,177
1,985
PhD
Married
33,454
1
0
8/5/13
32
76
10
56
3
1
23
2
4
0
4
8
0
0
0
0
0
0
3
11
0
4,855
1,974
PhD
Together
30,351
1
0
6/6/13
19
14
0
24
3
3
2
1
3
0
2
9
0
0
0
0
0
0
3
11
1
5,899
1,950
PhD
Together
5,648
1
1
13-03-2014
68
28
0
6
1
1
13
1
1
0
0
20
0
0
1
0
0
0
3
11
0
1,994
1,983
Graduation
Married
null
1
0
15-11-2013
11
5
5
6
0
2
1
1
1
0
2
7
0
0
0
0
0
0
3
11
0
387
1,976
Basic
Married
7,500
0
0
13-11-2012
59
6
16
11
11
1
16
1
2
0
3
8
0
0
0
0
0
0
3
11
0
2,125
1,959
Graduation
Divorced
63,033
0
0
15-11-2013
82
194
61
480
225
112
30
1
3
4
8
2
0
0
0
0
0
0
3
11
0
8,180
1,952
Master
Divorced
59,354
1
1
15-11-2013
53
233
2
53
3
5
14
3
6
1
5
6
0
0
0
0
0
0
3
11
0
2,569
1,987
Graduation
Married
17,323
0
0
10/10/12
38
3
14
17
6
1
5
1
1
0
3
8
0
0
0
0
0
0
3
11
0
2,114
1,946
PhD
Single
82,800
0
0
24-11-2012
23
1,006
22
115
59
68
45
1
7
6
12
3
1
0
0
0
1
0
3
11
1
9,736
1,980
Graduation
Married
41,850
1
1
24-12-2012
51
53
5
19
2
13
4
3
3
0
3
8
0
0
0
0
0
0
3
11
0
4,939
1,946
Graduation
Together
37,760
0
0
31-08-2012
20
84
5
38
150
12
28
2
4
1
6
7
0
0
0
0
0
0
3
11
0
6,565
1,949
Master
Married
76,995
0
1
28-03-2013
91
1,012
80
498
0
16
176
2
11
4
9
5
1
0
0
0
0
0
3
11
0
2,278
1,985
2n Cycle
Single
33,812
1
0
3/11/12
86
4
17
19
30
24
39
2
2
1
3
6
0
0
0
0
0
0
3
11
0
9,360
1,982
Graduation
Married
37,040
0
0
8/8/12
41
86
2
73
69
38
48
1
4
2
5
8
0
0
0
0
0
0
3
11
0
5,376
1,979
Graduation
Married
2,447
1
0
6/1/13
42
1
1
1,725
1
1
1
15
0
28
0
1
0
0
0
0
0
0
3
11
0
1,993
1,949
PhD
Married
58,607
0
1
23-12-2012
63
867
0
86
0
0
19
3
2
3
9
8
0
0
0
1
0
0
3
11
0
4,047
1,954
PhD
Married
65,324
0
1
11/1/14
0
384
0
102
21
32
5
3
6
2
9
4
0
0
0
0
0
0
3
11
0
1,409
1,951
Graduation
Together
40,689
0
1
18-03-2013
69
270
3
27
39
6
99
7
7
1
5
8
0
0
0
0
0
0
3
11
0
7,892
1,969
Graduation
Single
18,589
0
0
2/1/13
89
6
4
25
15
12
13
2
2
1
3
7
0
0
0
0
0
0
3
11
0
2,404
1,976
Graduation
Married
53,359
1
1
27-05-2013
4
173
4
30
3
6
41
4
5
1
4
7
0
0
0
0
0
0
3
11
0
5,255
1,986
Graduation
Single
null
1
0
20-02-2013
19
5
1
3
3
263
362
0
27
0
0
1
0
0
0
0
0
0
3
11
0
9,422
1,989
Graduation
Married
38,360
1
0
31-05-2013
26
36
2
42
20
21
10
2
2
1
4
3
0
0
0
0
0
0
3
11
0
1,966
1,965
PhD
Married
84,618
0
0
22-11-2013
96
684
100
801
21
66
0
1
6
9
10
2
0
0
0
0
1
0
3
11
0
6,864
1,989
Master
Divorced
10,979
0
0
22-05-2014
34
8
4
10
2
2
4
2
3
0
3
5
0
0
0
0
0
0
3
11
0
3,033
1,963
Master
Together
38,620
0
0
11/5/13
56
112
17
44
34
22
89
1
2
5
3
3
0
0
0
0
0
0
3
11
0
5,710
1,970
Graduation
Together
40,548
0
1
10/10/12
31
110
0
5
2
0
3
2
2
1
4
5
0
0
0
1
0
0
3
11
0
7,373
1,952
PhD
Divorced
46,610
0
2
29-10-2012
8
96
12
96
33
22
43
6
4
1
6
6
0
0
0
0
0
0
3
11
1
8,755
1,946
Master
Married
68,657
0
0
20-02-2013
4
482
34
471
119
68
22
1
3
5
9
7
0
0
0
0
0
0
3
11
0
10,738
1,951
Master
Single
49,389
1
1
29-08-2013
55
40
0
19
2
1
3
1
2
0
3
7
0
0
0
0
0
0
3
11
0
4,339
1,970
PhD
Married
67,353
0
1
31-12-2013
37
702
17
151
0
8
35
5
5
6
12
2
0
0
0
0
0
0
3
11
0
10,755
1,976
2n Cycle
Married
23,718
1
0
2/9/13
76
6
3
14
15
7
36
3
3
1
2
7
0
0
0
0
0
0
3
11
0
8,595
1,973
Graduation
Widow
42,429
0
1
11/2/14
99
55
0
6
2
0
4
2
1
1
3
5
0
0
0
0
0
0
3
11
0
2,968
1,943
PhD
Divorced
48,948
0
0
1/2/13
53
437
8
206
160
49
42
2
7
10
5
6
0
0
1
0
0
0
3
11
1
8,601
1,980
Graduation
Married
80,011
0
1
29-04-2013
3
421
76
536
82
178
102
2
8
6
5
4
0
0
0
0
0
0
3
11
0
503
1,985
Master
Married
20,559
1
0
12/3/13
88
13
1
29
3
0
7
2
2
0
3
8
0
0
0
0
0
0
3
11
0
8,430
1,957
Graduation
Together
21,994
0
1
24-12-2012
4
9
0
6
3
1
3
1
0
0
3
5
0
0
0
0
0
0
3
11
0
7,281
1,959
PhD
Single
null
0
0
5/11/13
80
81
11
50
3
2
39
1
1
3
4
2
0
0
0
0
0
0
3
11
0
2,139
1,975
Master
Married
7,500
1
0
2/10/13
19
3
1
10
3
2
12
3
2
0
3
5
0
0
0
0
0
0
3
11
0
1,371
1,976
Graduation
Single
79,941
0
0
28-06-2014
72
123
164
266
227
30
174
1
2
4
9
1
0
0
0
0
0
0
3
11
0
9,909
1,996
2n Cycle
Married
7,500
0
0
9/11/12
24
3
18
14
15
22
50
3
3
1
3
9
0
0
0
0
0
0
3
11
1
7,286
1,968
Graduation
Together
41,728
1
0
24-05-2013
92
13
6
15
3
5
13
1
2
0
2
10
0
0
0
0
0
0
3
11
0
7,244
1,951
Graduation
Single
null
2
1
1/1/14
96
48
5
48
6
10
7
3
2
1
4
6
0
0
0
0
0
0
3
11
0
6,566
1,954
PhD
Married
72,550
1
1
8/11/12
39
826
50
317
50
38
38
9
5
2
12
8
0
0
0
0
0
0
3
11
0
8,614
1,957
Graduation
Widow
65,486
0
1
12/5/14
29
245
19
125
37
67
14
1
4
2
10
2
0
0
0
0
0
0
3
11
0
4,114
1,964
Master
Married
79,143
0
0
11/8/12
2
650
37
780
27
167
32
1
6
9
13
3
0
0
0
0
0
0
3
11
0
1,331
1,977
Graduation
Single
35,790
1
0
2/1/13
54
12
6
20
30
1
3
2
2
0
3
7
0
0
0
0
0
0
3
11
0
2,225
1,977
Graduation
Divorced
82,582
0
0
7/6/14
54
510
120
550
156
40
241
1
4
9
7
1
1
0
1
0
0
0
3
11
1
9,381
1,978
Graduation
Married
66,373
1
1
12/6/13
57
328
9
124
12
24
109
7
4
2
10
3
0
0
0
0
0
0
3
11
0
6,260
1,955
Master
Together
82,384
0
0
19-11-2012
55
984
51
432
180
120
190
1
3
10
13
1
0
0
0
0
1
0
3
11
1
10,383
1,966
Graduation
Divorced
70,287
0
0
2/4/13
30
295
35
482
121
120
40
1
5
5
10
3
0
0
0
0
0
0
3
11
1
7,437
1,988
Graduation
Single
27,938
1
0
28-04-2014
31
13
0
8
2
1
5
1
1
0
4
3
0
0
0
0
0
0
3
11
0
8,557
1,982
Graduation
Single
null
1
0
17-06-2013
57
11
3
22
2
2
6
2
2
0
3
6
0
0
0
0
0
0
3
11
0
8,375
1,968
PhD
Married
55,954
0
1
3/3/14
63
447
0
28
0
0
43
3
8
2
6
7
0
0
0
0
0
0
3
11
0
6,853
1,982
Master
Single
75,777
0
0
4/7/13
12
712
26
538
69
13
80
1
3
6
11
1
0
0
0
1
1
0
3
11
1
3,076
1,975
Graduation
Together
66,653
1
1
7/9/12
18
452
18
102
16
18
6
4
4
2
12
3
0
0
0
0
0
0
3
11
0
1,012
1,952
Graduation
Single
61,823
0
1
18-02-2013
26
523
7
134
37
14
169
4
8
2
10
7
0
0
0
0
0
0
3
11
0
6,518
1,951
PhD
Widow
67,680
0
1
11/6/13
8
546
0
48
0
6
6
1
7
3
8
5
0
0
0
0
0
0
3
11
0
4,137
1,948
Graduation
Together
70,666
0
0
6/12/13
29
398
40
367
119
122
30
1
7
4
4
4
0
0
0
0
0
0
3
11
0
8,082
1,971
Graduation
Married
25,721
1
0
21-05-2013
75
1
3
6
3
6
15
1
1
1
2
7
0
0
0
0
0
0
3
11
1
1,386
1,967
Graduation
Together
32,474
1
1
11/5/14
0
10
0
1
0
0
0
1
1
0
2
7
0
0
0
0
0
0
3
11
0
9,369
1,979
2n Cycle
Single
88,194
0
1
19-03-2014
19
688
14
309
201
24
38
1
11
10
10
5
1
0
1
0
0
0
3
11
1
4,477
1,958
Graduation
Together
69,096
0
1
27-09-2013
4
247
49
159
7
82
109
1
5
2
10
4
0
0
0
0
0
0
3
11
0
1,357
1,970
Graduation
Together
74,854
1
2
8/4/13
90
856
59
487
58
29
73
7
2
5
5
5
0
0
0
0
0
0
3
11
0
1,402
1,954
Master
Married
66,991
0
0
11/9/12
1
496
36
460
189
60
12
3
4
8
6
3
0
0
0
0
0
0
3
11
0
10,629
1,973
2n Cycle
Married
null
1
0
14-09-2012
25
25
3
43
17
4
17
3
3
0
3
8
0
0
0
0
0
0
3
11
0
6,312
1,959
Graduation
Married
65,031
0
1
17-03-2013
29
258
107
291
84
37
86
4
10
3
13
7
0
0
0
0
0
0
3
11
0
8,132
1,975
PhD
Married
60,631
1
1
5/4/13
88
565
6
65
0
6
19
5
9
2
8
7
0
0
0
1
0
0
3
11
0
1,050
1,952
Graduation
Married
28,332
0
0
30-04-2014
58
14
10
13
4
15
9
1
2
1
4
2
0
0
0
0
0
0
3
11
0
5,846
1,977
Graduation
Divorced
40,246
1
0
19-12-2012
68
2
1
6
2
1
1
1
1
0
2
6
0
0
0
0
0
0
3
11
0
1,859
1,972
Master
Married
75,251
0
0
27-08-2012
34
721
111
925
97
18
18
1
7
6
5
5
0
0
0
0
0
0
3
11
1
7,503
1,976
Graduation
Single
75,825
0
0
12/10/12
40
1,032
105
779
137
105
51
0
5
8
9
4
0
0
1
0
0
0
3
11
1
10,401
1,976
2n Cycle
Together
26,326
0
0
4/9/13
12
1
0
5
0
3
9
1
0
0
3
3
0
0
0
0
0
1
3
11
0
1,618
1,965
Graduation
Together
56,046
0
0
2/1/13
9
577
0
64
0
0
51
2
10
1
8
8
0
0
1
0
0
0
3
11
1
3,332
1,985
Graduation
Single
29,760
1
0
29-08-2012
87
64
4
68
7
5
17
4
3
1
4
8
0
0
0
0
0
0
3
11
0
2,261
1,969
Graduation
Married
26,304
1
0
23-06-2013
5
4
1
5
2
0
4
1
1
0
2
7
0
0
0
0
0
0
3
11
0
5,346
1,973
2n Cycle
Married
23,559
1
0
3/7/13
87
25
5
19
7
0
23
3
3
0
3
7
0
0
0
0
0
0
3
11
0
4,119
1,963
Master
Together
38,620
0
0
11/5/13
56
112
17
44
34
22
89
1
2
5
3
3
0
0
0
0
0
0
3
11
0
535
1,987
Graduation
Divorced
81,361
0
0
25-02-2014
18
163
23
424
27
65
76
1
3
10
13
1
0
0
0
0
0
0
3
11
0
5,268
1,960
Graduation
Married
29,440
1
1
11/8/13
95
17
8
14
10
4
3
2
1
0
4
7
0
0
0
0
0
0
3
11
0
273
1,970
Master
Married
36,138
1
1
16-07-2013
48
130
0
16
0
0
5
5
3
1
4
7
0
0
0
1
0
0
3
11
0
4,452
1,957
Graduation
Single
50,388
0
1
28-05-2014
3
292
6
37
0
3
34
4
6
1
6
7
1
0
0
1
0
0
3
11
1
8,504
1,973
Graduation
Married
79,593
0
0
12/5/14
70
350
60
568
110
133
145
1
5
6
7
2
0
0
0
0
1
0
3
11
0
771
1,967
Graduation
Together
54,178
0
1
21-01-2014
79
135
9
39
4
0
7
1
2
2
5
2
0
0
0
0
0
0
3
11
0
8,996
1,957
PhD
Married
null
2
1
19-11-2012
4
230
42
192
49
37
53
12
7
2
8
9
0
0
0
0
0
0
3
11
0
9,235
1,957
Graduation
Single
null
1
1
27-05-2014
45
7
0
8
2
0
1
1
1
0
2
7
0
0
0
0
0
0
3
11
0
5,798
1,973
Master
Together
null
0
0
23-11-2013
87
445
37
359
98
28
18
1
2
4
8
1
0
0
0
0
0
0
3
11
0
11,178
1,972
Master
Single
42,394
1
0
23-03-2014
69
15
2
10
0
1
4
1
1
0
3
7
0
0
0
0
0
0
3
11
0
2,230
1,970
PhD
Married
23,626
1
0
24-05-2014
84
27
2
14
0
0
0
3
3
1
3
5
0
0
0
0
0
0
3
11
0
7,516
1,983
Graduation
Married
30,096
1
0
22-05-2014
30
5
3
11
12
5
9
1
2
0
3
6
0
0
0
0
0
0
3
11
0
7,247
1,960
Graduation
Widow
47,916
0
1
22-11-2012
72
505
0
26
0
0
75
5
7
4
6
6
0
0
0
1
0
0
3
11
0
11,100
1,972
Graduation
Divorced
51,813
1
1
11/4/13
37
51
2
7
0
1
2
2
2
0
3
7
0
0
0
0
0
0
3
11
0
4,646
1,951
2n Cycle
Married
78,497
0
0
1/12/13
44
207
26
447
75
0
223
1
5
7
12
2
1
0
0
0
0
0
3
11
0
3,037
1,983
PhD
Married
50,150
0
0
20-06-2013
32
135
46
92
65
61
11
2
5
2
7
5
0
0
0
0
0
0
3
11
0
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