vDataFrame.get_dummies¶

In [ ]:

vDataFrame.get_dummies(columns: list = [],
                       max_cardinality: int = 12, 
                       prefix_sep: str = "_", 
                       drop_first: bool = True, 
                       use_numbers_as_suffix: bool = False)

Encodes the vcolumns with the one-hot encoding algorithm.

Parameters¶

Name	Type	Optional	Description
columns	list	✓	List of the vcolumns to use to train the one-hot encoding model. If empty, only the vcolumns having a cardinality lesser than 'max_cardinality' will be used.
max_cardinality	int	✓	Cardinality threshold to determine if the vcolumn will be taken into account during the encoding. This parameter is used only if the parameter 'columns' is empty.
prefix_sep	str	✓	Prefix delimitor of the dummies.
drop_first	bool	✓	Drops the first dummy to avoid the creation of correlated features.
use_numbers_as_suffix	bool	✓	Uses numbers as suffix instead of the vcolumns categories.

Returns¶

vDataFrame : self

Example¶

In [7]:

from verticapy import vDataFrame
churn = vDataFrame("public.churn")
churn = churn.select(["InternetService", "PaymentMethod", "gender", "Contract", "churn"])
display(churn)

	Abc InternetService Varchar(20)	Abc PaymentMethod Varchar(30)	Abc gender Varchar(6)	Abc Contract Varchar(20)	Abc Churn Varchar(3)
1	DSL	Mailed check	Female	One year	No
2	DSL	Mailed check	Male	Month-to-month	No
3	Fiber optic	Electronic check	Male	Month-to-month	Yes
4	Fiber optic	Electronic check	Male	Month-to-month	Yes
5	Fiber optic	Mailed check	Female	Month-to-month	Yes
6	DSL	Credit card (automatic)	Female	Month-to-month	No
7	Fiber optic	Bank transfer (automatic)	Female	Two year	No
8	Fiber optic	Credit card (automatic)	Male	Two year	No
9	DSL	Electronic check	Female	Month-to-month	No
10	DSL	Mailed check	Female	Two year	No
11	DSL	Credit card (automatic)	Male	Two year	No
12	Fiber optic	Credit card (automatic)	Female	Two year	No
13	Fiber optic	Electronic check	Female	Month-to-month	No
14	Fiber optic	Bank transfer (automatic)	Female	Two year	No
15	DSL	Bank transfer (automatic)	Female	Two year	No
16	Fiber optic	Credit card (automatic)	Female	Two year	No
17	DSL	Mailed check	Female	One year	No
18	Fiber optic	Electronic check	Female	Month-to-month	No
19	DSL	Credit card (automatic)	Male	One year	Yes
20	DSL	Electronic check	Male	Month-to-month	Yes
21	No	Electronic check	Female	One year	No
22	Fiber optic	Electronic check	Female	Month-to-month	Yes
23	Fiber optic	Electronic check	Female	Month-to-month	No
24	No	Mailed check	Female	Month-to-month	No
25	No	Mailed check	Female	Month-to-month	Yes
26	DSL	Bank transfer (automatic)	Female	Month-to-month	Yes
27	Fiber optic	Bank transfer (automatic)	Female	One year	No
28	No	Credit card (automatic)	Male	Two year	No
29	No	Bank transfer (automatic)	Male	One year	No
30	No	Bank transfer (automatic)	Female	Two year	No
31	Fiber optic	Credit card (automatic)	Male	One year	No
32	No	Bank transfer (automatic)	Female	One year	No
33	Fiber optic	Bank transfer (automatic)	Male	One year	No
34	No	Electronic check	Female	One year	No
35	DSL	Credit card (automatic)	Male	Two year	No
36	No	Electronic check	Female	Two year	No
37	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	No
38	Fiber optic	Electronic check	Female	Month-to-month	No
39	No	Bank transfer (automatic)	Female	Two year	No
40	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No
41	DSL	Electronic check	Male	Month-to-month	Yes
42	DSL	Mailed check	Female	One year	No
43	No	Credit card (automatic)	Male	Two year	No
44	DSL	Bank transfer (automatic)	Male	One year	No
45	DSL	Mailed check	Male	Month-to-month	No
46	DSL	Bank transfer (automatic)	Male	Two year	No
47	DSL	Credit card (automatic)	Female	One year	No
48	Fiber optic	Electronic check	Female	One year	No
49	DSL	Mailed check	Male	Month-to-month	No
50	Fiber optic	Electronic check	Male	Month-to-month	No
51	DSL	Electronic check	Male	One year	No
52	Fiber optic	Credit card (automatic)	Female	Month-to-month	No
53	Fiber optic	Electronic check	Female	Month-to-month	No
54	Fiber optic	Credit card (automatic)	Male	Month-to-month	Yes
55	Fiber optic	Electronic check	Female	Month-to-month	Yes
56	DSL	Electronic check	Female	Month-to-month	No
57	DSL	Mailed check	Male	Month-to-month	No
58	No	Electronic check	Male	Month-to-month	No
59	Fiber optic	Electronic check	Male	One year	No
60	Fiber optic	Bank transfer (automatic)	Female	One year	No
61	DSL	Credit card (automatic)	Male	One year	No
62	DSL	Bank transfer (automatic)	Male	Month-to-month	No
63	Fiber optic	Electronic check	Female	Two year	No
64	No	Electronic check	Male	Month-to-month	Yes
65	Fiber optic	Electronic check	Male	Month-to-month	Yes
66	Fiber optic	Mailed check	Male	Month-to-month	No
67	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No
68	DSL	Electronic check	Male	One year	Yes
69	DSL	Bank transfer (automatic)	Female	Two year	No
70	Fiber optic	Electronic check	Female	Month-to-month	No
71	No	Bank transfer (automatic)	Female	Month-to-month	No
72	Fiber optic	Electronic check	Male	Month-to-month	Yes
73	DSL	Bank transfer (automatic)	Male	Month-to-month	Yes
74	Fiber optic	Credit card (automatic)	Female	Month-to-month	No
75	DSL	Mailed check	Male	One year	No
76	Fiber optic	Electronic check	Female	Month-to-month	Yes
77	DSL	Mailed check	Female	Two year	No
78	Fiber optic	Electronic check	Male	Month-to-month	Yes
79	DSL	Mailed check	Female	Month-to-month	No
80	Fiber optic	Electronic check	Male	Month-to-month	No
81	No	Bank transfer (automatic)	Male	One year	No
82	Fiber optic	Credit card (automatic)	Male	Month-to-month	No
83	Fiber optic	Electronic check	Female	Month-to-month	Yes
84	DSL	Bank transfer (automatic)	Female	One year	No
85	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	Yes
86	Fiber optic	Electronic check	Male	Two year	No
87	Fiber optic	Mailed check	Female	Month-to-month	Yes
88	No	Mailed check	Female	Month-to-month	Yes
89	Fiber optic	Electronic check	Female	Month-to-month	No
90	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	No
91	No	Electronic check	Male	Month-to-month	No
92	Fiber optic	Electronic check	Female	Month-to-month	No
93	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	Yes
94	Fiber optic	Mailed check	Female	Month-to-month	Yes
95	DSL	Electronic check	Male	Month-to-month	Yes
96	Fiber optic	Electronic check	Female	Two year	No
97	No	Bank transfer (automatic)	Female	Two year	No
98	Fiber optic	Electronic check	Female	Month-to-month	No
99	No	Credit card (automatic)	Male	Two year	No
100	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No

Rows: 1-100 of 7032 | Columns: 5

In [8]:

churn.get_dummies()

	Abc InternetService Varchar(20)	Abc PaymentMethod Varchar(30)	Abc gender Varchar(6)	Abc Contract Varchar(20)	Abc Churn Varchar(3)	123 InternetService_DSL Bool	123 InternetService_Fiber_optic Bool	123 Bool	123 Bool	123 PaymentMethod_Electronic_check Bool	123 gender_Female Bool	123 Contract_Month-to-month Bool	123 Contract_One_year Bool	123 Churn_No Bool
1	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1
2	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1
3	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0
4	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0
5	Fiber optic	Mailed check	Female	Month-to-month	Yes	0	1			0	1	1	0	0
6	DSL	Credit card (automatic)	Female	Month-to-month	No	1	0			0	1	1	0	1
7	Fiber optic	Bank transfer (automatic)	Female	Two year	No	0	1			0	1	0	0	1
8	Fiber optic	Credit card (automatic)	Male	Two year	No	0	1			0	0	0	0	1
9	DSL	Electronic check	Female	Month-to-month	No	1	0			1	1	1	0	1
10	DSL	Mailed check	Female	Two year	No	1	0			0	1	0	0	1
11	DSL	Credit card (automatic)	Male	Two year	No	1	0			0	0	0	0	1
12	Fiber optic	Credit card (automatic)	Female	Two year	No	0	1			0	1	0	0	1
13	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
14	Fiber optic	Bank transfer (automatic)	Female	Two year	No	0	1			0	1	0	0	1
15	DSL	Bank transfer (automatic)	Female	Two year	No	1	0			0	1	0	0	1
16	Fiber optic	Credit card (automatic)	Female	Two year	No	0	1			0	1	0	0	1
17	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1
18	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
19	DSL	Credit card (automatic)	Male	One year	Yes	1	0			0	0	0	1	0
20	DSL	Electronic check	Male	Month-to-month	Yes	1	0			1	0	1	0	0
21	No	Electronic check	Female	One year	No	0	0			1	1	0	1	1
22	Fiber optic	Electronic check	Female	Month-to-month	Yes	0	1			1	1	1	0	0
23	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
24	No	Mailed check	Female	Month-to-month	No	0	0			0	1	1	0	1
25	No	Mailed check	Female	Month-to-month	Yes	0	0			0	1	1	0	0
26	DSL	Bank transfer (automatic)	Female	Month-to-month	Yes	1	0			0	1	1	0	0
27	Fiber optic	Bank transfer (automatic)	Female	One year	No	0	1			0	1	0	1	1
28	No	Credit card (automatic)	Male	Two year	No	0	0			0	0	0	0	1
29	No	Bank transfer (automatic)	Male	One year	No	0	0			0	0	0	1	1
30	No	Bank transfer (automatic)	Female	Two year	No	0	0			0	1	0	0	1
31	Fiber optic	Credit card (automatic)	Male	One year	No	0	1			0	0	0	1	1
32	No	Bank transfer (automatic)	Female	One year	No	0	0			0	1	0	1	1
33	Fiber optic	Bank transfer (automatic)	Male	One year	No	0	1			0	0	0	1	1
34	No	Electronic check	Female	One year	No	0	0			1	1	0	1	1
35	DSL	Credit card (automatic)	Male	Two year	No	1	0			0	0	0	0	1
36	No	Electronic check	Female	Two year	No	0	0			1	1	0	0	1
37	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	No	0	1			0	1	1	0	1
38	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
39	No	Bank transfer (automatic)	Female	Two year	No	0	0			0	1	0	0	1
40	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No	0	1			0	0	1	0	1
41	DSL	Electronic check	Male	Month-to-month	Yes	1	0			1	0	1	0	0
42	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1
43	No	Credit card (automatic)	Male	Two year	No	0	0			0	0	0	0	1
44	DSL	Bank transfer (automatic)	Male	One year	No	1	0			0	0	0	1	1
45	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1
46	DSL	Bank transfer (automatic)	Male	Two year	No	1	0			0	0	0	0	1
47	DSL	Credit card (automatic)	Female	One year	No	1	0			0	1	0	1	1
48	Fiber optic	Electronic check	Female	One year	No	0	1			1	1	0	1	1
49	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1
50	Fiber optic	Electronic check	Male	Month-to-month	No	0	1			1	0	1	0	1
51	DSL	Electronic check	Male	One year	No	1	0			1	0	0	1	1
52	Fiber optic	Credit card (automatic)	Female	Month-to-month	No	0	1			0	1	1	0	1
53	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
54	Fiber optic	Credit card (automatic)	Male	Month-to-month	Yes	0	1			0	0	1	0	0
55	Fiber optic	Electronic check	Female	Month-to-month	Yes	0	1			1	1	1	0	0
56	DSL	Electronic check	Female	Month-to-month	No	1	0			1	1	1	0	1
57	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1
58	No	Electronic check	Male	Month-to-month	No	0	0			1	0	1	0	1
59	Fiber optic	Electronic check	Male	One year	No	0	1			1	0	0	1	1
60	Fiber optic	Bank transfer (automatic)	Female	One year	No	0	1			0	1	0	1	1
61	DSL	Credit card (automatic)	Male	One year	No	1	0			0	0	0	1	1
62	DSL	Bank transfer (automatic)	Male	Month-to-month	No	1	0			0	0	1	0	1
63	Fiber optic	Electronic check	Female	Two year	No	0	1			1	1	0	0	1
64	No	Electronic check	Male	Month-to-month	Yes	0	0			1	0	1	0	0
65	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0
66	Fiber optic	Mailed check	Male	Month-to-month	No	0	1			0	0	1	0	1
67	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No	0	1			0	0	1	0	1
68	DSL	Electronic check	Male	One year	Yes	1	0			1	0	0	1	0
69	DSL	Bank transfer (automatic)	Female	Two year	No	1	0			0	1	0	0	1
70	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
71	No	Bank transfer (automatic)	Female	Month-to-month	No	0	0			0	1	1	0	1
72	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0
73	DSL	Bank transfer (automatic)	Male	Month-to-month	Yes	1	0			0	0	1	0	0
74	Fiber optic	Credit card (automatic)	Female	Month-to-month	No	0	1			0	1	1	0	1
75	DSL	Mailed check	Male	One year	No	1	0			0	0	0	1	1
76	Fiber optic	Electronic check	Female	Month-to-month	Yes	0	1			1	1	1	0	0
77	DSL	Mailed check	Female	Two year	No	1	0			0	1	0	0	1
78	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0
79	DSL	Mailed check	Female	Month-to-month	No	1	0			0	1	1	0	1
80	Fiber optic	Electronic check	Male	Month-to-month	No	0	1			1	0	1	0	1
81	No	Bank transfer (automatic)	Male	One year	No	0	0			0	0	0	1	1
82	Fiber optic	Credit card (automatic)	Male	Month-to-month	No	0	1			0	0	1	0	1
83	Fiber optic	Electronic check	Female	Month-to-month	Yes	0	1			1	1	1	0	0
84	DSL	Bank transfer (automatic)	Female	One year	No	1	0			0	1	0	1	1
85	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	Yes	0	1			0	1	1	0	0
86	Fiber optic	Electronic check	Male	Two year	No	0	1			1	0	0	0	1
87	Fiber optic	Mailed check	Female	Month-to-month	Yes	0	1			0	1	1	0	0
88	No	Mailed check	Female	Month-to-month	Yes	0	0			0	1	1	0	0
89	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
90	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	No	0	1			0	1	1	0	1
91	No	Electronic check	Male	Month-to-month	No	0	0			1	0	1	0	1
92	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
93	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	Yes	0	1			0	0	1	0	0
94	Fiber optic	Mailed check	Female	Month-to-month	Yes	0	1			0	1	1	0	0
95	DSL	Electronic check	Male	Month-to-month	Yes	1	0			1	0	1	0	0
96	Fiber optic	Electronic check	Female	Two year	No	0	1			1	1	0	0	1
97	No	Bank transfer (automatic)	Female	Two year	No	0	0			0	1	0	0	1
98	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1
99	No	Credit card (automatic)	Male	Two year	No	0	0			0	0	0	0	1
100	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No	0	1			0	0	1	0	1

Out[8]:

Rows: 1-100 of 7032 | Columns: 14

In [9]:

# Number as suffix
churn.get_dummies(use_numbers_as_suffix = True)

	Abc InternetService Varchar(20)	Abc PaymentMethod Varchar(30)	Abc gender Varchar(6)	Abc Contract Varchar(20)	Abc Churn Varchar(3)	123 InternetService_DSL Bool	123 InternetService_Fiber_optic Bool	123 Bool	123 Bool	123 PaymentMethod_Electronic_check Bool	123 gender_Female Bool	123 Contract_Month-to-month Bool	123 Contract_One_year Bool	123 Churn_No Bool	123 InternetService_0 Bool	123 InternetService_1 Bool	123 PaymentMethod_0 Bool	123 PaymentMethod_1 Bool	123 PaymentMethod_2 Bool	123 gender_0 Bool	123 Contract_0 Bool	123 Contract_1 Bool	123 Churn_0 Bool
1	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1	1	0	0	0	0	1	0	1	1
2	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1	1	0	0	0	0	0	1	0	1
3	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0	0	1	0	0	1	0	1	0	0
4	Fiber optic	Electronic check	Male	Month-to-month	Yes	0	1			1	0	1	0	0	0	1	0	0	1	0	1	0	0
5	Fiber optic	Mailed check	Female	Month-to-month	Yes	0	1			0	1	1	0	0	0	1	0	0	0	1	1	0	0
6	DSL	Credit card (automatic)	Female	Month-to-month	No	1	0			0	1	1	0	1	1	0	0	1	0	1	1	0	1
7	Fiber optic	Bank transfer (automatic)	Female	Two year	No	0	1			0	1	0	0	1	0	1	1	0	0	1	0	0	1
8	Fiber optic	Credit card (automatic)	Male	Two year	No	0	1			0	0	0	0	1	0	1	0	1	0	0	0	0	1
9	DSL	Electronic check	Female	Month-to-month	No	1	0			1	1	1	0	1	1	0	0	0	1	1	1	0	1
10	DSL	Mailed check	Female	Two year	No	1	0			0	1	0	0	1	1	0	0	0	0	1	0	0	1
11	DSL	Credit card (automatic)	Male	Two year	No	1	0			0	0	0	0	1	1	0	0	1	0	0	0	0	1
12	Fiber optic	Credit card (automatic)	Female	Two year	No	0	1			0	1	0	0	1	0	1	0	1	0	1	0	0	1
13	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1	0	1	0	0	1	1	1	0	1
14	Fiber optic	Bank transfer (automatic)	Female	Two year	No	0	1			0	1	0	0	1	0	1	1	0	0	1	0	0	1
15	DSL	Bank transfer (automatic)	Female	Two year	No	1	0			0	1	0	0	1	1	0	1	0	0	1	0	0	1
16	Fiber optic	Credit card (automatic)	Female	Two year	No	0	1			0	1	0	0	1	0	1	0	1	0	1	0	0	1
17	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1	1	0	0	0	0	1	0	1	1
18	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1	0	1	0	0	1	1	1	0	1
19	DSL	Credit card (automatic)	Male	One year	Yes	1	0			0	0	0	1	0	1	0	0	1	0	0	0	1	0
20	DSL	Electronic check	Male	Month-to-month	Yes	1	0			1	0	1	0	0	1	0	0	0	1	0	1	0	0
21	No	Electronic check	Female	One year	No	0	0			1	1	0	1	1	0	0	0	0	1	1	0	1	1
22	Fiber optic	Electronic check	Female	Month-to-month	Yes	0	1			1	1	1	0	0	0	1	0	0	1	1	1	0	0
23	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1	0	1	0	0	1	1	1	0	1
24	No	Mailed check	Female	Month-to-month	No	0	0			0	1	1	0	1	0	0	0	0	0	1	1	0	1
25	No	Mailed check	Female	Month-to-month	Yes	0	0			0	1	1	0	0	0	0	0	0	0	1	1	0	0
26	DSL	Bank transfer (automatic)	Female	Month-to-month	Yes	1	0			0	1	1	0	0	1	0	1	0	0	1	1	0	0
27	Fiber optic	Bank transfer (automatic)	Female	One year	No	0	1			0	1	0	1	1	0	1	1	0	0	1	0	1	1
28	No	Credit card (automatic)	Male	Two year	No	0	0			0	0	0	0	1	0	0	0	1	0	0	0	0	1
29	No	Bank transfer (automatic)	Male	One year	No	0	0			0	0	0	1	1	0	0	1	0	0	0	0	1	1
30	No	Bank transfer (automatic)	Female	Two year	No	0	0			0	1	0	0	1	0	0	1	0	0	1	0	0	1
31	Fiber optic	Credit card (automatic)	Male	One year	No	0	1			0	0	0	1	1	0	1	0	1	0	0	0	1	1
32	No	Bank transfer (automatic)	Female	One year	No	0	0			0	1	0	1	1	0	0	1	0	0	1	0	1	1
33	Fiber optic	Bank transfer (automatic)	Male	One year	No	0	1			0	0	0	1	1	0	1	1	0	0	0	0	1	1
34	No	Electronic check	Female	One year	No	0	0			1	1	0	1	1	0	0	0	0	1	1	0	1	1
35	DSL	Credit card (automatic)	Male	Two year	No	1	0			0	0	0	0	1	1	0	0	1	0	0	0	0	1
36	No	Electronic check	Female	Two year	No	0	0			1	1	0	0	1	0	0	0	0	1	1	0	0	1
37	Fiber optic	Bank transfer (automatic)	Female	Month-to-month	No	0	1			0	1	1	0	1	0	1	1	0	0	1	1	0	1
38	Fiber optic	Electronic check	Female	Month-to-month	No	0	1			1	1	1	0	1	0	1	0	0	1	1	1	0	1
39	No	Bank transfer (automatic)	Female	Two year	No	0	0			0	1	0	0	1	0	0	1	0	0	1	0	0	1
40	Fiber optic	Bank transfer (automatic)	Male	Month-to-month	No	0	1			0	0	1	0	1	0	1	1	0	0	0	1	0	1
41	DSL	Electronic check	Male	Month-to-month	Yes	1	0			1	0	1	0	0	1	0	0	0	1	0	1	0	0
42	DSL	Mailed check	Female	One year	No	1	0			0	1	0	1	1	1	0	0	0	0	1	0	1	1
43	No	Credit card (automatic)	Male	Two year	No	0	0			0	0	0	0	1	0	0	0	1	0	0	0	0	1
44	DSL	Bank transfer (automatic)	Male	One year	No	1	0			0	0	0	1	1	1	0	1	0	0	0	0	1	1
45	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1	1	0	0	0	0	0	1	0	1
46	DSL	Bank transfer (automatic)	Male	Two year	No	1	0			0	0	0	0	1	1	0	1	0	0	0	0	0	1
47	DSL	Credit card (automatic)	Female	One year	No	1	0			0	1	0	1	1	1	0	0	1	0	1	0	1	1
48	Fiber optic	Electronic check	Female	One year	No	0	1			1	1	0	1	1	0	1	0	0	1	1	0	1	1
49	DSL	Mailed check	Male	Month-to-month	No	1	0			0	0	1	0	1	1	0	0	0	0	0	1	0	1