datafinal07052026.xlsx

	A	B	C	D	E	F	G	H	I	J	K	L	M	N	O	P	Q	R	S	T
1	gender	SeniorCitizen	Partner	Dependents	tenure	PhoneService	MultipleLines	InternetService	customerID	OnlineSecurity	OnlineBackup	DeviceProtection	TechSupport	StreamingTV	StreamingMovies	Contract	PaperlessBilling	PaymentMethod	MonthlyCharges	Churn
2	Female	0	Yes	No	1	No	Nophn	DSL	7590-VHVEG	No	Yes	No	No	No	No	Monthly	Yes	Electro	29,85	No
3	Male	0	No	No	34	Yes	No	DSL	5575-GNVDE	Yes	No	Yes	No	No	No	Oneyear	No	Mailed	56,95	No
4	Male	0	No	No	2	Yes	No	DSL	3668-QPYBK	Yes	Yes	No	No	No	No	Monthly	Yes	Mailed	53,85	Yes
5	Male	0	No	No	45	No	Nophn	DSL	7795-CFOCW	Yes	No	Yes	Yes	No	No	Oneyear	No	Bank	42,3	No
6	Female	0	No	No	2	Yes	No	Fiber	9237-HQITU	No	No	No	No	No	No	Monthly	Yes	Electro	70,7	Yes
7	Female	0	No	No	8	Yes	Yes	Fiber	9305-CDSKC	No	No	Yes	No	Yes	Yes	Monthly	Yes	Electro	99,65	Yes
8	Male	0	No	Yes	22	Yes	Yes	Fiber	1452-KIOVK	No	Yes	No	No	Yes	No	Monthly	Yes	Credit	89,1	No
9	Female	0	No	No	10	No	Nophn	DSL	6713-OKOMC	Yes	No	No	No	No	No	Monthly	No	Mailed	29,75	No
10	Female	0	Yes	No	28	Yes	Yes	Fiber	7892-POOKP	No	No	Yes	Yes	Yes	Yes	Monthly	Yes	Electro	104,8	Yes
11	Male	0	No	Yes	62	Yes	No	DSL	6388-TABGU	Yes	Yes	No	No	No	No	Oneyear	No	Bank	56,15	No
12	Male	0	Yes	Yes	13	Yes	No	DSL	9763-GRSKD	Yes	No	No	No	No	No	Monthly	Yes	Mailed	49,95	No
13	Male	0	No	No	16	Yes	No	No	7469-LKBCI	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	No	Credit	18,95	No
14	Male	0	Yes	No	58	Yes	Yes	Fiber	8091-TTVAX	No	No	Yes	No	Yes	Yes	Oneyear	No	Credit	100,35	No
15	Male	0	No	No	49	Yes	Yes	Fiber	0280-XJGEX	No	Yes	Yes	No	Yes	Yes	Monthly	Yes	Bank	103,7	Yes
16	Male	0	No	No	25	Yes	No	Fiber	5129-JLPIS	Yes	No	Yes	Yes	Yes	Yes	Monthly	Yes	Electro	105,5	No
17	Female	0	Yes	Yes	69	Yes	Yes	Fiber	3655-SNQYZ	Yes	Yes	Yes	Yes	Yes	Yes	Twoyear	No	Credit	113,25	No
18	Female	0	No	No	52	Yes	No	No	8191-XWSZG	Noint	Noint	Noint	Noint	Noint	Noint	Oneyear	No	Mailed	20,65	No
19	Male	0	No	Yes	71	Yes	Yes	Fiber	9959-WOFKT	Yes	No	Yes	No	Yes	Yes	Twoyear	No	Bank	106,7	No
20	Female	0	Yes	Yes	10	Yes	No	DSL	4190-MFLUW	No	No	Yes	Yes	No	No	Monthly	No	Credit	55,2	Yes
21	Female	0	No	No	21	Yes	No	Fiber	4183-MYFRB	No	Yes	Yes	No	No	Yes	Monthly	Yes	Electro	90,05	No
22	Male	1	No	No	1	No	Nophn	DSL	8779-QRDMV	No	No	Yes	No	No	Yes	Monthly	Yes	Electro	39,65	Yes
23	Male	0	Yes	No	12	Yes	No	No	1680-VDCWW	Noint	Noint	Noint	Noint	Noint	Noint	Oneyear	No	Bank	19,8	No
24	Male	0	No	No	1	Yes	No	No	1066-JKSGK	Noint	Noint	Noint	Noint	Noint	Noint	Monthly	No	Mailed	20,15	Yes
25	Female	0	Yes	No	58	Yes	Yes	DSL	3638-WEABW	No	Yes	No	Yes	No	No	Twoyear	Yes	Credit	59,9	No
26	Male	0	Yes	Yes	49	Yes	No	DSL	6322-HRPFA	Yes	Yes	No	Yes	No	No	Monthly	No	Credit	59,6	No
27	Female	0	No	No	30	Yes	No	DSL	6865-JZNKO	Yes	Yes	No	No	No	No	Monthly	Yes	Bank	55,3	No
28	Male	0	Yes	Yes	47	Yes	Yes	Fiber	6467-CHFZW	No	Yes	No	No	Yes	Yes	Monthly	Yes	Electro	99,35	Yes
29	Male	0	Yes	Yes	1	No	Nophn	DSL	8665-UTDHZ	No	Yes	No	No	No	No	Monthly	No	Electro	30,2	Yes
30	Male	0	Yes	No	72	Yes	Yes	DSL	5248-YGIJN	Yes	Yes	Yes	Yes	Yes	Yes	Twoyear	Yes	Credit	90,25	No
31	Female	0	No	Yes	17	Yes	No	DSL	8773-HHUOZ	No	No	No	No	Yes	Yes	Monthly	Yes	Mailed	64,7	Yes
32	Female	1	Yes	No	71	Yes	Yes	Fiber	3841-NFECX	Yes	Yes	Yes	Yes	No	No	Twoyear	Yes	Credit	96,35	No
33	Male	1	Yes	No	2	Yes	No	Fiber	4929-XIHVW	No	No	Yes	No	Yes	Yes	Monthly	Yes	Credit	95,5	No
34	Female	0	Yes	Yes	27	Yes	No	DSL	6827-IEAUQ	Yes	Yes	Yes	Yes	No	No	Oneyear	No	Mailed	66,15	No
35	Male	0	No	No	1	Yes	No	No	7310-EGVHZ	Noint	Noint	Noint	Noint	Noint	Noint	Monthly	No	Bank	20,2	No
36	Male	1	No	No	1	Yes	No	DSL	3413-BMNZE	No	No	No	No	No	No	Monthly	No	Bank	45,25	No
37	Female	0	Yes	Yes	72	Yes	Yes	Fiber	6234-RAAPL	Yes	Yes	No	Yes	Yes	No	Twoyear	No	Bank	99,9	No
38	Male	0	No	No	5	Yes	No	Fiber	6047-YHPVI	No	No	No	No	No	No	Monthly	Yes	Electro	69,7	Yes
39	Female	0	No	No	46	Yes	No	Fiber	6572-ADKRS	No	No	Yes	No	No	No	Monthly	Yes	Credit	74,8	No
40	Male	0	No	No	34	Yes	Yes	Fiber	5380-WJKOV	No	Yes	Yes	No	Yes	Yes	Monthly	Yes	Electro	106,35	Yes
41	Female	0	No	No	11	Yes	Yes	Fiber	8168-UQWWF	No	No	Yes	No	Yes	Yes	Monthly	Yes	Bank	97,85	Yes
42	Male	0	Yes	Yes	10	Yes	No	DSL	8865-TNMNX	No	Yes	No	No	No	No	Oneyear	No	Mailed	49,55	No
43	Female	0	Yes	Yes	70	Yes	Yes	DSL	9489-DEDVP	Yes	Yes	No	No	Yes	No	Twoyear	Yes	Credit	69,2	No
44	Female	0	Yes	Yes	17	Yes	No	No	9867-JCZSP	Noint	Noint	Noint	Noint	Noint	Noint	Oneyear	No	Mailed	20,75	No
45	Female	0	No	No	63	Yes	Yes	DSL	4671-VJLCL	Yes	Yes	Yes	Yes	Yes	No	Twoyear	Yes	Credit	79,85	No
46	Female	0	Yes	No	13	Yes	Yes	DSL	4080-IIARD	Yes	Yes	No	Yes	Yes	No	Monthly	Yes	Electro	76,2	No
47	Female	0	No	No	49	Yes	Yes	Fiber	3714-NTNFO	No	No	No	No	No	Yes	Monthly	Yes	Electro	84,5	No
48	Male	0	No	No	2	Yes	No	DSL	5948-UJZLF	No	Yes	No	No	No	No	Monthly	No	Mailed	49,25	No
49	Female	0	No	No	2	Yes	No	Fiber	7760-OYPDY	No	No	No	No	Yes	No	Monthly	Yes	Electro	80,65	Yes
50	Male	0	No	No	52	Yes	Yes	DSL	7639-LIAYI	Yes	No	No	Yes	Yes	Yes	Twoyear	Yes	Credit	79,75	No
51	Female	0	Yes	Yes	69	Yes	Yes	DSL	2954-PIBKO	Yes	No	Yes	Yes	No	No	Twoyear	Yes	Credit	64,15	No
52	Female	1	No	No	43	Yes	Yes	Fiber	8012-SOUDQ	No	Yes	No	No	Yes	No	Monthly	Yes	Electro	90,25	No
53	Female	0	No	No	15	Yes	No	Fiber	9420-LOJKX	Yes	Yes	No	No	Yes	Yes	Monthly	Yes	Credit	99,1	Yes
54	Female	1	Yes	No	25	Yes	Yes	DSL	6575-SUVOI	Yes	No	No	Yes	Yes	No	Monthly	Yes	Credit	69,5	No
55	Female	1	Yes	No	8	Yes	Yes	Fiber	7495-OOKFY	No	Yes	No	No	No	No	Monthly	Yes	Credit	80,65	Yes
56	Female	1	Yes	Yes	60	Yes	No	DSL	4667-QONEA	Yes	Yes	Yes	Yes	No	Yes	Oneyear	Yes	Credit	74,85	No
57	Male	1	No	No	18	Yes	Yes	Fiber	1658-BYGOY	No	No	No	No	Yes	Yes	Monthly	Yes	Electro	95,45	Yes
58	Female	0	Yes	Yes	63	Yes	Yes	Fiber	8769-KKTPH	Yes	No	No	No	Yes	Yes	Oneyear	Yes	Credit	99,65	No
59	Male	1	Yes	Yes	66	Yes	Yes	Fiber	5067-XJQFU	No	Yes	Yes	Yes	Yes	Yes	Oneyear	Yes	Electro	108,45	No
60	Female	0	Yes	Yes	34	Yes	Yes	No	3957-SQXML	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	No	Credit	24,95	No
61	Female	0	No	No	72	Yes	Yes	Fiber	5954-BDFSG	No	No	Yes	Yes	Yes	Yes	Twoyear	Yes	Credit	107,5	No
62	Female	0	Yes	No	47	Yes	Yes	Fiber	0434-CSFON	No	No	Yes	No	Yes	Yes	Monthly	Yes	Electro	100,5	No
63	Male	0	No	No	60	Yes	Yes	Fiber	1215-FIGMP	No	Yes	No	No	Yes	No	Monthly	Yes	Bank	89,9	No
64	Male	0	Yes	No	72	No	Nophn	DSL	0526-SXDJP	Yes	Yes	Yes	No	No	No	Twoyear	No	Bank	42,1	No
65	Female	0	Yes	Yes	18	Yes	No	DSL	0557-ASKVU	No	No	Yes	Yes	No	No	Oneyear	Yes	Credit	54,4	No
66	Female	0	No	No	9	Yes	Yes	Fiber	5698-BQJOH	No	No	No	No	Yes	Yes	Monthly	No	Electro	94,4	Yes
67	Female	0	No	No	3	Yes	No	DSL	5122-CYFXA	No	Yes	No	Yes	Yes	Yes	Monthly	Yes	Electro	75,3	No
68	Male	0	Yes	No	47	Yes	Yes	Fiber	8627-ZYGSZ	No	Yes	No	No	No	No	Oneyear	Yes	Electro	78,9	No
69	Female	0	No	No	31	Yes	No	DSL	3410-YOQBQ	No	Yes	Yes	Yes	Yes	Yes	Twoyear	No	Mailed	79,2	No
70	Female	0	Yes	Yes	50	Yes	No	No	3170-NMYVV	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	No	Bank	20,15	No
71	Male	0	No	No	10	Yes	No	Fiber	7410-OIEDU	Yes	No	Yes	No	No	No	Monthly	Yes	Mailed	79,85	No
72	Male	0	No	No	1	Yes	No	DSL	2273-QCKXA	No	No	No	Yes	No	No	Monthly	No	Mailed	49,05	No
73	Female	0	Yes	Yes	52	Yes	No	No	0731-EBJQB	Noint	Noint	Noint	Noint	Noint	Noint	Oneyear	Yes	Electro	20,4	No
74	Male	1	Yes	Yes	64	Yes	Yes	Fiber	1891-QRQSA	Yes	No	Yes	Yes	Yes	Yes	Twoyear	Yes	Bank	111,6	No
75	Male	0	Yes	Yes	62	Yes	Yes	No	8028-PNXHQ	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	Yes	Bank	24,25	No
76	Female	0	No	Yes	3	Yes	No	DSL	5630-AHZIL	Yes	No	No	Yes	No	Yes	Monthly	Yes	Bank	64,5	No
77	Female	1	No	No	56	Yes	Yes	Fiber	2673-CXQEU	Yes	Yes	Yes	No	Yes	Yes	Oneyear	No	Electro	110,5	No
78	Female	0	No	No	46	Yes	No	DSL	6416-JNVRK	No	No	No	No	No	Yes	Oneyear	No	Credit	55,65	No
79	Female	0	Yes	Yes	8	Yes	No	DSL	5590-ZSKRV	Yes	Yes	No	No	No	No	Monthly	No	Mailed	54,65	No
80	Male	1	No	No	30	Yes	No	DSL	0191-ZHSKZ	Yes	Yes	No	No	Yes	Yes	Monthly	Yes	Electro	74,75	No
81	Female	0	Yes	Yes	45	Yes	Yes	No	3887-PBQAO	Noint	Noint	Noint	Noint	Noint	Noint	Oneyear	Yes	Credit	25,9	No
82	Female	0	No	Yes	1	Yes	No	Fiber	5919-TMRGD	No	No	No	No	Yes	No	Monthly	Yes	Electro	79,35	Yes
83	Female	0	Yes	Yes	11	No	Nophn	DSL	8108-UXRQN	Yes	No	No	No	Yes	Yes	Monthly	No	Electro	50,55	No
84	Female	0	Yes	No	7	Yes	No	Fiber	9191-MYQKX	No	No	Yes	No	No	No	Monthly	Yes	Bank	75,15	Yes
85	Female	0	No	No	42	Yes	No	Fiber	9919-YLNNG	No	Yes	Yes	Yes	Yes	Yes	Monthly	Yes	Bank	103,8	No
86	Female	0	Yes	No	49	Yes	No	No	0318-ZOPWS	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	Yes	Bank	20,15	No
87	Male	0	No	No	9	Yes	Yes	Fiber	4445-ZJNMU	No	Yes	No	No	Yes	Yes	Monthly	Yes	Credit	99,3	No
88	Female	0	Yes	No	35	Yes	No	DSL	4808-YNLEU	Yes	No	No	No	Yes	No	Oneyear	Yes	Bank	62,15	No
89	Female	0	Yes	Yes	48	Yes	No	No	1862-QRWPE	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	No	Bank	20,65	No
90	Female	0	Yes	Yes	46	Yes	No	No	2796-NNUFI	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	Yes	Mailed	19,95	No
91	Male	0	Yes	No	29	No	Nophn	DSL	3016-KSVCP	No	No	No	No	Yes	No	Monthly	No	Mailed	33,75	No
92	Male	0	Yes	Yes	30	Yes	No	Fiber	4767-HZZHQ	No	Yes	Yes	No	No	No	Monthly	No	Bank	82,05	No
93	Male	1	No	No	1	Yes	No	Fiber	2424-WVHPL	No	No	No	Yes	No	No	Monthly	No	Electro	74,7	No
94	Male	0	Yes	Yes	66	Yes	Yes	DSL	7233-PAHHL	Yes	No	Yes	Yes	Yes	Yes	Twoyear	Yes	Mailed	84	No
95	Female	0	No	No	65	Yes	Yes	Fiber	6067-NGCEU	Yes	Yes	Yes	No	Yes	Yes	Monthly	Yes	Credit	111,05	No
96	Male	0	No	No	72	Yes	Yes	Fiber	9848-JQJTX	No	Yes	Yes	No	Yes	Yes	Twoyear	Yes	Bank	100,9	No
97	Female	0	No	No	12	Yes	Yes	Fiber	8637-XJIVR	Yes	No	No	No	No	No	Monthly	Yes	Electro	78,95	Yes
98	Male	0	Yes	Yes	71	Yes	Yes	DSL	9803-FTJCG	Yes	Yes	No	Yes	No	No	Oneyear	Yes	Credit	66,85	No
99	Male	0	No	No	5	Yes	No	No	0278-YXOOG	Noint	Noint	Noint	Noint	Noint	Noint	Monthly	No	Mailed	21,05	Yes
100	Male	0	No	No	52	Yes	No	No	3212-KXOCR	Noint	Noint	Noint	Noint	Noint	Noint	Twoyear	No	Bank	21	No