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customerID stringlengths 10 10	gender stringclasses 2 values	SeniorCitizen int64 0 1	Partner stringclasses 2 values	Dependents stringclasses 2 values	tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetService stringclasses 3 values	OnlineSecurity stringclasses 3 values	OnlineBackup stringclasses 3 values	DeviceProtection stringclasses 3 values	TechSupport stringclasses 3 values	StreamingTV stringclasses 3 values	StreamingMovies stringclasses 3 values	Contract stringclasses 3 values	PaperlessBilling stringclasses 2 values	PaymentMethod stringclasses 4 values	MonthlyCharges float64 18.3 119	TotalCharges stringlengths 1 7	Churn stringclasses 2 values
4800-CZMPC	Female	0	Yes	Yes	48	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	103.25	5037.55	Yes
4813-HQMGZ	Female	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.25	743.75	No
7579-KKLOE	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	91.25	6589.6	No
7377-DMMRI	Male	0	No	No	2	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	47.8	92.45	Yes
8402-EIVQS	Male	0	Yes	No	67	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.9	6733.15	No
4947-DSMXK	Male	0	Yes	Yes	34	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	97.7	3410	No
7245-NIIWQ	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.85	199.85	No
0002-ORFBO	Female	0	Yes	Yes	9	Yes	No	DSL	No	Yes	No	Yes	Yes	No	One year	Yes	Mailed check	65.6	593.3	No
3324-OIRTO	Male	0	Yes	Yes	71	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.65	7288.4	No
5414-OFQCB	Male	0	No	No	57	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	90.45	5229.8	No
4967-WPNCF	Male	0	No	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	63.7	4464.8	No
8552-OBVRU	Female	1	Yes	Yes	48	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.5	5068.05	No
8499-BRXTD	Male	0	No	No	18	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	20.1	401.85	No
9154-QDGTH	Male	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.3	4451.85	No
8197-BFWVU	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	93.25	6688.95	No
2577-GVSIL	Male	0	Yes	Yes	35	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	73.45	2661.1	No
9367-OIUXP	Male	0	No	No	4	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	20.7	73.05	No
6770-UAYGJ	Female	0	Yes	Yes	49	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	25.25	1211.65	No
6463-HHXJR	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	No	Bank transfer (automatic)	100.5	7030.65	No
7928-VJYAB	Male	0	Yes	Yes	11	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.6	1020.2	No
1187-WILMM	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	89.4	5597.65	No
9776-OJUZI	Female	1	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	95.45	6223.3	No
1306-RPWXZ	Female	0	No	Yes	49	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Credit card (automatic)	20.45	1024.65	No
8949-JTMAY	Female	0	No	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.6	2933.2	Yes
2774-LVQUS	Female	1	Yes	No	15	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	83.05	1258.3	Yes
3097-PYWXL	Female	0	Yes	Yes	4	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Electronic check	19.95	82.9	No
2266-SJNAT	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	109.15	7789.6	No
0869-PAPRP	Female	1	Yes	No	26	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.7	2067	No
4238-JSSWH	Female	1	Yes	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	102.05	3452.55	No
2972-YDYUW	Female	0	No	No	57	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	One year	No	Electronic check	94.7	5468.95	No
1104-FEJAM	Male	0	Yes	Yes	28	Yes	Yes	DSL	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	64.4	1802.15	No
2809-ILCYT	Female	0	Yes	No	25	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	26.8	733.55	No
5499-ECUTN	Female	0	Yes	No	47	Yes	No	DSL	Yes	No	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	66.05	3021.45	No
4981-FLTMF	Female	0	Yes	Yes	57	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	65.2	3687.85	No
9121-PHQSR	Male	1	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.05	1391.15	No
3113-IWHLC	Male	0	No	No	5	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.8	274.35	No
3211-ILJTT	Male	0	Yes	No	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.4	1214.05	Yes
4612-THJBS	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.75	5510.65	Yes
4277-BWBML	Male	0	Yes	Yes	72	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Bank transfer (automatic)	19.95	1322.85	No
4094-NSEDU	Female	1	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.25	1973.75	Yes
0234-TEVTT	Female	0	Yes	Yes	48	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	45	2196.3	No
4304-TSPVK	Female	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.9	7843.55	No
1552-AAGRX	Female	0	No	No	30	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	106.4	3211.9	No
2637-FKFSY	Female	0	Yes	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	46.1	130.15	No
9796-MVYXX	Female	1	No	No	14	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	39.7	692.35	No
7874-ECPQJ	Female	0	No	Yes	4	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Bank transfer (automatic)	20.05	85.5	No
0020-INWCK	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	95.75	6849.4	No
7089-RKVSZ	Male	0	Yes	Yes	8	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	24.4	203.95	No
2683-JXWQQ	Male	0	Yes	Yes	61	No	No phone service	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	33.6	2117.2	No
9548-ZMVTX	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	90.45	6565.85	No
8739-XNIKG	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84	424.75	No
9755-JHNMN	Female	0	No	No	49	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	67.4	3306.85	No
3981-QSVQI	Male	0	No	No	8	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Bank transfer (automatic)	19.7	168.9	No
2789-HQBOU	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.35	253.8	No
9424-CMPOG	Male	0	Yes	Yes	9	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Mailed check	19.6	197.4	No
5067-WJEUN	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	Yes	No	No	No	No	Two year	Yes	Bank transfer (automatic)	54.2	3838.2	No
3450-WXOAT	Male	0	No	No	46	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	45.2	2065.15	No
9251-WNSOD	Female	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Mailed check	75.1	5064.45	No
6974-DAFLI	Female	0	Yes	No	55	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.7	1140.05	No
2616-UUTFK	Male	0	Yes	No	33	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	72.75	2447.45	No
7064-JHXCE	Male	0	Yes	Yes	62	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Credit card (automatic)	20.05	1263.9	No
5103-MHMHY	Female	0	No	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.95	45.95	Yes
7989-AWGEH	Male	0	Yes	Yes	49	No	No phone service	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	39.2	1838.15	No
4373-VVHQL	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.75	44.75	No
4559-UWIHT	Male	0	Yes	No	14	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	82.65	1185	No
7268-IGMFD	Male	1	No	No	18	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	93.9	1743.9	No
1846-XWOQN	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	70.15	Yes
0235-KGSLC	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.55	85.55	Yes
6650-BWFRT	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	117.15	8529.5	No
9570-KYEUA	Male	0	No	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	99.25	6549.45	No
6993-YGFJV	Male	0	Yes	No	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.55	7806.5	No
2712-SYWAY	Female	0	No	No	1	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	Yes	Electronic check	25.7	25.7	No
0730-BGQGF	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	90.3	6287.3	No
5498-IBWPI	Female	0	Yes	Yes	66	Yes	No	DSL	No	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	49.4	3251.85	No
9101-NTIXF	Male	0	No	No	2	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	19.4	50.6	No
0013-SMEOE	Female	1	Yes	No	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.7	7904.25	No
9314-QDMDW	Male	0	No	No	11	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	61.25	729.95	No
9308-ANMVE	Male	0	No	Yes	47	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	55.3	2654.05	No
2884-GBPFB	Female	0	Yes	No	35	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	2416.55	Yes
3757-NJYBX	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	106.35	3520.75	Yes
3413-DHLPB	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.75	5969.95	No
7649-PHJVR	Male	0	No	No	11	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	19.5	226.8	No
6114-TCFID	Female	0	No	No	29	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Credit card (automatic)	39.5	1082.75	No
3787-TRIAL	Male	0	Yes	Yes	21	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	26.05	565.75	No
2573-GYRUU	Male	1	Yes	No	48	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	91.05	4370.75	No
5156-UMKOW	Female	0	No	Yes	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	29.65	90.05	No
1247-QBVSH	Female	0	Yes	Yes	43	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	50.2	2169.4	No
6734-GMPVK	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	105.3	550.6	No
9822-OAOVB	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.45	55.45	No
6161-ERDGD	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	85.45	6300.85	No
1226-JZNKR	Female	0	Yes	Yes	8	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	19.8	160.05	No
7318-EIVKO	Male	0	No	No	8	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	59.25	436.6	No
3771-PZOBW	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.7	1781.35	No
5136-KCKGI	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	103.7	3467	Yes
8231-BSWXX	Male	0	No	No	71	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	79.05	5552.5	No
6486-LHTMA	Female	1	Yes	No	31	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	90.7	2835.5	No
4083-BFNYK	Female	1	Yes	No	38	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	No	Credit card (automatic)	95	3591.25	No
3722-WPXTK	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	88.35	88.35	Yes
7389-KBFIT	Female	0	Yes	Yes	2	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	30.25	63.75	No
7176-WIONM	Female	0	Yes	No	12	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	49.85	617.15	No

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