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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
1113-IUJYX	Female	0	Yes	No	14	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	No	Mailed check	105.95	1348.9	Yes
6668-CNMFP	Female	0	Yes	Yes	19	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	89.35	1686.85	No
5626-MGTUK	Female	0	No	No	20	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.1	1879.25	No
5681-LLOEI	Male	0	Yes	Yes	43	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	91.25	4013.8	No
8212-DJRCH	Male	0	Yes	Yes	5	Yes	No	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	90.35	434.5	No
4323-OHFOW	Female	1	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.55	7195.35	No
4933-BSAIP	Female	0	Yes	No	40	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	19.1	780.1	No
2030-BTZRO	Male	0	Yes	Yes	6	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Credit card (automatic)	20.4	107.6	No
1116-DXXDF	Male	0	No	No	39	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	100.45	3801.7	No
9274-CNFMO	Male	1	Yes	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	74.95	308.7	Yes
7758-XKCBS	Male	0	No	No	15	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	29.7	438.25	Yes
8992-JQYUN	Male	0	Yes	No	1	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.35	50.35	Yes
6563-VNPMN	Female	1	No	No	45	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	85.7	3778.1	No
0617-AQNWT	Female	0	Yes	No	64	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Electronic check	47.85	3147.5	Yes
2267-WTPYD	Female	1	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	94	5438.95	No
0270-THENM	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	69.85	5102.35	No
2446-PLQVO	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	70.3	Yes
4707-MAXGU	Male	0	Yes	No	72	Yes	Yes	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)	25.85	1872.2	No
2710-WYVXG	Female	0	No	No	3	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Two year	No	Mailed check	71.1	213.35	No
3005-NFMTA	Male	1	No	No	55	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.8	5617.75	Yes
6300-BWMJX	Female	0	Yes	No	59	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	No	Electronic check	93.35	5386.5	No
8784-CGILN	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.85	1776.95	Yes
5389-FFVKB	Male	1	Yes	No	32	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	80.3	2483.05	Yes
7009-LGECI	Female	0	No	No	4	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.55	235.65	No
8444-WRIDW	Female	1	No	No	66	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.45	5224.35	Yes
5022-KVDQT	Male	0	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.3	2272.8	No
7976-CICYS	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	Yes	Credit card (automatic)	20.7	83.75	No
1036-GUDCL	Male	0	Yes	Yes	60	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	79.05	4663.4	No
2005-DWQZJ	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	Two year	No	Mailed check	19.05	201.7	No
8148-WOCMK	Male	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	Two year	No	Credit card (automatic)	19.6	125	No
7815-PDTHL	Male	0	No	No	35	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	20.2	684.4	No
9451-LPGOO	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.8	620.35	Yes
9173-IVZVP	Female	0	Yes	Yes	53	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	20.9	1146.05	No
9129-UXERG	Female	1	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	103.6	1806.35	No
3635-JBPSG	Female	0	No	No	15	No	No phone service	DSL	No	Yes	No	No	No	Yes	Two year	Yes	Mailed check	38.8	603	No
7964-ZRKKG	Male	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	88.4	5798.3	No
5868-YWPDW	Male	1	Yes	No	6	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.2	519.15	Yes
6229-LSCKB	Male	1	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.7	497.6	No
2025-JKFWI	Male	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	99	1301.7	Yes
4078-SAYYN	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.75	1129.75	Yes
1724-IQWNM	Male	0	No	Yes	1	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	Mailed check	19.3	19.3	No
8217-QYOHV	Male	0	No	No	5	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	55.75	266.95	No
5546-QUERU	Male	0	No	No	13	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Mailed check	19.95	257	No
9940-HPQPG	Female	0	Yes	No	9	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	91.75	865.8	Yes
6897-UUBNU	Male	0	No	No	29	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	No	Mailed check	89.65	2623.65	No
6127-IYJOZ	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	45.85	No
6618-RYATB	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.55	79.55	Yes
8930-XOTDP	Female	0	Yes	Yes	18	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	55.95	1082.8	No
5916-QEWPT	Female	0	Yes	No	2	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	69	147.8	No
5060-TQUQN	Male	0	Yes	Yes	30	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	83.55	2570.2	No
0531-XBKMM	Male	0	No	Yes	66	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	65.7	4378.9	No
8465-SBRXP	Male	0	Yes	Yes	38	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	94.9	3616.25	No
2408-PSJVE	Male	0	Yes	Yes	44	Yes	No	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	61.9	2924.05	No
9079-YEXQJ	Female	0	No	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	111.1	6014.85	Yes
9700-ZCLOT	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	20	32.7	No
8738-JOKAR	Female	0	No	No	42	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Mailed check	67.7	2882.25	No
4534-WGCIR	Female	0	Yes	Yes	58	Yes	Yes	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)	25.15	1509.9	No
1930-WNXSB	Male	0	Yes	Yes	58	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.85	5305.05	No
2685-SREOM	Female	0	Yes	Yes	25	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	89.1	2368.4	Yes
3508-CFVZL	Female	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	111.3	7985.9	No
0402-CQAJN	Female	0	No	No	37	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	101.9	3545.35	Yes
6692-UDPJC	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	91.65	1301	Yes
1273-MTETI	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	88.85	372.45	Yes
0657-DOGUM	Female	0	Yes	No	48	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.6	2985.25	No
5480-HPRRX	Female	1	No	No	3	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.3	77.75	Yes
8792-AOROI	Female	0	Yes	No	8	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Two year	No	Mailed check	65.5	564.35	No
0295-PPHDO	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.45	95.45	Yes
5146-YYFRZ	Male	0	No	No	67	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	1311.75	No
1195-OIYEJ	Male	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.1	1135.7	Yes
5906-CVLHP	Female	0	Yes	Yes	45	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	54.15	2319.8	Yes
3452-SRFEG	Male	0	No	No	49	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.6	3720.35	No
4070-OKWVH	Female	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	94.6	5025.8	No
5297-MDOIR	Female	0	Yes	No	63	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	81.15	5224.5	No
6369-MCAKO	Female	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89.05	6185.8	No
4926-UMJZD	Female	0	Yes	No	31	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	49.2	1498.55	No
6848-HJTXY	Female	0	Yes	No	64	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)	19.45	1208.6	No
6341-AEVKX	Female	0	Yes	No	62	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	104.3	6613.65	No
4501-EQDRN	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.7	69.7	Yes
2990-HWIML	Female	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.5	573.3	Yes
0682-USIXD	Female	0	Yes	No	21	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	86.05	1818.9	No
6976-BWGLQ	Female	0	Yes	Yes	72	Yes	Yes	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)	25.2	1787.35	No
7078-NVFAM	Female	0	Yes	Yes	32	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	35.15	1051.05	No
8065-QBYTO	Female	1	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	One year	Yes	Credit card (automatic)	99.65	7181.25	No
2133-TSRRM	Female	0	No	Yes	34	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.35	3688.6	No
7384-GHBPI	Male	0	Yes	No	3	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.15	99.75	Yes
7603-USHJS	Male	0	No	Yes	12	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.75	871.4	Yes
7234-FECYN	Female	1	No	No	8	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	101.35	780.5	Yes
2511-ALLCS	Female	0	Yes	Yes	35	Yes	Yes	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)	24.3	821.6	No
3191-CSNMG	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.7	239.45	No
7952-OBOYL	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	89.85	244.45	No
7470-DYNOE	Male	0	No	No	53	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	Yes	Electronic check	61.1	3357.9	No
7853-OETYL	Female	0	Yes	No	4	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	29.05	129.6	No
1545-ACTAS	Female	0	Yes	Yes	48	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	99.7	4977.2	No
5876-HZVZM	Female	0	Yes	Yes	6	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	55.9	365.35	Yes
1400-MMYXY	Male	1	Yes	No	3	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.9	334.65	Yes
5126-RCXYW	Male	0	Yes	Yes	54	No	No phone service	DSL	No	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	46	2424.05	No
3085-QUOZK	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	43.95	43.95	Yes
2363-BJLSL	Male	0	No	No	62	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	80.4	4981.15	No
1956-YIFGE	Male	0	Yes	Yes	22	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Mailed check	100.05	2090.25	No
3926-CUQZX	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45.1	45.1	Yes