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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
9503-XJUME	Male	0	No	Yes	52	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Credit card (automatic)	19.65	928.4	No
4367-NHWMM	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.9	24.9	No
3727-RJMEO	Male	0	Yes	No	6	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	82.85	460.25	Yes
3779-OSWCF	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	93.2	6506.15	No
6736-DHUQI	Female	0	Yes	Yes	67	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	84.8	5598.3	No
3915-ODIYG	Male	1	No	No	60	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	One year	Yes	Electronic check	71.75	4374.55	No
1360-RCYRT	Male	0	Yes	Yes	23	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.35	678.75	No
2724-FJDYW	Male	0	No	Yes	39	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	54.85	2191.7	No
4451-RWASJ	Male	0	Yes	Yes	15	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	19.5	239.75	No
6646-VRFOL	Male	1	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.85	5485.5	Yes
3460-TJBWI	Male	0	Yes	Yes	24	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	24.2	609.05	No
5917-HBSDW	Female	0	Yes	Yes	37	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	Electronic check	19.35	683.75	No
5685-IIXLY	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.6	404.2	Yes
5671-UUNXD	Female	1	Yes	No	50	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	100.65	5189.75	No
0956-ACVZC	Female	0	No	No	54	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	94.1	5060.9	No
2325-NBPZG	Female	0	No	No	3	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.55	233.65	No
4250-ZBWLV	Male	0	No	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	108.45	7176.55	Yes
4482-FTFFX	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	56.15	291.45	No
8859-DZTGQ	Male	0	No	No	33	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	20.35	689.75	No
0440-MOGPM	Female	0	No	No	41	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	80.55	3263.9	No
0020-JDNXP	Female	0	Yes	Yes	34	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Mailed check	61.25	1993.2	No
3752-CQSJI	Female	0	Yes	Yes	13	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	20.45	254.5	No
5025-GOOKI	Female	0	No	No	20	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)	18.9	347.65	No
4698-KVLLG	Female	1	No	No	51	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	967.9	No
5095-AESKG	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	91.5	242.95	Yes
2887-JPYLU	Female	0	No	Yes	41	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	45.2	1841.9	No
4770-QAZXN	Female	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	Month-to-month	No	Credit card (automatic)	19.45	232.1	No
4896-CPRPF	Male	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)	25.45	809.25	No
1871-MOWRM	Male	0	Yes	No	12	Yes	No	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	80.85	866.45	Yes
9714-EDSUC	Male	0	No	No	4	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	94.9	360.55	No
2027-OAQQC	Female	0	No	No	43	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	49.05	2076.2	Yes
0282-NVSJS	Female	1	Yes	Yes	12	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	29.3	355.9	No
9090-SGQXL	Male	1	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.3	7299.65	Yes
6595-YGXIT	Male	1	No	No	25	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.95	2291.2	Yes
7353-YOWFP	Female	0	No	No	7	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	20.25	129.15	No
9835-ZIITK	Male	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	110.85	7491.75	Yes
8008-ESFLK	Female	0	Yes	No	53	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	110.5	5835.5	No
7537-CBQUZ	Male	1	No	No	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	109.4	7031.45	No
1555-DJEQW	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.2	7723.9	Yes
5649-TJHOV	Male	1	Yes	No	27	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	36.5	1032	Yes
0519-XUZJU	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.75	70.75	Yes
3363-EWLGO	Female	0	No	No	5	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	19.95	109.6	No
4750-UKWJK	Female	1	Yes	No	37	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	19.6	727.8	No
6338-AVWCY	Male	0	No	No	3	No	No phone service	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	40.15	130.75	Yes
1689-YQBYY	Female	0	No	Yes	12	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.6	893	No
4487-ZYJZK	Female	0	Yes	Yes	38	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Credit card (automatic)	19.6	763.1	No
2959-FENLU	Female	0	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.3	781.4	No
0708-LGSMF	Male	0	Yes	No	13	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	65.85	902.25	No
9253-QXKBE	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.45	2653.65	Yes
7634-HLQJR	Female	0	Yes	Yes	47	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	1016.7	No
0487-RPVUM	Male	0	Yes	No	61	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	99.4	5943.65	No
4079-ULGFR	Male	0	No	No	16	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	275.7	No
2516-XSJKX	Female	0	Yes	Yes	41	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Electronic check	78.45	3126.45	No
0057-QBUQH	Female	0	No	Yes	43	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Electronic check	25.1	1070.15	No
9445-SZLCH	Female	0	Yes	Yes	36	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	97.35	3457.9	Yes
6599-SFQVE	Female	0	No	No	6	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55	340.4	No
8331-ZXFOE	Female	0	No	No	58	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	71.1	4299.2	No
4003-FUSHP	Male	0	No	No	19	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	61.55	1093.2	No
0356-ERHVT	Male	0	Yes	No	11	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45.9	521.9	No
7325-ENZFI	Female	0	No	No	39	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	40.3	1630.4	No
4884-ZTHVF	Female	1	No	No	8	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	87.1	713.6	No
3920-HIHMQ	Female	0	No	Yes	26	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	49.5	1265.65	No
3055-OYMSE	Female	1	No	No	53	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.8	4003.85	No
0613-WUXUM	Female	0	Yes	Yes	70	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	19.2	1401.4	No
7568-PODML	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	45.3	45.3	Yes
4458-KVRBJ	Male	0	No	No	59	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	1510.5	No
5349-IECLD	Male	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	94.95	178.1	Yes
1397-XKKWR	Male	0	No	No	7	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	35.3	264.8	No
3945-GFWQL	Female	0	No	Yes	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.55	480.6	Yes
8097-OMULG	Male	0	Yes	Yes	59	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	76.75	4541.9	No
6013-BHCAW	Male	0	Yes	Yes	61	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	81	4976.15	No
0401-WDBXM	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.55	7542.25	No
3387-PLKUI	Female	0	Yes	Yes	13	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	18.8	251.25	No
6096-EGVTU	Female	0	Yes	Yes	64	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	24.9	1595.5	No
3797-VTIDR	Male	0	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	23.45	23.45	Yes
5081-NWSUP	Female	0	No	No	10	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	No	Mailed check	64.9	685.55	No
2580-ATZSQ	Female	0	Yes	Yes	65	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	61.35	3874.1	No
8085-MSNLK	Female	0	Yes	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	113.95	6891.4	No
9691-HKOVS	Female	0	Yes	No	55	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	90.15	4916.95	No
9881-VCZEP	Female	0	Yes	No	25	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	54.1	1373	No
9526-BIHHD	Male	0	No	No	1	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	29.7	29.7	Yes
8757-TFHHJ	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.8	49.8	No
4523-WXCEF	Female	0	Yes	No	59	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	101.1	6039.9	Yes
1468-DEFNC	Male	1	Yes	Yes	64	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Bank transfer (automatic)	24.4	1548.65	No
5119-KEPFY	Male	0	Yes	No	36	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95	3440.25	No
8364-TRMMK	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.65	151.3	Yes
0916-KNFAJ	Male	0	Yes	No	61	Yes	Yes	DSL	Yes	No	Yes	No	No	Yes	Two year	Yes	Mailed check	69.9	4226.7	No
8319-QBEHW	Male	0	No	Yes	26	No	No phone service	DSL	No	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	39.95	1023.75	No
3063-QFSZL	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.4	55.4	Yes
8775-LHDJH	Female	1	Yes	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.6	90.6	Yes
9625-QNLUX	Male	0	Yes	Yes	68	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	103.25	7074.4	No
3097-NQYSN	Male	1	Yes	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	86.85	156.35	Yes
4024-CSNBY	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	94.25	6849.75	No
7110-BDTWG	Female	0	Yes	No	71	No	No phone service	DSL	No	No	Yes	Yes	No	Yes	Two year	Yes	Electronic check	47.05	3263.6	No
7493-GVFIO	Male	0	No	No	57	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)	20.55	1252.85	No
0690-SRQID	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	Mailed check	19.65	67.55	No
9605-WGJVW	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	70.2	No
9114-DPSIA	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	81	5750	No
4700-UBQMV	Male	0	Yes	Yes	21	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	75.9	1549.75	No
7711-GQBZC	Female	0	Yes	Yes	71	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)	24.7	1810.55	No

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