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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
2830-LEWOA	Male	0	Yes	Yes	61	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	103.9	6449.15	No
5006-MXVRN	Female	0	No	No	39	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)	20.7	762.45	No
1264-BYWMS	Male	0	No	No	55	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.8	5283.95	Yes
9658-WYUFB	Female	0	No	No	17	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	94.4	1617.5	Yes
8327-WKMIE	Male	0	No	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	Credit card (automatic)	20.15	785.75	No
6917-FIJHC	Female	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	Yes	Mailed check	26	1776	No
5329-KRDTM	Male	1	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	77.35	5396.25	No
7797-EJMDP	Female	0	No	No	8	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	66.05	574.5	No
3530-VWVGU	Female	0	Yes	Yes	22	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	19.9	400.3	No
2013-SGDXK	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	84.3	84.3	Yes
6368-NWMCE	Female	0	No	No	38	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	68.15	2656.3	No
3633-CDBUW	Male	0	No	Yes	17	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	80.85	1445.95	No
0707-HOVVN	Female	1	No	No	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	75.5	5212.65	No
8580-QVLOC	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	92.45	6440.25	Yes
3956-MGXOG	Female	0	No	No	28	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.6	2244.95	No
9274-UARKJ	Female	0	No	No	15	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	83.2	1130	No
4077-HWUYD	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	87.55	6463.15	No
2012-NWRPA	Female	1	Yes	No	11	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.55	1131.2	Yes
8808-ELEHO	Male	1	No	No	8	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.25	585.95	Yes
0103-CSITQ	Female	0	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	109.4	6252.7	No
3506-LCJDC	Male	0	Yes	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	No	Bank transfer (automatic)	19.95	19.95	Yes
8671-KKKOS	Female	0	Yes	No	46	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	45.55	2062.15	No
7305-ZWMAJ	Male	0	Yes	No	30	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)	20.7	587.1	No
9518-XXBXE	Male	1	Yes	No	10	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75.3	720.45	No
3934-HXCFZ	Male	0	Yes	No	23	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	99.25	2186.4	Yes
6578-KRMAW	Male	0	No	No	32	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	93.4	2979.3	No
4860-IJUDE	Male	0	No	No	13	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.75	956.65	No
7666-WKRON	Female	0	No	No	39	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Two year	Yes	Electronic check	80.45	3201.55	Yes
9688-YGXVR	Female	0	No	No	44	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	88.15	3973.2	No
0423-UDIJQ	Male	1	No	No	9	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	49.2	447.9	No
1945-XISKS	Female	0	Yes	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	Mailed check	19.65	1335.2	No
4910-AQFFX	Male	0	Yes	Yes	9	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.35	661.25	Yes
2154-KVJFF	Female	0	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.75	1111.85	Yes
5360-LJCNJ	Female	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.15	7555	No
2607-FBDFF	Male	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	49	49	No
9647-ERGBE	Female	0	Yes	Yes	30	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.05	3046.15	Yes
3428-XZMAZ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.35	69.35	Yes
1100-DDVRV	Male	0	Yes	No	17	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	49.8	836.35	No
0378-TOVMS	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	85.8	272.2	Yes
4355-HBJHH	Male	0	Yes	Yes	67	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	79.7	5293.4	Yes
6728-WYQBC	Male	0	No	No	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	No	Bank transfer (automatic)	20.95	20.95	No
9058-CBREO	Female	1	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.55	50.55	Yes
9029-FEGVJ	Female	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	79.3	2570	No
7216-KAOID	Male	0	Yes	Yes	41	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Bank transfer (automatic)	19.5	798.2	No
0318-QUUOB	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.55	80.55	Yes
6145-NNPNO	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.15	44.15	No
5520-FVEWJ	Female	0	Yes	Yes	12	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.5	916.9	Yes
5339-TJFEK	Male	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.5	6487.2	No
5572-ZDXHY	Female	0	No	No	22	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Mailed check	84.3	1855.65	Yes
2074-GUHPQ	Female	0	No	Yes	17	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	92.7	1556.85	No
4625-XMOYM	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	Yes	Bank transfer (automatic)	26.25	1988.05	No
5827-MWCZK	Male	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	96.95	5432.2	No
1385-TQOZW	Female	0	No	No	9	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)	20.45	147.55	No
5914-XRFQB	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	115.8	8424.9	No
4329-YPDDQ	Male	0	No	No	20	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.2	2203.7	No
4804-NCPET	Male	0	Yes	Yes	19	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	20.2	387.4	No
3750-CKVKH	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	67.75	116.65	Yes
5944-UGLLK	Male	0	No	No	53	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	54.9	3045.75	No
8063-GBATB	Female	1	No	No	27	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.25	2287.25	Yes
7787-BNTZM	Male	0	No	No	6	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	Bank transfer (automatic)	20.15	130.5	No
2252-ISRNH	Male	0	Yes	Yes	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	90.35	767.9	No
9415-TPKRV	Female	0	Yes	Yes	8	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	55.75	446.8	No
5322-TEUJK	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.6	8100.25	No
4547-KQRTM	Female	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.05	830.7	Yes
4877-EVATK	Male	0	No	No	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	No	Mailed check	20	20	Yes
1866-DIOQZ	Female	0	Yes	No	71	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	66.8	4689.15	No
8375-KVTHK	Male	0	Yes	No	68	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	100.3	6754.35	No
2697-NQBPF	Male	0	No	No	34	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	105.35	3540.65	No
3709-OIJEA	Male	0	No	No	26	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	85.2	2184.6	No
7639-SUPCW	Female	0	No	No	22	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	48.8	1054.6	Yes
1386-ZIKUV	Male	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	Month-to-month	Yes	Mailed check	18.95	130.55	No
0599-XNYDO	Female	0	Yes	No	20	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.8	1540.35	No
6377-WHAOX	Female	0	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.15	6411.25	No
6855-VLGOS	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	Electronic check	20.55	1432.55	No
8999-XXGNS	Female	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	105.75	7629.85	No
8746-OQQRW	Male	0	No	No	4	Yes	Yes	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	25.25	101.9	No
3181-MIZBN	Male	0	Yes	Yes	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	Electronic check	19.75	313.4	No
0471-ARVMX	Female	1	Yes	No	62	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	104.85	6312.9	No
7766-CLTIC	Female	0	No	No	10	Yes	No	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	60.95	629.55	No
5650-YLIBA	Male	0	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.15	2640.55	No
0825-CPPQH	Female	0	Yes	No	71	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)	19.1	1372.45	No
9084-OAYKL	Male	0	No	No	58	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	20.8	1212.25	No
6122-LJADA	Male	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.15	6237.05	No
2400-XIWIO	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	90.1	6310.9	No
7524-VRLPL	Male	1	No	No	69	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	74.1	5031	No
1069-XAIEM	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.05	85.05	Yes
7569-NMZYQ	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	118.75	8672.45	No
5201-USSQZ	Female	0	Yes	No	26	Yes	No	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	85.9	2196.45	No
2105-PHWON	Female	0	Yes	No	33	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	95	3008.15	No
1494-EJZDW	Female	0	Yes	Yes	10	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	20.15	220.8	No
4884-TVUQF	Female	1	No	No	57	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	101.3	5779.6	No
8003-EWNDZ	Female	0	No	No	10	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	21.2	222.65	No
1897-RCFUM	Female	0	Yes	Yes	39	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	24.2	914.6	No
9256-JTBNZ	Female	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	Month-to-month	No	Bank transfer (automatic)	20.3	246.3	No
4658-HCOHW	Female	0	Yes	Yes	21	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	102.8	2110.15	Yes
2211-RMNHO	Female	0	Yes	Yes	68	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	85.3	5560	No
2432-TFSMK	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	89.6	1633	No
3440-JPSCL	Female	0	No	No	6	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	99.95	547.65	Yes
4929-ROART	Male	0	No	No	18	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	56.25	969.85	No
1834-ABKHQ	Female	0	Yes	Yes	52	Yes	No	DSL	No	No	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	50.95	2610.65	No

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