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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
8316-BBQAY	Female	0	No	No	65	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	59.95	3921.1	No
1166-PQLGG	Female	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)	19.55	1463.45	No
3146-JTQHR	Male	0	Yes	No	10	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)	19.6	189.45	No
4291-YZODP	Female	0	No	Yes	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	20.05	96.8	No
4395-PZMSN	Male	1	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.55	408.5	No
6427-FEFIG	Female	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	78.6	1846.65	No
0017-IUDMW	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.8	8456.75	No
8706-HRADD	Male	0	No	No	21	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	43.55	1011.5	No
9955-QOPOY	Male	0	Yes	No	69	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	60.8	4263.4	No
4385-ZKVNW	Male	0	Yes	Yes	44	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.9	2549.1	No
5446-DKWYW	Female	1	Yes	Yes	61	Yes	Yes	DSL	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	65.2	3965.05	No
2034-CGRHZ	Male	1	No	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.95	2496.7	Yes
5797-APWZC	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.6	90.6	Yes
3683-QKIUE	Female	0	No	No	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.8	288.05	Yes
4228-ZGYUW	Male	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.05	368.1	Yes
9031-ZVQPT	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	108.2	7840.6	No
2990-IAJSV	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	92	6632.75	No
8107-KNCIM	Male	1	Yes	No	14	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.1	1013.35	No
9027-YFHQJ	Male	0	No	No	7	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	Bank transfer (automatic)	25.05	152.95	No
5176-LDKUH	Female	0	No	No	48	Yes	No	Fiber optic	No	Yes	No	No	No	No	One year	No	Electronic check	75.15	3772.65	No
4644-OBGFZ	Male	0	Yes	Yes	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	Mailed check	19.5	1026.35	No
7926-IJOOU	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	Credit card (automatic)	19.3	19.3	No
6480-YAGIY	Male	0	No	No	45	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	112.2	5031.85	No
4029-HPFVY	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.3	220.4	No
7602-DBTOU	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	Mailed check	19.6	1416.5	No
5345-BMKWB	Male	0	Yes	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	No	Mailed check	20.25	158.35	No
3519-ZKXGG	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.85	256.6	Yes
5457-COLHT	Male	0	Yes	Yes	69	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	80.65	5542.55	No
6416-TVAIH	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	68.5	68.5	Yes
5451-YHYPW	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.75	8443.7	No
5108-ADXWO	Male	0	No	No	11	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.5	791.75	Yes
7998-WNZEM	Male	0	No	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	80.6	5708.2	No
3066-RRJIO	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.95	69.95	Yes
4664-NJCMS	Female	0	Yes	No	33	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	59.55	2016.3	No
0307-BCOPK	Female	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	One year	No	Mailed check	19.05	326.65	No
7629-WFGLW	Female	1	Yes	No	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	No	Electronic check	95.65	5471.75	No
2542-HYGIQ	Female	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	Credit card (automatic)	19.95	19.95	No
6715-OFDBP	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	70.05	346.4	Yes
5016-LIPDW	Male	0	Yes	Yes	57	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	19.4	1061.6	No
6481-LXPWL	Male	0	Yes	Yes	56	No	No phone service	DSL	No	Yes	Yes	No	No	No	One year	Yes	Credit card (automatic)	36.1	1971.5	No
1567-DSCIC	Male	0	No	No	8	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	94	773.65	Yes
2150-UWTFY	Female	0	Yes	Yes	22	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Mailed check	61.15	1422.05	Yes
6124-ACRHJ	Female	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	19.75	19.75	No
9362-MWODR	Female	0	No	Yes	40	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	64.1	2460.35	No
9975-GPKZU	Male	0	Yes	Yes	46	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)	19.75	856.5	No
9625-RZFUK	Male	0	Yes	Yes	63	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	19.7	1275.85	No
5153-LXKDT	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	110.2	7467.5	No
5161-UBZXI	Male	0	Yes	Yes	69	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	106.35	7261.75	No
1020-JPQOW	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	90.55	5116.6	No
7919-ZODZZ	Female	0	Yes	Yes	10	Yes	No	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Mailed check	65.9	660.05	No
0565-JUPYD	Male	0	No	No	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	One year	No	Credit card (automatic)	104.5	6590.8	No
6867-ACCZI	Female	0	Yes	Yes	24	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	52.5	1208.15	No
5939-XAIXZ	Female	0	No	No	19	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	56.1	1033.9	No
9054-FOWNV	Male	0	Yes	Yes	22	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	88.75	1885.15	No
2683-BPJSO	Male	0	Yes	No	29	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	84.45	2467.1	Yes
2157-MXBJS	Male	0	Yes	No	13	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	75.3	989.45	Yes
8207-VVMYB	Female	0	Yes	No	70	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	2006.95	No
9732-EQMWY	Female	0	Yes	No	49	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	99.4	5025	No
9360-AHGNL	Female	1	Yes	No	43	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	109.55	4830.25	Yes
1087-UDSIH	Female	0	No	No	3	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	19.6	59.75	Yes
5269-NRGDP	Male	0	Yes	Yes	42	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	73.15	3088.25	No
6195-MELTI	Male	0	No	No	57	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Mailed check	54.65	3134.7	No
5485-WUYWF	Male	1	No	No	2	Yes	No	DSL	Yes	No	Yes	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	66.4	94.55	Yes
2121-JAFOM	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.55	8312.4	No
8818-DOPVL	Female	1	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.45	4863.85	No
2632-UCGVD	Male	1	Yes	No	66	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.05	6871.9	Yes
5445-PZWGX	Male	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	Yes	One year	No	Electronic check	102	6529.25	Yes
1227-UDMZR	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	91.15	6637.9	No
5198-HQAEN	Male	0	Yes	Yes	35	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	One year	Yes	Electronic check	89.7	3165.6	No
9170-CCKOU	Male	0	Yes	No	17	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	90.2	1454.15	Yes
2167-FQSTQ	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	92.4	6786.1	No
2819-GWENI	Female	0	Yes	Yes	28	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	19.9	543	No
1043-YCUTE	Male	0	Yes	No	56	Yes	Yes	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)	25.15	1327.15	Yes
3814-MLAXC	Female	0	No	No	31	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	79.85	2404.15	Yes
3572-UUHRS	Male	0	No	No	45	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)	18.85	867.3	No
2692-PFYTJ	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	Mailed check	25.75	25.75	No
1226-UDFZR	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	49.6	114.7	Yes
5955-EPOAZ	Female	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	Yes	Mailed check	20.95	109.5	No
6821-JPCDC	Female	0	Yes	No	48	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	97.05	4692.95	No
8815-LMFLX	Male	0	Yes	Yes	25	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	Bank transfer (automatic)	25.4	546.85	No
9135-HSWOC	Male	0	Yes	Yes	64	Yes	No	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)	19.7	1274.05	No
8582-KRHPJ	Male	0	No	No	50	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	35	1782.4	No
5811-IWXYM	Female	0	Yes	Yes	52	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	101.25	5301.1	No
7044-YAACC	Male	1	Yes	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	280.35	No
8189-XRIKE	Female	1	No	No	32	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	90.95	2897.95	No
1506-YJTYT	Male	0	Yes	Yes	45	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Credit card (automatic)	73.85	3371	No
4123-DVHPH	Male	0	Yes	No	9	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	88.05	801.3	No
6425-YQLLO	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	105.95	6975.25	Yes
5442-UTCVD	Male	0	No	Yes	3	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	91.85	257.05	Yes
2228-BZDEE	Female	0	No	No	54	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	20.1	1079.45	No
7734-DBOAI	Female	0	Yes	Yes	1	No	No phone service	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	40.1	40.1	Yes
2789-CZANW	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	110.3	6997.3	No
2091-RFFBA	Female	1	No	No	31	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.9	2217.15	Yes
2114-MGINA	Female	0	No	No	14	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	89.8	1129.1	Yes
7596-LDUXP	Female	0	No	No	12	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	One year	Yes	Credit card (automatic)	85.15	979.05	No
3740-RLMVT	Male	1	Yes	No	67	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.95	4119.4	No
4489-SNOJF	Female	0	Yes	Yes	35	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	Month-to-month	No	Electronic check	72.25	2568.55	Yes
2192-OZITF	Female	0	No	No	45	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	Two year	No	Mailed check	73.55	3349.1	No
5651-CPDND	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	46	492.1	No
2186-QZEYA	Female	1	No	No	29	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	58.55	1718.95	No

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