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train · 7.04k rows

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
0754-EEBDC	Male	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	Two year	No	Mailed check	19.9	76.65	No
5777-ZPQNC	Female	0	No	No	12	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	20.15	260.7	No
1951-IEYXM	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.6	6441.85	No
3318-NMQXL	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92	266.8	No
3143-ILDAL	Male	0	No	No	56	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	94.45	5124.6	Yes
1022-RKXDR	Female	0	No	No	41	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	24.85	962.25	No
2361-FJWNO	Male	0	No	No	40	No	No phone service	DSL	No	Yes	No	Yes	No	No	One year	No	Credit card (automatic)	36	1382.9	No
2272-UOINI	Female	0	No	No	7	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	78.5	571.05	No
8232-UTFOZ	Male	0	No	No	69	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)	19.95	1399.35	No
3750-YHRYO	Male	0	Yes	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	20.65	150	No
6637-KYRCV	Female	0	Yes	Yes	5	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.5	167.2	No
5668-MEISB	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	106.1	7657.4	No
0129-QMPDR	Male	0	Yes	Yes	44	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Bank transfer (automatic)	20.5	865.05	No
7188-CBBBA	Female	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	95.5	6153.85	No
5356-CSVSQ	Female	0	No	No	3	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	64.6	174.2	No
3221-CJMSG	Male	0	No	No	24	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	51.1	1269.6	No
4720-VSTSI	Female	0	No	No	44	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.8	3862.55	Yes
3219-JQRSL	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.1	6352.4	No
2801-NISEI	Male	0	No	No	24	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	54.95	1348.5	No
3946-MHCZW	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	50.9	50.9	Yes
4623-ZKHLY	Male	0	Yes	No	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	Yes	Bank transfer (automatic)	20.45	471.55	No
6732-VAILE	Male	0	Yes	Yes	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.95	5931.75	No
8201-AAXCB	Male	0	Yes	Yes	25	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	60.35	1404.65	No
7696-CFTAT	Male	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	Two year	No	Bank transfer (automatic)	19.8	726.1	No
1845-CSBRZ	Female	1	Yes	Yes	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	85.35	1961.6	No
2123-VSCOT	Female	0	Yes	Yes	59	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	72.1	4194.85	No
6651-AZVTJ	Male	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	4872.45	Yes
4566-GOLUK	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	107.35	5118.95	Yes
2484-DGXPZ	Female	0	Yes	Yes	31	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	19.55	658.95	Yes
2018-QKYGT	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.05	81.05	No
2792-VPPET	Male	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	Electronic check	20.5	76.95	No
7409-JURKQ	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	111.8	5809.75	No
3247-MHJKM	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	20.2	20.2	No
1964-SVLEA	Male	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	One year	Yes	Mailed check	19.7	415.9	No
4587-NUKOX	Female	0	No	No	3	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.1	246.5	Yes
7297-DVYGA	Female	0	No	No	51	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Bank transfer (automatic)	19.85	996.95	No
2239-CGBUZ	Female	0	Yes	No	51	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.5	3145.15	No
0854-UYHZD	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	Two year	No	Mailed check	19.55	265.3	No
7243-LCGGZ	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	20.9	20.9	No
8267-KFGYD	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	21.05	21.05	No
4890-VMUAV	Male	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Electronic check	71.5	4576.3	No
9261-WDCAF	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	54.65	189.1	No
3764-MNMOI	Male	0	No	No	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)	19.2	908.15	No
7442-YGZFK	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.8	49.8	No
0420-BWTPW	Male	0	No	Yes	8	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.5	215.2	Yes
8229-BUJHX	Female	0	Yes	Yes	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	Bank transfer (automatic)	20.5	1500.95	No
7449-HVPIV	Male	0	Yes	Yes	55	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.4	5099.15	No
5504-WSIUR	Female	0	No	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	90.25	6385.95	No
8183-ONMXC	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.75	159.45	Yes
8466-PZBLH	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	104.6	6885.75	No
9614-RMGHA	Male	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	91.85	5940.85	Yes
8735-IJJEG	Male	0	Yes	No	14	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	50.2	668.85	No
0564-MUUQK	Female	0	Yes	Yes	20	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.5	1916.2	No
5054-IEXZT	Male	0	No	Yes	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	75.35	75.35	Yes
5834-ASPWA	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.45	75.45	Yes
0701-RFGFI	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.4	4613.95	No
0019-EFAEP	Female	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	101.3	7261.25	No
5619-PTMIK	Female	0	Yes	No	46	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	53.1	2459.8	No
3737-XBQDD	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.85	2048.8	No
5882-CMAZQ	Female	0	Yes	Yes	5	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	34.25	163.55	No
5846-QFDFI	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	88.6	2888.7	No
4445-KWOKW	Female	0	No	No	42	Yes	Yes	DSL	Yes	Yes	No	No	No	No	One year	Yes	Bank transfer (automatic)	60.15	2421.6	No
3511-APPBJ	Male	0	No	No	23	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	99.95	2292.75	No
7967-HYCDE	Male	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.7	553.4	No
2430-RRYUW	Male	0	No	No	66	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	Yes	Mailed check	54.8	3465.7	No
3948-XHGNA	Male	0	No	No	24	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.55	1210.4	Yes
3723-BFBGR	Male	1	No	No	24	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	54.8	1291.3	No
0565-IYCGT	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	78.6	5356.45	Yes
5447-WZAFP	Female	0	No	No	53	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Mailed check	100.3	5200.8	No
5110-CHOPY	Female	0	No	No	60	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Electronic check	53.6	3237.05	No
5445-UTODQ	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	81.1	576.65	Yes
4425-OWHWB	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	One year	Yes	Credit card (automatic)	19.35	433.75	No
7892-QVYKW	Female	0	Yes	Yes	23	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.6	1868.4	No
9675-ICXCT	Male	0	Yes	Yes	72	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	80.8	5728.55	No
1024-VRZHF	Male	0	Yes	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	825.7	Yes
4703-MQYKT	Male	0	No	No	21	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	390.4	No
9497-QCMMS	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.55	93.55	Yes
5692-ICXLW	Male	1	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.7	2845.15	No
0602-DDUML	Female	0	No	No	57	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	69.75	3894.4	No
2208-MPXIO	Female	0	Yes	Yes	45	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)	20	886.4	No
1960-UYCNN	Male	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	95.25	1021.55	No
0348-SDKOL	Female	0	Yes	No	58	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.1	5885.4	Yes
3190-FZATL	Male	0	No	Yes	14	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	268.4	No
7336-RLLRH	Male	0	Yes	No	27	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Mailed check	80.85	2204.35	No
4373-MAVJG	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	90.9	1259	Yes
8901-HJXTF	Female	0	Yes	Yes	12	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	29.2	309.1	Yes
7710-JSYOA	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	93.3	6398.05	No
5419-KLXBN	Female	0	Yes	Yes	25	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.15	2257.75	Yes
3424-NMNBO	Male	1	Yes	No	58	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	108.85	6287.25	Yes
9885-MFVSU	Female	0	Yes	Yes	35	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	46.35	1662.05	No
4514-GFCFI	Female	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.75	1350.15	Yes
0607-MVMGC	Male	0	Yes	Yes	45	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	78.75	3600.65	No
3365-SAIGS	Female	0	No	No	17	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.55	1329.15	No
9828-AOQLM	Female	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.7	45.7	Yes
8022-BECSI	Male	0	No	No	22	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	422.5	No
8000-REIQB	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.95	69.95	Yes
9993-LHIEB	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	67.85	4627.65	No
0266-CLZKZ	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.65	6717.9	No
7615-ESMYF	Female	0	Yes	No	2	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	44.6	97.1	Yes
3858-VOBET	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	1710.45	Yes

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