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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
1741-WTPON	Male	0	Yes	Yes	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	115.85	6567.9	No
3932-IJWDZ	Male	0	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.65	4747.85	No
1240-HCBOH	Female	0	No	No	67	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	26.1	1759.55	No
3594-KADLU	Male	0	Yes	No	3	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	35.1	101.1	No
8065-BVEPF	Male	1	No	No	65	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.1	6496.15	No
3796-ENZGF	Male	0	Yes	No	63	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	Two year	No	Mailed check	67.25	4234.15	No
1734-ZMNTZ	Female	0	Yes	Yes	11	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	300.7	No
2853-CWQFQ	Male	0	No	Yes	1	Yes	No	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	59.55	59.55	No
0813-TAXXS	Male	0	No	No	55	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	77.8	4323.35	No
2519-TWKFS	Male	0	Yes	Yes	25	Yes	Yes	DSL	No	No	No	Yes	No	No	One year	Yes	Mailed check	55.1	1466.1	No
2889-FPWRM	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	117.8	8684.8	Yes
0626-QXNGV	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	Credit card (automatic)	24.15	1776.45	No
6723-CEGQI	Female	0	No	Yes	65	No	No phone service	DSL	No	Yes	No	Yes	Yes	No	Two year	No	Mailed check	45.25	2933.95	No
6987-XQSJT	Female	1	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.5	4370.25	Yes
4732-RRJZC	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	Month-to-month	No	Mailed check	20.25	144.35	No
9499-XPZXM	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	64.75	4804.75	No
4338-EYCER	Male	0	Yes	No	21	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	54.6	1125.2	No
3007-FDPEA	Female	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	Yes	Bank transfer (automatic)	20.7	39.85	No
6350-XFYGW	Male	1	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	422.4	No
4290-BSXUX	Male	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.65	251.75	Yes
8513-OLYGY	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.8	8332.15	No
0311-QYWSS	Female	0	No	No	6	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.45	314.6	No
8705-DWKTI	Male	0	No	No	52	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	83.8	4331.4	No
8755-IWJHN	Male	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.35	6382	No
0325-XBFAC	Male	0	No	No	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.7	740.3	Yes
4480-QQRHC	Female	1	No	No	8	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.05	600.15	No
0929-PECLO	Female	1	No	No	63	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.6	5538.8	No
3680-CTHUH	Male	0	No	No	60	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	116.6	7049.5	No
1202-KKGFU	Female	0	Yes	No	12	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	54.2	690.5	No
6112-KTHFQ	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	Yes	Mailed check	19.3	279.3	No
1852-XEMDW	Male	0	No	No	22	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Mailed check	65.05	1427.55	No
2462-XIIJB	Male	0	No	No	5	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	92.5	452.7	Yes
4760-XOHVN	Female	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	Mailed check	19.45	19.45	Yes
1820-DJFPH	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)	24.05	1709.15	No
9426-SXNHE	Female	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	Bank transfer (automatic)	18.75	53.15	No
9068-FHQHD	Female	0	Yes	Yes	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	Bank transfer (automatic)	20.15	777.35	No
1269-FOYWN	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	No	Bank transfer (automatic)	20	860.85	No
9470-YFUYI	Male	1	Yes	No	71	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	71	5012.1	No
7817-BOQPW	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.55	166.3	Yes
7402-EYFXX	Male	1	No	No	26	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.6	2404.1	No
1853-UDXBW	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70	70	Yes
9895-VFOXH	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.4	24.4	No
5458-CQJTA	Male	0	Yes	Yes	65	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	74.8	4820.15	Yes
1230-QAJDW	Male	0	No	No	3	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	65.25	209.9	No
5701-ZIKJE	Male	0	No	No	13	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.55	610.75	No
5219-YIPTK	Female	0	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.4	3409.6	Yes
5032-MIYKT	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.7	70.7	No
7396-VJUZB	Male	0	Yes	Yes	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.25	155.35	No
9717-QEBGU	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	144	No
5172-RKOCB	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.95	7875	No
6509-TSGWN	Female	0	Yes	Yes	37	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	26.45	911.6	No
3540-RZJYU	Female	0	No	No	15	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	86.2	1270.2	Yes
3178-CIFOT	Female	0	No	No	23	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)	19.65	478.1	No
2091-MJTFX	Female	0	Yes	Yes	30	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Credit card (automatic)	51.2	1561.5	Yes
4530-NDRKU	Female	0	Yes	Yes	42	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	19.05	761.85	No
5985-TBABQ	Female	0	No	No	32	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	One year	No	Mailed check	74.75	2282.95	No
9800-ONTFE	Female	0	Yes	Yes	22	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.8	1615.1	No
6743-HHQPF	Male	0	Yes	No	42	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	25.1	1097.15	No
8455-HIRAQ	Female	0	No	No	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.45	369.3	No
6616-AALSR	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	104.3	6725.3	No
0883-EIBTI	Female	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	19.5	31.55	Yes
9415-ZNBSX	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89	6293.2	No
4018-KJYUY	Male	0	No	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	Credit card (automatic)	20.15	432.5	No
0722-TROQR	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	321.75	Yes
7571-YXDAD	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	74.9	147.15	Yes
3884-UEBXB	Female	0	Yes	Yes	67	No	No phone service	DSL	Yes	Yes	No	No	No	No	Two year	No	Bank transfer (automatic)	36.15	2434.45	No
8780-RSYYU	Female	0	No	No	25	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)	19.2	532.1	No
5537-UXXVS	Female	0	Yes	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	No	Bank transfer (automatic)	19.25	375.25	No
1791-PQHBB	Female	0	No	Yes	2	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	61.2	125.95	No
8701-DGLVH	Male	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	Two year	No	Mailed check	20.45	1042.65	No
8741-LQOBK	Female	0	Yes	Yes	46	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	35.05	1620.25	No
3393-FMZPV	Female	0	No	No	25	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.25	2387.75	Yes
8082-GHXOP	Male	0	No	Yes	13	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44	659.35	No
6402-ZFPPI	Female	1	No	No	25	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	102.8	2660.2	Yes
0980-FEXWF	Male	0	Yes	Yes	26	Yes	No	DSL	No	No	Yes	No	No	No	One year	No	Mailed check	50.35	1285.8	No
7486-KSRVI	Male	0	No	No	43	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	100	4211.55	Yes
3011-WQKSZ	Male	0	No	Yes	19	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	377.55	No
8443-WVPSS	Male	0	Yes	No	10	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	99.85	990.9	Yes
3006-XIMLN	Female	0	No	Yes	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.2	193.8	Yes
8218-FFJDS	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	86.4	6058.95	No
1986-PHGZF	Male	1	No	No	18	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	58.4	964.9	No
9965-YOKZB	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.85	790.15	Yes
0504-HHAPI	Female	1	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	88.3	2467.75	Yes
9360-OMDZZ	Male	0	No	No	24	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.1	2322.85	No
6305-YLBMM	Male	0	No	No	69	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.05	7262	Yes
0345-XMMUG	Female	0	Yes	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	108.9	4854.3	No
8024-XNAFQ	Female	1	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	107.4	7748.75	No
3647-GMGDH	Male	0	Yes	No	22	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.7	1914.9	Yes
2988-GBIVW	Female	1	Yes	No	70	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.85	6470.1	No
2832-SCUCO	Female	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	Electronic check	19.9	57.4	No
7036-ZZKBD	Male	0	Yes	No	31	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	66.4	2019.8	No
3791-LGQCY	Female	1	Yes	No	56	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.65	5688.05	Yes
0265-PSUAE	Female	0	Yes	Yes	16	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	100.7	1522.7	No
0463-TXOAK	Male	0	No	Yes	52	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)	25.6	1334.5	No
0594-UFTUL	Male	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	19.85	252	No
9509-MPYOD	Female	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	One year	No	Mailed check	20.75	700.45	No
9128-CPXKI	Female	0	No	No	59	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Electronic check	95.8	5655.45	No
0129-KPTWJ	Male	0	Yes	No	72	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.65	6747.35	No
8166-ZZTFS	Female	1	Yes	No	66	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.55	5265.1	Yes
5855-EIBDE	Female	0	Yes	No	49	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	106.65	5174.35	No

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