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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
5215-LNLDJ	Female	0	Yes	Yes	7	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.7	149.05	No
7576-JMYWV	Female	1	Yes	Yes	46	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.2	4972.1	No
9039-RBEEE	Male	0	No	No	39	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	48.95	1880.85	Yes
0257-KXZGU	Female	0	Yes	Yes	32	Yes	Yes	DSL	No	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	62.45	2045.55	No
1307-ATKGB	Male	0	No	No	24	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	89.55	2187.15	No
8417-FMLZI	Male	0	Yes	Yes	6	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	83.55	477.55	Yes
3714-XPXBW	Female	0	No	No	37	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	78.9	2976.95	No
1850-AKQEP	Male	0	No	Yes	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	20.35	178.7	No
2824-DXNKN	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	71.45	5025.85	No
5227-JSCFE	Male	1	Yes	No	71	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	46.35	3353.4	No
0848-ZGQIJ	Female	0	Yes	No	16	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.65	1461.15	No
3621-CHYVB	Female	0	Yes	No	57	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	49.9	2782.4	No
8042-RNLKO	Male	0	No	No	66	Yes	Yes	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)	25.45	1699.15	No
1792-UXAFY	Female	1	No	No	17	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.15	1496.9	Yes
5372-FBKBN	Female	0	No	Yes	21	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	20.75	452.2	No
0420-TXVSG	Male	0	Yes	No	66	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Credit card (automatic)	66.1	4428.45	No
6217-TOWGS	Female	0	Yes	No	17	Yes	Yes	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	75.4	1322.55	No
0515-YPMCW	Male	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.45	70.45	Yes
0378-XSZPU	Male	0	Yes	No	58	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	No	Credit card (automatic)	60.3	3563.8	Yes
1045-LTCYT	Female	0	Yes	Yes	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	Credit card (automatic)	21.05	139.75	No
1544-JJMYL	Male	0	No	No	27	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Credit card (automatic)	69.35	1927.3	No
4636-JGAAI	Male	0	Yes	No	34	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Mailed check	88.85	3000.25	No
6874-SGLHU	Male	0	No	No	30	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	97	3021.3	No
5951-AOFIH	Male	0	No	No	33	Yes	No	DSL	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	66.4	2245.4	No
4729-XKASR	Male	0	No	Yes	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	24.75	24.75	Yes
3059-NGMXB	Male	0	Yes	Yes	14	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	No	Mailed check	69.2	944.65	No
8652-YHIYU	Female	0	No	Yes	16	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	79.5	1264.2	No
5278-PNYOX	Female	0	No	No	49	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	100.65	4917.75	No
5449-FIBXJ	Male	0	Yes	Yes	19	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	103.3	2012.7	Yes
3486-HOOGQ	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	79.7	5743.3	No
5061-PBXFW	Female	0	Yes	Yes	32	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	61.4	1864.65	No
8630-FJLIB	Female	0	No	No	18	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.8	1221.65	No
3891-NLXJB	Male	0	No	No	37	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	40.55	1390.85	No
4749-OJKQU	Female	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.65	302.35	No
0577-WHMEV	Female	0	Yes	No	16	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	90.7	1374.9	No
5453-AXEPF	Male	0	Yes	No	17	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.5	1336.9	No
3639-XJHKQ	Female	0	No	Yes	19	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	60.6	1297.8	No
3716-LRGXK	Male	0	Yes	No	60	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	101.15	6067.4	No
2263-SFSQZ	Male	0	Yes	Yes	51	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	24.95	1222.25	No
9950-MTGYX	Male	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	Two year	Yes	Credit card (automatic)	20.3	487.95	No
3397-AVTKU	Male	0	No	No	43	Yes	No	DSL	No	Yes	No	No	No	Yes	Two year	Yes	Electronic check	60	2548.55	No
4825-FUREZ	Male	0	Yes	No	42	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	20.25	835.5	No
9837-BMCLM	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	78.5	242.05	Yes
2672-OJQZP	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.75	44.75	No
0137-UDEUO	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	No	Mailed check	19.85	63.75	Yes
3134-DSHVC	Female	0	No	No	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	No	Credit card (automatic)	98	6218.45	No
6161-UUUTA	Male	1	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.9	260.9	Yes
7821-DPRQE	Male	0	Yes	No	68	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	107.7	7320.9	No
6543-XRMYR	Female	1	No	No	30	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.7	2967.35	Yes
2001-EWBQU	Female	0	No	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	104.7	6333.8	No
4925-LMHOK	Male	0	No	No	15	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	58.6	939.7	Yes
1608-GMEWB	Male	1	No	No	45	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.9	4200.25	No
6695-AMZUF	Female	0	Yes	No	70	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.45	5950.2	No
1455-UGQVH	Male	0	Yes	No	10	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	1037.75	Yes
8410-BGQXN	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	No	Mailed check	19.4	93.4	No
8280-MQRQN	Female	0	No	No	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50.45	50.45	Yes
1619-YWUBB	Female	0	Yes	No	68	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)	24.95	1614.9	No
7611-YKYTC	Male	0	Yes	Yes	22	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75	1573.95	No
2037-SGXHH	Male	0	Yes	Yes	38	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	94.65	3624.3	Yes
3178-FESZO	Female	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.25	100.25	Yes
0365-GXEZS	Male	0	Yes	No	18	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	78.2	1468.75	No
0082-OQIQY	Male	0	No	No	29	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	2607.6	No
6087-MVHJH	Female	0	No	No	16	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	88.45	1422.1	Yes
4603-JANFB	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.85	69.85	Yes
3018-TFTSU	Male	0	No	No	12	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	81.7	858.6	Yes
3606-SBKRY	Male	0	No	No	31	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	50.05	1523.4	No
4806-KEXQR	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.9	324.3	Yes
0667-NSRGI	Female	0	Yes	No	48	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	One year	Yes	Mailed check	69.55	3435.6	No
7083-YNSKY	Female	0	No	No	15	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	Credit card (automatic)	25.4	399.6	Yes
6893-ODYYE	Male	0	No	No	50	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	90.1	4549.45	No
8242-JSVBO	Male	0	No	No	7	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.65	322.5	No
2479-BRAMR	Male	1	Yes	No	41	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	83.75	3273.55	Yes
9541-ZPSEA	Male	0	Yes	Yes	68	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Two year	No	Credit card (automatic)	80.35	5375.15	No
2665-NPTGL	Female	1	Yes	No	26	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.1	2510.7	No
1139-WUOAH	Male	0	No	No	57	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	53.35	3090.05	No
4693-VWVBO	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	No	Electronic check	19.55	61.05	No
7434-SHXLS	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	Yes
6937-GCDGQ	Male	0	Yes	Yes	19	Yes	No	DSL	Yes	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	48.95	955.6	No
0988-JRWWP	Female	0	No	No	3	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	54.2	140.4	No
5075-JSDKI	Female	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	Electronic check	24.45	1493.1	No
7908-QCBCA	Female	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.4	69.4	Yes
8644-XYTSV	Male	0	Yes	No	42	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	40.15	1626.05	No
6711-FLDFB	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	541.15	Yes
3873-WOSBC	Male	0	Yes	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	No	Credit card (automatic)	25.6	1784.9	No
7465-ZZRVX	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.35	70.35	No
7975-JMZNT	Male	0	Yes	No	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	91.7	6075.9	No
7251-XFOIL	Female	0	No	No	61	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Mailed check	89.2	5500.6	No
4116-IQRFR	Male	0	Yes	Yes	4	Yes	Yes	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)	24.1	73.1	No
3714-JTVOV	Female	1	Yes	No	42	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.15	3229.4	Yes
8259-DZLIZ	Female	0	Yes	Yes	64	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Bank transfer (automatic)	53.85	3399.85	No
0442-ZXKVS	Female	1	Yes	No	54	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	115.6	6431.05	No
7853-WNZSY	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	Yes	Credit card (automatic)	19.75	19.75	No
3120-FAZKD	Male	0	Yes	Yes	54	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	1230.9	No
8606-OEGQZ	Female	0	No	Yes	18	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)	25.3	454.65	No
0225-ZORZP	Male	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	84.3	235.05	No
4702-IOQDC	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.1	70.1	Yes
9489-JMTTN	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.75	6595.9	No
0575-CUQOV	Male	1	Yes	No	60	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	97.95	5867	No
0967-BMLBD	Female	0	Yes	Yes	11	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	20	196.35	No
6178-KFNHS	Female	0	No	Yes	12	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	78.3	909.25	Yes

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