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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
7921-LMDFQ	Male	1	No	No	51	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94	4905.75	No
2925-MXLSX	Female	0	No	No	30	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	68.95	2038.7	No
5820-PTRYM	Female	1	Yes	No	56	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	68.45	4014	No
9609-BENEA	Male	0	Yes	No	35	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	One year	Yes	Electronic check	69	2441.7	No
6211-WHMYA	Female	1	No	No	64	No	No phone service	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	43.85	2751	No
4459-BBGHE	Male	0	No	Yes	30	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.5	1307.8	No
9945-PSVIP	Female	0	Yes	Yes	25	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	18.7	383.65	No
1041-RXHRA	Female	0	No	No	41	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.25	2868.05	Yes
1750-CSKKM	Male	0	No	Yes	9	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	55.35	449.75	Yes
9108-EJFJP	Female	0	Yes	No	1	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	53.55	53.55	No
0530-IJVDB	Male	0	No	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	114.6	7882.5	No
0508-SQWPL	Female	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	Two year	Yes	Bank transfer (automatic)	20.1	1087.7	No
2215-ZAFGX	Male	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.5	791.7	No
8213-TAZPM	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	108.75	7493.05	No
7142-HVGBG	Male	1	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103	4414.3	Yes
1304-SEGFY	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	97.85	6841.3	No
7242-EDTYC	Male	0	No	Yes	44	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	819.95	No
2904-GGUAZ	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Two year	Yes	Bank transfer (automatic)	84.05	6052.25	No
8267-ZNYVZ	Female	0	Yes	No	33	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	103.75	3361.05	Yes
5136-GFPMB	Male	0	No	No	54	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	89.4	4869.5	No
2595-KIWPV	Male	0	No	Yes	27	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)	19.7	509.3	No
5243-SAOTC	Male	0	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.85	4308.25	No
9398-MMQTO	Male	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	74.45	221.1	No
7619-PLRLP	Female	0	Yes	No	53	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	74.1	3833.95	No
6457-GIRWB	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
6508-NJYRO	Male	0	Yes	No	15	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	18.8	294.95	No
1450-SKCVI	Female	0	No	No	56	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	73.85	4092.85	Yes
4710-NKCAW	Male	0	Yes	Yes	5	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	64.4	316.9	No
5306-BVTKJ	Male	0	Yes	Yes	48	Yes	No	DSL	No	Yes	Yes	No	No	No	One year	Yes	Credit card (automatic)	55.8	2651.2	No
0357-NVCRI	Female	0	No	Yes	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	No	Credit card (automatic)	20.05	471.7	No
5570-PTWEH	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.15	216.75	Yes
2371-KFUOG	Male	0	No	No	58	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	99.15	5720.95	No
0463-ZSDNT	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	56.75	503.25	No
6502-MJQAE	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.6	69.6	Yes
6257-DTAYD	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.15	7365.3	No
4616-ULAOA	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.8	7245.9	No
7693-LCKZL	Male	0	Yes	Yes	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.15	385	Yes
7746-AWNQW	Female	0	No	No	28	No	No phone service	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	35.75	961.4	No
5996-EBTKM	Female	0	Yes	Yes	67	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	69.9	4615.9	No
2758-RNWXS	Male	0	No	No	35	Yes	No	Fiber optic	Yes	No	No	Yes	No	Yes	One year	Yes	Electronic check	89.2	3251.3	No
2314-TNDJQ	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	55.65	3880.05	No
2405-LBMUW	Female	0	Yes	Yes	61	No	No phone service	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	50.7	3088.75	No
3454-JFUBC	Male	1	No	No	68	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	1396	No
0032-PGELS	Female	0	Yes	Yes	1	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	30.5	30.5	Yes
9039-ZVJDC	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	Mailed check	19.1	53.05	No
6797-LNAQX	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	98.3	6859.5	Yes
9013-AQORL	Female	0	No	Yes	48	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	45.55	2108.35	No
2898-MRKPI	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	101.05	6770.5	No
2750-BJLSB	Female	0	No	No	47	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	103.7	4730.6	No
3648-GZPHF	Male	0	Yes	Yes	32	No	No phone service	DSL	No	No	Yes	Yes	No	No	One year	Yes	Mailed check	36.25	1151.05	No
2075-RMJIK	Female	0	Yes	Yes	5	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	49.4	232.55	No
9588-YRFHY	Male	0	No	No	49	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)	19.9	1022.6	No
6394-MFYNG	Female	0	No	No	48	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	107.4	5121.3	Yes
1564-NTYXF	Female	1	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	82	1127.2	Yes
9364-YKUVW	Male	0	No	No	15	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	19.8	309.4	No
5392-AKEMH	Female	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.05	523.1	No
2451-YMUXS	Male	1	No	No	67	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	64.55	4250.1	No
3914-FDRHP	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	86.25	770.5	No
3078-ZKNTS	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	Yes	Bank transfer (automatic)	19.75	246.7	No
1024-KPRBB	Female	0	No	No	38	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Mailed check	89.1	3342	No
4690-PKDQG	Female	1	Yes	No	42	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	95.55	3930.6	No
8155-IBNHG	Female	0	Yes	No	24	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.4	1747.85	Yes
0886-QGENL	Female	1	Yes	No	27	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.25	2754.45	Yes
9547-ITEFG	Male	0	Yes	Yes	9	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.6	897.75	No
1264-FUHCX	Female	0	Yes	No	49	No	No phone service	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	56.3	2780.6	No
7789-CRUVC	Female	1	Yes	No	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	94.2	5895.45	No
6598-KELSS	Male	0	No	Yes	50	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	43.05	2208.05	No
8739-WWKDU	Male	1	No	No	25	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	89.5	2196.15	Yes
8685-WHQPW	Female	1	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.4	1692.6	Yes
4745-LSPLO	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	20.5	20.5	Yes
8083-YTZES	Male	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	265.35	Yes
7240-FQLHE	Female	1	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	99.75	1836.25	Yes
6664-FPDAC	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	111.95	6418.9	Yes
9972-VAFJJ	Female	1	Yes	No	53	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	94	4871.45	No
0422-UXFAP	Female	0	Yes	No	51	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	98.85	4947.55	No
1904-WAJAA	Female	0	Yes	Yes	24	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Electronic check	64.35	1558.65	No
5130-YPIRV	Female	0	Yes	No	62	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	72	4284.2	No
2843-CQMEG	Male	0	No	No	24	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	49.7	1218.25	No
6439-PKTRR	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Electronic check	80.7	5617.95	No
5351-QESIO	Male	0	No	Yes	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.2	24.2	No
0786-VSSUD	Male	1	No	No	16	No	No phone service	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	39	679.85	Yes
5568-DMXZS	Female	0	No	No	8	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	65.45	554.45	No
8468-FZTOE	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Electronic check	74.35	5237.4	No
6633-SYEUS	Female	0	No	No	23	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	83.2	2032.3	No
6447-GORXK	Male	0	No	Yes	31	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	25	789.2	No
6967-PEJLL	Male	0	Yes	Yes	37	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Electronic check	40.2	1525.35	No
3976-BWUCK	Female	0	Yes	No	30	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	94.1	2804.45	Yes
5981-ZVXOT	Female	1	No	No	35	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	108.35	3726.15	No
1684-FLBGS	Female	0	Yes	Yes	23	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	69.5	1652.1	No
1389-WNUIB	Female	0	Yes	Yes	20	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	76	1588.75	No
0376-OIWME	Male	0	Yes	No	36	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.6	3366.05	No
3585-ISXZP	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	95.65	778.1	Yes
0218-QNVAS	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	100.55	7113.75	No
6583-QGCSI	Female	1	Yes	No	50	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	88.05	4367.35	Yes
0804-YGEQV	Female	0	Yes	Yes	43	Yes	Yes	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)	24.45	993.15	No
7164-BPTUT	Male	0	No	Yes	57	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	89.55	5012.35	No
4174-LPGTI	Female	0	Yes	Yes	41	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	66.5	2728.6	Yes
2523-EWWZL	Female	0	Yes	No	27	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	76.1	2093.4	No
0928-XUTSN	Female	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.5	1011.8	No
2108-XWMPY	Male	0	No	No	3	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	35.45	106.85	Yes