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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
6380-ARCEH	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
3679-XASPY	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	Electronic check	19.45	19.45	No
7123-WQUHX	Male	0	No	No	38	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	95	3605.6	No
5386-THSLQ	Female	1	Yes	No	66	No	No phone service	DSL	No	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	45.55	3027.25	No
3192-NQECA	Male	0	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110	7611.85	Yes
6180-YBIQI	Male	0	No	No	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.3	100.2	No
6728-DKUCO	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	104.15	7303.05	No
9750-BOOHV	Female	0	No	No	32	No	No phone service	DSL	Yes	No	No	No	No	No	One year	No	Mailed check	30.15	927.65	No
8597-CWYHH	Male	0	No	No	43	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Mailed check	94.35	3921.3	No
2848-YXSMW	Male	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	Credit card (automatic)	19.4	1363.25	No
0486-HECZI	Male	0	Yes	No	55	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	96.75	5238.9	Yes
4549-ZDQYY	Female	0	No	No	52	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	57.95	3042.25	No
5712-AHQNN	Female	0	No	No	43	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	91.65	3954.1	No
4846-WHAFZ	Female	1	Yes	No	37	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.5	2868.15	Yes
5256-SKJGO	Female	0	Yes	Yes	64	No	No phone service	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	54.6	3423.5	No
3071-VBYPO	Male	0	Yes	Yes	3	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	89.85	248.4	No
9560-BBZXK	Female	0	No	No	36	No	No phone service	DSL	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	31.05	1126.35	No
5299-RULOA	Female	0	Yes	Yes	10	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.25	1064.65	Yes
8402-OOOHJ	Female	0	No	No	41	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	20.65	835.15	No
9445-ZUEQE	Male	0	Yes	Yes	27	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	85.2	2151.6	No
1091-SOZGA	Female	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	99.8	5515.45	No
2928-HLDBA	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	No	Mailed check	20.7	112.75	No
0404-SWRVG	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	229.55	Yes
6497-TILVL	Female	0	Yes	Yes	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	50.7	350.35	No
7219-TLZHO	Female	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	Month-to-month	No	Mailed check	20.85	62.9	No
4622-YNKIJ	Male	0	No	No	33	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	Two year	Yes	Electronic check	88.95	3027.65	No
4412-YLTKF	Female	1	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	78.05	2135.5	Yes
6734-PSBAW	Male	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	Bank transfer (automatic)	23.55	1723.95	No
3930-ZGWVE	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	19.75	19.75	No
2639-UGMAZ	Male	1	No	No	71	No	No phone service	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	56.45	3985.35	No
2876-GZYZC	Female	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.95	1215.65	No
6207-WIOLX	Female	0	Yes	Yes	25	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	58.6	1502.65	Yes
8587-XYZSF	Male	0	No	No	67	Yes	No	DSL	No	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	50.55	3260.1	No
3091-FYHKI	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.45	35.45	Yes
2372-HWUHI	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.35	81.25	Yes
7799-LGRDP	Female	0	No	No	43	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)	25.7	1188.2	No
7850-VWJUU	Female	0	No	No	23	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75	1778.5	No
3774-VBNXY	Female	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	No	Mailed check	20.2	1277.75	No
6217-KDYWC	Male	0	No	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	Mailed check	19.6	1170.55	No
0390-DCFDQ	Female	1	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.45	70.45	Yes
3146-MSEGF	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.05	6425.65	No
4080-OGPJL	Female	0	No	No	8	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	71.15	563.65	Yes
1095-WGNGG	Female	0	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	101.05	5971.25	No
2636-SJDOU	Male	0	No	No	64	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	84.3	5289.05	No
1131-QQZEB	Male	1	Yes	No	71	Yes	Yes	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)	23.95	1756.2	No
5716-EZXZN	Female	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	99.05	6416.7	No
6837-BJYDQ	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	One year	No	Mailed check	19.6	61.35	No
2135-RXIHG	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.65	45.65	Yes
6440-DKQGE	Male	0	No	Yes	30	Yes	No	DSL	No	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	64.5	1929.95	No
3466-BYAVD	Male	0	Yes	Yes	15	Yes	No	DSL	No	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Mailed check	69.5	1071.4	No
3780-YVMFA	Female	0	Yes	Yes	8	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	68.55	564.35	No
3874-EQOEP	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	95	655.5	Yes
1679-JRFBR	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	108.15	7930.55	No
9073-ZZIAY	Male	0	Yes	Yes	62	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	86.1	5215.25	No
3077-RSNTJ	Female	0	Yes	Yes	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	No	Mailed check	19.7	113.5	No
6551-GNYDG	Female	0	Yes	Yes	14	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	80.9	1152.8	No
9167-APMXZ	Female	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	84.15	1821.95	No
2749-CTKAJ	Male	0	Yes	Yes	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	20.15	419.9	No
6371-NZYEG	Male	0	Yes	Yes	16	Yes	No	DSL	Yes	No	Yes	No	Yes	No	Two year	No	Mailed check	64.25	1024	No
7554-NEWDD	Male	0	No	No	10	Yes	Yes	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)	25.7	251.6	No
8992-VONJD	Female	0	No	Yes	13	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	56	764.55	No
0867-MKZVY	Female	0	Yes	No	20	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	82.4	1592.35	Yes
4482-EWFMI	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.7	135.2	No
4648-YPBTM	Male	0	No	No	53	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	73.9	3958.25	No
2907-ILJBN	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	No	Mailed check	20.6	233.9	No
6345-FZOQH	Male	0	Yes	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	Mailed check	19.9	1363.45	No
3376-BMGFE	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.9	273	Yes
5997-OPVFA	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	89.05	6254.45	No
3445-HXXGF	Male	1	Yes	No	58	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	45.3	2651.2	Yes
1159-WFSGR	Female	0	Yes	Yes	16	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	20.4	321.4	No
7654-YWJUF	Male	0	Yes	No	43	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	84.25	3539.25	No
1875-QIVME	Female	0	Yes	No	2	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.4	242.8	Yes
6727-IOTLZ	Male	0	Yes	No	14	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	81.95	1181.75	No
0691-JVSYA	Female	0	Yes	No	53	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94.85	5000.2	Yes
5918-VUKWP	Female	0	No	No	32	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)	20.55	654.55	No
1744-JHKYS	Female	0	Yes	No	34	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	Electronic check	24.7	780.2	No
2656-FMOKZ	Female	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.45	1145.7	Yes
2070-FNEXE	Female	1	No	No	7	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	76.45	503.6	Yes
5947-SGKCL	Female	0	Yes	Yes	15	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	105.35	1559.25	No
3712-PKXZA	Male	0	Yes	No	61	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)	20.55	1252	No
6317-YPKDH	Female	0	No	No	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	29.95	29.95	Yes
6582-OIVSP	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.3	45.3	No
9367-WXLCH	Male	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	84.5	662.65	Yes
5524-KHNJP	Male	0	Yes	Yes	33	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	74.75	2453.3	No
1918-ZBFQJ	Female	0	No	No	13	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	79.25	1111.65	Yes
1024-GUALD	Female	0	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.8	24.8	Yes
4827-USJHP	Male	0	No	No	20	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	51.8	1023.85	No
8167-GJLRN	Male	0	No	No	3	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	30.4	82.15	No
0956-SYCWG	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	One year	No	Electronic check	19.65	244.8	No
8017-UVSZU	Female	0	Yes	No	40	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	56.6	2379.1	No
7100-FQPRV	Male	0	Yes	Yes	43	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	71.9	3173.35	No
2472-OVKUP	Male	0	Yes	No	6	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	91	531	Yes
2984-RGEYA	Female	0	Yes	Yes	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	Bank transfer (automatic)	19.75	1375.4	No
9680-NIAUV	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	109.7	8129.3	No
2146-EGVDT	Male	0	Yes	Yes	59	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)	19.3	1192.7	No
2604-IJPDU	Female	0	Yes	No	20	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	96.55	1901.65	No
9178-JHUVJ	Male	0	Yes	Yes	24	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)	24.1	587.4	No
6168-YBYNP	Male	0	No	No	59	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.35	6519.75	No
7255-SSFBC	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.25	8041.65	No
3645-DEYGF	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	No	Mailed check	20.75	20.75	No