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churn-prediction

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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
0519-DRGTI	Female	0	Yes	Yes	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	Mailed check	20.35	442.6	No
1017-FBQMM	Female	0	Yes	Yes	62	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	106.05	6703.5	No
3001-CBHLQ	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.9	3351.55	Yes
1985-MBRYP	Female	0	No	No	43	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)	19.65	779.25	No
6158-DWPZT	Male	0	Yes	No	9	No	No phone service	DSL	No	No	No	No	No	No	One year	No	Bank transfer (automatic)	24.1	259.8	Yes
9372-TXXPS	Female	0	Yes	No	60	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	59.85	3483.45	No
3259-QMXUN	Male	0	Yes	No	58	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	86.1	4890.5	No
1015-JPFYW	Male	0	No	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	19.45	136.75	No
6645-MXQJT	Male	0	Yes	Yes	2	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	97.1	184.15	No
4360-QRAVE	Male	1	No	No	37	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	36.65	1315	No
8433-WPJTV	Female	1	Yes	Yes	65	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.9	6767.1	No
5804-JMYIO	Female	0	Yes	Yes	39	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	19.75	757.95	No
3763-GCZHZ	Male	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	104.05	6890	Yes
6484-LATFU	Male	0	No	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	No	Mailed check	24.55	1657.4	No
7599-NTMDP	Female	0	Yes	Yes	62	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	Two year	No	Bank transfer (automatic)	48.7	3008.55	No
0772-GYEQQ	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	88.35	262.05	Yes
0536-ACXIP	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	109.55	8165.1	No
0936-NQLJU	Female	0	Yes	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	Credit card (automatic)	20.65	875.55	No
4831-EOBFE	Male	0	Yes	Yes	29	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	94.65	2649.15	Yes
1575-KRZZE	Female	0	No	No	4	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	55.2	220.65	No
3251-YMVWZ	Male	0	No	No	53	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)	24.05	1301.9	No
4102-OQUPX	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.4	74.4	Yes
9170-GYZJC	Female	0	Yes	Yes	41	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	79.9	3326.2	Yes
4884-LEVMQ	Male	0	Yes	No	39	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)	20.45	790	No
8857-CUPFQ	Male	0	Yes	No	63	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	19.25	1237.65	No
7610-TVOPG	Male	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	Electronic check	26.35	378.6	No
3638-DIMPH	Female	0	Yes	No	13	Yes	No	DSL	No	No	No	No	No	No	One year	No	Electronic check	43.8	592.65	No
1845-ZLLIG	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	50.15	No
8559-WNQZS	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	Two year	No	Mailed check	20.45	20.45	No
3999-QGRJH	Male	1	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.7	560.85	Yes
1699-UOTXU	Male	0	No	No	60	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Electronic check	61.4	3638.25	No
2454-RPBRZ	Female	1	Yes	No	12	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	98.1	1060.2	Yes
0635-WKOLD	Male	0	Yes	No	40	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	One year	No	Credit card (automatic)	70.75	2921.75	No
5993-JSUWV	Female	0	No	No	66	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Bank transfer (automatic)	61.15	4017.45	No
4518-FZBSX	Male	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	No	Mailed check	20.25	854.9	No
5387-ASZNZ	Female	1	No	No	66	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	63.85	4174.35	No
6988-CJEYV	Male	0	No	No	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	98.7	4920.55	No
2002-MZHWP	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	20.5	20.5	Yes
3097-FQTVJ	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	810.3	No
5465-BUBFA	Female	0	Yes	Yes	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	Bank transfer (automatic)	19.3	772.4	No
7299-GNVPL	Female	0	Yes	Yes	23	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	84.4	1936.85	No
9743-DQKQW	Male	0	No	No	3	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.1	79.8	No
1215-VFYVK	Female	0	No	No	4	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	No	Mailed check	48.25	202.25	No
9371-BITHB	Female	0	Yes	Yes	52	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	19.85	1070.5	No
2265-CYWIV	Female	1	Yes	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.6	347.65	Yes
9093-FPDLG	Female	0	No	No	11	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	94.2	999.9	No
0541-FITGH	Female	0	Yes	No	2	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	62.15	113.1	No
6985-HAYWX	Female	0	Yes	No	26	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	79.3	2015.8	No
7508-KBIMB	Male	0	Yes	Yes	24	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	56.25	1454.25	No
6838-HVLXG	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	Month-to-month	No	Mailed check	20.3	246.7	No
2277-DJJDL	Male	1	Yes	No	60	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	99	6017.9	No
1897-OKVMW	Female	0	Yes	Yes	64	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	90.6	5817.45	No
5485-ITNPC	Male	0	Yes	No	66	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.9	5595.3	No
0233-FTHAV	Female	0	No	No	60	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	79.2	4765	No
4644-PIZRT	Male	0	Yes	Yes	17	Yes	Yes	DSL	Yes	No	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	70.35	1201.65	No
8922-NPKBJ	Male	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	Two year	No	Mailed check	19.35	867.3	No
2740-TVLFN	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.15	50.15	No
7771-CFQRQ	Female	0	Yes	Yes	47	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Two year	No	Bank transfer (automatic)	63.8	3007.25	No
9512-PHSMG	Female	0	Yes	No	10	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	20.55	252.75	No
6963-EZQEE	Male	1	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	88.55	6306.5	No
2452-KDRRH	Male	1	No	No	67	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	101.4	6841.05	No
2004-OCQXK	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	81.95	81.95	Yes
5027-QPKTE	Male	0	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.35	451.1	Yes
4146-SVFUD	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.6	44.6	No
1564-HJUVY	Male	0	No	No	4	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	63.75	226.2	No
3617-XLSGQ	Female	0	Yes	Yes	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	109.25	7082.5	No
7517-LDMPS	Female	0	No	No	12	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.6	1017.35	No
7244-KXYZN	Female	0	No	No	24	Yes	No	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)	20.45	527.35	No
5226-NOZFC	Male	0	No	No	26	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.75	2146.5	No
2672-HUYVI	Female	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.1	455.3	Yes
1400-WIVLL	Male	0	Yes	No	57	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	107.95	5969.85	No
7508-MYBOG	Male	0	Yes	No	14	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.1	1235.55	Yes
8148-NLEGT	Female	0	Yes	Yes	42	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	22.95	1014.25	No
0148-DCDOS	Male	0	No	No	25	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.7	2362.1	Yes
8347-GDTMP	Female	0	Yes	No	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	Credit card (automatic)	19.45	1225.65	No
9992-RRAMN	Male	0	Yes	No	22	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.1	1873.7	Yes
6746-WAUWT	Male	0	No	No	19	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)	19.7	386.5	No
0310-MVLET	Female	0	Yes	Yes	61	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.15	6010.05	Yes
0428-IKYCP	Male	0	Yes	No	22	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	87	1850.65	No
4550-VBOFE	Male	1	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.95	7101.5	Yes
2187-PKZAY	Male	0	No	No	12	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	79.95	1043.4	No
4003-OCTMP	Female	0	Yes	No	31	Yes	No	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Electronic check	64	1910.75	No
6652-YFFJO	Female	0	No	No	11	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	64.9	716.1	No
7225-IILWY	Male	0	Yes	Yes	68	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	25.75	1686.15	No
5248-RPYWW	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	90.15	6716.45	No
7923-IYJWY	Male	1	No	No	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.1	7839.85	No
3170-GWYKC	Female	0	No	No	60	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.95	6236.75	No
5696-QURRL	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.05	45.05	Yes
7409-KIUTL	Female	1	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71	71	Yes
9830-ECLEN	Male	0	Yes	Yes	58	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Mailed check	50	2919.85	No
1732-VHUBQ	Female	1	Yes	Yes	47	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.55	3309.25	Yes
0495-RVCBF	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.7	79.7	Yes
2668-TZSPS	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	20.45	20.45	No
7854-EDSSA	Male	0	No	No	22	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	59	1254.7	Yes
8869-TORSS	Female	0	No	No	48	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	60.35	2896.4	Yes
7446-SFAOA	Female	0	Yes	No	37	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	717.5	No
9522-ZSINC	Male	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	Yes	Electronic check	19.95	253.8	No
8234-GSZYK	Male	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	No	Bank transfer (automatic)	26.45	1110.05	No
6505-OZNPG	Female	0	No	No	6	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	63.4	348.8	No
6164-HAQTX	Male	0	No	No	71	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	53.95	3888.65	No

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