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churn-prediction

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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
7271-AJDTL	Female	0	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	94.45	5073.1	No
1867-TJHTS	Female	0	No	No	58	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	79.8	4526.85	No
0516-WJVXC	Female	0	No	No	5	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	54.2	308.25	Yes
9174-FKWZE	Female	1	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	Electronic check	19.45	19.45	Yes
6860-YRJZP	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.05	678.45	No
4429-WYGFR	Male	0	No	No	26	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	49.15	1237.3	No
2817-LVCPP	Female	0	No	No	50	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	1023.95	No
5038-ETMLM	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	113.65	8182.75	No
5056-FIMPT	Female	0	No	Yes	43	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	106	4532.3	No
4521-WFJAI	Male	0	No	No	56	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)	25.95	1444.05	No
6569-KTMDU	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	19.1	19.1	No
8809-RIHDD	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	103.4	7372.65	Yes
8809-XKHMD	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	100.55	7325.1	No
0396-YCHWO	Male	0	Yes	No	36	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.4	3474.2	No
0867-LDTTC	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	75.15	392.65	No
4822-NGOCH	Female	0	No	No	13	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.45	1058.6	Yes
9391-DXGGG	Female	1	No	No	44	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	One year	No	Credit card (automatic)	89.15	3990.75	No
9844-FELAJ	Female	1	Yes	Yes	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	107.9	7475.85	No
2122-SZZZD	Male	0	No	No	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	Credit card (automatic)	19.5	835.5	No
5307-DZCVC	Female	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	85.95	2628.6	Yes
3148-AOIQT	Female	0	Yes	No	69	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	1718.35	No
8679-JOEVF	Female	1	No	No	16	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	59.4	1023.9	Yes
8395-ETZKQ	Male	1	Yes	Yes	68	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)	19.5	1193.55	No
6692-YQHXC	Male	0	No	No	16	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.95	1205.5	No
3889-VWBID	Male	0	Yes	Yes	68	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	82.85	5776.45	No
5222-JCXZT	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	78.9	No
9754-CLVZW	Female	0	Yes	Yes	26	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	38.85	1025.15	No
1432-FPAXX	Female	0	No	No	29	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	30.6	856.35	Yes
2739-CCZMB	Male	0	No	Yes	5	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)	20.35	122	No
7080-TNUWP	Male	0	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Bank transfer (automatic)	95	6602.9	No
0496-AHOOK	Male	0	Yes	No	24	Yes	No	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	74.4	1712.9	No
8336-TAVKX	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	78.45	5682.25	No
2468-SJFLM	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	74.3	74.3	No
3181-VTHOE	Male	0	Yes	No	70	No	No phone service	DSL	No	Yes	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	51.05	3635.15	No
7168-HDQHG	Female	0	Yes	Yes	36	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)	19.2	702.9	No
4803-AXVYP	Female	1	No	No	38	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	99.55	3734.25	Yes
3884-HCSWG	Female	0	No	No	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70	1144.5	Yes
4567-AKPIA	Female	0	Yes	Yes	41	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	109.1	4454.25	No
5077-DXTCG	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.3	45.3	Yes
1142-WACZW	Male	0	No	No	2	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	29.85	75.6	Yes
7901-HXJVA	Male	0	No	No	14	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	76.45	1117.55	No
5649-ANRML	Male	1	No	No	2	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	95.1	180.25	Yes
4892-VLANZ	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	19.8	19.8	Yes
5924-IFQTT	Male	0	Yes	Yes	13	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	72.8	930.05	No
7968-QUXNS	Male	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	18.95	110.15	No
2919-HBCJO	Female	0	No	No	4	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	76.65	333.6	Yes
4236-XPXAV	Female	0	Yes	Yes	5	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	99.15	465.05	Yes
8903-WMRNW	Female	0	Yes	No	15	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	101.75	1669.4	No
2452-SNHFZ	Female	0	No	No	47	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	75.45	3545.1	No
3629-WEAAM	Female	0	No	No	8	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	No	Mailed check	64.1	504.05	No
6029-CSMJE	Male	0	No	No	17	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.65	440.2	No
7993-NQLJE	Male	0	Yes	Yes	15	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	75.1	1151.55	No
9909-DFRJA	Female	0	No	No	26	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	95.85	2475.35	No
9099-FTUHS	Female	0	No	No	23	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	54.4	1249.25	No
0581-BXBUB	Female	1	No	No	4	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	72.75	317.75	No
4962-CHQPW	Male	0	No	Yes	29	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	19.85	535.05	No
9467-ROOLM	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	No	Mailed check	19.05	461.3	No
3030-YZADT	Male	0	No	No	9	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.95	431	Yes
7410-KTVFV	Male	0	Yes	No	18	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	49.55	878.35	Yes
5150-ITWWB	Male	1	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.85	335.75	No
2253-KPMNB	Female	0	Yes	Yes	69	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Bank transfer (automatic)	46.25	3121.4	No
1345-ZUKID	Male	0	No	No	14	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	19.35	324.8	No
6429-SHBCB	Male	0	No	No	19	Yes	Yes	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Mailed check	69.6	1394.55	No
9281-OFDMF	Male	1	No	No	39	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	90.7	3413.25	No
2603-HVKCG	Male	0	No	No	31	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.4	3143.65	No
1834-WULEG	Male	0	Yes	Yes	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	Mailed check	20.25	439.75	No
9097-ZUBYC	Male	0	Yes	No	14	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	48.8	664.4	No
5148-ORICT	Female	0	Yes	No	64	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	74.35	4759.55	No
4893-GYUJU	Female	0	No	No	50	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	19.35	1033	No
4578-PHJYZ	Male	0	Yes	Yes	52	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	68.75	3482.85	No
7272-QDCKA	Male	0	No	No	28	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Electronic check	100.2	2688.45	No
8908-SLFCJ	Female	0	No	No	21	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)	20.85	435.25	No
8393-DLHGA	Male	0	No	Yes	25	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.9	2448.75	Yes
9766-HGEDE	Female	0	Yes	No	17	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	19.35	307	No
6968-MHOMU	Male	0	Yes	No	58	No	No phone service	DSL	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	45	2689.35	No
7395-IGJOS	Male	1	Yes	No	17	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	81.5	1329.2	Yes
5044-XDPYX	Female	0	Yes	No	51	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	25.5	1281.25	No
1814-WFGVS	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Mailed check	48.9	3527	No
2834-SPCJV	Male	0	Yes	No	52	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Electronic check	84.1	4348.65	Yes
3721-WKIIL	Female	0	No	No	27	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	561.15	No
6734-CKRSM	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	20	63.6	No
1265-ZFOSD	Female	0	Yes	No	64	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	81.3	5129.3	No
6568-POCUI	Female	0	Yes	No	45	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	95.2	4285.8	No
7890-VYYWG	Male	1	Yes	No	3	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	36.45	93.7	Yes
5197-LQXXH	Female	0	Yes	No	71	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	83.3	5894.5	No
9907-SWKKF	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.05	25.05	Yes
3457-PQBYH	Female	0	Yes	Yes	58	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)	20.3	1160.75	No
7682-AZNDK	Male	0	Yes	Yes	34	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.85	3091.75	No
0587-DMGBH	Female	0	No	No	8	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.85	365.55	Yes
5384-ZTTWP	Female	0	Yes	Yes	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	No	Mailed check	19.8	272.95	No
3745-HRPHI	Male	0	Yes	Yes	66	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	54.65	3632	No
7636-OWBPG	Male	1	No	No	12	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	29.35	381.2	No
1231-YNDEK	Male	0	No	No	58	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)	19.15	1035.5	No
1407-DIGZV	Female	0	Yes	Yes	3	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	19.1	52	No
6397-JNZZG	Female	1	Yes	No	43	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	55.55	2342.2	Yes
0570-BFQHT	Female	0	No	No	9	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	80.55	653.9	No
4393-OBCRR	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	One year	No	Mailed check	20.25	71.2	No
3523-QRQLL	Female	0	Yes	Yes	22	Yes	No	DSL	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	69.5	1498.2	Yes
8564-LDKFL	Male	0	Yes	No	40	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106	4178.65	No
3696-DFHHB	Female	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	Bank transfer (automatic)	25.5	1821.8	No

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