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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
9236-NDUCW	Female	0	No	No	21	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Mailed check	35.1	770.4	No
4753-PADAS	Female	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.7	6816.95	No
6103-QCKFX	Female	0	Yes	Yes	44	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	56.25	2419.55	No
7781-EWARA	Male	0	Yes	Yes	70	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	60.35	4138.7	No
6110-OHIHY	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	79.25	267.6	Yes
7018-FPXHH	Male	0	Yes	Yes	56	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Bank transfer (automatic)	59.8	3457.45	No
5889-LFOLL	Female	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.6	1115.2	Yes
5708-EVONK	Female	0	Yes	Yes	58	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.4	5435.6	Yes
8708-XPXHZ	Female	0	Yes	Yes	42	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	4186.3	Yes
0616-ATFGB	Male	1	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.05	25.05	Yes
0572-ZJKLT	Female	0	Yes	Yes	46	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	99.65	4630.2	No
5135-RDDQL	Female	0	Yes	Yes	63	Yes	No	DSL	Yes	No	No	No	No	No	Two year	Yes	Bank transfer (automatic)	50.65	3221.25	No
1353-LJWEM	Male	0	No	No	11	Yes	No	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	60.9	688.5	No
1794-SWWKL	Male	0	Yes	Yes	15	Yes	Yes	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	59.65	867.1	No
6166-YIPFO	Male	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	64.7	4746.05	No
7016-BPGEU	Female	0	No	No	29	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	25.1	712.85	Yes
6876-ADESB	Male	0	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	48.95	48.95	Yes
9332-GYWLO	Female	0	Yes	Yes	6	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	54.85	355.1	No
1963-SVUCV	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.3	45.3	Yes
4184-VODJZ	Male	0	Yes	Yes	63	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	One year	Yes	Electronic check	91.35	5764.7	No
0220-EBGCE	Male	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	85.85	167.3	Yes
1092-WPIVQ	Female	0	Yes	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	Mailed check	25.1	428.45	No
7233-IOQNP	Female	0	Yes	No	43	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	34	1505.35	No
2834-JKOOW	Female	0	No	No	15	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Mailed check	45.9	693.45	No
2754-VDLTR	Male	0	No	Yes	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	95.2	930.4	Yes
2400-FEQME	Male	0	Yes	Yes	55	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	20.5	1177.95	No
3190-XFANI	Male	0	No	Yes	49	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	100.6	5069.65	Yes
7551-DACSP	Male	0	Yes	Yes	6	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.3	324.25	Yes
4957-SREEC	Male	0	Yes	Yes	70	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)	20.35	1458.1	No
7235-NXZCP	Male	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.85	156.4	Yes
0230-UBYPQ	Male	1	Yes	No	63	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	36.1	2298.9	No
4923-ADWXJ	Female	0	No	No	25	Yes	No	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	65.8	1679.65	No
1763-KUAAW	Female	1	No	No	18	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)	20.35	369.6	No
1104-TNLZA	Male	1	Yes	No	28	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	105.8	2998	No
5195-KPUNQ	Female	1	No	No	53	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	One year	Yes	Mailed check	96.75	5206.55	No
0520-FDVVT	Male	0	No	No	35	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	102.35	3626.1	Yes
3439-GVUSX	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	24.4	24.4	No
1444-VVSGW	Male	0	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	115.65	7968.85	Yes
5712-PTIWW	Male	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	79.85	152.45	Yes
5949-HGVJL	Female	0	Yes	No	26	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	73.05	1959.5	No
5203-XEHAX	Female	0	No	No	34	Yes	No	DSL	Yes	Yes	No	No	No	Yes	One year	No	Electronic check	64.35	2053.05	No
1635-HDGFT	Female	0	No	Yes	19	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	20.5	398.55	No
3315-TOTBP	Male	0	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	76	1130.85	Yes
8050-XGRVL	Female	0	Yes	Yes	62	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Credit card (automatic)	54.75	3425.35	No
6661-HBGWL	Female	1	No	No	42	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.75	4323.45	Yes
1518-VOWAV	Female	0	No	No	9	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	74.65	703.55	Yes
9828-QHFBK	Male	0	No	No	24	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	51.15	1275.7	No
3908-MKIMJ	Male	1	Yes	No	68	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Electronic check	41.95	2965.75	No
5012-YSPJJ	Male	0	Yes	Yes	31	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	54.35	1647	No
5909-ECHUI	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	56.25	56.25	Yes
1309-BXVOQ	Male	0	Yes	No	21	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	106.1	2249.95	Yes
6728-VOIFY	Female	0	Yes	No	63	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	96	6109.75	No
9317-WZPGV	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	79.75	159.4	Yes
4891-NLUBA	Female	0	Yes	Yes	61	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	61.45	3751.15	No
2856-HYAPG	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	68.65	68.65	Yes
8969-PRHFK	Male	0	No	No	18	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	19.65	411.25	No
0661-KQHNK	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	One year	No	Credit card (automatic)	19	105.5	No
8709-KRDVL	Female	0	No	No	33	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100	3320.6	No
4488-PSYCG	Male	0	No	No	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	Bank transfer (automatic)	20.25	327.45	Yes
1427-VERSM	Female	0	Yes	No	56	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	98.7	5669.5	No
9801-NOSHQ	Male	0	No	Yes	23	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	19.8	465.45	No
6339-YPSAH	Male	0	No	No	9	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	73.8	704.3	No
3621-CEOVK	Female	1	Yes	No	14	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.2	1369.8	Yes
6906-ANDWJ	Male	0	Yes	Yes	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.9	1107.25	Yes
2159-TURXX	Male	0	No	No	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)	20.05	95.55	No
1548-FEHVL	Male	0	Yes	No	61	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.2	6375.2	No
3795-CAWEX	Male	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.55	8152.3	No
6215-NQCPY	Male	0	No	No	15	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.7	1566.75	No
5647-URDKA	Male	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	Two year	No	Mailed check	19.7	130.25	No
2229-DPMBI	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	Two year	No	Mailed check	19.5	162.15	No
9626-WEQRM	Female	0	No	No	4	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	29.15	110.05	No
2188-SXWVT	Female	0	No	No	34	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Mailed check	55	1885.15	No
6258-PVZWJ	Male	0	Yes	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.8	6302.85	No
1094-BKOSX	Female	0	Yes	Yes	45	No	No phone service	DSL	No	Yes	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	51	2264.5	No
6969-MVBAI	Female	1	No	No	9	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	90.1	816.8	No
2978-XXSOG	Female	0	No	No	22	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	59.05	1253.5	No
2342-CKIAO	Female	0	No	No	2	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	41.2	No
6953-PBDIN	Male	0	Yes	No	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	72.95	5265.55	No
3898-BSJYF	Female	0	No	Yes	10	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	One year	No	Credit card (automatic)	73.55	693.3	No
3938-YFPXD	Male	0	No	No	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	84.3	5997.1	No
7696-AMHOD	Female	0	Yes	Yes	49	Yes	No	DSL	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	78	3824.2	No
2453-SAFNS	Female	1	No	No	54	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	One year	No	Mailed check	72.1	3886.05	No
9558-IHEZX	Female	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	106.75	7283.25	No
9617-UDPEU	Female	0	No	No	22	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	19.25	412.55	No
6340-DACFT	Female	0	Yes	Yes	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)	20.55	1070.25	No
4955-VCWBI	Female	0	Yes	Yes	43	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	817.95	No
6813-GZQCG	Female	0	Yes	Yes	45	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)	24.65	1171.3	No
7426-GSWPO	Male	1	No	No	64	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.5	6548.65	No
3389-KTRXV	Female	0	Yes	Yes	23	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	23.85	625.65	No
3118-UHVVQ	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	No	Credit card (automatic)	25.8	1911.5	No
1031-IIDEO	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.85	70.85	Yes
5832-XKAES	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.8	134.7	Yes
3205-MXZRA	Male	0	No	No	26	Yes	No	DSL	No	No	No	Yes	Yes	No	One year	No	Credit card (automatic)	59.45	1507	No
4701-AHWMW	Male	0	Yes	No	55	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	54.55	2978.3	Yes
8317-BVKSO	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	Month-to-month	Yes	Electronic check	20.05	299.3	No
5702-KVQRD	Male	0	Yes	No	71	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	82.55	5832.65	No
0083-PIVIK	Male	0	No	No	64	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Electronic check	81.25	5567.55	No
9210-IAHGH	Female	0	No	No	7	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	70.75	450.8	Yes
6169-PGNCD	Female	0	No	No	57	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	74.3	4166.35	No
0023-XUOPT	Female	0	Yes	No	13	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Electronic check	94.1	1215.6	Yes

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