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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
5370-IIVVL	Male	0	No	No	37	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.5	3778	No
6789-HJBWG	Female	0	No	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	49.4	611.65	No
3927-NLNRY	Male	0	Yes	No	53	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94.25	4867.95	Yes
9087-EYCPR	Female	0	No	No	60	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	1505.05	No
6791-YBNAK	Male	0	Yes	Yes	18	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	25.55	467.85	No
6358-LYNGM	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	74.9	Yes
6077-BDPXA	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.15	194.2	No
0013-MHZWF	Female	0	No	Yes	9	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	69.4	571.45	No
5494-HECPR	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.25	80.25	Yes
8268-YDIXR	Male	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	93.15	5253.95	No
9824-BEMCV	Male	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69	1149.65	Yes
1373-ORVIZ	Female	0	Yes	Yes	11	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	66.35	740.8	Yes
4291-SHSBH	Male	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	521.35	No
6980-IMXXE	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)	20.2	1412.65	No
9866-QEVEE	Male	0	No	No	19	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	86	1532.45	Yes
9897-KXHCM	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.3	250.05	Yes
0040-HALCW	Male	0	Yes	Yes	54	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)	20.4	1090.6	No
0784-GTUUK	Male	0	Yes	No	62	Yes	Yes	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)	23.75	1446.8	No
7979-CORPM	Male	0	No	No	24	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90.55	2282.55	Yes
2294-DMMUS	Female	0	Yes	Yes	62	Yes	Yes	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	70.45	4300.45	No
0872-JCPIB	Male	0	No	No	17	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	65.75	1111.2	No
3055-MJDSB	Male	0	No	No	9	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.6	190.1	No
9091-WTUUY	Male	0	Yes	Yes	64	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Mailed check	69.25	4447.75	No
1618-CFHME	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.9	143.35	Yes
3165-HDOEW	Male	0	Yes	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	45.85	Yes
6581-NQCBA	Female	0	Yes	No	16	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	49.95	810.2	Yes
7115-IRDHS	Female	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	No	Bank transfer (automatic)	24.65	1830.05	No
8496-DMZUK	Male	0	No	No	30	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	90.4	2820.65	No
2040-VZIKE	Female	0	Yes	No	49	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	100.85	4847.35	No
9068-VPWQQ	Male	0	Yes	No	61	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	75.35	4729.3	No
0178-SZBHO	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	87.2	4017.45	No
0384-RVBPI	Male	0	No	No	20	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	No	Credit card (automatic)	64.4	1398.6	No
1689-MRZQR	Male	0	Yes	Yes	34	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.3	2564.3	Yes
1299-AURJA	Female	0	Yes	Yes	70	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)	24.7	1685.9	No
4525-VZCZG	Male	0	No	Yes	54	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	105.85	5826.65	No
1543-LLLFT	Male	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	One year	Yes	Mailed check	98.3	6066.55	No
5835-BEQEU	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.95	228.4	Yes
2788-CJQAQ	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	No	Mailed check	19.45	270.2	No
5565-FILXA	Female	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.15	1529.2	Yes
0319-QZTCO	Female	0	Yes	Yes	3	Yes	No	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	58.7	168.6	No
2120-SMPEX	Male	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	Yes	Mailed check	20.15	536.35	No
0096-FCPUF	Male	0	No	No	30	Yes	Yes	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	64.5	1888.45	No
0668-OGMHD	Female	0	Yes	No	21	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	28.5	629.35	No
5552-ZNFSJ	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
2223-KAGMX	Female	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	No	Bank transfer (automatic)	19.4	289.3	Yes
6507-ZJSUR	Male	1	Yes	No	23	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.45	2117.25	No
9408-HRXRK	Female	0	Yes	Yes	45	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.15	4730.9	No
5593-SUAOO	Female	0	Yes	Yes	24	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	83.15	2033.05	No
7321-PKUYW	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	90.15	987.95	Yes
2833-SLKDQ	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.05	45.05	Yes
6766-HFKLA	Female	0	Yes	No	56	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	103.2	5744.35	No
7595-EUIVN	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	75.8	75.8	Yes
7617-EYGLW	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	Electronic check	19.45	19.45	No
2026-TGDHM	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.3	523.15	Yes
9220-ZNKJI	Female	1	Yes	No	55	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	88.8	4805.3	No
4030-VPZBD	Female	0	No	No	2	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	30.9	59.05	Yes
2226-ICFDO	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.9	6110.75	No
0723-VSOBE	Female	1	No	No	45	No	No phone service	DSL	No	No	No	No	No	Yes	One year	No	Electronic check	34.2	1596.6	No
5529-GIBVH	Female	0	No	No	47	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	20.15	1046.2	No
4187-CINZD	Female	1	No	No	46	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Credit card (automatic)	95.25	4424.2	Yes
9992-UJOEL	Male	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.3	92.75	No
4741-WWJQZ	Female	0	Yes	No	2	Yes	No	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.15	194.55	No
6625-UTXEW	Female	0	Yes	No	12	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	51.25	612.1	No
6818-WOBHJ	Female	1	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.6	6127.6	Yes
6244-BESBM	Male	0	Yes	Yes	69	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	95.2	6671.7	No
1004-NOZNR	Male	1	No	Yes	56	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	One year	No	Credit card (automatic)	94.8	5264.3	No
1251-STYSZ	Female	1	No	No	4	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	80.25	303.7	No
2612-PHGOX	Male	0	Yes	No	64	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	76.1	4818.8	No
2408-TZMJL	Male	0	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	110.15	6448.05	Yes
8480-PPONV	Male	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	115.55	7159.05	No
8780-IHCRN	Male	0	Yes	Yes	63	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)	24.65	1574.5	No
4598-ZADCK	Female	0	No	No	53	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	53.6	2879.2	No
1257-SXUXQ	Male	0	Yes	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	Mailed check	19.45	86.05	No
9681-KYGYB	Male	1	Yes	No	49	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	88.2	4159.45	No
7182-OVLBJ	Female	0	Yes	Yes	62	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	101.15	6638.35	No
5095-ETBRJ	Female	0	Yes	No	55	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	56.8	3112.05	No
7005-CYUIL	Female	1	Yes	No	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Electronic check	99.4	7168.25	No
4821-WQOYN	Female	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	Yes	Credit card (automatic)	20.1	1326.25	No
4730-AWNAU	Male	0	Yes	Yes	36	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	60.7	2234.55	No
3452-FLHYD	Male	0	Yes	No	25	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)	20.95	495.15	No
2388-LAESQ	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.85	8317.95	No
9531-NSBMR	Female	0	No	No	36	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)	19.25	679.8	No
6260-ONULR	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	62.8	62.8	No
4389-UEFCZ	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Electronic check	105.5	7544	No
8711-LOBKY	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	Mailed check	19.85	1188.25	No
9134-CEQMF	Male	1	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.5	676.7	Yes
8985-OOPOS	Female	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	74.1	74.1	No
8800-ZKRFW	Female	0	Yes	Yes	30	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	107.5	3242.5	No
2616-FLVQC	Male	0	No	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	Mailed check	19.55	1240.15	No
9968-FFVVH	Male	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	68.8	4111.35	No
3108-PCCGG	Male	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	84.45	5899.85	No
7993-PYKOF	Male	0	Yes	No	8	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	75	632.95	Yes
8390-FESFV	Female	0	No	No	62	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	84.5	5193.2	No
3022-BEXHZ	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.2	7530.8	No
5027-XWQHA	Male	0	No	No	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.75	270.95	Yes
6248-TKCQV	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.6	5460.2	No
6729-GDNGC	Female	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	80.7	1614.2	No
6198-ZFIOJ	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.6	402.5	No
5989-OMNJE	Female	0	Yes	Yes	24	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	57.6	1367.75	No
4566-QVRRW	Female	0	Yes	No	11	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.05	483.7	Yes

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