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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
1291-CUOCY	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.6	7962.2	No
9795-SHUHB	Female	0	Yes	Yes	66	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	58.2	3810.8	No
3230-IUALN	Female	0	Yes	Yes	45	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	81	3533.6	No
0042-RLHYP	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)	19.7	1396.9	No
8519-IMDHU	Male	1	Yes	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.6	1345.55	Yes
4945-RVMTE	Female	0	No	No	28	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	59.55	1646.45	No
0201-OAMXR	Female	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	115.55	8127.6	Yes
1866-NXPSP	Female	0	No	No	36	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Mailed check	75.55	2680.15	No
3372-KWFBM	Male	1	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.6	1281	Yes
7831-QGOXH	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.2	1553.9	Yes
6393-WRYZE	Female	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	97.65	3207.55	Yes
3941-XTSKM	Male	0	Yes	Yes	42	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	45.1	2049.05	No
1661-CZBAU	Male	0	No	No	48	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	70.95	3629.2	No
6599-RCLCJ	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	109.55	5124.55	Yes
9831-BPFRI	Female	0	Yes	Yes	39	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	89.55	3474.45	Yes
5158-RIVOP	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	Two year	No	Credit card (automatic)	20.9	202.3	No
9788-YTFGE	Male	0	No	No	7	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	19.95	147.5	No
9277-JOOMO	Female	0	No	No	3	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	Mailed check	24.6	86.35	No
1907-YLNYW	Male	0	No	No	8	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	66.7	579	No
1725-MIMXW	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	Yes	Mailed check	19.45	19.45	Yes
8947-YRTDV	Male	0	Yes	Yes	32	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	No	Mailed check	94.8	3131.55	No
3161-ONRWK	Male	0	Yes	Yes	60	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	65.85	3928.3	No
0114-RSRRW	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	Bank transfer (automatic)	19.95	187.75	No
4565-NLZBV	Female	0	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	Yes	Bank transfer (automatic)	24.65	1710.15	No
0031-PVLZI	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	20.35	76.35	Yes
7206-GZCDC	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.25	69.25	Yes
6682-VCIXC	Female	0	Yes	Yes	43	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	51.25	2151.6	No
4791-QRGMF	Male	0	Yes	No	59	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	99.5	5961.1	Yes
6475-VHUIZ	Female	0	Yes	No	23	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Electronic check	54.25	1221.55	No
3910-MRQOY	Female	0	Yes	No	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	Bank transfer (automatic)	19.4	1496.45	No
0661-WCQNQ	Male	0	Yes	No	22	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	Yes	Credit card (automatic)	56.25	1292.2	No
7537-RBWEA	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.15	25.15	No
4656-CAURT	Male	0	No	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	No	Bank transfer (automatic)	23.95	1713.1	No
0121-SNYRK	Male	0	No	No	50	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	35.4	1748.9	No
1768-ZAIFU	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.2	25.2	Yes
4671-LXRDQ	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45	96.45	Yes
3733-LSYCE	Female	0	Yes	No	15	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	75.35	1114.55	No
6265-FRMTQ	Male	0	No	No	31	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)	20.4	609.1	No
1934-SJVJK	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	20.15	20.15	Yes
3838-OZURD	Male	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	105	7133.25	Yes
1371-DWPAZ	Female	0	Yes	Yes	0	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	56.05		No
9269-CQOOL	Male	0	No	Yes	3	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	54.7	169.45	Yes
2017-CCBLH	Female	0	No	No	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	20	141.6	No
7690-KPNCU	Male	0	Yes	Yes	64	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	73.05	4688.65	No
0536-BGFMZ	Female	0	Yes	No	28	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	563.05	No
2293-IJWPS	Female	0	Yes	No	57	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.75	5985	No
2845-HSJCY	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	87.25	1258.6	Yes
5469-NUJUR	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	Two year	Yes	Mailed check	19.95	373.5	No
1184-PJVDB	Male	0	Yes	No	10	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.95	857.2	Yes
2625-TRCZQ	Female	0	Yes	No	51	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.65	2553.35	No
4102-HLENU	Female	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Mailed check	65.65	4322.85	No
7266-GSSJX	Male	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	Month-to-month	Yes	Electronic check	20.45	250.8	No
7722-VJRQD	Male	0	Yes	Yes	72	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	60.95	4549.05	No
7073-QETQY	Male	0	Yes	Yes	66	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	20.35	1359.5	No
9415-DPEWS	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	88.35	1639.3	Yes
5624-RYAMH	Female	0	No	No	9	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	19.5	178.85	No
0196-JTUQI	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	75.2	633.85	No
7130-YXBRO	Male	0	Yes	No	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	111.45	5315.1	No
9272-LSVYH	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.15	735.5	No
7943-RQCHR	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	889.9	Yes
3793-MMFUH	Female	1	No	No	13	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.05	1290	Yes
3249-ZPQRG	Male	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	78.45	330.05	Yes
2568-BRGYX	Male	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	237.95	Yes
3084-DOWLE	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	92	6474.4	No
1084-MNSMJ	Female	0	Yes	Yes	51	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	85.5	4421.95	No
7721-JXEAW	Male	0	Yes	No	59	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	41.05	2452.7	Yes
7249-WBIYX	Male	0	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.6	813.85	Yes
4238-HFHSN	Male	1	Yes	No	61	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	82.15	4904.85	No
6250-CGGUN	Male	0	No	No	54	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	No	One year	No	Electronic check	84.4	4484.05	No
5478-JJVZK	Female	0	No	No	33	Yes	Yes	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	60.9	2033.85	No
7596-IIWYC	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	Bank transfer (automatic)	20.25	538.2	No
6567-HOOPW	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.2	79.2	Yes
9793-WECQC	Male	0	No	No	23	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Mailed check	95.3	2192.9	No
4291-HPAXL	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	19.85	19.85	No
8999-YPYBV	Male	0	Yes	Yes	45	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84.35	3858.05	No
1839-FBNFR	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	Yes	Bank transfer (automatic)	19.85	854.8	No
3164-AALRN	Male	0	No	No	5	Yes	No	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	70	347.4	Yes
3071-MVJCD	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	82.3	5815.15	No
1697-BCSHV	Female	0	Yes	Yes	58	Yes	Yes	DSL	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	66.8	3970.4	No
0562-KBDVM	Female	0	No	No	70	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	44.6	3058.15	No
1131-SUEKT	Male	0	Yes	Yes	61	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	98.45	6145.2	No
3717-OEAUQ	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.7	129.2	No
4538-WNTMJ	Female	0	Yes	Yes	46	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	24.95	1165.9	No
3334-CTHOL	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	49.95	49.95	Yes
4704-ERYFC	Female	0	Yes	No	22	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.25	1554	Yes
9432-RUVSL	Female	0	No	No	48	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	102.5	4904.25	No
8060-HIWJJ	Male	0	No	No	64	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.55	5632.55	No
7684-XSZIY	Male	0	Yes	Yes	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)	24.3	1643.25	No
9089-UOWJG	Female	0	Yes	Yes	12	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	58.35	740.55	No
8621-MNIHH	Female	1	Yes	No	34	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.25	3217.55	Yes
8039-ACLPL	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	No	Credit card (automatic)	68.75	4888.2	No
9885-AIBVB	Male	0	Yes	No	29	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.8	2440.25	No
1934-MKPXS	Male	0	Yes	Yes	33	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)	20.1	620.55	No
2592-YKDIF	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	20.35	20.35	No
2272-JKMSI	Female	0	Yes	Yes	62	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	110.8	6840.95	No
0471-LVHGK	Male	0	Yes	No	41	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	73	3001.2	Yes
9518-RWHZL	Female	0	No	No	64	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.05	6254.2	Yes
8714-CTZJW	Female	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	82.85	319.6	No
3569-EDBPQ	Female	0	No	No	24	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	84.35	1938.05	No
3131-NWVFJ	Female	0	Yes	Yes	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	19.55	294.5	No

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