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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
5443-SCMKX	Female	0	Yes	No	58	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	94.3	5610.15	No
8295-KMENE	Female	0	Yes	Yes	59	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Mailed check	76.45	4519.5	No
6738-ISCBM	Male	0	No	No	44	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	54	2440.25	No
9821-BESNZ	Male	0	No	No	66	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	104.25	6860.6	No
3678-MNGZX	Male	0	Yes	Yes	68	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)	19.95	1377.7	No
1335-NTIUC	Male	0	No	No	9	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.95	190.25	No
2916-BQZLN	Male	0	No	No	19	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	84.75	1651.95	No
4558-CGYCZ	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	19.75	78.3	No
2368-GAKKQ	Female	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	113.65	7939.25	No
8710-YGLWG	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.9	44.9	No
3199-XGZCY	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.25	576.7	No
3785-KTYSH	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	Two year	No	Mailed check	24.6	1279	No
6814-ZPWFQ	Male	1	No	No	51	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)	25	1260.7	No
4063-EIKNQ	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	No	Bank transfer (automatic)	20.95	267.35	No
6993-YCOBK	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	110.6	6586.85	No
5206-HPJKM	Male	0	No	No	17	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	55.5	934.15	No
7587-RZNME	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	43.3	123.65	Yes
0748-RDGGM	Male	0	Yes	No	70	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	109.5	7534.65	Yes
8393-JMVMB	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	19.45	19.45	No
5019-GQVCR	Male	1	No	No	43	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.85	3645.6	No
6036-TTFYU	Female	0	Yes	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	Mailed check	19.6	314.45	No
2550-AEVRU	Female	0	Yes	Yes	57	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Electronic check	53.45	3053	No
0969-RGKCU	Male	0	Yes	Yes	37	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)	19.8	677.05	No
0378-CJKPV	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	112.1	7965.95	No
4706-AXVKM	Female	1	No	No	11	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	84.8	906.85	Yes
5889-JTMUL	Female	1	Yes	No	50	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	95.05	4888.7	Yes
9026-RNUJS	Male	1	No	No	5	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	50.35	237.25	Yes
3746-EUBYR	Male	0	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.6	74.6	Yes
2332-EFBJY	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	Yes	Mailed check	19.7	342.4	Yes
2880-FPNAE	Male	1	Yes	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.2	140.1	No
1703-MGIAB	Female	0	No	No	17	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Mailed check	69	1108	No
4311-QTTAI	Female	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	One year	No	Credit card (automatic)	19.35	295.55	No
9474-PHLYD	Female	0	No	No	15	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	59.45	892.65	Yes
4318-RAJVY	Female	0	No	No	10	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	19.8	198.25	No
2165-VOEGB	Female	0	No	Yes	46	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.2	4822.85	Yes
3612-YUNGG	Male	0	Yes	Yes	64	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	109.2	6741.15	No
2254-DLXRI	Female	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	79.15	79.15	No
5062-CJJKH	Male	0	Yes	Yes	25	Yes	No	DSL	No	Yes	Yes	No	No	No	One year	No	Mailed check	53.65	1355.45	No
9028-LIHRP	Male	0	Yes	Yes	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	100.2	7209	No
2219-MVUSO	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.15	438.4	Yes
1053-MXTTK	Female	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.65	7726.35	No
1530-ZTDOZ	Female	0	Yes	No	49	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	40.65	2070.75	No
1301-LOPVR	Male	0	Yes	Yes	29	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	55.35	1636.95	No
0853-TWRVK	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	105.6	7581.5	No
8914-RBTSB	Male	0	Yes	No	31	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Electronic check	93.8	3019.5	Yes
6212-ATMLK	Female	0	No	No	50	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.7	4729.75	No
8200-LGKSR	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	83.2	6126.1	No
1568-BEKZM	Male	1	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	90.05	6333.4	No
0670-ANMUU	Male	0	No	No	71	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	Yes	One year	No	Credit card (automatic)	97.65	6687.85	No
6897-RWMUB	Male	0	Yes	Yes	61	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	68.05	4158.25	No
0963-ZBDRN	Male	0	No	No	32	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	96.2	3183.4	Yes
7594-RQHXR	Female	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.6	79.6	Yes
6999-CHVCF	Male	0	No	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Bank transfer (automatic)	102.1	7149.35	No
6134-KWTBV	Male	0	No	No	62	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)	23.4	1429.65	No
1077-HUUJM	Female	0	No	Yes	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.05	472.65	No
6331-EWIEB	Male	0	No	No	20	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.25	1734.5	Yes
0895-LNKRC	Male	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	Mailed check	19.45	113.5	No
2045-BMBTJ	Female	1	No	No	33	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	59.45	1884.65	No
8417-GSODA	Male	0	Yes	Yes	28	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	No	Bank transfer (automatic)	92.2	2568.15	No
5171-EPLKN	Male	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	No	Credit card (automatic)	19.85	470	No
4452-QIIEB	Male	0	No	No	7	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	43.9	278.4	No
5998-VVEJY	Male	0	No	No	26	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	80.5	2088.8	Yes
1624-NALOJ	Male	1	No	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.8	502.6	Yes
6741-EGCBI	Male	1	No	No	30	Yes	Yes	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.5	2595.85	No
7820-ZYGNY	Male	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	One year	No	Credit card (automatic)	90.45	5825.5	No
4317-VTEOA	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	50.75	50.75	Yes
9677-AVKED	Female	0	No	Yes	53	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	84.6	4449.75	No
1670-SVOWZ	Female	0	Yes	Yes	14	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	89.65	1208.35	Yes
2227-JRSJX	Female	0	No	No	21	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.15	1956.4	No
9847-HNVGP	Male	0	No	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	19.95	310.6	No
6696-YDAYZ	Male	0	Yes	Yes	16	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	290.55	No
8980-WQFWL	Female	0	No	No	35	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	62.1	2096.1	No
1730-ZMAME	Female	1	No	No	32	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.5	2665	No
6506-EYCNH	Female	0	Yes	Yes	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	Yes	Bank transfer (automatic)	19.55	543.8	No
4634-JLRJT	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	Yes	Mailed check	20.35	20.35	No
9501-UKKNL	Male	0	No	No	59	No	No phone service	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	51.7	3005.8	No
2560-QTSBS	Female	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	One year	Yes	Bank transfer (automatic)	23.3	1623.15	No
7541-YLXCL	Male	0	No	No	36	Yes	No	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Mailed check	65.4	2498.4	Yes
4795-WRNVT	Female	0	No	No	40	Yes	No	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	No	Mailed check	65.1	2586	No
6080-TCMYC	Male	0	Yes	Yes	40	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.2	3292.3	No
0260-ZDLGK	Female	0	No	Yes	9	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	72.9	651.4	Yes
7860-UXCRM	Male	0	Yes	Yes	63	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	74.5	4674.55	No
6357-JJPQT	Female	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.5	232.35	No
2292-XQWSV	Male	0	Yes	Yes	40	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Mailed check	60.3	2448.5	No
9552-TGUZV	Male	0	Yes	No	8	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	75	658.1	No
5913-INRQV	Male	1	Yes	No	34	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	One year	No	Mailed check	90.15	3128.8	No
8722-NGNBH	Male	0	No	No	5	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	No	Mailed check	40	223.45	Yes
6210-KBBPI	Male	1	No	No	9	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.45	919.4	Yes
9643-YBLUR	Male	0	Yes	No	9	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	69.05	653.95	No
8734-FNWVH	Male	0	Yes	Yes	31	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	59.7	1825.5	No
9447-YPTBX	Female	0	Yes	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	Bank transfer (automatic)	19.85	943.1	No
0133-BMFZO	Female	0	No	No	2	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	86.25	181.65	Yes
6128-CZOMY	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.65	45.65	Yes
9540-JYROE	Male	0	No	No	8	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.1	551.35	Yes
9026-LHEVG	Female	0	No	No	9	No	No phone service	DSL	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	40.75	359.4	No
2260-USTRB	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	70.2	115.95	Yes
3656-TKRVZ	Female	0	No	No	3	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	55.35	165.2	Yes
7011-CVEUC	Male	0	Yes	No	25	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.7	2338.35	No
6185-TASNN	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	46.3	46.3	No
7925-PNRGI	Female	0	Yes	Yes	45	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	No	Mailed check	81.3	3541.1	No

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