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churn-prediction

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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
4592-IWTJI	Female	0	Yes	Yes	3	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	29.7	91.7	Yes
4909-JOUPP	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	109.7	7898.45	No
4657-FWVFY	Female	0	Yes	Yes	40	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	96.35	3915.4	No
2257-BOVXD	Male	0	Yes	No	14	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	66.6	979.5	No
7729-JTEEC	Male	0	Yes	Yes	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.5	90.05	No
7632-MNYOY	Male	1	No	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	110.9	7432.05	Yes
6518-LGAOV	Female	0	Yes	No	38	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	105	4026.4	Yes
7242-QZLXF	Male	0	No	Yes	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.3	25.3	Yes
4576-CSAJH	Male	0	No	No	22	Yes	No	DSL	No	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	55.15	1193.05	Yes
1000-AJSLD	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	Yes	Mailed check	20.1	20.1	Yes
9696-RMYBA	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	80.1	398.55	No
8690-UPCZI	Male	0	Yes	Yes	29	Yes	Yes	DSL	Yes	No	No	Yes	Yes	No	One year	No	Bank transfer (automatic)	69.05	1958.45	No
1062-LHZOD	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.9	69.9	Yes
9770-LXDBK	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	20.4	63.15	No
4086-WITJG	Male	0	Yes	Yes	71	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)	19.7	1301.1	No
8344-WFMFH	Male	0	No	Yes	9	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	50.1	484.05	No
9600-NAXZN	Male	0	No	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.4	4528	Yes
8822-KNBHV	Female	0	No	No	48	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	83.45	3887.85	No
8404-FYDIB	Male	0	No	No	26	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	86.65	2208.75	No
2791-SFVEW	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	No	Bank transfer (automatic)	20.15	238.15	No
6457-USBER	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.8	80.8	Yes
6762-NSODU	Female	0	Yes	Yes	46	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	958.15	No
4662-EKDPQ	Male	0	No	No	2	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	62.05	118.3	Yes
9248-OJYKK	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.45	76.45	Yes
9888-ZCUMM	Male	0	Yes	Yes	64	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	60.05	3845.45	No
3398-FSHON	Female	1	No	No	12	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	91.3	1094.5	Yes
3319-DWOEP	Male	1	Yes	No	6	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.75	573.75	Yes
1074-WVEVG	Female	0	Yes	No	59	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	20.35	1267	No
9979-RGMZT	Female	0	No	No	7	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Mailed check	94.05	633.45	No
6437-UDQJM	Female	1	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	84.1	6129.65	No
1226-IENZN	Male	1	No	No	16	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	78.75	1218.25	No
2108-GLPQB	Male	0	Yes	No	25	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	55.55	1405.3	No
9259-PACGQ	Female	0	Yes	No	34	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	62.65	2274.9	Yes
4415-IJZTP	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	74.5	Yes
1465-VINDH	Female	0	Yes	Yes	10	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.1	1068.85	Yes
5474-LAMUQ	Male	0	Yes	No	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	20.1	533.9	No
3468-DRVQJ	Female	0	Yes	Yes	10	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	One year	No	Electronic check	70.3	676.15	No
1122-YJBCS	Male	0	Yes	No	69	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	53.65	3804.4	No
4990-ALDGW	Male	0	No	No	57	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	20.75	1118.8	No
4816-OKWNX	Male	0	Yes	Yes	50	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	103.4	5236.4	No
3315-IKYZQ	Male	0	Yes	Yes	28	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Mailed check	50.8	1386.8	No
2810-FTLEM	Female	0	No	No	16	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.15	762.25	Yes
4747-LCAQL	Male	0	No	No	25	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	79	1902	No
3411-WLRSQ	Female	1	Yes	No	3	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.6	239.05	No
0898-XCGTF	Male	0	Yes	No	61	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	96.5	5673.7	No
8006-PYCSW	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	20.1	39.8	No
8249-THVEC	Male	0	Yes	Yes	51	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	19.4	997.75	No
8722-PRFDV	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	77.55	5574.35	No
2164-SOQXL	Female	0	Yes	Yes	20	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	20.05	406.05	No
4020-KIUDI	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	Month-to-month	No	Credit card (automatic)	19.85	138.85	No
5850-BDWCY	Female	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	20.2	123.65	No
2038-YSEZE	Female	0	No	No	29	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	67.45	1801.1	No
0827-ITJPH	Male	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	Two year	Yes	Credit card (automatic)	18.55	689	No
8799-OXZMD	Female	0	No	No	28	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	29.75	790.7	No
1925-TIBLE	Female	0	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	86.5	582.5	Yes
1705-GUHPV	Female	0	No	No	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	Mailed check	24.2	1618.2	No
4779-ZGICK	Male	0	Yes	Yes	48	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	23.55	1173.35	No
0048-PIHNL	Female	0	Yes	No	49	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)	20.45	900.9	No
0818-OCPZO	Male	1	No	No	27	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.45	2122.05	Yes
3967-KXAPS	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	92.3	6719.9	No
1447-GIQMR	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.15	69.15	Yes
3704-IEAXF	Female	0	Yes	Yes	72	No	No phone service	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	53.65	3784	No
6810-VCAEX	Female	0	No	No	47	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Credit card (automatic)	39.65	1798.65	No
0674-EYYZV	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	54.65	54.65	No
4480-MBMLB	Female	0	No	No	36	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.8	3886.45	No
1395-OFUWC	Male	0	Yes	Yes	43	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	29.3	1224.05	No
0822-QGCXA	Female	1	Yes	No	27	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	83.85	2310.2	No
0872-NXJYS	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.55	723.4	Yes
2832-KJCRD	Female	0	No	No	38	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	103.65	3988.5	No
3588-WSTTJ	Female	1	No	No	35	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.05	3554.6	No
4075-WKNIU	Female	0	Yes	Yes	0	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	73.35		No
5090-EMGTC	Female	0	Yes	No	59	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Mailed check	100.05	6034.85	No
2346-CZYIL	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)	20.35	531.6	No
3798-EPWRR	Female	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	43.95	85.1	No
6258-NGCNG	Male	0	No	No	7	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	23.5	173	No
4186-ZBUEW	Female	0	No	No	36	Yes	Yes	DSL	No	Yes	No	Yes	No	Yes	One year	Yes	Mailed check	70.7	2511.95	No
5274-XHAKY	Female	0	Yes	Yes	41	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	94.3	3893.6	No
1442-BQPVU	Female	0	No	No	13	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	29.15	357.15	No
3978-YNKDD	Male	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	Credit card (automatic)	20.85	467.5	No
4940-KHCWD	Female	0	Yes	No	60	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Bank transfer (automatic)	37.7	2288.7	No
9412-ARGBX	Female	0	No	Yes	48	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Mailed check	95.5	4627.85	Yes
1389-CXMLU	Male	1	No	No	3	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	91.05	289.1	Yes
9589-ABEPT	Male	0	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Two year	Yes	Mailed check	92.45	6460.55	No
9388-ZEYVT	Male	0	No	No	43	No	No phone service	DSL	No	No	Yes	Yes	No	Yes	One year	No	Electronic check	44.15	1931.3	No
0305-SQECB	Female	0	No	Yes	11	No	No phone service	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	36.05	402.6	No
7605-SNLQG	Female	0	Yes	No	45	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	50.25	2221.55	No
4670-TABXH	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	109.75	7758.9	No
5561-NWEVX	Female	1	Yes	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	79.2	172.85	Yes
0064-SUDOG	Female	0	Yes	Yes	12	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)	20.3	224.5	No
8561-NMTBD	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	112.35	7388.45	No
5161-XEUVX	Male	0	Yes	No	37	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Two year	No	Mailed check	94.3	3460.95	No
8292-FRFZQ	Female	0	No	No	39	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	41.15	1700.9	No
8591-NXRCV	Female	0	No	No	41	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	74.65	3090.65	No
7895-VONWT	Female	0	No	No	25	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	48.25	1293.8	No
4526-RMTLL	Male	0	Yes	Yes	8	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Credit card (automatic)	76.15	645.8	No
6253-GNHWH	Female	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Mailed check	71.1	5224.95	No
4566-NECEV	Male	0	No	No	5	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	No	Electronic check	96.55	500.1	No
8080-POTJR	Female	0	No	No	30	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	79.3	2427.1	No
6906-MPARY	Male	0	No	No	40	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	One year	Yes	Credit card (automatic)	89.6	3488.15	No
3662-FXJFO	Female	0	No	No	54	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	20.5	1035.7	No