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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
6296-DDOOR	Female	0	No	No	19	Yes	No	DSL	No	Yes	No	No	Yes	No	One year	No	Electronic check	58.2	1045.25	No
7951-VRDVK	Female	0	No	No	36	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	85.85	3003.55	No
5931-FLJJF	Male	1	Yes	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.1	467.55	Yes
4815-YOSUK	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	104.9	7537.5	No
2659-VXMWZ	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	111.3	7482.1	Yes
0380-NEAVX	Male	1	No	No	34	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	99.85	3343.15	No
3207-OYBWH	Male	1	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.25	5427.05	Yes
4285-GYRQC	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	86.25	587.1	Yes
7216-EWTRS	Female	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	100.8	Yes
4365-MSDYN	Male	0	Yes	No	8	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	161.15	No
7036-TYDEC	Female	0	No	No	69	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	104	7028.5	No
5802-ADBRC	Female	0	Yes	No	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Mailed check	104.4	5232.9	No
8076-FEZKJ	Male	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	No	Mailed check	19.5	225.85	No
5197-YPYBZ	Female	0	Yes	Yes	12	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)	25.25	274.7	No
8337-MSSXB	Female	0	No	No	14	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.3	1180.95	Yes
4312-GVYNH	Female	0	Yes	No	70	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	49.85	3370.2	No
8495-LJDFO	Female	1	No	No	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	108.95	7111.3	No
0839-JTCUD	Female	0	Yes	Yes	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.9	5958.85	No
5494-WOZRZ	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	82	5999.85	No
1302-UHBDD	Male	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	89.95	1648.45	No
2234-EOFPT	Male	0	Yes	No	72	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	79.35	5753.25	No
8619-IJNDK	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	64.05	4492.9	No
8378-LKJAF	Male	0	Yes	Yes	38	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	101.15	3956.7	No
8182-BJDSI	Female	0	No	No	28	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.95	2625.55	Yes
2528-HFYZX	Male	1	Yes	No	17	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	76.45	1233.4	Yes
1153-GNOLC	Male	0	No	No	33	No	No phone service	DSL	No	Yes	No	No	Yes	No	One year	Yes	Electronic check	39.1	1309	No
3298-QEICA	Female	0	Yes	Yes	23	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Mailed check	34.6	813.45	No
0788-DXBFY	Male	0	Yes	Yes	58	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	19.55	1108.8	No
3597-YASZG	Female	1	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.45	7349.35	No
3496-LFSZU	Male	0	Yes	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.5	294.2	No
5242-UOWHD	Male	0	Yes	Yes	45	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	20.35	929.2	No
2482-CZGBB	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70	740	Yes
6479-SZPLM	Male	0	Yes	Yes	36	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)	19.45	754.5	No
8097-VBQTZ	Male	0	No	No	54	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	69.9	3883.3	No
4500-HKANN	Male	0	Yes	Yes	23	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Two year	No	Mailed check	59.7	1414.2	No
9917-KWRBE	Female	0	Yes	Yes	41	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	78.35	3211.2	No
3420-ZDBMA	Male	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	71.45	371.6	No
2212-LYASK	Male	0	Yes	Yes	27	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	45.85	1246.4	No
1393-IMKZG	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	95.85	95.85	No
8069-RHUXK	Female	0	Yes	Yes	67	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Credit card (automatic)	35.7	2545.7	No
3398-GCPMU	Female	1	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	89.55	6448.85	No
2908-WGAXL	Female	0	Yes	Yes	56	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)	24.95	1468.9	No
3378-AJRAO	Male	0	Yes	Yes	44	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	24.85	1013.6	No
1013-QCWAM	Female	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.8	6690.75	No
0866-QLSIR	Female	0	No	No	34	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	64.4	2088.75	Yes
6050-FFXES	Female	0	Yes	No	69	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	105.35	7240.65	No
7181-BQYBV	Female	0	Yes	Yes	1	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	102.45	102.45	Yes
0362-RAOQO	Female	0	No	No	40	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)	19.65	830.25	No
9554-DFKIC	Male	0	Yes	Yes	30	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	54.45	1588.7	No
5527-ACHSO	Female	0	No	No	11	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Mailed check	70.5	829.3	No
0829-DDVLK	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	One year	No	Credit card (automatic)	20.1	302.45	No
1399-UBQIU	Male	0	No	No	11	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	69.35	712.25	No
1813-JLKWR	Female	0	Yes	Yes	64	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)	19.8	1336.65	No
0336-PIKEI	Male	1	Yes	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Bank transfer (automatic)	74.4	5360.75	No
7322-OCWHC	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	93.05	6735.05	No
9537-VHDTA	Female	0	No	Yes	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	51.2	51.2	No
4957-TIALW	Female	0	No	Yes	15	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Credit card (automatic)	65.6	1010	No
2054-PJOCK	Female	0	No	No	60	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.55	4847.05	No
9150-HEPMB	Male	0	No	No	56	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	52.7	3019.7	No
9030-QGZNL	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	20.85	161.65	No
6204-IEUXJ	Female	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	80.1	217.55	Yes
3126-WQMGH	Female	0	Yes	No	49	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	52.15	2583.75	No
4529-CKBCL	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.2	146.05	Yes
2506-CLAKW	Female	0	No	No	6	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.15	567.45	Yes
7176-WRTNX	Male	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.95	7711.25	No
1583-IHQZE	Male	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	112.95	1384.75	Yes
5732-IKGQH	Male	1	Yes	No	52	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.45	5481.25	No
9239-GZHZE	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	113.65	8124.2	No
7205-BAIAD	Female	0	No	No	40	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)	20.6	827.3	No
0151-ONTOV	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	70.9	70.9	Yes
4140-MUHUG	Female	1	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	86.85	220.95	Yes
0093-EXYQL	Female	1	No	No	40	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.55	3673.6	No
8064-RAVOH	Male	0	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	49.85	49.85	No
0219-QAERP	Male	0	Yes	No	30	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	576.65	No
0320-JDNQG	Male	0	Yes	Yes	23	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	99.85	2331.3	Yes
7180-PISOG	Male	0	Yes	Yes	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.5	74.5	Yes
9168-INPSZ	Female	1	Yes	No	44	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	104.15	4495.65	No
3571-RFHAR	Male	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	109.15	6941.2	Yes
0015-UOCOJ	Female	1	No	No	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	48.2	340.35	No
5334-AFQJB	Male	1	No	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	Yes	Credit card (automatic)	25.1	1789.9	No
2754-SDJRD	Female	1	No	No	8	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.15	908.55	No
9578-VRMNM	Female	0	No	No	16	Yes	Yes	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	65.2	1043.35	Yes
1587-FKLZB	Male	1	Yes	Yes	66	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.5	6822.15	Yes
6140-QNRQQ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	71.55	71.55	Yes
8963-JLGJT	Male	0	No	Yes	3	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Mailed check	55.9	157.55	No
4307-KTUMW	Male	0	Yes	No	53	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	93.9	5029.2	Yes
1465-LNTLJ	Male	1	Yes	No	8	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	64.4	581.7	No
5440-FLBQG	Male	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.4	7318.2	Yes
2135-DQWAQ	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Mailed check	85.3	420.45	No
4056-QHXHZ	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	107.45	7576.7	No
7470-MCQTK	Female	0	Yes	No	13	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	48.75	633.4	Yes
7488-MXJIV	Female	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.65	321.65	Yes
7401-JIXNM	Female	0	Yes	Yes	54	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	91.3	4965	No
9339-FIIJL	Male	0	Yes	No	72	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	85.95	6151.9	No
2027-FECZV	Male	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.7	1253.9	Yes
2672-DZUOY	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	25.15	25.15	Yes
4706-DGAHW	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.2	45.2	No
3870-MQAMG	Female	0	Yes	No	54	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	No	Electronic check	110.35	5893.15	Yes
6670-MFRPK	Male	0	Yes	Yes	69	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Two year	Yes	Credit card (automatic)	79.2	5420.65	No
6177-PEVRA	Female	0	No	No	48	Yes	No	DSL	Yes	Yes	No	No	No	No	Two year	No	Credit card (automatic)	55.5	2627.35	No

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