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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
6650-VJONK	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	43.85	43.85	No
2178-PMGCJ	Male	0	No	No	22	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.7	1490.4	No
7492-TAFJD	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Mailed check	38.55	280	No
2773-MADBQ	Female	0	No	No	36	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	53.1	1901.25	No
6016-LVTJQ	Female	0	Yes	Yes	34	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	20.65	716.4	No
7860-KSUGX	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Credit card (automatic)	64.45	4720	No
8966-KZXXA	Male	0	Yes	Yes	36	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)	25.1	930.95	No
6910-HADCM	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	76.35	76.35	Yes
4816-LXZYW	Female	0	No	No	23	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.15	1676.95	Yes
9606-PBKBQ	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85	2642.05	Yes
5149-QYTTU	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	95.15	6770.85	No
2070-XYMFH	Female	1	No	No	23	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.35	1835.3	No
2085-BOJKI	Male	0	Yes	No	17	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	96.65	1588.25	No
0817-HSUSE	Male	0	No	No	1	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	75.5	75.5	No
5442-PPTJY	Male	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	Mailed check	19.7	258.35	No
1927-QEWMY	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	Credit card (automatic)	20.5	1502.25	No
1663-MHLHE	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	19.2	19.2	No
5663-QBGIS	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Two year	No	Bank transfer (automatic)	98.35	6929.4	No
4450-MDZFX	Male	0	Yes	Yes	60	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74.35	4453.3	No
6701-DHKWQ	Female	0	Yes	Yes	61	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	51.35	3244.4	No
7554-AKDQF	Female	0	Yes	No	6	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.65	323.45	No
3536-IQCTX	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.3	2661.1	Yes
4911-BANWH	Female	0	No	Yes	31	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	86.55	2697.4	Yes
8496-EJAUI	Male	0	No	No	19	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.85	1424.5	Yes
0794-YVSGE	Male	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	No	Bank transfer (automatic)	20.3	1401.15	No
5423-BHIXO	Female	0	No	No	32	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	54.2	1739.6	No
6908-VVYHM	Male	0	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.65	5931	No
2959-EEXWB	Female	0	Yes	Yes	45	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	50.9	2333.85	No
1839-UMACK	Male	0	No	No	42	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	25.05	949.85	No
3030-YDNRM	Male	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.85	572.45	No
7321-KKSDU	Male	0	No	Yes	32	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	696.8	No
3402-XRIUO	Female	1	Yes	No	22	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	63.55	1381.8	No
3132-TVFDZ	Male	1	Yes	No	57	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.85	2572.95	Yes
8286-AFUYI	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	47.95	47.95	No
8080-DDEMJ	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.1	45.1	Yes
8356-WUAOJ	Female	0	Yes	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45	45	No
6365-MTGZX	Male	0	No	No	24	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	96	2122.45	Yes
1349-WXNGG	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	Bank transfer (automatic)	20.05	20.05	Yes
8058-DMYRU	Male	1	No	No	54	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.05	4931.8	No
9350-ZXYJC	Female	0	No	No	4	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)	25.3	116.95	No
6990-YNRIO	Male	0	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	108.65	6937.95	Yes
8958-JPTRR	Female	0	Yes	No	56	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	24.3	1261.7	No
6959-GQEGV	Male	0	No	No	45	Yes	No	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	75.95	3273.8	No
3173-WSSUE	Female	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	1415.85	No
1265-HVPZB	Male	0	Yes	No	59	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	66.4	3958.2	No
4115-UMJFQ	Male	0	No	No	69	No	No phone service	DSL	No	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	35.75	2492.25	No
7369-TRPFD	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	One year	No	Mailed check	18.8	279.2	No
1098-KFQEC	Female	0	Yes	Yes	55	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	1083	No
7190-XHTWJ	Female	0	No	No	38	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	19.3	755.5	No
0621-TWIEM	Male	0	No	No	10	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.55	402.6	Yes
3537-RYBHH	Female	1	Yes	No	47	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	67.45	3252	No
2485-ITVKB	Female	0	Yes	No	2	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	35.1	68.75	Yes
3669-OYSJI	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	46.2	46.2	Yes
1612-EOHDH	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45.15	45.15	Yes
6702-OHFWR	Male	1	No	No	1	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	43.3	43.3	Yes
5296-BFCYD	Male	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	Yes	Mailed check	20.1	936.85	No
4510-PYUSH	Female	1	No	No	38	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	57.15	2250.65	Yes
9359-JANWS	Female	0	Yes	No	65	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Credit card (automatic)	58.9	3857.1	No
7517-SAWMO	Female	0	Yes	No	19	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.2	1441.1	Yes
4143-HHPMK	Male	0	No	No	52	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.35	4338.6	Yes
3279-DYZQM	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	Mailed check	19.45	1378.45	No
7054-LGEQW	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.95	45.95	Yes
0523-VNGTF	Female	1	No	No	52	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	50.5	2566.3	No
9575-IWCAZ	Male	0	Yes	No	6	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	25.1	171	No
7105-MXJLL	Female	1	Yes	No	26	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	No	Mailed check	60.7	1597.4	No
7064-FRRSW	Male	1	No	No	48	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Electronic check	99	4744.35	No
7940-UQQUG	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.4	6721.6	No
0923-PNFUB	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	No	Electronic check	83.75	247.25	Yes
3961-SXAXY	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	44.05	44.05	No
7010-BRBUU	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	Credit card (automatic)	24.1	1734.65	No
3566-HJGPK	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.55	45.55	No
3062-ICYZQ	Female	0	Yes	Yes	51	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	93.8	4539.35	No
9938-PRCVK	Female	0	Yes	Yes	41	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	804.25	No
0973-KYVNF	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Credit card (automatic)	70.65	5011.15	No
5129-HHMZC	Female	0	Yes	No	43	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	86.45	3574.5	No
9637-CDTKZ	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	114.1	8086.4	No
3946-JEWRQ	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.2	4563	No
7873-CVMAW	Male	0	No	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.55	6362.35	No
0463-WZZKO	Male	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	Yes	Credit card (automatic)	20.75	67.1	No
3494-JCHRQ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.05	70.05	Yes
6474-FVJLC	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86	165.45	Yes
4524-QCSSM	Male	0	No	No	26	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	44.65	1156.55	No
5832-EXGTT	Male	0	Yes	Yes	29	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	60.2	1834.15	No
8840-DQLGN	Female	1	Yes	No	35	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	100.5	3653.35	Yes
2039-JONDJ	Male	0	No	No	27	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Bank transfer (automatic)	55.45	1477.65	No
7217-JYHOQ	Male	0	Yes	Yes	24	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	70.3	1706.45	No
6695-FRVEC	Male	0	Yes	Yes	67	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	60.4	3953.7	No
4547-LYTDD	Female	0	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	72.65	1194.3	Yes
9894-QMIMJ	Female	0	No	No	23	Yes	No	DSL	No	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	55.8	1327.85	No
8069-YQQAJ	Male	0	No	No	14	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	31.1	419.7	No
6770-XUAGN	Female	0	Yes	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	Electronic check	21	21	Yes
4193-ORFCL	Female	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.1	45.1	Yes
1636-NTNCO	Male	1	No	No	4	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	50.95	207.35	No
3466-WAESX	Male	0	No	Yes	16	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	69.1	1083.7	No
9281-PKKZE	Female	0	Yes	No	46	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	43.95	2007.85	No
3638-VBZTA	Male	0	No	Yes	68	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	86.5	5882.75	No
7459-IMVYU	Male	0	No	No	38	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	69.95	2657.55	No
7776-QWNFX	Male	1	Yes	No	30	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.4	1527.5	Yes
6689-TCZHQ	Female	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	78.95	378.4	Yes
8563-OYMQY	Male	0	No	No	17	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.95	1612.2	No

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