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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
5616-PRTNT	Male	0	No	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	Yes	Electronic check	19.4	374.5	Yes
3812-LRZIR	Female	0	Yes	Yes	27	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	No	Electronic check	24.5	761.95	No
4818-QIUFN	Female	1	No	No	20	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	79.15	1520.9	Yes
9483-GCPWE	Male	0	No	Yes	9	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	190.25	No
4227-OJHAL	Female	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	73	5163	No
9220-CXRSC	Female	0	Yes	Yes	69	Yes	Yes	DSL	Yes	No	No	Yes	No	No	Two year	No	Credit card (automatic)	61.4	4059.85	No
4993-JCRGJ	Male	0	No	No	26	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	84.3	2281.6	No
9537-JALFH	Male	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)	19.9	1356.7	No
6698-OXETB	Male	0	No	No	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	Mailed check	20.4	231.45	No
2103-ZRXFN	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.75	50.75	No
3724-BSCVH	Male	0	Yes	Yes	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	20.45	242.4	No
4877-TSOFF	Female	0	Yes	Yes	55	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	75.75	4264.25	No
9209-NWPGU	Male	0	No	No	44	Yes	No	DSL	Yes	No	No	Yes	Yes	No	One year	No	Electronic check	65.4	2774.55	No
6961-VCPMC	Male	1	Yes	No	46	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.4	3605.2	Yes
7306-YDSOI	Male	0	Yes	Yes	69	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Two year	Yes	Bank transfer (automatic)	59.75	4069.9	No
5288-AHOUP	Male	1	No	No	11	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	78.5	874.2	No
6688-UZPWD	Female	0	Yes	No	11	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	102	1145.35	Yes
0655-YDGFJ	Male	0	No	No	29	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	48.95	1323.7	No
8468-EHYJA	Female	0	Yes	No	57	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.65	5497.05	No
6823-SIDFQ	Male	0	No	No	28	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)	18.25	534.7	No
1097-FSPVW	Female	0	No	No	42	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	54.55	2455.05	No
2839-RFSQE	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	20.65	38.7	Yes
8328-SKJNO	Male	0	No	Yes	23	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	40.65	947.4	No
7010-ZMVBF	Female	0	Yes	Yes	18	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	20.45	357	No
5201-CBWYG	Male	0	Yes	Yes	62	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)	24.8	1476.25	No
0968-GSIKN	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.8	70.8	Yes
1965-DDBWU	Male	0	No	No	16	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Credit card (automatic)	89.05	1448.6	Yes
9057-SIHCH	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.6	291.9	Yes
6352-GIGGQ	Male	0	No	No	67	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	88.8	5903.15	No
3635-QQRQD	Male	0	No	No	62	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)	20.05	1201.65	No
6771-XWBDM	Female	0	Yes	No	57	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	104.5	5921.35	Yes
2897-DOVND	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.8	146.65	No
3082-YVEKW	Female	0	Yes	Yes	23	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	77.15	1759.4	No
0191-EQUUH	Female	0	No	Yes	25	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Bank transfer (automatic)	35.05	844.45	No
7134-HBPBS	Female	1	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.1	7774.05	No
3489-HHPFY	Female	0	Yes	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.05	134.05	No
2926-JEJJC	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	One year	Yes	Bank transfer (automatic)	20.2	140.95	No
8601-QACRS	Female	0	No	No	5	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.6	249.95	Yes
4950-BDEUX	Male	0	No	No	35	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	49.2	1701.65	No
5789-LDFXO	Male	0	No	No	24	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	24.6	592.65	No
0508-OOLTO	Female	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.65	135.75	No
2984-TBYKU	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	104.9	7732.65	No
9822-WMWVG	Female	0	No	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Electronic check	106.5	4282.4	No
2391-SOORI	Male	0	No	Yes	4	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	49.35	219.65	Yes
9040-KZVWO	Male	0	No	No	26	Yes	No	Fiber optic	No	Yes	No	No	No	No	One year	No	Bank transfer (automatic)	75.5	2018.1	No
2645-QTLMB	Male	0	No	No	7	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.25	669	Yes
4806-HIPDW	Female	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	68.95	68.95	Yes
1548-ARAGG	Female	0	Yes	Yes	4	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	58.5	224.85	No
6339-RZCBJ	Male	0	No	No	48	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	78.9	3771.5	No
4424-TKOPW	Male	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.85	196.75	Yes
4415-WNGVR	Female	1	Yes	No	12	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	79.2	943.85	No
2522-AHJXR	Male	0	Yes	No	60	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	109.45	6572.85	No
0412-UCCNP	Male	0	No	No	55	Yes	No	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Electronic check	59.2	3175.85	No
1816-FLZDK	Male	0	No	No	1	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	29.15	29.15	No
7096-UCLNH	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	20.05	20.05	No
8443-ZRDBZ	Male	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.05	318.9	Yes
9136-ALYBR	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.45	24.45	Yes
4615-PIVVU	Female	0	No	No	42	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	66.5	2762.75	No
8885-QSQBX	Female	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	49.55	49.55	No
7479-NITWS	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.35	631.85	Yes
8617-ENBDS	Male	0	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.6	232.5	No
9385-NXKDA	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	82.65	5919.35	No
0430-IHCDJ	Male	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	49	749.25	No
2959-MJHIC	Male	0	Yes	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.35	307.4	Yes
6674-KVJHG	Female	0	No	No	11	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	25.2	245.15	No
1814-DKOLC	Female	0	No	No	5	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	25.45	134.75	No
4201-JMNGR	Female	1	No	No	1	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	55.8	55.8	Yes
9351-HXDMR	Male	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	110.9	8240.85	No
3537-HPKQT	Female	0	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	77.75	4266.4	No
2129-ALKBS	Female	0	Yes	Yes	40	Yes	Yes	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	26.2	1077.5	No
5821-MMEIL	Female	0	Yes	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	Bank transfer (automatic)	19.9	1115.6	No
5960-WPXQM	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.05	79.05	Yes
0684-AOSIH	Male	0	Yes	No	1	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95	95	Yes
8260-NGFNY	Female	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.2	25.2	Yes
1309-XGFSN	Male	1	Yes	Yes	52	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	80.85	4079.55	No
1866-RZZQS	Male	1	No	No	41	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.4	4187.75	Yes
6968-URWQU	Male	0	Yes	No	43	Yes	No	DSL	No	No	No	No	Yes	No	One year	Yes	Mailed check	56.35	2391.15	No
4742-TXUEX	Female	0	Yes	Yes	47	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)	19.3	890.5	No
9631-XEYKE	Male	0	No	No	3	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	50.4	137.25	No
8631-NBHFZ	Male	1	Yes	Yes	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	79.4	5154.6	Yes
1335-MXCSE	Male	0	Yes	Yes	55	Yes	No	DSL	No	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	55.25	3119.9	No
8873-TMKGR	Male	0	No	No	29	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	19.1	529.5	No
8800-JOOCF	Female	0	No	Yes	12	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.05	966.55	No
1469-LBJQJ	Female	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.2	6936.85	No
4958-XCBDQ	Male	1	No	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.4	3496.3	Yes
8337-UPOAQ	Male	1	Yes	No	10	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	89.8	914.3	Yes
0064-YIJGF	Male	0	Yes	Yes	27	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.75	1929	No
2386-OWURY	Female	0	No	No	58	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	95.3	5817.7	No
1725-IQNIY	Male	0	Yes	No	54	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	109.75	6110.2	Yes
0310-VQXAM	Male	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	Mailed check	19.85	178.8	No
6598-RFFVI	Male	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	One year	No	Credit card (automatic)	19.3	28.3	Yes
3453-RTHJQ	Male	0	No	No	6	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.1	435	No
6712-OAWRH	Female	1	No	No	26	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.25	2351.8	Yes
6278-FEPBZ	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	Mailed check	20.25	186.15	No
4280-DLSHD	Male	0	Yes	No	8	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	54.75	445.85	No
1508-DFXCU	Male	0	No	No	12	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	81.45	912	No
8614-VGMMV	Female	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.1	679.55	Yes
7868-BGSZA	Male	0	Yes	No	43	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	80.2	3581.6	No
2800-QQUSO	Male	0	No	No	42	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	100.3	4222.95	No
2930-UOTMB	Female	0	No	No	31	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	65.25	1994.3	Yes

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