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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
5141-ZUVBH	Female	0	No	Yes	9	Yes	No	Fiber optic	Yes	No	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	93	870.25	No
1089-HDMKP	Male	1	No	Yes	11	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	54.55	601.25	No
7623-HKYRK	Male	0	No	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	Mailed check	19.7	111.65	No
0310-SUCIN	Female	0	Yes	No	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	84.8	6046.1	No
5197-PYEPU	Female	0	Yes	Yes	42	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	Yes	Credit card (automatic)	94.45	3923.8	No
2929-ERCFZ	Female	0	Yes	Yes	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	777.3	Yes
7548-SEPYI	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.25	512.45	Yes
8835-VSDSE	Female	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.7	141.45	Yes
6619-RPLQZ	Female	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	20.85	892.15	No
3275-RHRNE	Male	0	Yes	Yes	28	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	60	1682.05	No
3503-TYDAY	Female	0	Yes	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	80.45	3398.9	No
6901-GOGZG	Male	0	No	Yes	60	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.95	4984.85	No
1623-NLDOT	Female	0	Yes	No	42	No	No phone service	DSL	No	Yes	No	Yes	No	No	One year	No	Mailed check	33.55	1445.3	Yes
7021-XSNYE	Male	0	Yes	Yes	7	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	49.65	305.55	No
9621-OUPYD	Female	0	Yes	No	25	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	507.9	No
9898-KZQDZ	Female	1	Yes	Yes	40	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.55	3640.45	Yes
8982-NHAVY	Male	0	No	No	27	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	100.5	2673.45	No
4307-KWMXE	Male	0	No	No	10	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	35.75	389.8	No
0141-YEAYS	Female	1	No	No	27	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	86.45	2401.05	No
2450-ZKEED	Female	0	No	No	11	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	53.8	651.55	No
3694-DELSO	Male	0	Yes	Yes	4	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	38.55	156.1	No
3893-JRNFS	Male	0	No	No	68	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	39.9	2796.35	No
9603-OAIHC	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.05	70.05	No
1133-KXCGE	Female	0	No	No	18	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	407.05	No
5236-PERKL	Female	0	No	No	57	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	112.95	6465	Yes
0142-GVYSN	Male	0	No	No	26	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	20.3	511.25	No
1049-FYSYG	Female	0	Yes	No	17	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	35.65	646.05	No
7854-FOKSF	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	35.9	35.9	Yes
2519-FAKOD	Male	0	No	Yes	38	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.25	3777.15	Yes
8406-LNMHF	Male	1	Yes	No	59	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	One year	Yes	Credit card (automatic)	82.95	4903.15	No
1821-BUCWY	Male	0	No	No	30	Yes	No	DSL	Yes	No	Yes	No	No	No	Two year	Yes	Mailed check	55.65	1653.85	No
8263-JQAIK	Male	1	No	No	2	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	24.45	47.5	Yes
0023-UYUPN	Female	1	Yes	No	50	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	1306.3	No
8314-DPQHL	Male	0	No	No	9	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	One year	No	Mailed check	50.8	463.6	No
1465-WCZVT	Female	0	Yes	Yes	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	19.65	60.65	No
9481-SFCQY	Female	0	No	Yes	14	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	59.8	824.85	No
6360-SVNWV	Female	1	No	No	31	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.55	2094.65	No
0567-GGCAC	Female	0	No	No	7	Yes	No	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	61.4	438.9	No
7089-IVVAZ	Female	0	No	No	8	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.35	847.3	Yes
8884-MRNSU	Male	0	Yes	Yes	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	Bank transfer (automatic)	19.9	329.75	No
2171-UDMFD	Male	0	Yes	Yes	32	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)	19.45	674.55	No
9050-IKDZA	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	81.5	162.55	No
2205-YMZZJ	Male	1	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.8	546.95	Yes
9802-CAQUT	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	109.55	7887.25	No
1254-IZEYF	Female	1	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.95	3186.65	Yes
0187-WZNAB	Female	0	Yes	Yes	27	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	74.4	1972.35	No
9492-TOKRI	Female	0	No	No	18	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	90	1527.35	Yes
1475-VWVDO	Male	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.9	490.55	No
9221-OTIVJ	Female	1	No	No	14	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.85	1531.4	Yes
1357-MVDOZ	Male	0	Yes	Yes	11	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	59.65	683.25	No
7602-MVRMB	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110.45	8058.85	No
3325-FUYCG	Male	0	Yes	Yes	28	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Electronic check	106.1	2847.4	Yes
5908-QMGOE	Male	1	No	No	15	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.2	1133.9	Yes
1197-BVMVG	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.45	294.45	No
5406-KGRMX	Female	0	No	No	71	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	24.55	1719.15	No
8481-YYXWG	Female	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.35	461.7	Yes
5968-HYJRZ	Male	0	Yes	Yes	47	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	24.55	1160.45	No
5198-EFNBM	Male	1	Yes	No	57	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Electronic check	90.65	5199.8	No
7516-GMHUV	Male	1	Yes	No	50	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	105.05	5163.3	No
7140-ADSMJ	Male	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	Month-to-month	Yes	Credit card (automatic)	20.45	162.3	No
2230-XTUWL	Female	0	Yes	Yes	48	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	19.55	883.35	No
7706-YLMQA	Female	0	No	No	70	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)	19.7	1341.5	No
2585-KTFRE	Male	0	No	Yes	1	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	70.45	70.45	No
7994-UYIVZ	Male	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	85.65	659.45	No
2609-IAICY	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	77.15	77.15	Yes
1740-CSDJP	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	35.25	35.25	Yes
7717-BICXI	Male	0	Yes	Yes	60	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	20.55	1205.05	No
6559-RAKOZ	Male	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	Yes	Electronic check	97.95	4917.9	No
2636-OHFMN	Male	0	Yes	No	4	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	48.55	201	Yes
4716-MRVEN	Female	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	20	599.3	No
2143-LJULT	Female	0	Yes	No	67	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)	25.25	1733.15	No
1323-OOEPC	Female	0	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.4	5149.5	Yes
3200-MNQTF	Male	0	Yes	No	67	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	70.9	4677.1	No
6164-HXUGH	Female	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	Mailed check	19.85	119.3	No
5630-IXDXV	Female	0	No	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.35	4849.1	No
0320-DWVTU	Female	0	No	No	53	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Mailed check	99.5	5424.25	No
9135-MGVPY	Male	0	Yes	No	69	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84.7	5878.9	No
1212-GLHMD	Male	0	No	No	3	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	86.05	244.85	No
7878-JGDKK	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.55	220.75	No
1088-AUUZZ	Male	0	Yes	Yes	56	Yes	Yes	DSL	Yes	Yes	No	Yes	No	Yes	Two year	Yes	Credit card (automatic)	75.85	4261.2	No
0397-GZBBC	Male	1	Yes	No	59	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.85	5574.75	Yes
6614-YWYSC	Male	1	Yes	No	61	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)	25	1501.75	No
9588-OZDMQ	Female	0	Yes	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45	89.75	No
7641-EUYET	Male	1	Yes	Yes	46	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	100.7	4541.2	Yes
6476-EPYZR	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	Month-to-month	No	Mailed check	20.5	255.5	No
9921-ZVRHG	Female	0	No	No	14	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.45	1072	Yes
1174-FGIFN	Female	0	Yes	Yes	28	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	One year	Yes	Electronic check	90.45	2509.25	No
6620-HVDUJ	Male	0	No	No	24	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	60.45	1440.75	No
4701-MLJPN	Male	0	No	No	31	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	55.25	1715.65	Yes
1032-MAELW	Female	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Electronic check	78.45	5333.35	No
7641-TQFHN	Male	0	No	Yes	39	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Two year	No	Mailed check	100.55	3895.35	No
1552-TKMXS	Female	0	Yes	No	42	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)	20.35	869.9	No
9206-GVPEQ	Male	0	Yes	No	13	No	No phone service	DSL	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	54.45	706.85	Yes
8622-ZLFKO	Female	0	Yes	No	6	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	90.75	512.25	No
1596-BBVTG	Male	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	75.35	2636.05	Yes
6188-UXBBR	Female	0	Yes	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	Yes	Credit card (automatic)	20.25	814.75	No
2333-KWEWW	Male	0	No	No	18	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)	20.05	388.6	No
5702-SKUOB	Female	0	Yes	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	19.6	93.45	No
1134-YWTYF	Male	0	Yes	No	27	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	53.8	1389.85	No
6061-GWWAV	Male	0	No	Yes	41	Yes	No	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Mailed check	70.2	2894.55	No

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