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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
7129-CAKJW	Female	0	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	80.05	1345.65	No
8695-ARGXZ	Male	1	Yes	No	34	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.55	2425.4	No
3570-YUEKJ	Female	0	No	No	42	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	49.55	2077.95	No
4143-OOBWZ	Male	0	Yes	No	5	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	81.3	416.3	Yes
1555-HAPSU	Female	0	Yes	Yes	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	Credit card (automatic)	23.9	1663.5	No
1697-NVVGY	Male	1	Yes	No	19	Yes	No	DSL	Yes	No	Yes	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	66.4	1286.05	No
7854-EKTJL	Female	0	No	Yes	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	Yes	Electronic check	19.6	35.85	Yes
8464-EETCQ	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	Credit card (automatic)	18.8	1094.35	No
2419-FSORS	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	108.4	7719.5	No
8132-YPVBX	Female	0	No	No	6	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Mailed check	85.95	514.6	No
9102-IAYHT	Female	0	Yes	Yes	17	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.45	1451.6	Yes
6754-LZUKA	Male	0	Yes	No	61	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	80.9	4932.5	No
3422-LYEPQ	Male	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71	71	Yes
8099-MZPUJ	Male	0	Yes	Yes	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	111.8	5443.65	No
0787-LHDYT	Male	0	No	No	16	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)	20.6	330.25	No
2642-DTVCO	Male	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.05	746.5	Yes
0374-IOEGQ	Female	0	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44.6	122.7	No
4361-JEIVL	Male	0	No	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.4	44.4	Yes
3197-NNYNB	Male	0	No	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	105.1	6631.85	No
3396-DKDEL	Female	0	Yes	Yes	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.15	8250	No
1752-OZXFY	Male	0	Yes	No	60	Yes	No	DSL	Yes	No	No	No	Yes	No	One year	Yes	Mailed check	59.8	3561.15	No
9066-QRSDU	Female	0	Yes	No	69	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	26.3	1763.55	No
9112-WSNPU	Female	1	No	No	35	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.55	2419	No
9867-NNXLC	Female	0	No	No	22	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	20.05	470.2	No
5321-NTRKC	Male	0	Yes	Yes	66	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	79.85	5234.95	No
1363-TXLSL	Male	1	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	70.3	Yes
9507-EXLTT	Female	0	Yes	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	79.35	79.35	Yes
3161-GETRM	Male	0	Yes	Yes	34	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.05	3097	No
0402-OAMEN	Female	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	Bank transfer (automatic)	24.45	1709.1	No
6933-VLYFX	Male	0	Yes	Yes	31	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	No	Electronic check	59.95	1848.8	No
6754-WKSHP	Male	0	No	Yes	30	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)	25.35	723.3	No
9846-GKXAS	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	90.8	809.75	Yes
6017-PPLPX	Male	0	Yes	Yes	20	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.45	1470.95	Yes
4976-LNFVV	Male	1	Yes	No	19	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	34.3	577.15	No
5055-MGMGF	Female	0	Yes	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.05	6914.95	No
4641-FROLU	Female	0	Yes	Yes	30	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	19.3	602.9	No
2862-JVEOY	Male	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	One year	No	Mailed check	19.15	124.4	No
2969-QWUBZ	Female	0	No	No	2	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	51.4	96.8	No
9822-BIIGN	Male	0	Yes	Yes	53	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	71.85	3827.9	No
2077-MPJQO	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.4	533.05	No
1534-OULXE	Female	0	Yes	Yes	61	Yes	No	DSL	Yes	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	49.7	2961.4	No
7136-RVDTZ	Male	1	No	No	70	No	No phone service	DSL	No	No	No	No	Yes	Yes	One year	Yes	Electronic check	45.25	3264.45	Yes
2971-SGAFL	Female	0	No	No	13	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	78.75	995.35	No
1480-IVEVR	Male	1	Yes	No	35	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	81.6	2815.25	No
2905-KFQUV	Female	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	70.4	154.8	No
4581-SSPWD	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.8	246.3	Yes
3370-HXOPH	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	76.1	257.6	No
9391-YZEJW	Female	0	No	No	62	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	94	5757.2	No
9958-MEKUC	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	103.95	7517.7	No
0281-CNTZX	Male	0	Yes	No	63	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)	19.95	1234.8	No
6927-WTFIV	Male	1	No	No	20	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	71.3	1389.2	Yes
4118-CEVPF	Female	1	No	No	35	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	110.8	3836.3	No
3398-ZOUAA	Male	1	Yes	No	21	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.1	1474.75	Yes
9114-VEPUF	Male	0	Yes	No	62	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	One year	No	Electronic check	96.1	6001.45	No
7876-BEUTG	Female	0	No	No	15	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	48.8	720.1	No
2338-BQEZT	Female	0	No	No	55	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	50.55	2832.75	No
9873-MNDKV	Female	0	No	No	11	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.65	472.25	No
0378-NHQXU	Female	0	Yes	Yes	17	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	88.25	1460.65	Yes
8241-JUIQO	Female	0	No	No	61	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)	19.45	1336.35	No
2194-IIQOF	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.3	6388.65	No
4512-ZUIYL	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70	153.05	Yes
9631-RXVJM	Male	0	No	No	35	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	19.25	677.9	No
9584-EXCDZ	Female	0	No	No	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	70.5	1165.6	No
7969-AULMZ	Female	0	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	97.35	2119.5	Yes
5093-FEGLU	Female	0	Yes	No	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)	19.65	921.55	No
2621-UDNLU	Female	0	Yes	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	20.85	72	No
7526-IVLYU	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	Mailed check	19.65	68.35	No
2428-HYUNX	Male	1	Yes	No	44	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)	19.35	847.25	No
9214-EKVXR	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44	44	No
3410-MHHUM	Female	0	Yes	Yes	44	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	No	Electronic check	94.4	4295.35	No
0568-ONFPC	Male	0	Yes	Yes	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	Yes	Bank transfer (automatic)	25.9	135	Yes
0733-VUNUW	Male	0	No	No	24	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	55.65	1400.55	Yes
4550-EVXNY	Female	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.65	69.65	Yes
2122-YWVYA	Female	0	No	No	18	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.4	1380.4	No
2968-SSGAA	Female	0	No	No	10	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.6	1060.2	Yes
2296-DKZFP	Female	0	Yes	No	65	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	No	Bank transfer (automatic)	71	4386.2	No
4844-JJWUY	Female	1	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	86	86	Yes
6777-TGHTM	Female	0	No	No	53	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	106.95	5785.5	Yes
8909-BOLNL	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	One year	No	Mailed check	21.2	52.05	No
6603-YRDCJ	Male	0	Yes	No	33	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Mailed check	61.05	2018.4	No
3538-WZPHD	Male	0	No	No	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	29.6	79.45	Yes
3229-USWAR	Female	0	No	No	34	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	79.95	2727.3	No
2138-VFAPZ	Female	0	Yes	Yes	14	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	19.7	263.65	No
6131-JLWZM	Female	0	No	No	13	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	20.3	275.4	No
4785-QRJHC	Male	1	Yes	No	46	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	59.9	2816.65	Yes
0269-XFESX	Male	0	Yes	Yes	23	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	24.35	538.5	No
1709-EJDOX	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	Mailed check	19.75	948.9	No
4316-XCSLJ	Male	0	No	Yes	17	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.3	846.8	No
8610-WFCJF	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.6	4783.5	Yes
9693-XMUOB	Male	1	Yes	No	59	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.25	2997.45	No
0383-CLDDA	Female	0	No	No	69	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	85.35	5897.4	No
4905-JEFDW	Male	0	No	No	11	No	No phone service	DSL	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	41.6	470.6	Yes
2709-UQGNP	Male	0	No	No	10	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	51.65	524.5	No
3549-ZTMNH	Male	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	Yes	Bank transfer (automatic)	24	269.65	No
7881-INRLC	Male	0	No	No	45	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.85	4740	Yes
8033-ATFAS	Female	0	Yes	Yes	39	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Mailed check	59.85	2341.5	No
1635-NZATJ	Male	1	Yes	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	Credit card (automatic)	25.45	1789.65	No
0562-HKHML	Male	0	Yes	Yes	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	Credit card (automatic)	23.9	1626.4	No
8277-RVRSV	Female	0	Yes	Yes	33	Yes	Yes	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)	24.15	800.3	No
9943-VSZUV	Male	1	No	No	67	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75.7	5060.85	No

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