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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
8357-EQXFO	Female	0	No	No	7	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.35	660.9	Yes
1989-PRJHP	Male	1	Yes	No	27	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	1893.95	Yes
8120-JDCAM	Male	0	Yes	Yes	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.55	284.9	No
8917-FAEMR	Female	0	No	No	37	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	19.85	784.25	No
7047-YXDMZ	Male	0	No	No	21	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	417.7	No
2858-EIMXH	Female	1	Yes	No	53	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	95.85	5016.25	No
9524-EGPJC	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.1	1612.75	Yes
6993-OHLXR	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	68.95	119.75	Yes
8818-XYFCQ	Male	0	Yes	Yes	32	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.55	3204.65	Yes
6419-ZTTLE	Male	1	Yes	No	23	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	20.75	485.2	No
0929-HYQEW	Male	0	No	No	3	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	50.15	160.85	No
6614-YOLAC	Female	0	Yes	Yes	71	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Mailed check	58.65	4145.25	No
7426-RHZGU	Male	0	No	No	9	Yes	No	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.9	827.45	No
4065-JJAVA	Female	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	49.5	49.5	No
4695-VADHF	Male	0	Yes	Yes	18	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	57.45	990.85	Yes
3863-IUBJR	Male	0	Yes	Yes	12	Yes	No	DSL	No	No	No	No	No	Yes	One year	No	Credit card (automatic)	53.65	696.35	Yes
7649-SIJJF	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	80.1	5585.4	No
9361-YNQWJ	Female	0	No	No	64	Yes	Yes	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)	24.4	1601.2	No
3748-FVMZZ	Male	0	No	No	4	No	No phone service	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	40.05	162.45	No
9391-TTOYH	Female	0	No	No	23	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	19.5	470.2	No
1452-XRSJV	Female	0	Yes	Yes	39	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	51.05	2066	No
3422-WJOYD	Male	0	Yes	No	28	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54.35	1426.45	No
8242-SOQUO	Female	1	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.7	392.5	No
7460-ITWWP	Female	1	Yes	No	45	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	86.1	3861.45	No
7147-AYBAA	Male	0	No	No	37	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.35	2552.9	No
7868-TMWMZ	Female	1	Yes	No	60	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	110	6668.35	No
4822-RVYBB	Male	1	No	No	8	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.6	819.4	Yes
6732-FZUGP	Female	0	No	No	47	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	One year	No	Credit card (automatic)	94.9	4615.25	No
8436-BJUMM	Male	0	Yes	Yes	26	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	83.75	2070.6	Yes
4184-TJFAN	Female	1	Yes	Yes	3	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	88.3	273.75	Yes
8329-GWVPJ	Female	0	Yes	Yes	50	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.75	3557.7	No
1352-VHKAJ	Male	0	Yes	Yes	27	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	71.6	1957.1	No
4145-UQXUQ	Female	1	No	No	8	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.1	729.95	Yes
2632-TACXW	Female	0	Yes	No	62	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)	23.65	1416.75	No
8146-QQKZH	Female	0	Yes	No	71	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	81.85	5924.4	No
1767-CJKBA	Male	0	No	No	66	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	25.1	1697.7	No
6445-TNRXS	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	114.7	7849.85	No
4581-LNWUM	Female	0	No	No	13	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	49.15	649.4	No
4869-EPIUS	Male	0	Yes	No	56	Yes	No	Fiber optic	No	No	No	No	No	Yes	One year	Yes	Electronic check	80.9	4557.5	No
9948-YPTDG	Male	0	Yes	No	38	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.45	3013.05	Yes
1236-WFCDV	Male	1	No	No	14	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Credit card (automatic)	90.45	1266.1	Yes
1915-OAKWD	Female	0	No	Yes	16	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)	19.3	360.35	No
7296-PIXQY	Female	0	Yes	Yes	14	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.2	1046.5	No
4883-QICIH	Male	0	Yes	Yes	32	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.75	2347.9	Yes
3354-OADJP	Female	0	No	No	8	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	54.25	447.75	No
3524-WQDSG	Female	0	Yes	Yes	43	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.3	4209.95	No
0810-DHDBD	Female	0	No	No	52	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Credit card (automatic)	74	3877.65	No
4026-SKKHW	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.25	152.3	No
2829-HYVZP	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	Yes	Mailed check	19.8	572.2	No
8329-IBCTI	Female	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	19.65	19.65	Yes
1271-SJBGZ	Male	1	No	No	12	No	No phone service	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	43.65	526.95	Yes
3845-JHAMY	Female	0	Yes	Yes	16	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	35.5	552.7	No
7013-PSXHK	Female	0	No	No	40	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Mailed check	80.75	3208.65	No
5669-SRAIP	Female	0	No	No	5	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	39.5	210.75	Yes
5981-ITEMU	Male	0	Yes	No	40	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	97.1	3706.95	Yes
3486-NPGST	Female	0	No	No	36	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	19.55	620.75	No
6941-PMGEP	Female	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80	412.5	Yes
1624-WOIWJ	Female	0	No	No	10	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	84.7	832.05	Yes
2074-GKOWZ	Male	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.55	185.55	Yes
0376-YMCJC	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	90.6	1943.2	Yes
6100-FJZDG	Male	0	Yes	Yes	26	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)	20.05	505.9	No
4829-ZLJTK	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	112.4	8046.85	No
1730-VFMWO	Female	0	Yes	No	34	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	50.2	1815.3	No
7143-BQIBA	Male	0	No	No	10	Yes	No	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	No	Bank transfer (automatic)	62.25	612.95	No
3800-LYTRK	Female	0	No	No	14	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	55.7	795.15	No
0634-SZPQA	Female	0	No	No	23	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	90.05	2169.8	Yes
9646-NMHXE	Male	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	Mailed check	19.65	973.1	No
7030-NJVDP	Male	0	Yes	No	24	Yes	No	Fiber optic	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.25	2210.2	No
5536-RTPWK	Male	0	Yes	No	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	99.05	4853.75	Yes
8883-GRDWQ	Male	1	No	No	20	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Mailed check	54	1055.9	No
6166-ILMNY	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.75	144.55	Yes
3097-NNSPB	Female	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	49.05	91.1	Yes
7771-ZONAT	Male	0	No	No	22	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	56.75	1304.85	No
0655-RBDUG	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	98.05	713	Yes
2111-DWYHN	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	21.1	21.1	No
4194-WHFCB	Female	0	Yes	Yes	59	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	96.65	5580.8	No
4121-AGSIN	Female	0	Yes	Yes	58	Yes	Yes	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)	24.5	1497.9	No
4361-BKAXE	Female	0	No	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	114.5	4527.45	Yes
9845-PEEKO	Female	1	No	No	59	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Two year	Yes	Credit card (automatic)	79.2	4590.35	No
0455-XFASS	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.55	200.2	No
0301-KOBTQ	Male	0	No	No	32	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)	20.05	614.45	No
1751-NCDLI	Male	1	Yes	No	46	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.85	4564.9	No
4367-NUYAO	Male	0	Yes	Yes	0	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	25.75		No
9878-TNQGW	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.95	171.15	Yes
9170-ARBTB	Female	0	Yes	Yes	52	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)	19.6	1012.4	No
4441-NIHPT	Female	1	No	No	13	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.3	940.35	Yes
8999-BOHSE	Female	1	No	No	11	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	89.7	1047.7	Yes
7241-AJHFS	Male	0	No	No	32	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	87.65	2766.4	No
7029-RPUAV	Male	1	Yes	No	17	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.45	1622.45	Yes
4546-FOKWR	Female	0	No	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.75	1129.35	No
9036-CSKBW	Female	0	No	No	51	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	107.45	5680.9	No
5832-TRLPB	Male	0	No	No	29	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	75.35	2243.9	No
8590-YFFQO	Male	0	Yes	No	70	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	64.95	4523.25	No
8659-IOOPU	Female	0	Yes	Yes	71	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	Two year	No	Electronic check	100.45	7159.7	No
1338-CECEE	Male	0	Yes	Yes	41	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	68.5	2839.95	No
7439-DKZTW	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.55	80.55	No
4646-QZXTF	Female	0	Yes	No	7	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	81.25	580.1	No
4607-CHPCA	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Electronic check	90.4	2178.6	Yes
9742-XOKTS	Male	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	No	Electronic check	89.55	6038.55	No
6921-OZMFH	Male	0	Yes	Yes	5	Yes	Yes	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	55.7	259.4	No

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