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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
3799-ISUZQ	Male	0	Yes	Yes	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	69.95	529.5	Yes
2877-VDUER	Female	0	Yes	Yes	35	No	No phone service	DSL	No	No	No	Yes	Yes	No	One year	No	Mailed check	40.9	1383.6	No
9152-AMKAK	Male	0	No	No	6	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	80.25	493.4	No
1794-HBQTJ	Female	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	48.6	48.6	Yes
9432-VOFYX	Male	0	No	No	17	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.8	1207	No
8049-WJCLQ	Male	0	Yes	Yes	10	Yes	No	DSL	No	No	Yes	No	Yes	No	Month-to-month	No	Mailed check	60.2	563.5	No
6586-PSJOX	Male	0	No	Yes	15	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	No	Credit card (automatic)	55.2	864.55	No
2460-FPSYH	Female	1	No	No	40	No	No phone service	DSL	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	55.8	2109.35	Yes
9705-ZJBCG	Female	0	Yes	Yes	13	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	No	Bank transfer (automatic)	54.15	701.05	No
4818-DRBQT	Male	0	Yes	No	29	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.15	2265.25	Yes
1320-HTRDR	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	220.6	Yes
6847-KJLTS	Female	1	Yes	No	58	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	100.4	5749.8	No
9670-BPNXF	Female	0	No	No	45	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	62.55	2796.45	No
3913-FCUUW	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	70.45	5165.7	No
3301-VKTGC	Male	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	One year	Yes	Bank transfer (automatic)	85.5	5696.6	No
1493-AMTIE	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	Yes	Bank transfer (automatic)	20.2	20.2	Yes
9555-SAHUZ	Female	0	Yes	Yes	38	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	54.5	2076.05	No
0816-TSPHQ	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	Month-to-month	No	Mailed check	20.75	44.2	No
9932-WBWIK	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	Month-to-month	No	Mailed check	20.35	215.25	No
4619-EVPHY	Female	1	Yes	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	91	1859.5	No
5286-YHCVC	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.8	7470.1	No
6424-ELEYH	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.75	229.5	Yes
4391-RESHN	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	104.05	2470.1	Yes
9115-YQHGA	Male	0	No	No	40	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	51.1	2092.9	No
4462-CYWMH	Male	1	Yes	No	62	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.8	5629.55	No
8963-MQVYN	Female	0	No	Yes	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	Electronic check	20.55	469.85	No
2458-EOMRE	Female	0	No	No	11	Yes	No	DSL	Yes	No	Yes	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	64.05	733.95	No
9334-GWGOW	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.85	485.25	No
6821-BUXUX	Female	0	No	No	13	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	96.65	1244.5	Yes
5028-HTLJB	Male	1	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	Yes
9801-GDWGV	Female	0	No	No	39	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.45	3994.45	Yes
6542-LWGXJ	Male	0	Yes	No	3	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25	78.25	No
5567-GZKQY	Male	0	No	No	58	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)	20.3	1131.5	No
1222-LRYKO	Male	0	No	Yes	6	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	26.35	184.05	No
2320-JRSDE	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	19.9	19.9	Yes
2087-QAREY	Female	0	Yes	No	22	Yes	No	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	54.7	1178.75	No
0601-WZHJF	Male	0	Yes	No	14	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	46.35	667.7	Yes
4423-JWZJN	Male	0	Yes	Yes	64	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	90.25	5629.15	No
5143-WMWOG	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	Electronic check	19.95	19.95	Yes
6490-FGZAT	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	Month-to-month	No	Mailed check	20.65	109.3	No
5393-RXQSZ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	79.6	79.6	Yes
7452-FOLON	Male	0	No	Yes	39	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)	25.45	958.45	No
2320-TZRRH	Female	0	No	No	20	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	19.5	403.15	No
0231-LXVAP	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	75.9	75.9	Yes
9444-JTXHZ	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	76.2	76.2	Yes
4942-VZZOM	Male	0	Yes	No	64	Yes	Yes	DSL	Yes	No	No	No	Yes	No	One year	Yes	Credit card (automatic)	66.15	4392.5	No
5510-BOIUJ	Male	0	No	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	No	Mailed check	19.25	19.25	Yes
7502-BNYGS	Female	0	Yes	No	46	Yes	No	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	69.1	3168	No
4291-HYEBC	Female	1	Yes	Yes	28	No	No phone service	DSL	No	Yes	No	No	No	Yes	One year	Yes	Electronic check	39.1	1096.6	No
6147-CBCRA	Female	0	Yes	No	33	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	669.45	No
6047-SUHPR	Male	0	Yes	Yes	39	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	No	Electronic check	59.8	2343.85	No
4471-KXAUH	Female	0	Yes	No	42	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	84.3	3588.4	Yes
9752-ZNQUT	Female	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	48.6	48.6	No
7638-QVMVY	Female	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79	522.95	Yes
1576-PFZIW	Male	1	Yes	No	70	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	105.35	7511.9	No
5666-MBJPT	Male	0	No	No	65	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)	25.1	1725	No
7312-XSBAT	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	49.75	49.75	No
3096-GKWEB	Male	0	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.75	1691.9	No
2371-JQHZZ	Male	0	Yes	No	24	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	93	2248.05	No
0674-GCDXG	Male	0	No	No	63	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	71.9	4479.2	No
1121-QSIVB	Female	0	No	Yes	44	Yes	Yes	DSL	No	Yes	No	No	Yes	Yes	One year	Yes	Mailed check	77.55	3471.1	No
4396-KLSEH	Male	0	No	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	Yes	Electronic check	19.85	63	No
3244-DCJWY	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.25	70.25	Yes
2824-MYYBN	Female	0	Yes	Yes	37	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.25	3314.15	No
0875-CABNR	Female	1	No	No	10	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	84.6	865.55	Yes
6345-HOVES	Male	0	No	No	34	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	25.05	852.7	No
8318-LCNBW	Male	0	Yes	No	35	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	53.15	1930.9	No
6469-QJKZW	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	Electronic check	20.15	91.4	No
0147-ESWWR	Female	1	Yes	No	39	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.25	3949.15	No
1217-VASWC	Male	1	Yes	No	43	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	100.55	4304	No
7812-FZHPE	Female	0	Yes	Yes	17	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	24.1	409.9	Yes
6370-ZVHDV	Female	0	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)	25.3	1554.9	No
5915-DGNVC	Female	0	Yes	No	49	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Electronic check	71.8	3472.05	No
6260-XLACS	Male	0	No	No	4	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	19.7	117.8	No
3566-CAAYU	Female	0	Yes	Yes	64	No	No phone service	DSL	No	Yes	Yes	Yes	No	Yes	Two year	No	Electronic check	49.85	3210.35	No
4983-CCWMC	Male	0	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.6	207.4	No
9103-CXVOK	Male	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	No	Electronic check	19.75	19.75	No
2896-TBNBE	Male	0	Yes	No	40	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Electronic check	80.8	3132.75	No
4797-AXPXK	Female	0	No	Yes	1	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	60	60	Yes
5229-PRWKT	Male	0	No	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	86.55	649.65	Yes
6982-UQZLY	Female	1	Yes	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	Yes	Mailed check	20.85	20.85	Yes
2522-WLNSF	Female	1	Yes	No	34	Yes	No	DSL	No	No	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	64.2	2106.3	No
3841-CONLJ	Female	0	Yes	No	1	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	35	35	No
5057-LCOUI	Female	0	No	No	39	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	50.75	2011.4	Yes
0193-ESZXP	Female	1	Yes	No	58	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	105.5	6205.5	Yes
4475-NVTLU	Male	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	Electronic check	19.2	903.7	No
4369-HTUIF	Male	1	No	No	6	Yes	No	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	85.15	503.6	Yes
9386-LDCZR	Male	0	No	No	43	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	90.65	3882.3	No
9585-KKMFD	Male	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	Yes	Mailed check	20	879.8	No
5399-ZIMKF	Male	0	No	No	5	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.65	383.65	No
0336-KXKFK	Male	0	No	No	72	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	61.2	4390.25	No
5619-XZZKR	Male	0	No	No	4	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	19.95	68.2	No
3948-FVVRP	Male	0	Yes	Yes	9	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	54.8	452.8	No
5327-XOKKY	Male	1	Yes	No	72	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	73.45	5329	No
0983-TATYJ	Female	0	Yes	No	33	Yes	No	DSL	No	No	No	Yes	No	No	One year	Yes	Mailed check	51.45	1758.9	No
1813-JYWTO	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Two year	No	Bank transfer (automatic)	80.45	5737.6	No
0156-FVPTA	Male	0	Yes	No	22	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	54.2	1152.7	Yes
1984-FCOWB	Female	0	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	109.5	7674.55	Yes
0654-HMSHN	Male	0	Yes	Yes	21	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	104.4	2157.95	Yes
6719-OXYBR	Male	0	No	No	15	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	85.3	1219.85	No

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