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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
1403-LKLIK	Female	0	Yes	Yes	33	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	579.4	No
2636-ALXXZ	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.6	69.6	Yes
7774-OJSXI	Male	0	No	No	31	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	103.45	3066.45	Yes
7786-WBJYI	Female	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	77.95	305.55	Yes
0136-IFMYD	Male	1	Yes	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	109.95	7634.25	No
5144-TVGLP	Male	1	No	No	38	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	94.75	3653	No
9643-AVVWI	Female	0	Yes	Yes	3	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	80	241.3	No
0253-ZTEOB	Female	0	Yes	Yes	48	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Electronic check	79.65	3870.3	No
2706-QZIHY	Female	0	Yes	No	15	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	25.2	387.9	No
6061-PQHMK	Female	0	No	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	No	Credit card (automatic)	19.9	527.5	No
9885-CSMWE	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.45	78.45	Yes
6137-MFAJN	Female	0	No	No	48	No	No phone service	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	44.8	2104.55	No
9122-UMROB	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	20.3	20.3	No
4232-JGKIY	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	19.2	19.2	No
2402-TAIRZ	Female	0	No	No	37	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	One year	No	Electronic check	80.05	3019.1	No
9659-ZTWSM	Male	1	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	107.35	7051.95	No
9139-TWBAS	Female	0	Yes	No	26	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	47.85	1190.5	No
6685-GBWJZ	Male	0	Yes	No	63	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	One year	No	Credit card (automatic)	70.8	4448.8	No
5016-ETTFF	Male	0	No	No	10	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	29.5	255.25	Yes
3866-MDTUB	Female	0	No	No	2	Yes	No	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	70.75	146.9	Yes
2195-VVRJF	Male	1	Yes	No	18	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	59.1	1011.05	No
3913-RDSJZ	Female	0	Yes	No	64	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	25.55	1714.95	No
8058-JMEQO	Female	1	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.45	762.5	Yes
4203-QGNZA	Female	0	No	Yes	28	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	535.35	No
5043-TRZWM	Female	0	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	75.55	75.55	No
0697-ZMSWS	Male	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85.65	338.9	Yes
7657-DYEPJ	Male	1	No	No	38	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	70.15	2497.35	Yes
9494-BDNNC	Male	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	No	Electronic check	95.3	6273.4	No
1640-PLFMP	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	No
5366-OBVMR	Female	0	Yes	No	18	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.3	908.75	No
8276-MQBYC	Male	1	No	No	51	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	97.8	4913.3	Yes
7644-OMVMY	Male	0	Yes	Yes	0	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		No
7593-XFKDI	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	46.3	46.3	Yes
4573-JKNAE	Male	0	No	Yes	12	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)	19.35	212.3	No
0337-CNPZE	Female	0	No	No	41	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.3	4443.45	Yes
9817-APLHW	Male	0	No	No	12	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	Electronic check	25	316.2	No
8380-MQINP	Female	0	Yes	Yes	55	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	20.3	1079.05	No
0840-DFEZH	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.35	564.65	No
1513-XNPPH	Female	0	No	No	12	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.4	1095.65	Yes
8690-ZVLCL	Female	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88	6161.9	No
6015-VVHHE	Female	1	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	83.15	446.05	Yes
1125-SNVCK	Female	1	No	No	49	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	43.8	2106.05	No
0384-LPITE	Male	0	No	No	40	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	62.05	2511.55	No
4616-EWBNJ	Female	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	One year	No	Bank transfer (automatic)	20.1	318.6	No
6347-DCUIK	Male	0	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.15	811.8	Yes
1335-HQMKX	Female	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	101.35	7323.15	No
2545-EBUPK	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.05	186.05	No
6923-AQONU	Male	0	Yes	Yes	23	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	20.9	454	No
2172-EJXVF	Female	1	No	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	105.9	7521.95	No
0897-FEGMU	Female	0	Yes	No	11	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.5	1056.95	Yes
7663-RGWBC	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.15	44.15	Yes
1120-BMWUB	Female	0	No	No	16	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	53.9	834.15	Yes
9124-LHCJQ	Female	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	85.45	85.45	Yes
4536-PLEQY	Male	0	Yes	No	12	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.05	999.8	No
7029-IJEJK	Female	0	No	No	54	No	No phone service	DSL	Yes	No	No	Yes	No	Yes	One year	No	Bank transfer (automatic)	44.1	2369.7	No
8871-JLMHM	Female	0	Yes	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Two year	No	Credit card (automatic)	90.2	6297.65	No
2235-ZGKPT	Female	0	Yes	Yes	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	50.85	239.55	Yes
3891-PUQOD	Female	0	No	Yes	1	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	59.2	59.2	Yes
5447-VYTKW	Male	0	No	No	27	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	53.45	1461.45	No
3623-FQBOX	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	Yes	Mailed check	19.95	416.4	No
0689-NKYLF	Male	0	No	No	13	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	83.2	1060.6	Yes
8659-HDIYE	Female	1	No	No	64	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	74.65	4869.35	No
3658-KIBGF	Female	0	No	No	1	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	54.9	54.9	Yes
3474-BAFSJ	Male	0	Yes	No	57	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	57.5	3265.95	No
5519-YLDGW	Female	0	Yes	No	21	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.9	2254.2	Yes
3865-ZFZIB	Male	0	No	No	19	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	358.15	No
1855-AGAWH	Male	0	Yes	No	31	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	93.8	2939.8	No
7109-CQYUZ	Male	0	No	No	52	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	89.25	4652.4	No
1370-GGAWX	Female	0	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	94.15	4408.45	No
4680-KUTAJ	Female	1	No	No	11	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	55.6	580.8	No
5307-UVGNB	Female	0	Yes	Yes	53	No	No phone service	DSL	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	48.7	2495.2	No
4946-EDSEW	Female	0	Yes	Yes	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	Yes	Mailed check	19.25	180.3	Yes
2883-ILGWO	Male	1	No	No	57	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.9	5913.95	No
2516-VQRRV	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	75.45	158.4	Yes
7580-UGXNC	Female	1	No	No	2	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	54.85	104.2	Yes
3642-BYHDO	Female	0	Yes	Yes	71	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	1389.35	No
9629-NHXFW	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	Mailed check	19.4	19.4	No
2696-RZVZW	Male	0	Yes	No	68	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)	25.05	1629.2	No
5766-FTRTS	Male	0	Yes	No	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	84.45	6033.1	No
0396-HUJBP	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	19.3	44.4	No
5178-LMXOP	Male	1	Yes	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.1	95.1	Yes
8879-ZKJOF	Female	0	No	No	41	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	79.85	3320.75	No
6285-FTQBF	Male	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	Credit card (automatic)	25.55	1867.7	No
8185-UPYBR	Male	0	Yes	No	6	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.5	438	Yes
4585-HETAI	Female	0	Yes	Yes	4	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	73.75	325.45	Yes
7526-BEZQB	Male	0	No	No	12	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	96.05	1148.1	Yes
1474-JUWSM	Female	0	Yes	No	58	Yes	Yes	DSL	Yes	No	No	Yes	No	Yes	One year	Yes	Electronic check	68.4	3972.25	No
3530-CRZSB	Female	0	No	No	7	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	155.9	No
8498-XXGWA	Female	0	Yes	No	65	Yes	No	DSL	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	55.15	3673.15	No
9617-INGJY	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.6	70.6	No
0621-TSSMU	Male	0	Yes	No	56	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)	19.95	1126.75	No
7234-KMNRQ	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	No	Mailed check	19	73.45	No
7636-PEPNS	Female	0	Yes	Yes	58	Yes	No	DSL	No	No	No	No	No	No	One year	Yes	Mailed check	44.1	2413.05	No
4683-WYDOU	Male	0	Yes	No	62	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	107.6	6912.7	No
9052-DHNKM	Male	0	No	No	26	Yes	Yes	DSL	Yes	Yes	No	No	No	No	One year	No	Electronic check	61.55	1581.95	No
6794-HKIAJ	Male	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	90.7	5586.45	No
5578-NKCXI	Female	0	Yes	Yes	58	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	No	Credit card (automatic)	99.25	5846.65	No
1642-HMARX	Female	0	Yes	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	91.7	6424.7	No
3096-WPXBT	Female	0	Yes	Yes	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	100.7	6018.65	No
8434-PNQZX	Female	0	No	No	42	Yes	Yes	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	78.45	3373.4	No

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