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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
9300-AGZNL	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94	94	Yes
0988-AADSA	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	80.85	5824.75	No
9972-NKTFD	Female	0	No	No	28	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	54.65	1517.5	No
3717-LNXKW	Male	0	Yes	No	38	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	91.7	3479.05	No
5734-EJKXG	Female	0	No	No	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	118.6	7365.7	No
2207-RYYRL	Male	0	Yes	Yes	52	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	1331.05	No
6729-FZWSY	Male	0	No	No	67	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	19.45	1195.95	No
9695-IDRZR	Female	0	No	Yes	34	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	116.15	3946.9	No
8144-DGHXP	Female	0	No	No	54	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Electronic check	80.6	4299.95	No
7814-LEEVE	Female	0	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	Bank transfer (automatic)	20.3	20.3	No
1112-CUNAO	Female	1	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	No	Electronic check	89.85	1424.95	Yes
5175-AOBHI	Female	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	46	193.6	Yes
5174-RNGBH	Female	0	No	No	9	Yes	No	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	No	Mailed check	66.25	620.55	Yes
8631-WUXGY	Female	0	No	Yes	46	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.8	4391.25	No
7270-BDIOA	Female	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	90	1993.8	Yes
9565-JSNFM	Male	0	No	No	38	Yes	No	Fiber optic	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	70.45	2597.6	Yes
5906-DVAPM	Female	0	Yes	Yes	55	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	One year	Yes	Credit card (automatic)	75	4213.9	No
6654-QGBZZ	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	19.9	19.9	No
8348-JLBUG	Male	1	Yes	No	64	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	One year	No	Credit card (automatic)	80.3	5017.7	No
0607-DAAHE	Male	0	No	Yes	53	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)	19.75	1052.35	Yes
5641-DMBFJ	Female	0	Yes	No	58	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.3	4916.4	No
9200-NLNPD	Male	0	Yes	No	56	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	54.05	2959.8	No
2664-XJZNO	Male	0	Yes	Yes	72	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.9	7559.55	No
9732-KPKBW	Male	0	No	No	1	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	53.95	53.95	Yes
3339-EAQNV	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	97.25	7133.1	No
0921-OHLVP	Male	0	No	No	22	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	83.05	1799.3	No
3389-YGYAI	Female	1	No	No	8	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	105.5	829.55	Yes
9560-ARGQJ	Female	0	No	Yes	16	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	81	1312.15	Yes
8350-NYMVI	Female	0	No	No	39	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	41.1	1597.05	No
1600-DILPE	Female	0	No	No	12	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45	524.35	No
0536-ESJEP	Male	0	Yes	No	54	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	74.55	4191.45	No
4654-GGUII	Female	0	No	No	18	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Mailed check	40.2	711.95	No
6478-HRRCZ	Male	0	Yes	No	32	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	One year	No	Mailed check	70.5	2201.75	No
8510-BBWMU	Female	0	No	No	41	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	19.75	806.95	No
6857-TKDJV	Male	0	Yes	Yes	67	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)	24.65	1620.45	No
2360-RDGRO	Male	0	Yes	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.25	6812.95	No
0584-BJQGZ	Female	0	No	No	25	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	78.35	1837.9	No
5134-IKDAY	Female	0	Yes	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.8	69.8	Yes
1360-XFJMR	Female	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	109.7	7344.45	No
3070-DVEYC	Male	1	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	73.75	545.15	Yes
5730-RIITO	Female	1	No	No	43	No	No phone service	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	33.45	1500.25	No
9058-MJLZC	Female	0	No	No	24	Yes	No	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.6	2283.15	No
5707-ORNDZ	Male	1	No	No	9	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	54.55	494.05	Yes
0902-XKXPN	Male	0	Yes	Yes	69	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)	20.2	1376.5	No
5177-RVZNU	Female	0	No	Yes	37	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)	20.3	755.4	No
0056-EPFBG	Male	0	Yes	Yes	20	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	39.4	825.4	No
8993-IZEUX	Male	0	No	No	7	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	69.15	488.65	No
8696-JKZNU	Female	1	No	No	37	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	76.25	2841.55	Yes
5380-AFSSK	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	93.9	486.85	Yes
8190-ZTQFB	Male	0	No	No	41	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	51.35	2075.1	No
0931-MHTEM	Female	0	No	No	54	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	100.05	5299.65	No
2055-PDADH	Female	1	No	No	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.4	204.7	Yes
7515-LODFU	Male	1	No	No	69	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	1356.3	No
0440-UEDAI	Female	0	No	No	53	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	94.45	5042.75	No
1337-BOZWO	Male	0	Yes	Yes	18	No	No phone service	DSL	No	Yes	Yes	No	Yes	No	One year	No	Credit card (automatic)	46.4	812.4	No
0868-VJRDR	Male	0	Yes	No	64	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	104.05	6605.55	No
8714-EUHJO	Female	0	Yes	Yes	31	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	91.15	2995.45	Yes
6344-SFJVH	Female	0	No	No	20	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	24.9	505.95	No
3950-VPYJB	Male	0	Yes	Yes	57	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	No	Mailed check	59.6	3509.4	No
8041-TMEID	Male	1	Yes	No	63	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Credit card (automatic)	108.5	6991.9	No
7321-ZNSLA	Male	0	Yes	Yes	13	No	No phone service	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	40.55	590.35	No
6941-KXRRV	Female	1	Yes	No	48	Yes	No	DSL	No	Yes	No	No	No	Yes	One year	Yes	Bank transfer (automatic)	58.95	2789.7	No
3721-CNEYS	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.95	137.95	Yes
8727-JQFHV	Male	0	Yes	Yes	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	Mailed check	20.75	1123.15	No
9475-NNDGC	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	113.15	7953.25	No
1355-KUSBG	Female	0	Yes	Yes	7	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	48.8	349.8	No
3688-FTHLT	Female	0	No	No	16	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	63.05	1067.05	No
0899-LIIBW	Male	0	Yes	No	34	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	100.85	3527.3	No
2568-OIADY	Female	0	Yes	No	37	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.5	3762	Yes
1384-RCUXW	Male	0	No	No	16	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	80.55	1248.9	No
5825-XJOCM	Male	0	No	Yes	48	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Bank transfer (automatic)	64.4	3035.35	No
6848-YLDFR	Male	0	Yes	Yes	58	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	75.2	4300.8	No
8125-QPFJD	Female	0	Yes	No	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	84.9	6065.3	No
2320-YKQBO	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	19.3	144.95	No
1193-RTSLK	Female	0	No	No	38	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	83.9	3233.6	Yes
2302-ANTDP	Female	1	Yes	No	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Month-to-month	No	Electronic check	117.45	5438.9	Yes
5923-GXUOC	Male	0	No	No	10	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.4	1081.45	Yes
4973-RLZVI	Female	0	No	No	30	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Credit card (automatic)	74.65	2308.6	No
7869-ZYDST	Male	0	Yes	No	31	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	59.05	1882.8	No
4501-UYKBC	Female	1	No	No	46	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	69.1	3255.35	No
1215-EXRMO	Male	0	Yes	No	50	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	1067.65	No
2305-MRGLV	Male	0	Yes	No	28	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	76.55	2065.4	No
8404-VIOMB	Female	0	No	No	66	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	62.5	4136.4	No
5233-GEEAX	Male	1	No	No	8	No	No phone service	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	29.4	221.9	Yes
2359-KLTEK	Female	0	Yes	Yes	41	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	94.9	3848	No
5304-EFJLP	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.65	8022.85	No
2673-ZALNP	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	One year	No	Mailed check	19.9	173.15	No
9184-GALIL	Female	0	Yes	Yes	38	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	20.45	781.25	No
4393-RYCRE	Male	0	No	No	44	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.05	4510.8	No
9746-MDMBK	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	113.45	5317.8	No
3162-ZJZFU	Male	0	Yes	Yes	53	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	92.55	4779.45	No
8404-GFGCZ	Male	0	Yes	No	4	Yes	Yes	DSL	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	65.6	250.1	No
8875-AKBYH	Male	1	No	No	20	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.35	1745.2	No
4432-ADRLB	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.65	74.9	Yes
0533-UCAAU	Male	1	Yes	No	57	Yes	Yes	DSL	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	71.1	4140.1	No
1394-SUIUH	Female	1	Yes	No	44	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	85.15	3670.5	No
3521-MNKLV	Male	0	No	No	24	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	49.7	1167.8	No
2533-TIBIX	Male	0	Yes	Yes	15	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	30.2	469.65	No
8993-PHFWD	Female	0	No	No	3	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	25.25	58.9	Yes
1565-RHDJD	Female	0	No	Yes	4	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	84.05	333.55	Yes

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