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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
6961-MJKBO	Male	0	No	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)	20.45	943	No
6097-EQISJ	Female	0	Yes	Yes	66	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	102.45	6615.15	Yes
4423-YLHDV	Female	0	Yes	No	21	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.4	2200.25	Yes
8158-WPEZG	Male	0	No	No	11	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	35.65	425.1	No
0107-YHINA	Male	0	No	Yes	1	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.75	99.75	Yes
4918-FYJNT	Female	1	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	No	Electronic check	90.45	5044.8	No
0727-BNRLG	Male	0	No	No	69	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	97.65	6743.55	No
4854-CIDCF	Female	1	No	No	3	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	73.85	196.4	No
8640-SDGKB	Male	0	No	No	4	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	74.4	299.7	Yes
3280-MRDOF	Male	1	No	No	30	Yes	Yes	DSL	No	No	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	69.1	2093.9	No
6435-SRWBJ	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	82.75	417.75	No
9964-WBQDJ	Female	0	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	Yes	Credit card (automatic)	24.4	1725.4	No
6303-KFWSL	Female	0	No	No	29	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Electronic check	55.25	1620.2	No
1702-CCFNJ	Male	0	Yes	No	52	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	61.35	3169.55	No
8932-CZHRQ	Male	0	No	No	68	Yes	Yes	DSL	Yes	Yes	Yes	No	No	Yes	One year	No	Credit card (automatic)	76.75	5233.25	No
0386-CWRGM	Female	0	Yes	Yes	46	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	19.4	967.85	No
5515-RUGKN	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	54.75	438.05	No
0404-AHASP	Male	0	Yes	No	72	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)	19.7	1421.9	No
7279-NMVJC	Female	0	No	No	17	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)	19.9	323.15	No
2081-VEYEH	Male	0	No	No	3	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	107.95	318.6	No
6407-UTSLV	Female	1	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	83.8	163.7	No
4116-TZAQJ	Female	0	No	No	9	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.25	639.65	Yes
9060-HJJRW	Female	0	No	No	51	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	56.4	2928.5	No
2587-YNLES	Female	0	Yes	Yes	6	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	20.1	100.35	No
7398-SKNQZ	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	94.9	273.2	No
5935-FCCNB	Female	1	No	No	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.2	1608.15	No
1958-RNRKS	Male	0	Yes	No	30	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	49.9	1441.95	No
5136-RGMZO	Male	0	No	No	31	Yes	Yes	DSL	No	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	71.05	2168.15	No
8345-MVDYC	Female	0	No	No	45	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	81.65	3618.7	No
8226-BXGES	Male	0	Yes	No	64	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	No	Bank transfer (automatic)	89.45	5692.65	No
3877-JRJIP	Male	0	No	No	1	Yes	Yes	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	59.85	59.85	Yes
8375-DKEBR	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
9705-IOVQQ	Male	1	Yes	Yes	61	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	One year	No	Electronic check	99	5969.3	No
1015-OWJKI	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	19.05	19.05	No
7511-YMXVQ	Male	0	No	No	9	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	45.4	418.8	Yes
2040-XBAVJ	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	114.45	8100.55	No
7551-JOHTI	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	19.5	19.5	Yes
8887-IPQNC	Female	0	Yes	No	7	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.25	313.45	No
8646-JCOMS	Female	0	Yes	No	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	90.55	6130.95	No
9804-ICWBG	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.9	69.9	Yes
1222-KJNZD	Male	0	Yes	Yes	40	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)	20.4	745.3	No
0106-GHRQR	Male	0	No	No	16	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	71.4	1212.1	No
5318-IXUZF	Female	0	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	87.15	183.75	Yes
3768-VHXQO	Male	0	Yes	No	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	Credit card (automatic)	24.85	1583.5	No
8952-WCVCD	Female	0	Yes	No	41	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	104.45	4162.05	No
2418-TPEUN	Female	0	Yes	Yes	56	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)	19.8	1119.9	No
3963-RYFNS	Female	0	No	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	116.45	8013.55	No
3198-VELRD	Female	0	Yes	Yes	3	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	84.75	264.85	Yes
8540-ZQGEA	Female	0	Yes	No	54	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)	20.05	1102.4	No
1320-REHCS	Male	1	No	No	52	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	110.75	5832	No
4137-JOPHL	Female	0	No	No	50	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Two year	Yes	Bank transfer (automatic)	89.7	4304.5	No
9436-ZBZCT	Male	0	No	No	14	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	89.95	1178.4	Yes
7801-CEDNV	Male	0	Yes	No	27	Yes	No	DSL	Yes	No	No	No	No	No	One year	No	Credit card (automatic)	48.7	1421.75	No
2057-BOYKM	Female	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	96.6	6827.5	No
3658-QQJYD	Male	0	No	No	62	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	74.3	4698.05	No
1803-BGNBD	Female	0	No	No	12	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	54.3	654.5	No
0134-XWXCE	Female	1	No	No	44	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	74.85	3268.05	No
6950-TWMYB	Male	0	Yes	Yes	54	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	79.95	4362.05	No
5848-FHRFC	Female	0	No	No	68	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)	20.05	1386.9	No
2243-FNMMI	Male	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	Month-to-month	No	Mailed check	19.4	415.4	No
2511-MORQY	Male	0	Yes	Yes	50	Yes	Yes	DSL	No	No	Yes	No	No	No	One year	No	Bank transfer (automatic)	54.9	2614.1	No
5356-KZCKT	Male	0	No	No	58	Yes	Yes	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)	24.45	1513.6	No
9470-XCCEM	Male	0	Yes	Yes	35	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.65	3161.6	No
6519-CFDBX	Female	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.4	80.95	No
3902-MIVLE	Male	0	Yes	Yes	63	Yes	Yes	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	75.7	4676.7	No
0409-WTMPL	Female	0	Yes	No	58	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	110.65	6526.65	No
8763-KIAFH	Female	0	Yes	Yes	27	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	20.55	583.3	No
3669-WHAFY	Female	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	115.15	8078.1	No
3055-VTCGS	Female	0	No	No	63	Yes	No	DSL	No	No	Yes	No	No	Yes	One year	No	Credit card (automatic)	58.55	3503.5	No
3144-KMTWZ	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	93.25	6669.45	No
7279-BUYWN	Female	1	No	No	41	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	113.2	4689.5	Yes
7156-MHUGY	Male	1	No	No	13	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.5	1201.15	Yes
7198-GLXTC	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	79	143.65	Yes
2007-QVGAW	Female	0	Yes	Yes	68	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)	19.35	1292.65	No
5207-PLSTK	Male	0	Yes	Yes	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	48.75	48.75	No
2307-FYNNL	Male	1	No	No	65	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	109.05	7108.2	No
5605-XNWEN	Male	1	Yes	No	72	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	1802.55	No
2155-AMQRX	Female	0	No	No	28	Yes	Yes	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	54.9	1505.15	No
6181-AXXYF	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)	24.75	1859.1	No
5091-HFAZW	Female	0	No	No	2	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	91.15	168.5	No
0516-VRYBW	Female	0	No	Yes	18	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)	20.15	390.85	Yes
2519-LBNQL	Male	1	Yes	No	60	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	104.35	6339.45	No
8623-ULFNQ	Female	1	No	No	26	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	66.05	1652.4	No
8380-PEFPE	Male	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.65	71.65	Yes
5687-DKDTV	Female	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	20.35	77.5	Yes
1568-LJSZU	Male	0	Yes	Yes	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	92.2	6392.85	No
7530-HDYDS	Female	0	No	No	38	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	84.25	3264.5	Yes
7789-HKSBS	Female	1	Yes	No	42	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	105.2	4599.15	No
7416-CKTEP	Female	0	Yes	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	Yes	Bank transfer (automatic)	19.6	1134.25	No
2586-CWXVV	Male	0	Yes	No	54	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	30.4	1621.35	No
3096-IZETN	Female	0	No	No	12	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Bank transfer (automatic)	78.1	947.3	Yes
2348-KCJLT	Female	0	Yes	No	44	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Mailed check	61.5	2722.2	No
8401-EMUWF	Male	0	Yes	Yes	42	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	69.4	3058.3	No
4193-IBKSW	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	Bank transfer (automatic)	24.75	1769.6	No
5377-NDTOU	Female	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	91.05	6293.75	No
5922-ABDVO	Female	0	Yes	No	19	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Mailed check	89.65	1761.05	Yes
2474-LCNUE	Female	0	Yes	No	23	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	73.65	1642.75	No
0839-QNXME	Female	0	No	No	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	Credit card (automatic)	19.4	578.5	No
3506-OVLKD	Male	0	No	No	35	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)	26.2	954.9	No
9172-ANCRX	Female	0	No	No	10	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.7	973.25	Yes

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