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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
5950-AAAGJ	Male	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Bank transfer (automatic)	84.3	1537.9	No
4299-OPXEJ	Female	0	No	No	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	Bank transfer (automatic)	19.55	1080.55	No
4951-UKAAQ	Female	0	No	No	4	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	88.95	355.2	Yes
9618-LFJRU	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	Credit card (automatic)	20.45	82.85	No
6693-DJWTY	Female	0	No	Yes	35	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Credit card (automatic)	55.6	2016.45	No
0744-GKNGE	Female	0	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	86.8	5327.25	No
6447-EGDIV	Female	0	No	No	31	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	20.95	683.25	No
1167-OYZJF	Female	1	Yes	No	67	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	1263.05	No
2108-YKQTY	Female	0	No	No	4	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Credit card (automatic)	50.7	151.3	Yes
4806-DXQCE	Female	1	Yes	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	113.65	7714.65	No
4918-QLLIW	Male	0	No	No	3	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Credit card (automatic)	53.4	188.7	Yes
7056-IMHCC	Male	1	Yes	No	53	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.9	5549.4	Yes
4854-SSLTN	Male	0	Yes	Yes	2	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Two year	No	Mailed check	59.5	130.5	No
5294-DMSFH	Female	0	Yes	Yes	29	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	87.8	2621.75	No
4837-PZTIC	Female	0	No	No	47	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	41.9	1875.25	No
1625-JAIIY	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	One year	Yes	Electronic check	83	5685.8	Yes
0603-OLQDC	Male	0	No	Yes	12	Yes	No	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	69.85	837.5	No
3272-VUHPV	Female	0	Yes	Yes	8	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	56.3	401.5	No
4176-FXYBO	Male	0	Yes	No	54	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	109.55	6118.95	No
1063-DHQJF	Male	0	Yes	Yes	69	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	Two year	Yes	Mailed check	92.15	6480.9	No
8663-UPDGF	Female	0	No	No	26	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	69.5	1800.05	No
6719-FGEDO	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Bank transfer (automatic)	97	7104.2	No
1837-YQUCE	Female	0	No	No	70	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	58.35	4214.25	No
2947-DOMLJ	Male	0	No	Yes	1	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	50.6	50.6	Yes
4112-LUEIZ	Male	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.5	863.1	Yes
0369-ZGOVK	Female	0	Yes	Yes	28	Yes	No	Fiber optic	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	70.4	1992.2	No
4510-HIMLV	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.8	69.8	Yes
9919-KNPOO	Female	0	Yes	No	21	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.3	1948.35	No
8749-JMNKX	Male	1	Yes	No	51	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	93.8	4750.95	Yes
7872-BAAZR	Female	0	Yes	Yes	53	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)	19.55	1007.9	No
9391-LMANN	Male	0	No	Yes	53	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	No	Electronic check	95.95	5036.9	No
2430-USGXP	Male	0	Yes	No	24	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.05	2391.8	Yes
8174-TBVCF	Female	0	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	94.8	6859.05	No
1698-XFZCI	Male	0	No	No	61	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	107.75	6521.9	No
1877-HKBQX	Female	0	No	No	11	Yes	No	DSL	Yes	No	No	Yes	No	No	One year	Yes	Mailed check	54.6	617.85	No
4450-DLLMH	Male	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	71.3	157.75	No
0428-AXXLJ	Male	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	Yes	Bank transfer (automatic)	19.5	516.3	No
2746-DIJLO	Female	0	No	No	41	Yes	Yes	DSL	No	Yes	No	No	No	No	One year	Yes	Credit card (automatic)	56.3	2364	No
5955-ERIHD	Male	0	Yes	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94.7	1687.95	Yes
0917-EZOLA	Male	1	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.15	7689.95	Yes
3508-VLHCZ	Female	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.55	6239.05	No
4086-ATNFV	Female	0	Yes	Yes	34	Yes	No	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Mailed check	60.8	2042.05	No
0468-YRPXN	Male	0	No	No	29	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	98.8	2807.1	No
5996-NRVXR	Male	1	Yes	No	40	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	One year	Yes	Credit card (automatic)	98.15	4116.8	No
3739-YBWAB	Male	0	Yes	No	36	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	35.35	1317.95	No
7047-FWEYA	Female	0	Yes	No	46	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	103.15	4594.65	No
2000-MPKCA	Female	0	No	No	58	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	107.75	6332.75	No
9762-YAQAA	Male	0	No	No	39	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	One year	No	Credit card (automatic)	81.4	3213.75	No
5949-EBSQK	Male	0	Yes	Yes	4	Yes	No	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	61.45	229.55	Yes
5473-KHBPS	Female	0	Yes	Yes	52	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	95.7	4976.15	No
0100-DUVFC	Male	1	Yes	No	70	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	104.8	7308.95	No
5397-TUPSH	Male	1	Yes	No	65	Yes	No	Fiber optic	No	No	No	No	No	No	One year	Yes	Bank transfer (automatic)	70.95	4555.2	No
8950-MTZNV	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	44.95	44.95	No
0326-VDYXE	Female	0	Yes	No	70	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	97.65	6982.5	No
6773-LQTVT	Female	1	Yes	Yes	29	No	No phone service	DSL	No	Yes	Yes	No	No	No	Month-to-month	Yes	Mailed check	35.65	1025.15	No
7274-RTAPZ	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.55	90.55	Yes
0436-TWFFZ	Female	0	No	No	67	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	85.25	5714.2	No
8566-YPRGL	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	Yes	Mailed check	19.5	19.5	No
0311-UNPFF	Female	0	No	No	26	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	88.8	2274.35	Yes
6609-MXJHJ	Female	0	Yes	Yes	30	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Mailed check	25.1	789.55	No
2669-OIDSD	Female	0	Yes	No	48	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	100.05	4834	No
8400-WZICQ	Female	0	Yes	Yes	55	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Electronic check	55.7	3131.8	No
3834-XUIFC	Male	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Mailed check	85.2	602.55	Yes
9576-SYUHJ	Male	0	No	No	37	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	91.15	3369.25	No
0410-IPFTY	Female	0	Yes	No	31	Yes	No	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	83.85	2674.15	No
2831-EBWRN	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	45.9	199.75	No
9430-NKQLY	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	Yes	Credit card (automatic)	25.1	1790.8	No
8414-MYSHR	Male	1	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.4	449.75	Yes
0247-SLUJI	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	Mailed check	19.7	19.7	No
9402-ORRAH	Female	1	No	No	15	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.5	1400.3	No
6483-OATDN	Male	0	Yes	Yes	8	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	51.3	411.6	No
1293-HHSHJ	Female	0	No	No	35	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	21.1	741	No
4840-ORQXB	Female	1	No	No	56	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	104.75	5841.35	No
7599-FKVXZ	Male	0	Yes	No	42	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	106.15	4512.7	Yes
3982-DQLUS	Male	1	Yes	Yes	65	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	85.75	5688.45	No
8610-ZIKJJ	Female	0	Yes	Yes	2	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	20.3	31.9	No
3756-VNWDH	Male	1	Yes	No	65	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Electronic check	100.75	6674.65	No
7801-KICAO	Female	0	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.15	1345.75	No
7673-LPRNY	Female	0	No	No	23	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	78.55	1843.05	No
8229-TNIQA	Female	0	No	No	4	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.3	196.95	Yes
6060-QBMGV	Male	0	Yes	No	70	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)	19.85	1433.8	No
7339-POGZN	Female	0	No	No	4	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	50.7	214.55	No
2828-SLQPF	Male	0	No	No	19	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	45	865.85	No
4465-VDKIQ	Female	0	No	No	18	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Electronic check	77.8	1358.6	No
2921-XWDJH	Female	1	Yes	No	38	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	83.45	3147.15	No
6221-AVQYL	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.25	131.05	Yes
2558-BUOZZ	Male	0	No	No	47	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	No	Bank transfer (automatic)	94.8	4535.85	No
9257-AZMTZ	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	Two year	No	Bank transfer (automatic)	20.1	1078.75	No
0003-MKNFE	Male	0	No	No	9	Yes	Yes	DSL	No	No	No	No	No	Yes	Month-to-month	No	Mailed check	59.9	542.4	No
0975-UYDTX	Female	0	Yes	No	26	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	90.1	2312.55	No
7743-EXURX	Male	0	Yes	Yes	8	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	51.05	415.05	Yes
4682-BLBUC	Male	0	Yes	No	44	Yes	No	DSL	No	Yes	Yes	Yes	Yes	No	One year	Yes	Electronic check	70.95	3250.45	No
0975-VOOVL	Female	0	No	No	3	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	29.2	98.5	No
5968-VXZLG	Male	0	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	46.6	87.9	No
5569-KGJHX	Female	0	Yes	Yes	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	85.35	754.65	Yes
4988-IQIGL	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.35	75.35	Yes
5201-FRKKS	Male	0	No	No	25	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	74.3	1952.25	No
9799-CAYJJ	Female	1	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.3	153.8	No
7730-IUTDZ	Male	0	No	No	43	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.2	3198.6	Yes
0426-TIRNE	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	20.9	20.9	Yes

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