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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
7041-TXQJH	Female	0	No	No	37	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	40.2	1478.85	No
5014-GSOUQ	Male	0	No	No	13	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	19.95	243.65	No
5724-BIDBU	Male	0	Yes	No	49	Yes	Yes	DSL	Yes	No	No	No	No	No	One year	Yes	Electronic check	55.35	2633.95	No
0481-SUMCB	Female	1	No	No	45	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	102.15	4735.35	No
1769-GRUIK	Female	0	No	No	18	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	71.1	1247.75	No
5240-IJOQT	Male	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	74.7	Yes
8819-WFGGJ	Male	0	Yes	No	68	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	54.1	3794.5	No
7427-AUFPY	Male	0	No	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)	19.65	1008.7	No
2811-POVEX	Female	1	Yes	Yes	23	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	88.45	2130.55	No
1092-GANHU	Male	0	No	No	17	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	76.65	1313.55	Yes
7898-PDWQE	Male	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	Yes	Two year	No	Credit card (automatic)	80.4	5727.15	No
9972-EWRJS	Female	0	Yes	Yes	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)	19.25	1372.9	No
9314-IJWSQ	Female	0	Yes	Yes	14	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	84.8	1203.9	No
0661-XEYAN	Female	1	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	25.8	25.8	Yes
5799-JRCZO	Female	0	No	Yes	63	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)	19.5	1215.1	No
1921-KYSAY	Female	0	No	No	41	Yes	Yes	DSL	No	No	Yes	Yes	No	Yes	One year	Yes	Electronic check	68.6	2877.05	No
6198-RTPMF	Female	0	Yes	No	17	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	92.6	1579.7	No
2924-KHUVI	Male	0	Yes	No	56	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Electronic check	100.55	5514.95	No
1925-GMVBW	Female	0	No	No	5	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)	20.55	96.1	No
7881-EVUAD	Female	0	No	No	2	No	No phone service	DSL	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	42.6	72.4	Yes
6184-DYUOB	Female	0	Yes	No	3	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	19.6	55.25	No
9207-ZPANB	Male	0	No	No	37	Yes	Yes	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Electronic check	67.45	2443.3	No
5766-XQXMQ	Female	0	No	No	29	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	68.85	1970.5	Yes
9327-QSDED	Male	0	No	No	8	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	43.55	335.4	No
1656-DRSMG	Female	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	109.85	7002.95	No
3012-VFFMN	Female	0	Yes	Yes	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	158.95	No
2984-AFWNC	Female	0	No	No	3	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	95.4	293.15	No
0640-YJTPY	Male	0	Yes	Yes	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	Bank transfer (automatic)	21	1493.75	No
8096-LOIST	Female	0	No	No	19	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	56.2	1093.4	No
9764-REAFF	Female	0	Yes	No	59	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)	18.4	1057.85	No
3703-VAVCL	Male	0	Yes	Yes	2	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	No	Credit card (automatic)	90	190.05	Yes
7107-UBYKY	Female	0	Yes	Yes	35	Yes	Yes	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	25.75	882.55	No
4881-GQJTW	Male	0	No	No	14	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)	19.6	300.4	No
8519-QJGJD	Female	0	No	No	14	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	75.35	1025.95	Yes
7876-DNYAP	Female	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	Credit card (automatic)	19.8	1436.95	No
7905-NJMXS	Male	1	Yes	No	7	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	64.2	475	No
2882-WDTBA	Male	0	Yes	Yes	69	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	75.75	5388.15	No
2091-GPPIQ	Female	0	Yes	Yes	72	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	78.95	5730.15	No
6326-MTTXK	Male	0	No	No	8	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	100.85	819.55	Yes
5071-FBJFS	Female	0	Yes	Yes	4	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	50.3	217.1	No
2796-UUZZO	Male	0	Yes	Yes	63	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.3	4896.35	No
2429-AYKKO	Male	0	No	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	Bank transfer (automatic)	19.85	1434.1	No
9798-OPFEM	Female	0	No	No	46	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Two year	Yes	Electronic check	21.1	937.1	No
0330-IVZHA	Female	0	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.95	330.15	Yes
3794-NFNCH	Male	0	Yes	No	30	Yes	No	DSL	No	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	50	1474.9	No
5193-QLVZB	Male	0	No	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.75	6536.5	No
7114-AEOZE	Female	0	No	No	60	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)	19.85	1128.1	No
2886-KEFUM	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	107.5	6873.75	Yes
5522-NYKPB	Male	0	Yes	Yes	25	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	85.9	2199.05	No
4237-RLAQD	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	45.85	45.85	Yes
9957-YODKZ	Male	1	Yes	No	6	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	80.8	457.1	No
6518-KZXCB	Male	0	No	No	22	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	25.25	566.5	No
2245-ADZFJ	Female	0	Yes	Yes	31	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	80.55	2471.6	No
7776-QGYJC	Female	0	Yes	Yes	39	Yes	No	Fiber optic	No	No	Yes	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	81.5	3107.3	No
9313-QOLTZ	Male	0	No	No	26	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	518.3	No
9651-GTSAQ	Female	0	Yes	No	53	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.1	5769.75	Yes
3186-BAXNB	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	No	Electronic check	91.7	91.7	Yes
4672-FOTSD	Male	0	No	No	12	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Electronic check	67.25	832.3	No
0637-YLETY	Female	0	No	No	16	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	95.6	1555.65	Yes
9818-XQCUV	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	20.35	45.3	No
7338-ERIVA	Male	0	No	Yes	39	No	No phone service	DSL	Yes	No	No	Yes	Yes	No	One year	No	Bank transfer (automatic)	45.05	1790.6	No
1157-BQCUW	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.95	74.95	Yes
8259-NFJTV	Female	0	Yes	Yes	7	No	No phone service	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Mailed check	34.65	246.6	No
3223-DWFIO	Male	1	No	No	4	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.35	261.65	No
2660-EMUBI	Male	1	No	No	10	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.35	898.35	Yes
6968-GMKPR	Female	0	No	No	55	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	81.55	4509.5	No
4751-ERMAN	Male	0	Yes	Yes	72	Yes	No	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	75.4	5480.25	No
1436-ZMJAN	Female	0	Yes	No	10	Yes	No	DSL	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	67.8	653.15	No
3292-PBZEJ	Male	1	No	No	11	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.4	1183.05	No
0799-DDIHE	Female	0	Yes	Yes	15	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	46.3	639.45	No
3070-FNFZQ	Female	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	Bank transfer (automatic)	20.4	478.75	No
2812-SFXMJ	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	20.05	20.05	No
7675-OZCZG	Female	1	No	No	3	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	45	127.1	Yes
5014-WUQMG	Male	0	Yes	Yes	47	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	Yes	Electronic check	96.1	4391.45	No
5312-TSZVC	Female	0	No	Yes	15	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	19.65	270.6	No
2003-CKLOR	Male	0	No	No	66	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	99.5	6710.5	Yes
0993-OSGPT	Female	1	Yes	No	68	Yes	No	DSL	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	60.65	3975.9	No
9254-RBFON	Female	0	Yes	Yes	17	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	98.6	1704.95	Yes
1205-WNWPJ	Female	0	No	No	7	Yes	No	DSL	No	No	No	Yes	Yes	No	Month-to-month	Yes	Mailed check	59.5	415.95	Yes
9391-EOYLI	Male	1	Yes	No	12	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.45	950.2	Yes
7108-DGVUU	Female	1	Yes	No	21	Yes	Yes	DSL	No	Yes	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	71.7	1497.05	No
2782-JEEBU	Male	0	No	No	21	No	No phone service	DSL	No	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	36	780.15	No
5127-BZENZ	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	No	No	No	Yes	No	One year	No	Bank transfer (automatic)	65.2	3512.15	No
2720-FVBQP	Female	0	Yes	Yes	6	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	48.95	273.25	No
9906-NHHVC	Female	1	No	No	65	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	53.5	3517.9	No
4522-XRWWI	Male	0	Yes	No	42	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.45	3375.9	No
3766-EJLFL	Female	0	Yes	Yes	68	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.05	7508.55	No
5939-SXWHM	Male	0	Yes	Yes	48	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)	26.3	1245.05	No
8152-UOBNY	Female	1	No	No	50	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	One year	Yes	Electronic check	106.8	5347.95	No
7351-KYHQH	Female	1	No	No	7	Yes	No	DSL	No	Yes	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	64.95	493.65	No
7643-RCHXS	Female	0	Yes	Yes	63	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	19.35	1263.85	No
8246-SHFGA	Male	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	Month-to-month	No	Credit card (automatic)	21.1	385.55	No
8387-MOJJT	Female	0	Yes	Yes	42	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	77.95	3384	Yes
0620-XEFWH	Male	0	Yes	Yes	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	18.85	84.2	No
6485-QXWWE	Female	0	No	Yes	62	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)	26	1638.7	No
2761-OCIAX	Male	1	No	No	2	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	74.7	165.4	Yes
7321-VGNKU	Female	0	Yes	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.35	120.25	No
5327-CNLUQ	Male	0	Yes	No	48	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	Two year	Yes	Bank transfer (automatic)	96.9	4473.45	No
7552-KEYGT	Male	0	Yes	No	27	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)	19.55	520.55	No
5816-JMLGY	Female	0	Yes	Yes	70	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.4	5717.85	No

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