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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
6227-FBDXH	Male	0	Yes	No	69	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	99.5	6841.45	No
2153-MREFK	Female	0	Yes	No	37	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	Yes	Electronic check	99.2	3754.6	Yes
2911-WDXMV	Male	0	No	Yes	18	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.55	1406.65	No
7206-PQBBZ	Male	1	Yes	No	11	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.2	834.7	No
3106-ULWFW	Female	0	Yes	No	8	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.2	627.4	Yes
0925-VYDLG	Female	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.25	242	Yes
4547-FZJWE	Male	0	Yes	Yes	55	Yes	No	DSL	Yes	No	No	No	No	Yes	One year	No	Credit card (automatic)	59.45	3157	No
7422-WNBTY	Male	0	Yes	No	33	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	93.35	3092	No
0842-IWYCP	Female	0	No	No	46	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.95	2168.9	No
3521-HTQTV	Male	0	No	No	34	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)	26.1	980.35	No
3744-ZBHON	Female	0	No	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	No	Electronic check	20.2	65.95	No
3373-DIUUN	Male	0	Yes	Yes	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	Mailed check	21.25	711.9	No
8383-SGHJU	Female	0	No	No	33	Yes	Yes	DSL	Yes	No	No	Yes	No	No	One year	No	Electronic check	59.4	1952.8	No
7607-QKKTJ	Male	0	Yes	Yes	45	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	One year	Yes	Credit card (automatic)	95	4368.85	No
7707-PYBBH	Male	0	No	No	40	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	Yes	Mailed check	61.9	2647.1	No
8984-HPEMB	Female	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	118.65	8477.6	No
4349-GFQHK	Male	0	No	No	1	Yes	Yes	DSL	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	54.35	54.35	Yes
4139-DETXS	Female	0	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	64.45	4528	No
9779-DPNEJ	Female	0	Yes	Yes	22	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	80.15	1790.65	No
9805-FILKB	Male	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	One year	Yes	Bank transfer (automatic)	20.2	845.6	No
5793-YOLJN	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	21	1210.3	No
0673-IGUQO	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	20.45	20.45	No
4123-FCVCB	Female	0	No	No	12	Yes	Yes	DSL	No	No	No	Yes	Yes	Yes	One year	Yes	Mailed check	75.85	854.45	No
8819-IMISP	Male	0	No	No	31	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	80.45	2429.1	No
7802-EFKNY	Male	0	Yes	No	5	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	24.95	100.4	Yes
8311-UEUAB	Female	0	Yes	Yes	67	Yes	Yes	DSL	Yes	No	No	No	Yes	Yes	Two year	Yes	Electronic check	75.5	5229.45	No
5858-EAFCZ	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	44.45	44.45	No
8035-BUYVG	Male	0	Yes	No	40	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	One year	Yes	Electronic check	42.35	1716.45	Yes
1163-ONYEY	Male	0	Yes	Yes	41	Yes	Yes	DSL	Yes	Yes	Yes	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	74.55	3023.55	No
9787-XVQIU	Male	0	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.3	75.3	Yes
8945-MUQUF	Male	0	No	No	51	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	One year	Yes	Electronic check	94.8	4837.6	Yes
5656-MJEFC	Male	0	Yes	Yes	42	No	No phone service	DSL	Yes	No	Yes	Yes	Yes	No	Two year	No	Credit card (automatic)	48.15	2032.3	No
6082-OQFBA	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	One year	No	Mailed check	19.65	436.9	No
8051-HJRLT	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.55	70.55	Yes
8974-OVACP	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	20.15	20.15	No
4010-YLMVT	Female	0	No	No	56	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	106.6	5893.95	No
1379-FRVEB	Male	0	No	Yes	15	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	91	1430.05	No
8612-GXIDD	Male	0	Yes	Yes	12	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)	25.4	313	No
6288-CHQJB	Female	0	Yes	Yes	54	Yes	No	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	69.95	3871.85	No
8160-HOWOX	Female	0	No	No	7	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	66.85	458.1	No
3023-GFLBR	Female	0	Yes	Yes	33	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Credit card (automatic)	86.15	2745.7	Yes
6648-INWPS	Male	0	Yes	Yes	16	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	20.15	341.35	No
4223-BKEOR	Female	0	No	Yes	21	Yes	No	DSL	Yes	No	Yes	No	No	Yes	One year	No	Mailed check	64.85	1336.8	No
4079-VTGLK	Male	1	Yes	No	30	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	No	Electronic check	74.85	2181.75	No
1763-WQFUK	Male	0	No	No	3	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	50.5	147.75	No
1391-UBDAR	Male	0	No	No	11	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	72.9	818.45	No
8894-JVDCV	Female	0	No	No	62	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	115.05	7133.45	No
2023-VQFDL	Male	0	No	No	18	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	348.8	No
1345-GKDZZ	Male	0	No	Yes	6	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	19.55	128.6	No
2014-MKGMH	Female	0	No	No	46	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	101.1	4674.4	No
5628-FCGYG	Male	0	No	No	21	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.1	1737.45	No
2560-WBWXF	Male	0	No	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	Yes	Bank transfer (automatic)	24.15	1498.85	No
0248-IPDFW	Female	0	No	No	1	Yes	Yes	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	50.1	50.1	No
7978-DKUQH	Female	0	Yes	No	25	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	74.6	1797.75	No
4335-UPJSI	Female	0	No	Yes	24	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	19.75	498.1	No
0524-IAVZO	Female	0	Yes	No	30	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	85	2624.25	Yes
2737-YNGYW	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	80.55	184.1	Yes
1784-EZDKJ	Male	0	Yes	No	51	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	106.8	5498.8	No
9297-FVVDH	Female	0	Yes	Yes	57	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.5	4845.4	No
8007-YYPWD	Female	0	No	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	Bank transfer (automatic)	25.05	369.1	No
7101-HRBLJ	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	83.7	6096.9	No
5159-YFPKQ	Female	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Electronic check	75.8	160.75	Yes
6635-CPNUN	Male	0	Yes	No	28	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	Month-to-month	No	Credit card (automatic)	96.6	2684.35	No
4021-RQSNY	Male	1	Yes	No	29	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	3004.15	Yes
5453-YBTWV	Male	0	Yes	Yes	70	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	101.1	6994.8	No
5039-LZRQT	Female	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	One year	No	Mailed check	20.2	273.25	No
2931-VUVJN	Female	1	Yes	No	59	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	One year	Yes	Electronic check	94.05	5483.9	No
9061-TIHDA	Male	1	Yes	No	13	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.25	1233.65	Yes
8699-ASUFO	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.4	527.9	Yes
6418-PIQSP	Female	0	Yes	No	62	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	81	4985.9	No
8220-OCUFY	Female	0	No	No	21	Yes	No	DSL	Yes	No	Yes	Yes	No	No	One year	Yes	Electronic check	60.25	1258.35	No
3995-WFCSM	Female	0	No	No	2	Yes	No	DSL	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	60.85	111.4	No
1895-QTKDO	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	43.95	43.95	No
2038-OEQZH	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Electronic check	86.05	308.1	No
1178-PZGAB	Female	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	One year	No	Credit card (automatic)	20.25	383.65	No
7927-AUXBZ	Female	0	No	No	30	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	85.15	2555.9	Yes
2626-VEEWG	Male	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	Credit card (automatic)	19.4	1284.2	No
2878-RMWXY	Male	1	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	102.65	7550.3	No
1657-DYMBM	Male	0	Yes	No	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	Credit card (automatic)	19.9	1110.05	No
7311-MQJCH	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	One year	No	Electronic check	19.55	99.6	No
7375-WMVMT	Male	1	Yes	No	71	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Credit card (automatic)	95.5	6707.15	No
1136-XGEQU	Female	0	Yes	Yes	50	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	84.15	4164.4	No
2530-FMFXO	Male	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	103.2	5873.75	No
6844-DZKRF	Male	0	No	No	2	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	50.2	109.25	No
4695-WJZUE	Female	1	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	88.55	179.25	Yes
7619-ODSGN	Male	0	Yes	Yes	24	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Electronic check	54.75	1338.15	Yes
5970-GHJAW	Male	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	Credit card (automatic)	19.95	862.4	No
8879-XUAHX	Male	0	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	116.25	8564.75	No
3689-MOZGR	Female	0	No	No	29	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	31.2	926.2	No
4195-PNGZS	Male	0	Yes	Yes	69	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)	24.45	1718.2	No
5003-XZWWO	Male	0	Yes	No	71	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	84.2	5956.85	No
3988-RQIXO	Female	1	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	91.3	91.3	Yes
7622-FWGEW	Male	1	Yes	No	56	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	85.65	4824.45	No
6922-NCEDI	Male	0	No	Yes	56	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	21.2	1238.65	No
2514-GINMM	Male	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.5	79.5	Yes
9891-NQDBD	Female	0	Yes	No	28	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Mailed check	25.55	672.2	No
6131-IUNXN	Female	0	Yes	Yes	19	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	20.2	382.2	No
8548-AWOFC	Male	0	Yes	No	66	Yes	Yes	DSL	No	No	No	Yes	No	Yes	Month-to-month	No	Electronic check	63.85	4264.6	No
9798-DRYDS	Female	0	Yes	Yes	17	Yes	Yes	DSL	No	No	Yes	Yes	No	No	One year	Yes	Mailed check	61.95	1070.7	No
8532-UEFWH	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	25.75	1345.85	No

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