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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
3967-VQOGC	Female	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	Yes	Mailed check	24.9	1680.25	No
7872-RDDLZ	Female	1	No	No	67	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	54.9	3725.5	No
9250-WYPLL	Female	0	No	No	5	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.55	413.65	Yes
6308-CQRBU	Female	0	Yes	No	71	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	109.25	7707.7	No
2754-XBHTB	Female	0	No	No	9	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	77.65	714.15	Yes
1597-LHYNC	Female	1	No	No	26	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	95	2497.2	Yes
0186-CAERR	Male	0	No	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	Yes	Bank transfer (automatic)	116.3	8309.55	No
3043-SUDUA	Female	0	No	No	32	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	Bank transfer (automatic)	19.9	601.55	No
5442-BHQNG	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.35	139.25	No
2169-RRLFW	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	No	Credit card (automatic)	25.6	1888.25	No
5872-OEQNH	Female	0	No	No	60	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	One year	Yes	Electronic check	44.45	2773.9	No
3162-KKZXO	Female	1	No	No	55	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	100.15	5409.75	No
7055-VKGDA	Male	0	No	No	54	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	105.4	5643.4	Yes
0754-UKWQP	Male	0	No	No	2	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.85	197.7	Yes
8873-GLDMH	Female	0	No	No	6	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	73.85	401.3	No
5696-JVVQY	Female	0	Yes	Yes	48	Yes	No	DSL	Yes	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	70.1	3238.4	No
8946-BFWSG	Male	0	Yes	Yes	63	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	1573.05	No
7493-TPUWZ	Male	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	79.15	79.15	Yes
0547-HURJB	Male	0	No	Yes	12	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)	21.05	235.8	No
8904-OPDCK	Male	1	Yes	No	54	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	24.95	1364.75	No
8845-LWKGE	Female	0	Yes	Yes	30	Yes	No	DSL	No	No	Yes	Yes	Yes	No	One year	Yes	Electronic check	64.5	1985.15	No
1577-HKTFG	Female	0	Yes	No	30	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	Bank transfer (automatic)	19.65	655.85	Yes
8752-STIVR	Female	0	No	No	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79	303.15	Yes
0691-NIKRI	Female	0	No	No	40	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	105.95	4335.2	No
5022-JNQEQ	Female	0	Yes	Yes	9	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	75.85	647.5	No
4558-FANTW	Female	0	Yes	Yes	17	Yes	No	Fiber optic	Yes	No	No	Yes	Yes	No	Month-to-month	No	Electronic check	91.85	1574.45	Yes
3249-VHRIP	Female	0	No	No	62	No	No phone service	DSL	No	Yes	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	43.6	2748.7	No
3736-BLEPA	Male	0	No	No	28	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	No	One year	Yes	Bank transfer (automatic)	91.25	2483.65	No
4701-LKOZD	Female	0	No	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	89.75	6367.2	No
6603-QWSPR	Female	0	No	No	46	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	104.4	4904.2	No
9921-QFQUL	Female	0	Yes	No	23	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	No	Mailed check	90.15	2044.95	No
1929-ZCBHE	Male	0	Yes	Yes	47	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	One year	No	Electronic check	40.3	1794.8	No
4378-MYPGO	Male	0	Yes	Yes	68	Yes	No	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	105.25	7173.15	No
8651-ENBZX	Female	1	No	No	60	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	106	6441.4	Yes
4129-LYCOI	Female	0	No	Yes	67	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	104	7039.05	No
7798-JVXYM	Female	0	No	No	14	Yes	No	DSL	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	69.65	921.4	No
8647-SDTWQ	Male	0	Yes	Yes	57	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.3	4018.35	No
2696-ECXKC	Female	0	Yes	Yes	55	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	No	Mailed check	100.9	5448.6	No
2081-KJSQF	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	Yes	Mailed check	20.25	20.25	No
7623-TRNQN	Male	0	No	Yes	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Mailed check	49.9	49.9	Yes
3323-CPBWR	Male	0	No	No	23	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	96.9	2085.45	No
9330-IJWIO	Female	0	No	No	13	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.35	1358.85	Yes
3384-CTMSF	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.1	5135.15	No
0902-RFHOF	Male	0	No	No	38	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	20.1	730.1	No
9286-DOJGF	Female	1	Yes	No	38	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	74.95	2869.85	Yes
6048-QBXKL	Female	1	No	No	2	Yes	Yes	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	56.55	118.25	No
9661-MHUMO	Male	1	Yes	Yes	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	49.25	49.25	Yes
7718-RXDGG	Male	0	Yes	No	15	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	68.6	1108.6	No
1025-FALIX	Female	0	No	No	26	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	69.05	1815.65	No
3451-VAWLI	Female	0	Yes	Yes	35	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	730.4	No
3407-QGWLG	Male	0	No	Yes	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	20.05	75.45	No
1842-EZJMK	Male	0	Yes	Yes	50	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	103.7	5071.05	Yes
2347-WKKAE	Male	0	Yes	No	42	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	94.4	4014.6	No
8735-DCXNF	Male	0	Yes	No	10	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	54.95	568.85	No
3214-IYUUQ	Female	0	Yes	No	61	Yes	No	Fiber optic	Yes	Yes	No	Yes	No	Yes	One year	No	Bank transfer (automatic)	93.7	5860.7	No
1936-UAFEH	Female	0	No	No	68	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	No	Credit card (automatic)	110.25	7279.35	No
3587-PMCOY	Male	0	No	No	10	Yes	No	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	98.9	1064.95	No
8079-XRJRS	Male	0	Yes	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	No	No	One year	No	Electronic check	89.75	5769.6	Yes
1027-LKKQQ	Female	0	Yes	Yes	72	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	80.45	5886.85	No
7148-XZPHA	Male	0	Yes	Yes	55	Yes	No	Fiber optic	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	79.4	4238.45	No
8073-IJDCM	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	20.3	20.3	Yes
5309-TAIKL	Female	0	No	No	7	Yes	No	DSL	No	No	Yes	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	62.8	418.3	No
6856-RAURS	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	74.9	136.05	No
8778-LMWTJ	Female	0	No	No	9	Yes	No	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.85	708.2	No
9717-IOAAF	Male	0	No	Yes	27	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)	25.85	788.55	No
8884-ADFVN	Male	1	Yes	No	7	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.95	700.85	Yes
2845-KDHVX	Female	0	Yes	No	64	Yes	No	DSL	No	Yes	Yes	Yes	No	Yes	Two year	Yes	Mailed check	68.3	4378.8	No
0848-SOMKO	Male	0	No	No	70	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Bank transfer (automatic)	48.4	3442.8	No
2720-WGKHP	Male	1	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	94	181.7	Yes
6734-FQAJX	Male	1	No	No	67	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	105.05	7171.7	No
2869-ADAWR	Female	0	No	No	45	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.3	4016.85	Yes
1535-VTJOQ	Female	0	No	No	24	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)	25.15	553	No
6368-TZZDT	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	Two year	No	Credit card (automatic)	19.5	96.85	No
0943-ZQPXH	Male	0	Yes	Yes	44	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	92.95	4122.9	No
1293-BSEUN	Female	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	Yes	Mailed check	20.7	1482.3	No
9894-EZEWG	Female	0	No	No	1	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.3	74.3	Yes
1302-TPUBN	Male	0	No	No	66	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)	19.35	1240.8	No
7851-FLGGQ	Male	0	No	No	1	No	No phone service	DSL	No	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	44.65	44.65	Yes
0637-UBJRP	Male	0	Yes	Yes	13	Yes	No	Fiber optic	Yes	No	No	No	No	Yes	Month-to-month	No	Electronic check	84.05	1095.3	Yes
0940-OUQEC	Male	0	No	No	10	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	80.7	788.8	Yes
2378-VTKDH	Male	1	Yes	No	65	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.35	6578.55	No
0927-CNGRH	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	19.55	19.55	No
8608-OZTLB	Male	0	Yes	Yes	38	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Electronic check	74.05	2802.3	No
2335-GSODA	Male	0	No	Yes	23	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	Two year	No	Mailed check	40.1	857.75	No
1952-DVVSW	Female	0	Yes	No	10	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	20.1	184.4	No
0702-PGIBZ	Male	0	No	Yes	4	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	101.7	364.55	Yes
6656-GULJQ	Male	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	83.55	6093.3	No
9853-JFZDU	Female	0	Yes	No	35	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Electronic check	56.85	1861.1	No
1963-VAUKV	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	20.4	20.4	Yes
3777-XROBG	Female	0	Yes	Yes	58	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)	19.55	1079.65	No
6994-FGRHH	Male	0	Yes	Yes	70	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	106.15	7475.1	No
4000-VGMQP	Male	0	Yes	Yes	38	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	78.95	2862.55	No
3999-WRNGR	Female	0	Yes	Yes	60	No	No phone service	DSL	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	49.75	3069.45	No
3466-RITXD	Male	0	No	No	26	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	92.4	2349.8	No
2680-XKKNJ	Female	0	No	No	8	Yes	No	DSL	Yes	Yes	No	Yes	No	No	One year	No	Bank transfer (automatic)	58.2	469.25	No
3058-HJCUY	Male	0	Yes	Yes	41	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	102.6	4213.35	Yes
2974-GGUXS	Female	1	Yes	No	36	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	91.95	3301.05	No
7994-XIRTR	Male	1	No	No	54	Yes	No	DSL	No	No	Yes	Yes	No	Yes	One year	No	Bank transfer (automatic)	65.25	3529.95	No
3259-FDWOY	Male	0	Yes	Yes	71	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	106	7723.7	Yes
2101-RANCD	Female	0	No	No	55	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.1	4144.9	No

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