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churn-prediction

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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
8107-RZLNV	Male	0	Yes	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	106.3	7565.35	No
0516-OOHAR	Male	0	Yes	Yes	28	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	No	Bank transfer (automatic)	100.35	2799	No
2027-CWDNU	Male	0	Yes	Yes	18	Yes	No	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	85.6	1601.5	No
2737-WFVYW	Female	0	No	No	2	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	45.25	85.5	Yes
9912-OMZDS	Female	0	Yes	Yes	59	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	One year	Yes	Electronic check	106.15	6256.2	No
3733-ZEECP	Male	0	Yes	Yes	22	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	51.1	1232.9	No
7878-RTCZG	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	19.9	19.9	No
2452-MRMZF	Female	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	Credit card (automatic)	25.7	1937.4	No
2272-QAGFO	Female	1	No	No	14	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.3	1096.25	Yes
7103-IPXPJ	Male	0	Yes	No	50	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	One year	No	Electronic check	99.4	5059.75	No
4342-HFXWS	Female	0	Yes	Yes	48	Yes	No	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	69.7	3023.65	No
3545-CNWRG	Female	0	Yes	Yes	49	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.35	4889.2	No
1785-BPHTP	Male	0	Yes	Yes	28	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	No	Electronic check	85.45	2289.9	No
4989-LIXVT	Male	1	No	No	68	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	95.9	6503.2	No
7315-WYOAW	Male	0	No	No	13	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	No	Electronic check	100.75	1313.25	No
1173-XZPYF	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	89.2	990.3	No
9850-OWRHQ	Female	0	Yes	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.1	228	Yes
3768-NLUBH	Male	1	Yes	No	57	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	100.6	5746.15	Yes
8676-TRMJS	Male	0	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Mailed check	75	209.1	Yes
2509-TFPJU	Male	0	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	No	Credit card (automatic)	25.75	1864.2	No
9530-GRMJG	Male	0	Yes	Yes	70	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	84.1	5979.7	No
6898-RBTLU	Female	0	Yes	Yes	49	Yes	Yes	DSL	No	Yes	No	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	79.3	3902.45	No
5481-NTDOH	Female	1	Yes	No	67	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	107.05	7142.5	No
2068-WWXQZ	Male	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	No	Bank transfer (automatic)	20.05	902	No
7359-SSBJK	Female	1	No	No	64	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Credit card (automatic)	70.2	4481	Yes
2061-VVFST	Female	0	Yes	No	37	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)	19.5	805.2	No
0685-MLYYM	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	70.75	154.85	Yes
0749-IRGQE	Female	1	Yes	No	13	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	45.3	528.45	No
2380-DAMQP	Female	0	Yes	No	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	115.15	8349.7	No
2256-YLYLP	Male	0	Yes	Yes	68	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	72.95	4953.25	No
1272-ILHFG	Male	0	Yes	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	332.65	No
0164-XAIRP	Female	0	No	No	24	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	470.2	No
5666-CYCYZ	Female	0	No	No	24	Yes	Yes	Fiber optic	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.55	2259.35	No
4011-ARPHK	Male	0	No	No	27	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	50.35	1411.35	No
8182-PNAGI	Male	0	No	No	12	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	50.25	593.75	Yes
6365-HITVU	Female	0	Yes	Yes	71	Yes	No	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	87.25	6328.7	No
7558-IMLMT	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	Mailed check	20.8	1411.9	No
9488-FYQAU	Female	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	109.25	6841.4	No
3590-TCXTB	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	20.35	20.35	No
6994-KERXL	Male	0	No	No	4	Yes	No	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	55.9	238.5	No
7957-RYHQD	Female	1	No	No	40	Yes	No	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	79.2	3233.85	Yes
2180-DXNEG	Female	0	No	No	12	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	96	1062.1	Yes
1960-UOTYM	Male	0	Yes	Yes	52	Yes	No	DSL	Yes	Yes	Yes	No	Yes	Yes	Two year	No	Electronic check	79.2	4016.3	No
2740-JFBOK	Male	0	No	No	10	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	24	226.55	No
6500-JVEGC	Male	0	No	No	68	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	No	One year	No	Bank transfer (automatic)	101.35	7110.75	No
5515-AKOAJ	Female	0	No	No	54	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	100.1	5440.9	Yes
8976-OQHGT	Female	0	Yes	Yes	4	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Mailed check	56.5	235.1	Yes
5245-VDBUR	Female	0	Yes	No	52	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	35.45	1958.95	No
6230-BSUXY	Female	1	No	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	85	85	Yes
8469-SNFFH	Male	0	Yes	No	70	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	One year	No	Bank transfer (automatic)	79.4	5528.9	No
2144-ESWKO	Male	0	No	No	43	No	No phone service	DSL	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	35.2	1463.7	No
1241-FPMOF	Male	0	No	No	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	Mailed check	19.65	1025.05	No
9928-BZVLZ	Female	0	No	No	12	No	No phone service	DSL	Yes	No	Yes	Yes	No	Yes	Two year	No	Mailed check	49.85	552.1	No
4114-QMKVN	Female	0	Yes	Yes	56	Yes	Yes	DSL	Yes	Yes	No	No	No	Yes	One year	No	Bank transfer (automatic)	68.75	3815.4	No
2775-SEFEE	Male	0	No	Yes	0	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	Two year	Yes	Bank transfer (automatic)	61.9		No
9003-CPATH	Male	0	No	No	42	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Electronic check	79.9	3313.4	No
1754-GKYPY	Male	1	Yes	No	22	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	89.75	1938.9	No
5294-CDGWY	Male	0	Yes	Yes	51	No	No phone service	DSL	Yes	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	59.3	3014.65	Yes
7956-XQWGU	Male	0	No	No	27	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	Credit card (automatic)	19.4	460.25	No
1591-MQJTP	Male	1	Yes	No	51	Yes	Yes	Fiber optic	Yes	No	Yes	No	No	Yes	One year	Yes	Bank transfer (automatic)	93.65	4839.15	No
5295-PCJOO	Male	0	No	Yes	4	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	49.4	184.4	Yes
2369-FEVNO	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	19.9	19.9	No
9863-JZAIC	Male	0	No	No	35	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	55	2010.55	Yes
7471-MQPOS	Male	1	Yes	Yes	71	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	72.9	5139.65	No
7660-HDPJV	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.2	69.2	Yes
5115-SQAAU	Female	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	Yes	Bank transfer (automatic)	25.6	1673.4	No
9845-QOMAD	Male	0	Yes	Yes	14	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	19.75	309.35	No
7672-VFMXZ	Male	0	Yes	No	57	Yes	No	DSL	Yes	No	No	Yes	No	No	Month-to-month	No	Electronic check	55.7	3171.6	No
9739-JLPQJ	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	117.5	8670.1	No
9916-AYHTC	Male	0	No	No	48	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	916	No
3855-ONCAR	Female	0	Yes	Yes	4	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	78.9	299.75	No
1488-SYSFC	Male	0	Yes	Yes	31	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	Electronic check	20.65	702.05	No
7931-PXHFC	Male	0	No	No	38	Yes	No	DSL	No	No	Yes	Yes	No	Yes	One year	Yes	Mailed check	62.3	2354.8	Yes
3990-QYKBE	Male	1	Yes	No	37	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.5	3473.4	Yes
0970-QXPXW	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	19.65	19.65	No
3259-KNMRR	Male	1	No	No	57	Yes	Yes	DSL	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	79.75	4438.2	No
6120-RJKLU	Female	1	Yes	No	62	Yes	No	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.95	4819.75	No
9572-WUKSB	Male	0	Yes	No	3	No	No phone service	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Electronic check	29.9	92.25	No
5893-KCLGT	Female	0	No	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	19.75	1567	No
0076-LVEPS	Male	0	No	Yes	29	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	45	1242.45	No
3640-JQGJG	Male	0	Yes	Yes	13	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	44.8	559.2	No
4919-MOAVT	Male	0	No	Yes	3	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	69.65	220.1	Yes
1596-OQSPS	Female	0	No	No	11	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	51.1	531.15	No
9867-XOBQA	Female	0	No	Yes	21	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	No	Mailed check	53.15	1183.2	No
9546-KDTRB	Female	0	No	No	19	Yes	Yes	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)	24.7	465.85	No
3090-HAWSU	Male	0	No	No	61	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	111.6	6876.05	Yes
9820-RMCQV	Female	0	No	No	11	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	48.55	501	Yes
3174-RKMOW	Male	0	Yes	Yes	35	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	109.95	3782.4	No
1760-CAZHT	Male	0	No	Yes	25	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	20.8	460.2	No
7839-QRKXN	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	20.2	20.2	Yes
8441-SHIPE	Female	0	No	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	Yes	Bank transfer (automatic)	25.6	1790.35	No
5204-QZXPU	Male	0	No	No	19	No	No phone service	DSL	No	No	Yes	No	Yes	No	Month-to-month	Yes	Electronic check	39.65	733.35	Yes
4597-ELFTS	Male	0	No	No	56	Yes	Yes	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Electronic check	24.9	1334	Yes
1320-GVNHT	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	108.4	7767.25	No
1047-RNXZV	Male	0	No	No	43	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	19.55	876.15	No
3541-ZNUHK	Female	0	Yes	Yes	55	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	85.1	4600.95	No
8450-JOVAH	Male	0	Yes	Yes	2	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	56.7	113.55	Yes
8725-JEDFD	Male	0	No	No	27	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	69.05	1793.25	No
7562-UXTPG	Female	0	No	No	13	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Mailed check	70.15	886.7	No
8071-SBTRN	Female	0	No	No	70	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Two year	Yes	Mailed check	111.15	7737.55	No

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