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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
0895-LMRSF	Male	0	No	No	23	Yes	No	DSL	No	No	No	No	Yes	Yes	One year	Yes	Bank transfer (automatic)	64.9	1509.8	No
8098-LLAZX	Female	1	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.45	396.1	Yes
8266-VBFQL	Male	0	No	No	4	Yes	No	Fiber optic	No	No	Yes	Yes	No	Yes	Month-to-month	Yes	Electronic check	90.4	356.65	No
8181-YHCMF	Female	0	Yes	Yes	68	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	60.3	4109	No
2240-HSJQD	Male	0	No	Yes	38	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	81.85	3141.7	No
1248-DYXUB	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	24.8	1229.1	No
0265-EDXBD	Male	1	Yes	No	32	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.9	2303.35	Yes
4115-BNPJY	Male	0	Yes	Yes	29	Yes	No	DSL	No	No	Yes	Yes	Yes	Yes	Two year	No	Mailed check	75.55	2054.4	No
3167-SNQPL	Male	1	Yes	Yes	38	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	No	Electronic check	101.15	3741.85	No
4091-TVOCN	Male	0	No	Yes	48	Yes	Yes	DSL	Yes	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	78.75	3682.45	No
1098-TDVUQ	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	Bank transfer (automatic)	19.25	19.25	No
7277-OZCGZ	Female	0	No	No	22	Yes	No	Fiber optic	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	89.05	1886.25	No
1557-EMYVT	Female	0	No	No	43	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	115.05	4895.1	No
2799-ARNLO	Female	1	Yes	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.35	341.6	No
7563-BIUPC	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.6	415.55	Yes
5027-YOCXN	Male	0	Yes	Yes	51	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	110.05	5686.4	No
3973-SKMLN	Male	0	No	No	71	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)	19.9	1355.1	No
2321-OMBXY	Female	0	Yes	Yes	38	Yes	No	DSL	Yes	Yes	No	Yes	Yes	Yes	One year	No	Credit card (automatic)	80.3	3058.65	Yes
2840-XANRC	Male	1	Yes	No	24	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	93.15	2231.05	Yes
6745-JEFZB	Male	0	Yes	No	35	Yes	Yes	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	91.5	3236.35	No
5020-ZSTTY	Female	1	No	No	54	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	82.45	4350.1	Yes
9880-TDQAC	Female	0	Yes	Yes	72	No	No phone service	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	60	4264	No
8705-WZCYL	Male	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.8	44.8	No
7102-JJVTX	Female	0	Yes	Yes	9	Yes	No	DSL	Yes	No	No	No	No	No	One year	No	Mailed check	48.6	422.3	No
8626-PTQGE	Male	0	No	No	69	No	No phone service	DSL	Yes	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	60.05	4176.7	No
4983-CLMLV	Female	0	Yes	No	52	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	102.7	5138.1	No
5701-YVSVF	Female	1	Yes	No	11	Yes	No	Fiber optic	No	No	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	82.9	880.05	No
5804-LEPIM	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.35	139.05	Yes
5697-GOMBF	Female	1	Yes	Yes	28	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	35.9	973.65	No
2739-CACDQ	Female	1	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	82.65	1470.05	No
9385-EHGDO	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	Yes	Mailed check	19.85	739.35	No
9498-FIMXL	Female	0	No	No	8	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	19.2	161.95	No
2379-GYFLQ	Male	0	No	No	46	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	No	One year	Yes	Credit card (automatic)	94.9	4422.95	No
0122-OAHPZ	Female	0	No	No	7	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	73.85	511.25	Yes
2868-SNELZ	Female	0	No	No	2	Yes	Yes	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Mailed check	80.6	155.8	Yes
4322-RCYMT	Male	0	Yes	Yes	68	Yes	Yes	DSL	No	Yes	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	75.8	5293.95	Yes
6680-NENYN	Female	0	No	No	43	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Electronic check	104.6	4759.85	Yes
2088-IEBAU	Female	0	No	No	68	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	88.15	6148.45	No
7982-VCELR	Female	0	No	No	36	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	94.8	3565.65	No
1343-EHPYB	Male	0	Yes	No	63	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	103.4	6603	Yes
6035-BXTTY	Female	1	No	No	32	Yes	No	DSL	No	Yes	No	Yes	No	No	Month-to-month	No	Bank transfer (automatic)	54.65	1830.1	No
6885-PKOAM	Female	0	Yes	No	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	85.75	6223.8	No
7520-HQWJU	Female	0	Yes	Yes	66	Yes	Yes	DSL	Yes	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	67.45	4508.65	No
9639-BUJXT	Male	0	No	No	63	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	20.5	1328.15	No
5924-SNGKP	Female	0	No	Yes	41	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Credit card (automatic)	20.25	865	No
0021-IKXGC	Female	1	No	No	1	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	72.1	72.1	No
2034-GDRCN	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	90.4	168.2	Yes
8966-SNIZF	Female	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	Bank transfer (automatic)	19.45	1303.5	No
6243-OZGFH	Female	0	No	No	23	No	No phone service	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	44.95	996.85	No
4654-DLAMQ	Female	1	Yes	No	64	Yes	No	Fiber optic	Yes	Yes	Yes	No	No	Yes	One year	No	Bank transfer (automatic)	97	6430.9	No
0513-RBGPE	Male	0	Yes	Yes	37	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	62.8	2278.75	No
5160-UXJED	Male	0	No	Yes	17	Yes	No	DSL	No	No	No	No	No	No	One year	No	Mailed check	44.6	681.4	No
4115-NZRKS	Female	1	No	No	7	Yes	No	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	89.15	574.35	No
0219-YTZUE	Male	0	Yes	Yes	4	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	84.8	371.9	Yes
0623-IIHUG	Female	1	No	No	21	No	No phone service	DSL	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	41.9	840.1	Yes
4572-DVCGN	Female	0	No	No	10	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	80.25	846	Yes
3351-NGXYI	Female	1	No	No	16	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	54.1	889	No
8984-EYLLL	Male	0	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Electronic check	105.25	6823.4	No
9057-MSWCO	Male	1	Yes	No	27	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Credit card (automatic)	30.75	805.1	Yes
9833-TGFHX	Male	0	Yes	Yes	42	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	No	Electronic check	97.1	4016.75	No
9294-TDIPC	Male	0	No	Yes	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	Mailed check	20.2	83.75	No
5229-DTFYB	Female	0	No	No	41	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	98.8	3959.15	No
0104-PPXDV	Male	0	Yes	No	58	Yes	No	DSL	No	No	Yes	No	No	No	One year	No	Credit card (automatic)	50.3	2878.55	No
5176-LMJXE	Female	0	No	No	47	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	20.55	945.7	No
3583-KRKMD	Male	0	No	No	18	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.9	1373.05	No
1010-DIAUQ	Male	0	No	No	5	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Bank transfer (automatic)	96.5	492.55	Yes
9069-LGEUL	Male	0	Yes	No	23	Yes	No	DSL	Yes	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	59.95	1406	No
7302-ZHMHP	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	19.15	19.15	No
9571-EDEBV	Male	0	Yes	No	71	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	98.65	6962.85	No
3520-FJGCV	Male	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	112.6	8126.65	No
6563-VRERX	Male	0	Yes	Yes	33	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	20.6	690.25	No
0259-GBZSH	Male	0	No	No	2	Yes	Yes	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	85.65	181.5	Yes
6122-EFVKN	Male	0	No	Yes	24	No	No phone service	DSL	Yes	No	No	Yes	No	No	Two year	No	Mailed check	35.75	830.8	No
2805-EDJPQ	Female	0	Yes	Yes	56	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	99.75	5608.4	No
6862-CQUMB	Male	0	No	No	37	Yes	No	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	96.1	3646.8	No
7156-MXBJE	Female	0	No	No	43	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	One year	No	Credit card (automatic)	85.1	3662.25	No
6158-HDPXZ	Male	0	No	No	1	No	No phone service	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	25.35	25.35	No
9601-BRXPO	Female	0	Yes	No	25	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	104.95	2566.5	Yes
2863-IMQDR	Female	0	No	No	61	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Electronic check	89.65	5308.7	No
5686-CMAWK	Male	0	No	No	17	Yes	Yes	Fiber optic	No	No	Yes	Yes	No	No	One year	No	Electronic check	86.75	1410.25	No
5651-CRHKQ	Female	0	Yes	No	41	Yes	No	Fiber optic	No	Yes	Yes	Yes	No	No	One year	Yes	Bank transfer (automatic)	86.2	3339.05	No
6905-NIQIN	Male	0	No	No	1	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	50.65	50.65	Yes
8204-YJCLA	Male	1	Yes	Yes	72	No	No phone service	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	64.8	4732.35	No
5167-ZFFMM	Male	0	No	No	1	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	90.85	90.85	Yes
6583-SZVGP	Male	0	No	No	48	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	108.1	5067.45	No
4895-TMWIR	Male	1	Yes	No	11	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	19.95	214.75	Yes
0533-BNWKF	Female	1	Yes	No	55	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	Yes	Electronic check	85.45	4874.7	Yes
1708-PBBOA	Female	0	No	No	42	No	No phone service	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Electronic check	54.75	2348.45	No
8782-LKFPK	Male	0	No	No	44	Yes	Yes	Fiber optic	No	No	Yes	No	No	Yes	Month-to-month	Yes	Mailed check	90.4	4063	No
5522-JBWMO	Male	0	No	Yes	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Electronic check	44	44	No
3597-MVHJT	Female	0	No	No	27	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	95.6	2595.25	No
9774-NRNAU	Male	1	Yes	No	27	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	84.8	2309.55	No
0224-RLWWD	Female	1	No	No	2	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	44.3	89.3	No
9967-ATRFS	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	Month-to-month	No	Mailed check	19.9	367.55	No
3951-NJCVI	Female	1	Yes	No	42	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.05	3944.5	No
2977-CEBSX	Female	0	No	No	66	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.05	5965.95	No
0177-PXBAT	Male	1	Yes	No	33	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	109.9	3694.7	No
6599-CEBNN	Female	0	No	No	34	Yes	No	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.95	2524.45	Yes
2519-ERQOJ	Male	1	No	No	33	No	No phone service	DSL	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	54.6	1803.7	No
5876-QMYLD	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	One year	No	Mailed check	20.05	415.1	No