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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
5600-PDUJF	Male	0	No	No	6	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	49.5	312.7	No
8292-TYSPY	Male	0	No	No	19	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	55	1046.5	Yes
0567-XRHCU	Female	0	Yes	Yes	69	No	No phone service	DSL	Yes	No	Yes	No	No	Yes	Two year	Yes	Credit card (automatic)	43.95	2960.1	No
1867-BDVFH	Male	0	Yes	Yes	11	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	74.35	834.2	Yes
2067-QYTCF	Female	0	Yes	No	64	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	111.15	6953.4	No
2359-QWQUL	Female	0	Yes	No	39	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	One year	Yes	Credit card (automatic)	104.7	4134.85	Yes
9103-TCIHJ	Female	0	No	No	15	Yes	Yes	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	55.7	899.8	Yes
7407-SUJIZ	Male	0	No	No	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	20.6	541.5	No
9150-KPBJQ	Female	0	No	No	6	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	116.85	No
0052-DCKON	Male	0	Yes	No	66	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	One year	No	Bank transfer (automatic)	115.8	7942.15	No
3654-ARMGP	Female	0	No	No	61	Yes	Yes	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	88.65	5321.25	No
9699-UBQFS	Female	1	Yes	No	43	Yes	Yes	Fiber optic	Yes	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	94.5	4156.8	No
9367-TCUYN	Female	0	No	No	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	Mailed check	20.1	223.6	No
1261-FWTTE	Male	1	No	No	23	No	No phone service	DSL	No	No	No	No	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	34.65	768.45	No
3528-HFRIQ	Male	1	Yes	No	71	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	52.3	3765.05	No
0708-SJDIS	Female	0	No	No	34	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Month-to-month	No	Mailed check	65	2157.5	No
4140-WJAWW	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)	19.85	108.05	Yes
2073-QBVBI	Female	0	Yes	No	41	No	No phone service	DSL	No	Yes	No	Yes	No	No	One year	No	Mailed check	35.45	1391.65	No
6928-ONTRW	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	No	Credit card (automatic)	19.7	1379.8	No
3320-VEOYC	Male	1	No	No	14	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.6	1273.3	No
5231-FIQPA	Female	0	No	No	41	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	810.45	No
6617-WLBQC	Female	0	Yes	Yes	23	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	One year	No	Credit card (automatic)	81.85	1810.85	No
2599-CIPQE	Male	0	Yes	Yes	71	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	109.3	7782.85	No
6653-CBBOM	Female	0	No	No	1	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.3	70.3	Yes
8774-GSBUN	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	Mailed check	25.4	1797.1	No
7326-RIGQZ	Male	0	Yes	Yes	6	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.8	377.85	No
1401-FTHFQ	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	Yes	Credit card (automatic)	20	445.3	No
3247-ZVOUO	Male	1	Yes	No	10	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	No	Electronic check	85.55	851.75	Yes
0254-FNMCI	Female	0	No	No	72	Yes	No	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Electronic check	109.9	7624.2	No
1848-LBZHY	Female	0	Yes	No	7	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	50.3	355.1	No
6101-IMRMM	Male	0	No	Yes	6	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	No	Mailed check	94.5	575.45	Yes
8118-TJAFG	Male	0	Yes	Yes	9	Yes	No	Fiber optic	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	101.5	906.85	No
5429-LWCMV	Female	0	No	No	12	Yes	Yes	Fiber optic	No	Yes	No	No	No	Yes	Month-to-month	Yes	Electronic check	89.15	1057.55	No
7298-IZWLY	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	19.4	19.4	No
9758-MFWGD	Female	1	Yes	Yes	48	No	No phone service	DSL	No	Yes	No	No	No	No	One year	No	Bank transfer (automatic)	29.9	1388.75	No
3955-JBZZM	Male	0	No	No	20	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	No	Electronic check	78.8	1641.3	No
1268-ASBGA	Female	1	Yes	No	16	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	85.35	1375.15	Yes
8943-URTMR	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Mailed check	79.65	152.7	Yes
4815-TUMEQ	Female	0	No	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	Yes	Mailed check	19.3	185.2	No
4713-LZDRV	Female	1	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	79.6	195.05	Yes
9909-IDLEK	Male	0	Yes	Yes	20	Yes	Yes	Fiber optic	No	Yes	No	Yes	Yes	No	Month-to-month	No	Mailed check	96.8	1826.7	No
4092-OFQZS	Male	0	Yes	No	20	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	20.65	417.5	No
1561-BWHIN	Male	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	One year	No	Mailed check	19.8	344.5	No
4325-NFSKC	Male	1	No	No	19	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.6	1660	Yes
9927-DSWDF	Male	0	Yes	No	22	Yes	No	Fiber optic	Yes	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.6	2180.55	No
9500-LTVBP	Female	0	No	No	35	Yes	Yes	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	80.05	2835.9	No
7252-NTGSS	Female	0	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Mailed check	45.15	45.15	No
8149-AIQCG	Male	0	No	No	39	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	73.15	2730.85	No
1360-JYXKQ	Female	1	Yes	No	54	Yes	No	Fiber optic	No	No	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	99.1	5437.1	No
2955-PSXOE	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)	20.2	20.2	Yes
7762-URZQH	Male	0	Yes	No	66	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	106.05	6981.35	Yes
0899-WZRSD	Male	0	No	No	56	Yes	Yes	Fiber optic	Yes	No	No	Yes	Yes	Yes	Month-to-month	Yes	Mailed check	105.35	5794.45	No
3255-GRXMG	Male	0	No	Yes	18	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	45.65	747.2	No
4828-FAZPK	Female	0	Yes	Yes	16	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	79.95	1267.95	No
6094-ZIVKX	Female	0	No	No	68	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	Yes	Credit card (automatic)	54.45	3674.95	No
6925-BAYGL	Female	1	Yes	No	53	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)	25.1	1275.6	No
3262-EIDHV	Female	0	Yes	Yes	72	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	84.7	5893.9	No
7354-OIJLX	Male	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	75.85	724.65	No
1376-HHBDV	Female	0	No	No	30	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	48.8	1536.75	No
6907-NZZIJ	Female	0	No	No	36	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.15	3615.6	Yes
6133-OZILE	Female	0	No	No	18	No	No phone service	DSL	No	No	Yes	Yes	No	No	Month-to-month	Yes	Electronic check	35.2	607.3	No
4135-FRWKJ	Female	1	Yes	Yes	55	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	No	One year	No	Electronic check	76.25	4154.55	No
2911-UREFD	Female	0	Yes	No	39	No	No phone service	DSL	Yes	No	Yes	No	Yes	Yes	Month-to-month	No	Electronic check	55.9	2184.35	Yes
3744-ZRRDZ	Male	0	No	No	21	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	82.35	1852.85	Yes
5673-TIYIB	Male	0	No	No	2	No	No phone service	DSL	No	Yes	Yes	Yes	No	No	Month-to-month	Yes	Credit card (automatic)	40.4	77.15	Yes
6551-ZCOTS	Male	1	No	No	33	Yes	Yes	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)	24.9	847.8	No
7191-ADRGF	Male	0	Yes	No	44	No	No phone service	DSL	No	Yes	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	54.3	2390.45	No
5018-LXQQG	Female	0	Yes	Yes	30	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	No	Bank transfer (automatic)	66.3	1923.5	No
6892-BOGQE	Female	0	Yes	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	Bank transfer (automatic)	20.9	1493.2	No
1602-IJQQE	Female	0	No	No	4	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	No	Electronic check	75.35	338.1	Yes
4628-WQCQQ	Male	0	No	Yes	35	Yes	No	Fiber optic	No	No	Yes	No	Yes	No	One year	Yes	Electronic check	85.15	3030.6	Yes
1746-TGTWV	Male	0	Yes	No	1	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	No	Credit card (automatic)	75.35	75.35	No
5995-SNNEW	Male	1	Yes	No	23	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	104.45	2184.85	No
8050-WYBND	Female	0	No	Yes	22	No	No phone service	DSL	No	No	Yes	No	Yes	Yes	One year	Yes	Credit card (automatic)	49.45	1031.4	No
2821-WARNZ	Female	0	No	Yes	49	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)	19.45	921.3	No
4879-GZLFH	Female	0	Yes	Yes	42	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	92.15	3875.4	No
1644-IRKSF	Female	0	Yes	Yes	33	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	One year	Yes	Electronic check	93.8	3124.5	Yes
8314-HTWVE	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	Two year	No	Mailed check	19.85	144.15	No
9402-ROUMJ	Female	0	Yes	Yes	67	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	No	Yes	One year	Yes	Bank transfer (automatic)	100.25	6689	No
2507-QZPQS	Male	0	No	No	15	Yes	Yes	Fiber optic	No	Yes	No	Yes	No	Yes	Month-to-month	No	Electronic check	95.7	1451.1	No
7159-NOKYQ	Male	0	Yes	No	67	Yes	Yes	Fiber optic	No	Yes	Yes	No	No	Yes	Two year	Yes	Electronic check	93.15	6368.2	No
5707-ZMDJP	Male	0	Yes	Yes	53	Yes	No	DSL	Yes	Yes	No	Yes	Yes	No	Two year	Yes	Mailed check	69.7	3729.6	No
8779-YIQQA	Male	0	Yes	Yes	21	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	19.8	350.1	No
7136-IHZJA	Female	0	Yes	Yes	40	Yes	No	DSL	Yes	Yes	No	Yes	No	Yes	Month-to-month	Yes	Mailed check	71.35	2847.2	No
8966-OIQHG	Female	0	Yes	Yes	22	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	No	Bank transfer (automatic)	20.75	452.35	No
7074-STDCN	Male	0	No	No	39	No	No phone service	DSL	No	No	No	Yes	No	Yes	Month-to-month	Yes	Electronic check	40.6	1494.5	No
3705-PSNGL	Male	0	No	No	45	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	One year	Yes	Electronic check	20.4	930.45	Yes
8739-QOTTN	Female	0	Yes	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	41.85	No
1399-OUPJN	Female	0	Yes	Yes	57	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)	19.75	1272.05	No
0277-BKSQP	Male	0	Yes	Yes	8	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	54.4	475.1	No
6502-HCJTI	Male	1	Yes	No	7	Yes	Yes	Fiber optic	Yes	Yes	No	No	No	Yes	Month-to-month	Yes	Credit card (automatic)	94.7	673.1	Yes
2606-RMDHZ	Male	0	No	No	6	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	30.5	208.7	Yes
5774-XZTQC	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	20.45	150.75	No
2676-SSLTO	Male	0	No	No	49	Yes	Yes	DSL	No	No	No	Yes	Yes	No	Two year	Yes	Bank transfer (automatic)	66.15	3199	No
6266-QHOJZ	Female	0	No	No	65	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	No	No	One year	Yes	Electronic check	89.85	5844.65	No
7269-JISCY	Female	0	No	No	55	Yes	No	DSL	No	No	No	No	No	No	One year	No	Bank transfer (automatic)	45.05	2462.6	No
0363-SVHYR	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Bank transfer (automatic)	86.85	6263.8	No
8547-NSBBO	Male	0	No	No	35	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Month-to-month	Yes	Mailed check	96.75	3403.4	No
8258-GSTJK	Male	1	No	No	3	Yes	Yes	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	77	237.75	Yes
6861-OKBCE	Female	0	No	Yes	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	Credit card (automatic)	20.1	221.35	Yes

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