Datasets:

scikit-learn
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churn-prediction

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
7590-VHVEG	Female	0	Yes	No	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Electronic check	29.85	29.85	No
5575-GNVDE	Male	0	No	No	34	Yes	No	DSL	Yes	No	Yes	No	No	No	One year	No	Mailed check	56.95	1889.5	No
3668-QPYBK	Male	0	No	No	2	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	53.85	108.15	Yes
7795-CFOCW	Male	0	No	No	45	No	No phone service	DSL	Yes	No	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	42.3	1840.75	No
9237-HQITU	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	70.7	151.65	Yes
9305-CDSKC	Female	0	No	No	8	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.65	820.5	Yes
1452-KIOVK	Male	0	No	Yes	22	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Credit card (automatic)	89.1	1949.4	No
6713-OKOMC	Female	0	No	No	10	No	No phone service	DSL	Yes	No	No	No	No	No	Month-to-month	No	Mailed check	29.75	301.9	No
7892-POOKP	Female	0	Yes	No	28	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	104.8	3046.05	Yes
6388-TABGU	Male	0	No	Yes	62	Yes	No	DSL	Yes	Yes	No	No	No	No	One year	No	Bank transfer (automatic)	56.15	3487.95	No
9763-GRSKD	Male	0	Yes	Yes	13	Yes	No	DSL	Yes	No	No	No	No	No	Month-to-month	Yes	Mailed check	49.95	587.45	No
7469-LKBCI	Male	0	No	No	16	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)	18.95	326.8	No
8091-TTVAX	Male	0	Yes	No	58	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	One year	No	Credit card (automatic)	100.35	5681.1	No
0280-XJGEX	Male	0	No	No	49	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.7	5036.3	Yes
5129-JLPIS	Male	0	No	No	25	Yes	No	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	105.5	2686.05	No
3655-SNQYZ	Female	0	Yes	Yes	69	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Credit card (automatic)	113.25	7895.15	No
8191-XWSZG	Female	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	One year	No	Mailed check	20.65	1022.95	No
9959-WOFKT	Male	0	No	Yes	71	Yes	Yes	Fiber optic	Yes	No	Yes	No	Yes	Yes	Two year	No	Bank transfer (automatic)	106.7	7382.25	No
4190-MFLUW	Female	0	Yes	Yes	10	Yes	No	DSL	No	No	Yes	Yes	No	No	Month-to-month	No	Credit card (automatic)	55.2	528.35	Yes
4183-MYFRB	Female	0	No	No	21	Yes	No	Fiber optic	No	Yes	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	90.05	1862.9	No
8779-QRDMV	Male	1	No	No	1	No	No phone service	DSL	No	No	Yes	No	No	Yes	Month-to-month	Yes	Electronic check	39.65	39.65	Yes
1680-VDCWW	Male	0	Yes	No	12	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)	19.8	202.25	No
1066-JKSGK	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	20.15	20.15	Yes
3638-WEABW	Female	0	Yes	No	58	Yes	Yes	DSL	No	Yes	No	Yes	No	No	Two year	Yes	Credit card (automatic)	59.9	3505.1	No
6322-HRPFA	Male	0	Yes	Yes	49	Yes	No	DSL	Yes	Yes	No	Yes	No	No	Month-to-month	No	Credit card (automatic)	59.6	2970.3	No
6865-JZNKO	Female	0	No	No	30	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	55.3	1530.6	No
6467-CHFZW	Male	0	Yes	Yes	47	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	99.35	4749.15	Yes
8665-UTDHZ	Male	0	Yes	Yes	1	No	No phone service	DSL	No	Yes	No	No	No	No	Month-to-month	No	Electronic check	30.2	30.2	Yes
5248-YGIJN	Male	0	Yes	No	72	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	90.25	6369.45	No
8773-HHUOZ	Female	0	No	Yes	17	Yes	No	DSL	No	No	No	No	Yes	Yes	Month-to-month	Yes	Mailed check	64.7	1093.1	Yes
3841-NFECX	Female	1	Yes	No	71	Yes	Yes	Fiber optic	Yes	Yes	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	96.35	6766.95	No
4929-XIHVW	Male	1	Yes	No	2	Yes	No	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	95.5	181.65	No
6827-IEAUQ	Female	0	Yes	Yes	27	Yes	No	DSL	Yes	Yes	Yes	Yes	No	No	One year	No	Mailed check	66.15	1874.45	No
7310-EGVHZ	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	Bank transfer (automatic)	20.2	20.2	No
3413-BMNZE	Male	1	No	No	1	Yes	No	DSL	No	No	No	No	No	No	Month-to-month	No	Bank transfer (automatic)	45.25	45.25	No
6234-RAAPL	Female	0	Yes	Yes	72	Yes	Yes	Fiber optic	Yes	Yes	No	Yes	Yes	No	Two year	No	Bank transfer (automatic)	99.9	7251.7	No
6047-YHPVI	Male	0	No	No	5	Yes	No	Fiber optic	No	No	No	No	No	No	Month-to-month	Yes	Electronic check	69.7	316.9	Yes
6572-ADKRS	Female	0	No	No	46	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Credit card (automatic)	74.8	3548.3	No
5380-WJKOV	Male	0	No	No	34	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	106.35	3549.25	Yes
8168-UQWWF	Female	0	No	No	11	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	97.85	1105.4	Yes
8865-TNMNX	Male	0	Yes	Yes	10	Yes	No	DSL	No	Yes	No	No	No	No	One year	No	Mailed check	49.55	475.7	No
9489-DEDVP	Female	0	Yes	Yes	70	Yes	Yes	DSL	Yes	Yes	No	No	Yes	No	Two year	Yes	Credit card (automatic)	69.2	4872.35	No
9867-JCZSP	Female	0	Yes	Yes	17	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	20.75	418.25	No
4671-VJLCL	Female	0	No	No	63	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	No	Two year	Yes	Credit card (automatic)	79.85	4861.45	No
4080-IIARD	Female	0	Yes	No	13	Yes	Yes	DSL	Yes	Yes	No	Yes	Yes	No	Month-to-month	Yes	Electronic check	76.2	981.45	No
3714-NTNFO	Female	0	No	No	49	Yes	Yes	Fiber optic	No	No	No	No	No	Yes	Month-to-month	Yes	Electronic check	84.5	3906.7	No
5948-UJZLF	Male	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	No	Mailed check	49.25	97	No
7760-OYPDY	Female	0	No	No	2	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	80.65	144.15	Yes
7639-LIAYI	Male	0	No	No	52	Yes	Yes	DSL	Yes	No	No	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	79.75	4217.8	No
2954-PIBKO	Female	0	Yes	Yes	69	Yes	Yes	DSL	Yes	No	Yes	Yes	No	No	Two year	Yes	Credit card (automatic)	64.15	4254.1	No
8012-SOUDQ	Female	1	No	No	43	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Electronic check	90.25	3838.75	No
9420-LOJKX	Female	0	No	No	15	Yes	No	Fiber optic	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.1	1426.4	Yes
6575-SUVOI	Female	1	Yes	No	25	Yes	Yes	DSL	Yes	No	No	Yes	Yes	No	Month-to-month	Yes	Credit card (automatic)	69.5	1752.65	No
7495-OOKFY	Female	1	Yes	No	8	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	Month-to-month	Yes	Credit card (automatic)	80.65	633.3	Yes
4667-QONEA	Female	1	Yes	Yes	60	Yes	No	DSL	Yes	Yes	Yes	Yes	No	Yes	One year	Yes	Credit card (automatic)	74.85	4456.35	No
1658-BYGOY	Male	1	No	No	18	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	95.45	1752.55	Yes
8769-KKTPH	Female	0	Yes	Yes	63	Yes	Yes	Fiber optic	Yes	No	No	No	Yes	Yes	One year	Yes	Credit card (automatic)	99.65	6311.2	No
5067-XJQFU	Male	1	Yes	Yes	66	Yes	Yes	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	One year	Yes	Electronic check	108.45	7076.35	No
3957-SQXML	Female	0	Yes	Yes	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	Credit card (automatic)	24.95	894.3	No
5954-BDFSG	Female	0	No	No	72	Yes	Yes	Fiber optic	No	No	Yes	Yes	Yes	Yes	Two year	Yes	Credit card (automatic)	107.5	7853.7	No
0434-CSFON	Female	0	Yes	No	47	Yes	Yes	Fiber optic	No	No	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	100.5	4707.1	No
1215-FIGMP	Male	0	No	No	60	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	No	Month-to-month	Yes	Bank transfer (automatic)	89.9	5450.7	No
0526-SXDJP	Male	0	Yes	No	72	No	No phone service	DSL	Yes	Yes	Yes	No	No	No	Two year	No	Bank transfer (automatic)	42.1	2962	No
0557-ASKVU	Female	0	Yes	Yes	18	Yes	No	DSL	No	No	Yes	Yes	No	No	One year	Yes	Credit card (automatic)	54.4	957.1	No
5698-BQJOH	Female	0	No	No	9	Yes	Yes	Fiber optic	No	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	94.4	857.25	Yes
5122-CYFXA	Female	0	No	No	3	Yes	No	DSL	No	Yes	No	Yes	Yes	Yes	Month-to-month	Yes	Electronic check	75.3	244.1	No
8627-ZYGSZ	Male	0	Yes	No	47	Yes	Yes	Fiber optic	No	Yes	No	No	No	No	One year	Yes	Electronic check	78.9	3650.35	No
3410-YOQBQ	Female	0	No	No	31	Yes	No	DSL	No	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	79.2	2497.2	No
3170-NMYVV	Female	0	Yes	Yes	50	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)	20.15	930.9	No
7410-OIEDU	Male	0	No	No	10	Yes	No	Fiber optic	Yes	No	Yes	No	No	No	Month-to-month	Yes	Mailed check	79.85	887.35	No
2273-QCKXA	Male	0	No	No	1	Yes	No	DSL	No	No	No	Yes	No	No	Month-to-month	No	Mailed check	49.05	49.05	No
0731-EBJQB	Female	0	Yes	Yes	52	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	1090.65	No
1891-QRQSA	Male	1	Yes	Yes	64	Yes	Yes	Fiber optic	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Bank transfer (automatic)	111.6	7099	No
8028-PNXHQ	Male	0	Yes	Yes	62	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)	24.25	1424.6	No
5630-AHZIL	Female	0	No	Yes	3	Yes	No	DSL	Yes	No	No	Yes	No	Yes	Month-to-month	Yes	Bank transfer (automatic)	64.5	177.4	No
2673-CXQEU	Female	1	No	No	56	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	One year	No	Electronic check	110.5	6139.5	No
6416-JNVRK	Female	0	No	No	46	Yes	No	DSL	No	No	No	No	No	Yes	One year	No	Credit card (automatic)	55.65	2688.85	No
5590-ZSKRV	Female	0	Yes	Yes	8	Yes	No	DSL	Yes	Yes	No	No	No	No	Month-to-month	No	Mailed check	54.65	482.25	No
0191-ZHSKZ	Male	1	No	No	30	Yes	No	DSL	Yes	Yes	No	No	Yes	Yes	Month-to-month	Yes	Electronic check	74.75	2111.3	No
3887-PBQAO	Female	0	Yes	Yes	45	Yes	Yes	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)	25.9	1216.6	No
5919-TMRGD	Female	0	No	Yes	1	Yes	No	Fiber optic	No	No	No	No	Yes	No	Month-to-month	Yes	Electronic check	79.35	79.35	Yes
8108-UXRQN	Female	0	Yes	Yes	11	No	No phone service	DSL	Yes	No	No	No	Yes	Yes	Month-to-month	No	Electronic check	50.55	565.35	No
9191-MYQKX	Female	0	Yes	No	7	Yes	No	Fiber optic	No	No	Yes	No	No	No	Month-to-month	Yes	Bank transfer (automatic)	75.15	496.9	Yes
9919-YLNNG	Female	0	No	No	42	Yes	No	Fiber optic	No	Yes	Yes	Yes	Yes	Yes	Month-to-month	Yes	Bank transfer (automatic)	103.8	4327.5	No
0318-ZOPWS	Female	0	Yes	No	49	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)	20.15	973.35	No
4445-ZJNMU	Male	0	No	No	9	Yes	Yes	Fiber optic	No	Yes	No	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	99.3	918.75	No
4808-YNLEU	Female	0	Yes	No	35	Yes	No	DSL	Yes	No	No	No	Yes	No	One year	Yes	Bank transfer (automatic)	62.15	2215.45	No
1862-QRWPE	Female	0	Yes	Yes	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	Bank transfer (automatic)	20.65	1057	No
2796-NNUFI	Female	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	Yes	Mailed check	19.95	927.1	No
3016-KSVCP	Male	0	Yes	No	29	No	No phone service	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	33.75	1009.25	No
4767-HZZHQ	Male	0	Yes	Yes	30	Yes	No	Fiber optic	No	Yes	Yes	No	No	No	Month-to-month	No	Bank transfer (automatic)	82.05	2570.2	No
2424-WVHPL	Male	1	No	No	1	Yes	No	Fiber optic	No	No	No	Yes	No	No	Month-to-month	No	Electronic check	74.7	74.7	No
7233-PAHHL	Male	0	Yes	Yes	66	Yes	Yes	DSL	Yes	No	Yes	Yes	Yes	Yes	Two year	Yes	Mailed check	84	5714.25	No
6067-NGCEU	Female	0	No	No	65	Yes	Yes	Fiber optic	Yes	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Credit card (automatic)	111.05	7107	No
9848-JQJTX	Male	0	No	No	72	Yes	Yes	Fiber optic	No	Yes	Yes	No	Yes	Yes	Two year	Yes	Bank transfer (automatic)	100.9	7459.05	No
8637-XJIVR	Female	0	No	No	12	Yes	Yes	Fiber optic	Yes	No	No	No	No	No	Month-to-month	Yes	Electronic check	78.95	927.35	Yes
9803-FTJCG	Male	0	Yes	Yes	71	Yes	Yes	DSL	Yes	Yes	No	Yes	No	No	One year	Yes	Credit card (automatic)	66.85	4748.7	No
0278-YXOOG	Male	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	Mailed check	21.05	113.85	Yes
3212-KXOCR	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	Bank transfer (automatic)	21	1107.2	No
4598-XLKNJ	Female	1	Yes	No	25	Yes	No	Fiber optic	No	Yes	Yes	No	Yes	Yes	Month-to-month	Yes	Electronic check	98.5	2514.5	Yes

End of preview. Expand in Dataset Viewer.

Customer churn prediction dataset of a fictional telecommunication company made by IBM Sample Datasets. Context Predict behavior to retain customers. You can analyze all relevant customer data and develop focused customer retention programs.

Content Each row represents a customer, each column contains customer’s attributes described on the column metadata.

The data set includes information about:

Customers who left within the last month: the column is called Churn
Services that each customer has signed up for: phone, multiple lines, internet, online security, online backup, device protection, tech support, and streaming TV and movies
Customer account information: how long they’ve been a customer, contract, payment method, paperless billing, monthly charges, and total charges
Demographic info about customers: gender, age range, and if they have partners and dependents

Credits for the dataset and the card: