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Churn Prediction

Hugging Face

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… See the full description on the dataset page: https://huggingface.co/datasets/scikit-learn/churn-prediction.

descriptionscikit-learn--churn-prediction.parquet view_list500 rows cloud_downloadscikit-learn/churn-prediction
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Data preview

500 rows · 21 columns · showing first 12
# customerID text gender text SeniorCitizen integer Partner text Dependents text tenure integer PhoneService text MultipleLines text InternetService text OnlineSecurity text OnlineBackup text DeviceProtection text TechSupport text StreamingTV text StreamingMovies text Contract text PaperlessBilling text PaymentMethod text MonthlyCharges float TotalCharges text Churn text
1 7590-VHVEGFemale0YesNo1NoNo phone serviceDSLNoYesNoNoNoNoMonth-to-monthYesElectronic check29.8529.85No
2 5575-GNVDEMale0NoNo34YesNoDSLYesNoYesNoNoNoOne yearNoMailed check56.951889.5No
3 3668-QPYBKMale0NoNo2YesNoDSLYesYesNoNoNoNoMonth-to-monthYesMailed check53.85108.15Yes
4 7795-CFOCWMale0NoNo45NoNo phone serviceDSLYesNoYesYesNoNoOne yearNoBank transfer (automatic)42.31840.75No
5 9237-HQITUFemale0NoNo2YesNoFiber opticNoNoNoNoNoNoMonth-to-monthYesElectronic check70.7151.65Yes
6 9305-CDSKCFemale0NoNo8YesYesFiber opticNoNoYesNoYesYesMonth-to-monthYesElectronic check99.65820.5Yes
7 1452-KIOVKMale0NoYes22YesYesFiber opticNoYesNoNoYesNoMonth-to-monthYesCredit card (automatic)89.11949.4No
8 6713-OKOMCFemale0NoNo10NoNo phone serviceDSLYesNoNoNoNoNoMonth-to-monthNoMailed check29.75301.9No
9 7892-POOKPFemale0YesNo28YesYesFiber opticNoNoYesYesYesYesMonth-to-monthYesElectronic check104.83046.05Yes
10 6388-TABGUMale0NoYes62YesNoDSLYesYesNoNoNoNoOne yearNoBank transfer (automatic)56.153487.95No
11 9763-GRSKDMale0YesYes13YesNoDSLYesNoNoNoNoNoMonth-to-monthYesMailed check49.95587.45No
12 7469-LKBCIMale0NoNo16YesNoNoNo internet serviceNo internet serviceNo internet serviceNo internet serviceNo internet serviceNo internet serviceTwo yearNoCredit card (automatic)18.95326.8No

Interesting queries to try

Columns

  • customerID text
  • gender categorical
  • SeniorCitizen numeric
  • Partner categorical
  • Dependents categorical
  • tenure numeric
  • PhoneService categorical
  • MultipleLines categorical
  • InternetService categorical
  • OnlineSecurity categorical
  • OnlineBackup categorical
  • DeviceProtection categorical
  • TechSupport categorical
  • StreamingTV categorical
  • StreamingMovies categorical
  • Contract categorical
  • PaperlessBilling categorical
  • PaymentMethod categorical
  • MonthlyCharges datetime
  • TotalCharges text
  • Churn categorical

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