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Cartogram Assessment


  • Developed an interactive web application to assess the suitability of various cartogram types for spatial data presentation.
  • Utilized Python and Streamlit for deployment and user interaction.
  • Stored assessment data in a No-SQL database (Deta) for efficient retrieval and management.
  • Designed atomic, modular components to independently generate questions and map visuals.



Application Link Github Link

Cartogram Assessment

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Customer Churn Analysis


  • Developed customer churn prediction software using Flask, Python, Bootstrap, Jinja Template Engine, and CSS.
  • Integrated dynamic model selection, allowing users to choose between Random Forest, Linear Regression, Logistic Regression, and SVM.
  • Enabled flexibility in defining the predicted and predictor variables for customized analysis.
  • Analyzes customer behavior and usage patterns to help businesses reduce churn and boost customer loyalty.
  • Provides businesses with actionable insights for targeted marketing and customer retention strategies



Github Link

Customer Churn Analysis