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Logistic Regression, Random Forest, and R-squared to predict which country will have higher GDP in 2025.

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Predicting 2025 GDP: USA, Finland, and Denmark

Kaggle.com: rosaaestrada - Predicting 2025 GDP: USA, Finland, and Denmark

public.tableau.com: rosaestrada - Happiness Trends for Denmark, Finland, and USA

                Comparison of metrics across all countries

Purpose

In this project I wanted to predict which country is likely to experience higher GDP growth rates in 2025 using Logistic Regression, Random Forest, and R-squared.

Built with:

  • Python= 3.9.13
  • Pandas= 1.4.4
  • NumPy= 1.21.5
  • Seaborn= 0.11.2
  • Matplotlib= 3.5.2
  • Plotly Express= 5.9.0
  • Scikit-Learn= 1.0.2

Files:

  • Data - Contains raw data, preprocessed data, and the location where the data was collected
  • Jupyter Notebook - The full source code along with explanations as a .ipynb file
  • Python Code - The full source code along with explanations as a .py file
  • Results - Summary Statistics, visualizations, and final evaluation of the project

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Logistic Regression, Random Forest, and R-squared to predict which country will have higher GDP in 2025.

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