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Adding Air quality analysis and Health Impact score prediction and th… #462

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merged 1 commit into from
Jun 25, 2024

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avii-07
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@avii-07 avii-07 commented Jun 25, 2024

Description

I have created a machine learning model that predicts the health impact score based on the features of air quality analysis. I have tried several regression algorithms including Linear Regression, Decision Trees, Random Forest Regressor.
Among these models, RF performs the best by giving the r2_score of 94.4% and mean cross_val_score of 94.8%.

Also, I have done the statistical anlaysis as well using numpy and made kde plots, Q-Q plots and box plots for the analysis of data distribution and outliers using pandas and seaborn.

Checklist:

  • [ Y] My code follows the style guidelines of this project
  • [ Y] I have performed a self-review of my own code
  • [ Y] I have commented my code, particularly in hard-to-understand areas
  • [ Y] I have made corresponding changes to the documentation
  • [ Y] My changes generate no new warnings

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Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that your changes align with our CONTRIBUTING.md. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

@avii-07
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avii-07 commented Jun 25, 2024

@sanjay-kv Sir, Kindly review and merge it.

Thank you

@sanjay-kv sanjay-kv merged commit 206564a into recodehive:main Jun 25, 2024
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2 participants