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This project analyzes 1976 Los Angeles ozone and meteorological data, using linear regression in three stages: all features, the most correlated feature (temperature), and temperature-based data splitting. It underscores feature selection and data stratification's significance.

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MahanPourhosseini/LA-Ozone-Concentration-Prediction

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Data Information

These data record the level of atmospheric ozone concentration from eight daily meteorological measurements made in the Los Angeles basin in 1976. Although measurements were made every day that year, some observations were missing; here we have the 330 complete cases. The data were given to us by Leo Breiman; he was a consultant on a project from which these data are taken. The response, referred to as ozone, is actually the log of the daily maximum of the hourly-average ozone concentrations in Upland, California.

Detailed variable names

  1. ozone : Upland Maximum Ozone
  2. vh : Vandenberg 500 mb Height
  3. wind : Wind Speed (mph)
  4. humidity : Humidity (%)
  5. temp : Sandburg AFB Temperature
  6. ibh : Inversion Base Height
  7. dpg : Daggot Pressure Gradient
  8. ibt : Inversion Base Temperature
  9. vis : Visibility (miles)
  10. doy : Day of the Year

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This project analyzes 1976 Los Angeles ozone and meteorological data, using linear regression in three stages: all features, the most correlated feature (temperature), and temperature-based data splitting. It underscores feature selection and data stratification's significance.

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