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Temperature-Prediction-of-Cities-of-India

This is a Machine Learining approach using Random Forest Regression to predict the average temperature (Farenheit) of different cities-

  1. Chennai
  2. Delhi
  3. Mumbai
  4. Kolkata on any given date(mm-dd-yyyy)

The temperature dataset of these cities were obtained from https://www.kaggle.com/riturajsaha/temperature-of-different-cities-of-india

R2 Score value of different models are used to compare them, r-square is a statistical measure that represents the goodness of fit of a regression model. The ideal value for r-square is 1, its range is from -1 to 1.

Below is comparison of r-Square value of different cities after applying Random Forest Regression.

City : Chennai Delhi Mumbai Kolkata
Random Forest Regression 0.1120 0.4816 0.0223 0.3661

Researchers evaluate their models based on r-square values or in other words effect sizes. According to Cohen (1992) r-square value .12 or below indicate low, between .13 to .25 values indicate medium, .26 or above and above values indicate high effect size.

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