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Predict Maximum Temperature for Tomorrow in Seattle, WA Using Random Forest Algorithm

In this repository, I'm following the steps mentioned in this article to implement Random Forest algorithm on real dataset.

DataSet Overview

The DataSet contains weather data for Seattle, WA from 2016 and retrieved using the NOAA Climate Data Online tool by Will Koehrsen

DataSet Description

The below table shows the description of each column

Features

Column Description
year 2016 for all data points
month Month of the year as a number (1-12)
day Day of the year as a number (1-31)
week Day of the week as a character string (e.g., "Monday")
temp_2 Max temperature 2 days prior
temp_1 Max temperature 1 day prior
average Historical average max temperature
friend Friend’s prediction, a random number between 20 below and 20 above the average

Target

Column Description
actual Max temperature measurement

dropped columns from original dataset contain :

  • "forecast_noaa"
  • "forecast_acc"
  • "forecast_under"

About

In this repository I will implement random forest method

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