/energy-data-analysis

Find any relationship between energy consumption and temperature, weather and any other factors such as seasons, holidays, etc.

Primary LanguageJupyter Notebook

Energy Data Analysis

The Goal:

Find any relationship between energy consumption and temperature, weather and any other factors such as seasons, holidays, etc.

The trend line in energy data analyzed in:

  • Excel
  • Python Pandas
  • Machine Learning: Linear Regression, Keras Model, Deep Learning

Data

  • Data size has 357 rows in this data set

Data Prep

  • Data converted into numerical values
  • Dummies columns
  • Hot-Encoded columns

Tools Used

  • Python
  • Pandas
  • Matplotlib
  • Sklearn
  • Keras
  • TenserFlow
  • Numpy
  • Advanced Excel

Findings

  • The equation of the line from excel has coefficients below with the R^2 value of 95% in dummies
  • The equation of the line from excel has coefficients below with the R^2 value of 95% in hot-encoded