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ITECH1103 Big Data And Analytics

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  • Course Code: ITECH1103
  • University: Federation University Australia
  • Country: Australia

Questions:

The main aim of this project is to understand the drivers of power consumption, and as a large percentage of electrical energy is created by coal fired plants, then conversely the drivers of CO2

Therefore two main questions that need to be asked as a researcher of the Solar Cities project are:

  1. Which combination of features highlight where efficiencies could be made in the reduction in energy consumption?
  2. What would you include in a predictive model that would explain the demand on future energy use and CO2emissions?

i.e. which features and their measurements contribute to either higher or lower energy consumption? (For a predictive model, Watson Analytics does have a rule based engine...)

Some Starting Questions

  1. What is the contribution of power usage over a year by roof colour?
  1. What is the contribution of power usage over a year by PV_Capacity?
  1. What is the contribution of power usage over a year by PV_Capacity and Insulation?
  1. What is the power usage by estimated age?
  1. Over which months is the most power used?
  1. Over which months is the least power used?
  1. What are the top drivers of power usage?
  1. Which suburbs have the most houses with pv_capacity
  1. Which age houses are more likely to have pv_capacity?
  1. Are houses that are owned more likely to use less power than the ones that are rented?
  1. Which suburb dwellings use the most power?
  1. Do houses with larger square meterage use more power than smaller houses, also does double story make a difference?
  1. Which light types in dwellings use more power?
  1. Does having more lights of any type mean the house will use more power?
  1. What age houses have what type of wall construction?
  1. What age houses and from which areas and with how many bedrooms use the most power?
  1. Does Roof colour and roof material make difference to power consumption?
  1. Do dwellings that have double glazed windows and with window coverings use less power?
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