Course: Principles and methods of data analysis in energy industry

Topic outline

General
Lecture materials
- Book on data analysis URL
- Test Quiz
Labs
- Lab 1
- Dataset for labs File
- Task for Lab 1 Page
  Using basic Python functions for data analysis
- Code example File
- Result example
- Send report for lab 1 Assignment
- Lab 2
- Task for Lab 2 Page
  Using Histograms and PMFs to visualize data distribution
- Code example File
- Send report for lab 2 Assignment
- Lab 3
- Task for Lab 3 Page
  Using Percentiles and Cumulative distribution functions to visualize data distribution
- Code example of lab 3 File
- Send report for lab 3 Assignment
- Lab 4
- Task for Lab 4 Page
  Modelling distributions to fit real data
- Code example for lab 4 File
- Send report for lab 4 Assignment
- Lab 5
- Task for Lab 5 Page
  Probability density function and other parameters
- Send report for lab 5 Assignment
- Code example for lab 5 File
- Lab 6
- Task for Lab 6 Page
  Finding the relationships between variables
- lab6 File
- Send report for lab 6 Assignment
- Lab 7
- Task for Lab 7 Page
  Testing the normal distribution hypothesis
- lab7 File
- Send report for lab 7 Assignment
- Lab 8
- Task for Lab 8 Page
  Testing the hypothesis using Pearson criteria
- lab8 File
- Send report for lab 8 Assignment
Course paper
Self-coordinated study