Some Projects
Section4
The simulated dataset and conclusions.
- Synthesise a data set as closely matching their properties as possible.
Section 2: Investigate the types of variables involved, their likely distributions, and their relationships with each other
References used for the Simulation project
Listed here are some resources I used for developing this project.
Statistics
Normality Tests
The distribution plots for the Life Ladder variable does suggest that it is normally distributed but there are some tests that can be used to clarify this. A blogpost on tests for normality[21] at machinelearningmastery.com outlines how it is important when working with a sample of data to know whether to use parametric or nonparametric statistical methods. If methods used assume a Gaussian …
Simulation project data
Data used and background research
The World Happiness Report is produced by the United Nations Sustainable Development Solutions Network in partnership with the Ernesto Illy Foundation. The first World Happiness Report was published in 2012, the latest in 2019. The World Happiness Report is a landmark survey of the state of global happiness that ranks 156 countries by how happy their citizens perceive themselves to be.
Simulation
Data Simulation
The goal of this project was to simulate a dataset. Simulating data is used for a number of reasons. Monte carlo simulations are used to simulate real world problems using repeated random sampling while simulated data is very useful for learning and demonstration purposes. Data can be simulated before the real world data is collected to help identify the type of tests and programs that need to be …