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WORLD HAPPINESS REPORT

Objective

I would like to explore the data related to the World Happiness Report through visualisations, on the following areas:

  1. Is there an evolution of the Happiness Score over the period of 2015 – 2019 ?
  2. Is “Economy” the most decisive factor of the Happiness Score ?
  3. Is the World Bank's "Income Share" index correlated with Happiness Score ?

Methodology

  1. Create a database from the available data
  2. Exploit the database to produce visualisations and obtain answers to our queries.

Tools

  • Data: Kaggle, World Bank
  • Database: MySQL
  • Database editor: MySQL Workbench 8.0
  • Python: Jupyter Notebook, Pandas, Pymysql, SQLAlchemy
  • Data visualisation: Plotly
  • Web: Flask, Heroku

Conceptual Data Model

Conceptual Data Model

WHR_Create

  • Data fetch, cleaning & merge
  • Create a database from the results
  • Optimize the database:
    • Optimize table data types.
    • Set up the relations between the tables, and verify the constraints.
    • Secure the database.
    • Optimize the SQL queries.

WHR_Exploit

Now that the data are ready, I can try to get some directions to the questions. The steps are:

  • Injecting the tables into the dataframes (Pymysql &SQLAlchemy).
  • Produce the charts with Plotly.

Note: GitHub performs a static render of the notebooks and doesn't include the embedded HTML/JavaScript that makes up graphs. Please use this link to see the WHR_Exploit file with the interactive plotly charts.

Answers

  • Is there an evolution of the Happiness Score over the period of 2015 – 2019 ?

    • There have been no remarkable developments over the period in question
  • Is “Economy” the most decisive factor of the Happiness Score ?

    • The most decisive factors are Economy & Health
  • Is the World Bank's "Income Share" index correlated with Happiness Score ?

    • The index has no correlation with any of the factors making up the Happiness Score
    • The happiest countries do not significantly redistribute their wealth to the less fortunate.

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World Happiness Report 2019 Exploratory Data Analysis

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