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Data Science

Introduction

Extraction

  • Sources of data
  • Converting across formats
  • Scraping
  • Crowdsourcing data

Storage

Analysis

  • Data cleansing
  • Transforming data
  • Descriptive statistics
  • Time series analysis
  • Network analysis
  • Classification
  • Fraud detection
  • Data analysis in Excel
  • Data analysis in R
  • Data analysis in Python

Visualisation

  • Principles of data visualisation
  • Principles of design
  • Constructing visual stories
  • Data visualisation in Excel
  • Data visualisation in Processing
  • Data visualisation in R
  • Data visualisation in Python
  • Data visualisation in Javascript

Publishing

  • Openness vs privacy
  • Data licenses
  • Anonymising data
  • Platforms for sharing public data