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Introduction to Data Analysis with Python

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Introduction to Data Analysis with Python

Teacher: OER Teacher

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Introduction
  Intended Learning Objectives
  Teaching/Learning Methods
  Instructions
  A Dimpah OER
Unit I: Basics
  1.1 Starting with Python interactively
  • 1.1.1 Introduction to the environment
  • 1.1.2 Python lists
  • 1.1.3 Arrays
  1.2 Data Frames and Indexing
  • 1.2.1 Data Frames
  • 1.2.2 DataFrame Indexing
  1.3 Little Control Structures
  • 1.3 If-statements and for loops
  1.4 Exploring a real-life dataset and plotting data
  • 1.4.1 Death penalties in Florida
  • 1.4.2 Plotting
  Quiz 1.1.1
  Quiz 1.1.2
  Quiz 1.1.3
  Quiz 1.2.1
  Quiz 1.2.2
  Quiz 1.3.1
  Quiz 1.4.1
  Quiz 1.4.2
Unit II: Machine Learning for Society and Culture
  2.1 Political Communities
  • 2.1 The 114th US Senate and Clustering
  2.2 Web scraping
  • 2.2 Web scraping
  2.3 Graphs
  • 2.3.1 Graphs from Data
  • 2.3.2 Graph Visualisation
  2.4 Visuals and Arts
  • 2.4.1 Advanced Visualisation
  • 2.4.2 Image Analysis
  Quiz 2.1
  Quiz 2.2
  Quiz 2.3
  Quiz 2.3.2
  Quiz 2.4
  Quiz 2.4.1
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      • Introduction to Data Analysis with Python

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        • Unit I: Basics

        • Unit II: Machine Learning for Society and Culture

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