Module 1 Introduction
Unit 1 Data Visualization with Python and Matplotlib  
Unit 2 1.1 - Introduction  
Unit 3 1.2 - getting matplotlib and setting up  
Module 2 Section
Unit 1 2.1 - Section Intro  
Unit 2 2.2 - Basic Matplotlib Graph  
Unit 3 2.3 - labels titles and window buttons  
Unit 4 2.4 - legends  
Unit 5 2.5 - bar chart  
Unit 6 2.6 - Histogram  
Unit 7 2.7 - scatter plot  
Unit 8 2.8 - stackplots  
Unit 9 2.9 - pie chart  
Unit 10 2.10 - loading data from a csv  
Unit 11 2.11 - loading data with numpy  
Unit 12 2.12 - section outro  
Module 3 Section
Unit 1 3.1 - section intro  
Unit 2 3.2 - getting stock prices for our data set  
Unit 3 3.3 - parsing stock prices from internet source  
Unit 4 3.4 - plotting the basic stock data  
Unit 5 3.5 - modifying labels and adding a grid  
Unit 6 3.6 - converting from unix time and adjust subplots  
Unit 7 3.7 - customizing ticks  
Unit 8 3.8 - fills and alpha  
Unit 9 3.9 - add remove and customize spines  
Unit 10 3.10 - candlestick ohlc charts  
Unit 11 3.11 - styles with matplotlib  
Unit 12 3.12 - creating our own style  
Unit 13 3.13 - live graphs  
Unit 14 3.14 - adding and placing text  
Unit 15 3.15 - annotating a specific plot_  
Unit 16 3.16 - dynamic annotation of last price  
Unit 17 3.17 - Section Outro  
Module 4 Section
Unit 1 4.1 - section intro  
Unit 2 4.2 - basic sub plots  
Unit 3 4.3 - subplot2grid  
Unit 4 4.4 - incorporating changes to candlestick graph  
Unit 5 4.5 - creating moving averages for subplot  
Unit 6 4.6 - adding another simple indicator  
Unit 7 4.7 - fixing dates and some labels  
Unit 8 4.8 - Label And Tick Fixes  
Unit 9 4.9 - Sharing X Axis  
Unit 10 4.10 - multi y axis  
Unit 11 4.11 - customizing legends  
Unit 12 4.12 - Section Outro  
Module 5 Section
Unit 1 5.1 - section intro  
Unit 2 5.2 - downloading and install basemap  
Unit 3 5.3 - basic basemap example  
Unit 4 5.4 - customizing the projection  
Unit 5 5.5 - more customization  
Unit 6 5.6 - plotting coordinates on a map  
Unit 7 5.7 - connecting coordinates  
Unit 8 5.8 - section-outro  
Module 6 Section
Unit 1 6.1 - Section Intro  
Unit 2 6.2 - 3d graph example wireframe  
Unit 3 6.3 - 3d scatter  
Unit 4 6.4 - 3d bar charts  
Unit 5 6.5 - wireframes continued  
Unit 6 6.6 - section outro  
Module 7 Section
Unit 1 7.1 - Series Outro  
Unit 2 Quiz  
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