Data Analysis in Python
Introduction
Resources
Why Python?
How to start using Python
Essential libraries
Data sources
Python basics
Your first program
Native Data Types
Indexing
Control flow
Functions
Classes
Modules and Packages
Documenenting your code
NumPy. Manipulations with numerical data
Array creation
Indexing, Slicing
Copies and Views
Array manipulations
Reductions
Pandas. Data processing
Data structures
Basic functionality
Function application
Reindexing and altering labels
Sorting by index and value
Indexing and selecting data
Data I/O
Data import
Data export
Data crunching examples
Data visualization
Matplotlib
Seaborn
Bokeh
Plotly
What’s missing
Data Analysis in Python
Docs
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Data crunching examples
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Data crunching examples
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IMF Financial Reforms
Electricity generation in the US
Online news popularity
Stock prices and returns
Movie ratings
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