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Learning Python Data Analysis

Video Introducing this tutorial

Getting Started with Python :
The Course Overview
Getting started with Python
Getting Data using the Twitter API
Collecting and Storing Tweets
Database Design
Pandas and Databases

Numerical Computing with Pandas :
Panda Series, Dataframes, and Columnar Operations
Grouping Operations and Working with Date Columns
Merging Operations and Exporting data to JSON/CSV

Scientific Computing with NumPy/SciPy :
Array Features, Bucketting Arrays and Histogram Functions
Simple Aggregations
Linear Algebra

Presenting stories via simple visualizations :
Introducting PyQT and MatplotLib
Creating Charts
Simple XY Plots with Axis Scales

Using the NLTK Package :
Introduction to the NTLK Package
Bag of Words
Classification of Words
Simple Sentiment Analysis

Getting insights from tweets :
Grouping By Dimensions and Classification of Data Types
Trend Analysis and Deriving New Metrics
Correlation Analysis
Course Summary