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Learning Python Data Analysis
Getting Started with Python
The Course Overview (3:54)
Getting started with Python (26:22)
Getting Data using the Twitter API (20:47)
Collecting and Storing Tweets (9:26)
Database Design (10:30)
Pandas and Databases (5:55)
Numerical Computing with Pandas
Panda Series, Dataframes, and Columnar Operations (21:21)
Grouping Operations and Working with Date Columns (17:01)
Merging Operations and Exporting data to JSON/CSV (14:54)
Scientific Computing with NumPy/SciPy
Array Features, Bucketting Arrays and Histogram Functions (21:02)
Simple Aggregations (21:23)
Linear Algebra (4:29)
Presenting Stories via Simple Visualizations
Introducting PyQT and MatplotLib (31:47)
Creating Charts (7:35)
Simple XY Plots with Axis Scales (4:47)
Using the NLTK Package
Introduction to the NTLK Package (19:00)
Bag of Words (21:33)
Classification of Words (9:26)
Stemming (11:53)
Simple Sentiment Analysis (5:42)
Getting Insights from Tweets
Grouping By Dimensions and Classification of Data Types (25:08)
Trend Analysis and Deriving New Metrics (20:28)
Correlation Analysis (17:28)
Course Summary (3:42)
Correlation Analysis
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