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Data Analysis and Visualization
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What is Analytics
Introduction to Analytics
Analytics in Python
Python Basics for Analytics
Getting Started
Data Structures
Control Flow and Built-in Functions
Numpy an External Library
Scipy an External Library
Exercise: Using Numpy and Scipy
Solution Review: Using Numpy and Scipy
Comma Separated Files
JSON Files
Raw Files
Exercise: Reading Auto MPG Dataset
Solution Review: Reading Auto MPG Dataset
Describing Data
Statistics and Counts
Reshaping the Data
Exercise: Group By Aggregations
Solution Review: Group By Aggregations
Cleaning Data
Missing Data
Outliers
Scaling
Categorical Data
Exercise: Cleaning Auto MPG Dataset
Solution Review: Cleaning Auto MPG Dataset
Visualizing Data
Introduction to Visualization
Visualization with Scatter Plots
Visualization with Bar Plots
Visualization with Distributions
Visualization with Line Graphs
Visualization with Heat Maps
Visualization with Multi-Plot Grids
Exercise: Visualizing Auto MPG Dataset
Solution Review: Visualizing Auto MPG Dataset
Test Yourself
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Test Yourself
Test Yourself
A quiz to test your knowledge of visualization and the appropriate functions
Quiz
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