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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

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Solution Review: Visualizing Auto MPG Dataset

Solution Review: Visualizing Auto MPG Dataset

This lesson provides the solutions to the previous challenges.

Scatter plot #