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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

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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Solution Review: Using Numpy and Scipy

Solution Review: Using Numpy and Scipy

This lesson provides the solutions to the previous challenges.

Numpy #