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Python Data Analysis and Visualization

Beginner

34 Lessons

2h 30min

Certificate of Completion

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This course includes

79 Playgrounds

5 Challenges

Course Overview

Course Content

Apply Your Skills

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Course Overview

This course assumes no prior experience and can teach anyone how to use Python to analyze and visualize data. Stop using Excel and start harnessing the power of Python. Data analysis is one of the hottest careers of the 21st century. As an analyst, your goal is to peel back layers of data in order to answer questions of interest; that is the power of analytics. It allows you to take raw data and create meaningful, actionable insights. In this course, you’ll learn how to use Python, NumPy, SciPy, Pandas, a...Show More

Course Content

What is Analytics

2 Lessons

Introduction to Analytics

Analytics in Python

Python Basics for Analytics

7 Lessons

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

Reading Data

5 Lessons

Comma Separated Files

JSON Files

Raw Files

Exercise: Reading Auto MPG Dataset

Solution Review: Reading Auto MPG Dataset

Describing Data

4 Lessons

Statistics and Counts

Reshaping the Data

Exercise: Group By Aggregations

Solution Review: Group By Aggregations

Cleaning Data

6 Lessons

Exercise: Cleaning Auto MPG Dataset

Solution Review: Cleaning Auto MPG Dataset

Visualizing Data

10 Lessons

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

Course Author

Tyler Folkman

Project

Exploring Geospatial Data Using GeoPandas, Geoplot and Contextily

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Project

Exploring Geospatial Data Using GeoPandas, Geoplot and Contextily

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intermediate

1 hour

Project

Visualize Geospatial Data Using Folium

Learn to create and customize interactive maps using Folium, including markers, heat maps, and clustering for clear geospatial data visualization.

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