Data Visualization in Python with Covid-19 Analysis Project

Learn to use Python for Data Visualization. Practical project on applying Python for visualizing & predicting Covid-19.
Instructor:
Uplatz Training
392 students enrolled
English [Auto]
How to use Python for Data Visualization
Full-fledged hands-on Project on Data Visualization with Python - "Visualizing Covid-19"
How to develop useful, intuitive and informative visualizations using Python programming
Introduction to Data Visualization - what it is, its importance & benefits
Top Python Libraries for Data Visualization
Introduction to Matplotlib, Install Matplotlib with pip
Basic Plotting with Matplotlib
NumPy and Pandas
Data Visualization tools - Bar chart, Histogram, Pie chart
More Data Visualization tools - Scatter Plot, Area Plot, Stacked Area Plot, Box Plot
Advanced data Visualization tools - Waffle Chart, Word Cloud, Heat map
Specialized data Visualization tools (I) - Bubble charts, Contour plots, Quiver Plot
Specialized data Visualization tools (II) - 3D Plotting in Matplotlib
3D Line Plot, 3 D Scatter Plot, 3D Contour Plot, 3D Wireframe Plot, 3D Surface Plot
Seaborn - Introduction to Seaborn, Seaborn functionalities, Installing Seaborn
Different categories of plot in Seaborn, Some basic plots using seaborn
Data Visualization using Seaborn - Strip Plot, Swarm Plot, Plotting Bivariate Distribution
Scatter plot, Hexbin plot, KDE, Regplot, Visualizing Pairwise Relationship, Box plot, Violin Plots, Point Plot

Data Visualization with Python – course syllabus

1. Introduction to Data Visualization

  • What is data visualization

  • Benefits of data visualization

  • Importance of data visualization

  • Top Python Libraries for Data Visualization

2. Matplotlib

  • Introduction to Matplotlib

  • Install Matplotlib with pip

  • Basic Plotting with Matplotlib

  • Plotting two or more lines on the same plot

3. Numpy and Pandas

  • What is numpy?

  • Why use numpy?

  • Installation of numpy

  • Example of numpy

  • What is a panda?

  • Key features of pandas

  • Python Pandas – Environment Setup

  • Pandas – Data Structure with example

4. Data Visualization tools

  • Bar chart

  • Histogram

  • Pie Chart

5. More Data Visualization tools

  • Scatter Plot

  • Area Plot

  • STACKED Area Plot

  • Box Plot

6. Advanced data Visualization tools

  • Waffle Chart

  • Word Cloud

  • HEAT MAP

7. Specialized data Visualization tools (Part-I)

  • Bubble charts

  • Contour plots

  • Quiver Plot

8. Specialized data Visualization tools (Part-II)

Three-Dimensional Plotting in Matplotlib

  • 3D Line Plot

  • 3D Scatter Plot

  • 3D Contour Plot

  • 3D Wireframe Plot

  • 3D Surface Plot

9. Seaborn

  • Introduction to seaborn

  • Seaborn Functionalities

  • Installing seaborn

  • Different categories of plot in Seaborn

  • Some basic plots using seaborn

10. Data Visualization using Seaborn

  • Strip Plot

  • Swarm Plot

  • Plotting Bivariate Distribution

  • Scatter plot, Hexbin plot, KDE, Regplot

  • Visualizing Pairwise Relationship

  • Box plot, Violin Plots, Point Plot

11. Project on Data Visualization

Introduction to Data Visualization

1
Introduction to Data Visualisation

Matplotlib

1
Matplotlib - part 1
2
Matplotlib - part 2

NumPy and Pandas

1
NumPy and Pandas - part 1
2
NumPy and Pandas - part 2
3
NumPy and Pandas - part 3

Data Visualization Tools

1
Data Visualisation Tools - part 1
2
Data Visualisation Tools - part 2
3
Data Visualisation Tools - part 3

More Data Visualization Tools

1
More Data Visualisation Tools - part 1
2
More Data Visualisation Tools - part 2
3
More Data Visualisation Tools - part 3

Advanced Data Visualization Tools

1
Advanced Data Visualisation Tools - part 1
2
Advanced Data Visualisation Tools - part 2
3
Advanced Data Visualisation Tools - part 3

Specialized Data Visualization Tools (I)

1
Specialized Data Visualisation Tools (I) - part 1
2
Specialized Data Visualisation Tools (I) - part 2
3
Specialized Data Visualisation Tools (I) - part 3

Specialized Data Visualization Tools (II)

1
Specialized Data Visualisation Tools (II) - part 1
2
Specialized Data Visualisation Tools (II) - part 2
3
Specialized Data Visualisation Tools (II) - part 3
4
Specialized Data Visualisation Tools (II) - part 4

Seaborn

1
Seaborn - part 1
2
Seaborn - part 2
3
Seaborn - part 3

Data Visualization using Seaborn

1
Data Visualisation using Seaborn - part 1
2
Data Visualisation using Seaborn - part 2
3
Data Visualisation using Seaborn - part 3
4
Data Visualisation using Seaborn - part 4
5
Data Visualisation using Seaborn - part 5

Project on Data Visualization with Python

1
Project on Data Visualisation with Python - part 1
2
Project on Data Visualisation with Python - part 2
3
Project on Data Visualisation with Python - part 3
4
Project on Data Visualisation with Python - part 4
5
Project on Data Visualisation with Python - part 5
6
Project on Data Visualisation with Python - part 6
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