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Scientific Plotting with Matplotlib

Transform scientific data into compelling visual insights!

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Scientific Plotting with Matplotlib

4 Modules

Course Curriculum

4 Modules · 14 Chapters · 14 Topics · 109 Sub-topics

Introduction to Matplotlib

1 Topics

Introduction to Matplotlib

5 Sub-topics

What is Matplotlib and Why Use It

Installing Matplotlib and Verifying Setup

Understanding Pyplot vs Object-Oriented Interface

Your First Plot - Hello Matplotlib

Jupyter Notebook Integration and Magic Commands

Basic Plotting Fundamentals

1 Topics

Basic Plotting Fundamentals

6 Sub-topics

Understanding plot() Function Basics

Creating Simple Line Plots

Plotting Multiple Lines on One Graph

Setting X and Y Axis Data

Understanding Matplotlib's State Machine

Quick Styling with Format Strings

Figure and Axes Architecture

1 Topics

Figure and Axes Architecture

7 Sub-topics

Understanding Figure Objects

Understanding Axes Objects

Creating Figures with plt.figure()

Creating Figures with plt.subplots()

Figure Size and DPI Settings

Axes vs Axis - Clearing the Confusion

The Anatomy of a Matplotlib Plot

Line Plots and Customization

1 Topics

Line Plots and Customization

8 Sub-topics

Line Styles - Solid, Dashed, Dotted

Line Width and Transparency

Line Colors - Named, Hex, RGB

Markers - Types and Customization

Marker Size and Edge Properties

Creating Smooth Curves

Plotting Mathematical Functions

Step Plots and Fill Between

Scatter Plots

1 Topics

Scatter Plots

7 Sub-topics

Creating Basic Scatter Plots

Marker Size Variation by Data

Color Mapping by Data Values

Adding Color Bars

Marker Transparency and Overlapping Data

Scatter Plot with Different Marker Types

Bubble Charts

Heatmaps and 2D Representations

1 Topics

Heatmaps and 2D Representations

8 Sub-topics

Creating Heatmaps with imshow()

Creating Heatmaps with pcolor() and pcolormesh()

Adding Color Bars and Labels

Custom Color Maps

Interpolation Methods

Contour Plots

Filled Contour Plots

Contour Labels and Customization

Advanced Plot Types

1 Topics

Advanced Plot Types

9 Sub-topics

Stream Plots

Quiver Plots (Vector Fields)

Polar Plots

Radar Charts (Spider Plots)

Stem Plots

Step Plots

Fill Between and Fill Betweenx

Error Bands

Broken Axis Plots

Customizing Plot Appearance

1 Topics

Customizing Plot Appearance

9 Sub-topics

Setting Plot Titles

Axis Labels and Font Properties

Tick Customization - Location and Labels

Tick Formatting - Numbers and Dates

Axis Limits and Ranges

Axis Scales - Linear, Log, Symlog

Spine Customization

Removing Spines and Ticks

Plot Styles and Style Sheets

Text, Annotations, and Labels

1 Topics

Text, Annotations, and Labels

8 Sub-topics

Adding Text to Plots

Text Positioning and Alignment

Text Properties - Font, Size, Color

Mathematical Expressions with LaTeX

Annotations with Arrows

Annotation Styles and Customization

Automatic Text Positioning

Text Boxes and Boundaries

Working with Colors and Colormaps

1 Topics

Working with Colors and Colormaps

9 Sub-topics

Color Specification Methods

Named Colors and Color Codes

Built-in Colormaps Overview

Sequential Colormaps

Diverging Colormaps

Qualitative Colormaps

Creating Custom Colormaps

Color Normalization

Colorblind-Friendly Palettes

Saving and Exporting Plots

1 Topics

Saving and Exporting Plots

8 Sub-topics

Saving Figures with savefig()

File Formats - PNG, JPG, PDF, SVG

DPI and Resolution Settings

Transparent Backgrounds

Bbox and Tight Layout in Saving

Multi-Page PDFs

Vector vs Raster Formats

Optimizing File Size

3D Plotting with Matplotlib

1 Topics

3D Plotting with Matplotlib

9 Sub-topics

Setting Up 3D Axes

3D Line Plots

3D Scatter Plots

3D Surface Plots

Wireframe Plots

3D Contour Plots

3D Bar Plots

Viewing Angle and Rotation

3D Plot Styling

Customizing with rcParams

1 Topics

Customizing with rcParams

8 Sub-topics

Understanding rcParams

Global Parameter Settings

Temporary Parameter Changes

Creating Custom Style Files

Font and Text Parameters

Line and Marker Parameters

Figure and Axes Parameters

Resetting to Defaults

Advanced Customization Techniques

1 Topics

Advanced Customization Techniques

8 Sub-topics

Custom Tick Formatters

Custom Tick Locators

Custom Scales

Transform System

Custom Artists

Path Effects

Clipping and Masking

Advanced Colorbars

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Scientific Plotting with Matplotlib

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

Start Your Journey Today

Scientific Plotting with Matplotlib

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

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