دانلود کتاب The Book of Dash

فهرست مطالب :

Title Page
Copyright
Dedication
About the Authors
Acknowledgments
Introduction
Why This Book
Why Plotly Dash
Who This Book Is For
What’s in the Book
Online Resources
Part I: Crash Courses
1. Python Refresher
Lists
Adding Elements
Removing Elements
Reversing Lists
Sorting Lists
Indexing List Elements
Slicing
Dictionaries
List Comprehension
Object-Oriented Programming
Classes and Objects
Terminology
Decorator Functions and Annotations
Summary
2. Pycharm Tutorial
Installing PyCharm
Creating a Project
Running a Dash App
Installing Dash Through PyCharm
Using Dash with GitHub
Summary
3. A Crash Course in Pandas
Visual Overview Cheat Sheet
Installing pandas
Creating Objects in pandas
Series
DataFrames
Selecting Elements in DataFrames
Select by Column
Select by Index and Slice
Select by Label
Modifying an Existing DataFrame
Summary
Resources
Part II: Building Applications
4. First Dash App
Setting Up the Project
Importing the Libraries
Data Management
Layout and Styling
Styling: Embellishing Your App
Dash Components
HTML Components
Core Components
Dash Callbacks
Callback Decorator
Callback Function
Callback Diagram
Plotly Express Line Charts
Summary
5. Global Data Analysis: Advanced Layouts and Graphs
Setting Up the Project
Importing the Libraries
Data Management
Dash Bootstrap Styling
Dash Core Components
Dash Callbacks
Data Retrieval Callback
Figure Creation Callback
Callback Diagram
Callback Ordering
Plotly Express Choropleth Maps
Summary
6. Investment Portfolio: Building Larger Apps
Asset Allocation
Download and Run the App
App Structure
Setting Up the Project
Importing the Libraries
Adding the Stylesheets
Data Management
Layout and Styling
Components
Tabs
Card Containers and Sliders
Input Containers
Tool Tips
Data Tables
Content Tables
Markdown Text
Pie Chart Using Plotly Graph Objects
Line Chart Using Plotly Graph Objects
Dash Callbacks
Interactive Figures
Callbacks Using State
Circular Callbacks and Synchronizing Components
Callbacks with Multiple Inputs and Multiple Outputs
Summary
7. Exploring Machine Learning
Dashboard Apps to Make Machine Learning Models More Intuitive
Classification: A Short Guide
Support Vector Machines
The SVM Explorer App
Python Libraries
Data Management
Layout and Styling
Layout
Styling
Reusable Components
Defining a Card
Defining a Formatted Slider
Defining a Named Slider
Defining a Named Dropdown
Using a Dash Graph
Creating a Plotly Contour Plot
Using Dash Loading
Dash Callbacks
Summary
Resources
8. Tips and Tricks
Dash Enterprise App Gallery
Enhancing Your Learning with the Plotly Forum
App Theme Explorer
Debugging a Dash App
dash-labs
Formatting Your Code with Black
Follow-up Resources
Appendix: Python Basics
Index