The Python Workshop

封面

版权页

Preface

About the Book

1. Vital Python – Math Strings Conditionals and Loops

Introduction

Vital Python

Numbers: Operations Types and Variables

Python as a Calculator

Strings: Concatenation Methods and input()

String Interpolation

String Indexing and Slicing

Slicing

Booleans and Conditionals

Loops

Summary

2. Python Structures

Introduction

The Power of Lists

Matrix Operations

List Methods

Dictionary Keys and Values

Dictionary Methods

Tuples

A Survey of Sets

Choosing Types

Summary

3. Executing Python – Programs Algorithms and Functions

Introduction

Python Scripts and Modules

Python Algorithms

Basic Functions

Iterative Functions

Recursive Functions

Dynamic Programming

Helper Functions

Variable Scope

Lambda Functions

Summary

4. Extending Python Files Errors and Graphs

Introduction

Reading Files

Writing Files

Preparing for Debugging (Defensive Code)

Plotting Techniques

The Don'ts of Plotting Graphs

Summary

5. Constructing Python – Classes and Methods

Introduction

Classes and Objects

Defining Classes

The __init__ method

Methods

Properties

Inheritance

Summary

6. The Standard Library

Introduction

The Importance of the Standard Library

Dates and Times

Interacting with the OS

Using the subprocess Module

Logging

Collections

Functools

Summary

7. Becoming Pythonic

Introduction

Using List Comprehensions

Set and Dictionary Comprehensions

Default Dictionary

Iterators

Itertools

Generators

Regular Expressions

Summary

8. Software Development

Introduction

Debugging

Automated Testing

Creating a PIP Package

Creating Documentation the Easy Way

Source Management

Summary

9. Practical Python – Advanced Topics

Introduction

Developing Collaboratively

Dependency Management

Deploying Code into Production

Multiprocessing

Parsing Command-Line Arguments in Scripts

Performance and Profiling

Profiling

Summary

10. Data Analytics with pandas and NumPy

Introduction

NumPy and Basic Stats

Matrices

The pandas Library

Data