Hands-on Matplotlib: Learn Plotting and Visualizations with Python 3
暫譯: 實戰 Matplotlib:使用 Python 3 學習繪圖與視覺化

Pajankar, Ashwin

  • 出版商: Apress
  • 出版日期: 2021-11-28
  • 售價: $2,570
  • 貴賓價: 9.5$2,442
  • 語言: 英文
  • 頁數: 320
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1484274091
  • ISBN-13: 9781484274095
  • 相關分類: Python程式語言
  • 海外代購書籍(需單獨結帳)

商品描述

Learn the core aspects of NumPy, Matplotlib, and Pandas, and use them to write programs with Python 3. This book focuses heavily on various data visualization techniques and will help you acquire expert-level knowledge of working with Matplotlib, a MATLAB-style plotting library for Python programming language that provides an object-oriented API for embedding plots into applications. 

 

You'll begin with an introduction to Python 3 and the scientific Python ecosystem. Next, you'll explore NumPy and ndarray data structures, creation routines, and data visualization. You'll examine useful concepts related to style sheets, legends, and layouts, followed by line, bar, and scatter plots. Chapters then cover recipes of histograms, contours, streamplots, and heatmaps, and how to visualize images and audio with pie and polar charts. 

 

Moving forward, you'll learn how to visualize with pcolor, pcolormesh, and colorbar, and how to visualize in 3D in Matplotlib, create simple animations, and embed Matplotlib with different frameworks. The concluding chapters cover how to visualize data with Pandas and Matplotlib, Seaborn, and how to work with the real-life data and visualize it. After reading Hands-on Matplotlib you'll be proficient with Matplotlib and able to comfortably work with ndarrays in NumPy and data frames in Pandas. 

 

What You'll Learn

  • Understand Data Visualization and Python using Matplotlib

  • Review the fundamental data structures in NumPy and Pandas 

  • Work with 3D plotting, visualizations, and animations

  • Visualize images and audio data

商品描述(中文翻譯)

學習 NumPy、Matplotlib 和 Pandas 的核心概念,並使用它們來編寫 Python 3 程式。本書重點介紹各種資料視覺化技術,將幫助您獲得專業級的 Matplotlib 知識,這是一個 MATLAB 風格的繪圖庫,為 Python 程式語言提供物件導向的 API,以便將圖表嵌入應用程式中。

您將從 Python 3 和科學 Python 生態系統的介紹開始。接下來,您將探索 NumPy 和 ndarray 資料結構、創建例程以及資料視覺化。您將檢視與樣式表、圖例和佈局相關的有用概念,然後學習線圖、條形圖和散佈圖。接下來的章節將涵蓋直方圖、等高線圖、流線圖和熱圖的範例,以及如何使用圓形圖和極座標圖來視覺化圖像和音頻。

接下來,您將學習如何使用 pcolor、pcolormesh 和 colorbar 進行視覺化,以及如何在 Matplotlib 中進行 3D 視覺化、創建簡單的動畫,並將 Matplotlib 嵌入不同的框架。最後幾個章節將介紹如何使用 Pandas 和 Matplotlib、Seaborn 來視覺化資料,以及如何處理實際資料並進行視覺化。在閱讀完《Hands-on Matplotlib》後,您將熟練掌握 Matplotlib,並能夠自如地使用 NumPy 中的 ndarrays 和 Pandas 中的資料框。

您將學到的內容:

- 理解使用 Matplotlib 的資料視覺化和 Python
- 回顧 NumPy 和 Pandas 中的基本資料結構
- 使用 3D 繪圖、視覺化和動畫
- 視覺化圖像和音頻資料

作者簡介

Ashwin Pajankar holds a Master of Technology from IIIT Hyderabad, and has over 25 years of programming experience. He started his journey in programming and electronics with BASIC programming language and is now proficient in Assembly programming, C, C++, Java, Shell Scripting, and Python. Other technical experience includes single board computers such as Raspberry Pi and Banana Pro, and Arduino. 

 

作者簡介(中文翻譯)

Ashwin Pajankar 擁有來自 IIIT Hyderabad 的技術碩士學位,並擁有超過 25 年的程式設計經驗。他的程式設計和電子學之旅始於 BASIC 程式語言,現在精通組合語言、C、C++、Java、Shell 腳本和 Python。其他技術經驗包括單板電腦,如 Raspberry Pi 和 Banana Pro,以及 Arduino。