Pandas 1.x Cookbook - Second Edition
暫譯: Pandas 1.x 食譜 - 第二版

Harrison, Matt, Petrou, Theodore

Pandas 1.x Cookbook - Second Edition

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商品描述

The pandas library is massive, and it's common for frequent users to be unaware of many of its more impressive features. The official pandas documentation, while thorough, does not contain many useful examples of how to piece together multiple commands as one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through situations that you are highly likely to encounter.

 

This new updated and revised edition provides you with unique, idiomatic, and fun recipes for both fundamental and advanced data manipulation tasks with pandas. Some recipes focus on achieving a deeper understanding of basic principles, or comparing and contrasting two similar operations. Other recipes will dive deep into a particular dataset, uncovering new and unexpected insights along the way. Many advanced recipes combine several different features across the pandas library to generate results.

商品描述(中文翻譯)

pandas 函式庫非常龐大，經常使用的用戶常常對其許多令人印象深刻的功能並不熟悉。官方的 pandas 文件雖然詳盡，但並不包含許多有用的範例，來展示如何將多個命令組合在一起，就像在實際分析中所做的那樣。本書將引導您，彷彿您在專家的肩膀上，通過您極有可能遇到的情境。

這本更新和修訂版的書籍為您提供了獨特、地道且有趣的食譜，涵蓋了使用 pandas 進行基本和進階數據操作的任務。一些食譜專注於深入理解基本原則，或比較和對比兩個相似的操作。其他食譜則深入探討特定數據集，並在過程中揭示新的和意想不到的見解。許多進階食譜結合了 pandas 函式庫中的幾個不同功能，以生成結果。

作者簡介

Matt Harrison

Matt Harrison has been using Python since 2000. He runs MetaSnake, which provides corporate training for Python and Data Science. He is the author of Machine Learning Pocket Reference, the bestselling Illustrated Guide to Python 3, and Learning the Pandas Library, among other books.

Theodore Petrou

Theodore Petrou is the founder of Dunder Data, a training company dedicated to helping teach the Python data science ecosystem effectively to individuals and corporations. Read his tutorials and attempt his data science challenges at the Dunder Data website.

作者簡介(中文翻譯)

**馬特·哈里森**

馬特·哈里森自2000年以來一直在使用Python。他經營MetaSnake，提供Python和數據科學的企業培訓。他是《機器學習口袋參考》、《Python 3插圖指南》的暢銷書作者，以及《學習Pandas庫》等其他書籍的作者。

**西奧多·佩特羅**

西奧多·佩特羅是Dunder Data的創始人，這是一家專注於有效教授Python數據科學生態系統的培訓公司，服務對象包括個人和企業。您可以在Dunder Data網站上閱讀他的教程並嘗試他的數據科學挑戰。

目錄大綱

  1. Pandas Foundations
  2. Essential DataFrame Operations
  3. Creating and Persisting DataFrames
  4. Beginning Data Analysis
  5. Exploratory Data Analysis
  6. Selecting Subsets of Data
  7. Filtering Rows
  8. Index Alignment
  9. Grouping for Aggregation, Filtration and Transformation
  10. Restructuring Data into a Tidy Form
  11. Combining Pandas Objects
  12. Time Series Analysis
  13. Visualization with Matplotlib, Pandas, and Seaborn
  14. Debugging and Testing Pandas

目錄大綱(中文翻譯)


  1. Pandas Foundations

  2. Essential DataFrame Operations

  3. Creating and Persisting DataFrames

  4. Beginning Data Analysis

  5. Exploratory Data Analysis

  6. Selecting Subsets of Data

  7. Filtering Rows

  8. Index Alignment

  9. Grouping for Aggregation, Filtration and Transformation

  10. Restructuring Data into a Tidy Form

  11. Combining Pandas Objects

  12. Time Series Analysis

  13. Visualization with Matplotlib, Pandas, and Seaborn

  14. Debugging and Testing Pandas

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