Introduction to Data Science for Social and Policy Research: Collecting and Organizing Data with R and Python

Jose Manuel Magallanes Reyes

  • 出版商: Cambridge
  • 出版日期: 2017-09-21
  • 售價: $4,800
  • 貴賓價: 9.5$4,560
  • 語言: 英文
  • 頁數: 314
  • 裝訂: Hardcover
  • ISBN: 1107117410
  • ISBN-13: 9781107117419
  • 相關分類: Python程式語言R 語言Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Real-world data sets are messy and complicated. Written for students in social science and public management, this authoritative but approachable guide describes all the tools needed to collect data and prepare it for analysis. Offering detailed, step-by-step instructions, it covers collection of many different types of data including web files, APIs, and maps; data cleaning; data formatting; the integration of different sources into a comprehensive data set; and storage using third-party tools to facilitate access and shareability, from Google Docs to GitHub. Assuming no prior knowledge of R and Python, the author introduces programming concepts gradually, using real data sets that provide the reader with practical, functional experience.

商品描述(中文翻譯)

現實世界中的數據集通常雜亂且複雜。本書專為社會科學和公共管理的學生撰寫,是一本權威但易於理解的指南,描述了收集數據和準備數據進行分析所需的所有工具。書中提供詳細的逐步指導,涵蓋了多種不同類型數據的收集,包括網頁檔案、API 和地圖;數據清理;數據格式化;將不同來源整合成一個綜合數據集;以及使用第三方工具進行存儲,以便於訪問和分享,從 Google Docs 到 GitHub。作者假設讀者對 R 和 Python 沒有先前的了解,逐步介紹編程概念,並使用真實數據集為讀者提供實用的功能性經驗。