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: $1,225
  • 貴賓價: 9.5$1,164
  • 語言: 英文
  • 頁數: 314
  • 裝訂: Paperback
  • ISBN: 1107540259
  • ISBN-13: 9781107540255
  • 相關分類: Python程式語言R 語言Data Science
  • 立即出貨 (庫存=1)

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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)

現實世界的數據集往往雜亂且複雜。這本權威且易於理解的指南針對社會科學和公共管理學生,描述了收集數據並準備進行分析所需的所有工具。提供詳細的逐步指導,包括收集各種不同類型的數據,如網絡文件、API和地圖;數據清理;數據格式化;將不同來源整合成一個全面的數據集;以及使用第三方工具進行存儲以便於訪問和共享,從Google Docs到GitHub。作者假設讀者對R和Python沒有先備知識,逐漸介紹編程概念,並使用實際數據集提供讀者實用的功能性經驗。