R for Political Data Science : A Practical Guide

Автор: literator от 16-04-2021, 22:21, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

R for Political Data Science : A Practical GuideНазвание: R for Political Data Science : A Practical Guide
Автор: Francisco Urdinez, Andres Cruz
Издательство: Chapman and Hall/CRC
Серия: The R Series
Год: 2021
Страниц: 461
Язык: английский
Формат: pdf (true)
Размер: 14.8 MB

R for Political Data Science: A Practical Guide is a handbook for political scientists new to R who want to learn the most useful and common ways to interpret and analyze political data. It was written by political scientists, thinking about the many real-world problems faced in their work. The book has 16 chapters and is organized in three sections. The first, on the use of R, is for those users who are learning R or are migrating from another software. The second section, on econometric models, covers OLS, binary and survival models, panel data, and causal inference. The third section is a data science toolbox of some the most useful tools in the discipline: data imputation, fuzzy merge of large datasets, web mining, quantitative text analysis, network analysis, mapping, spatial cluster analysis, and principal component analysis.

R for Political Data Science: A Practical Guide is a book that you can use as a reference textbook when you are breaking your neck using R. That’s why we decided that it should be more applied than theoretical, and considered both political science and international relations issues. Hence the subtitle of the book: “A Practical Guide”. A great advantage of the book is that it uses in each chapter the most up-to-date and simple option available. In addition, it occupies whenever possible the tidyverse, the group of packages that has revolutionized the use of R recently due to its simplicity.

R differs from other statistical softwares used in social sciences in that there is not one way of learning it. R is a language, thus a same task can be done in various forms, similar to a sentence in grammar. In the past, users would learn R without the tidyverse. Over the years there has been a huge improvement in performing tasks with much more simplicity, and tidyverse has played a huge role in this. In this book, we have selected sixteen topics that political scientists use frequently and turned them to R. To do so, we have chosen the most reliable and easiest packages to date.

Key features:

- Each chapter has the most up-to-date and simple option available for each task, assuming minimal prerequisites and no previous experience in R
- Makes extensive use of the Tidyverse, the group of packages that has revolutionized the use of R
- Provides a step-by-step guide that you can replicate using your own data
- Includes exercises in every chapter for course use or self-study
- Focuses on practical-based approaches to statistical inference rather than mathematical formulae
- Supplemented by an R package, including all data

As the title suggests, this book is highly applied in nature, and is designed as a toolbox for the reader. It can be used in methods and data science courses, at both the undergraduate and graduate levels. It will be equally useful for a university student pursuing a PhD, political consultants, or a public official, all of whom need to transform their datasets into substantive and easily interpretable conclusions.

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