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Arranging and Visualizing Data in R · LearnSpace
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Arranging and Visualizing Data in R

Курс от University of Michigan
Начальный≈ 18.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides a first look at the R statistical environment. Beginning with step-by-step instructions on downloading and installing the software, learners will first practice navigating R and its companion, RStudio. Then, they will read data into the R environment and prepare it for summary and analysis. A wide variety of concepts will be covered, including sorting rows of data, grouping by variables, summarizing over variables, pivoting, and creating new variables. Then, learners will visualize their data, creating publication-ready plots with relatively little effort. Finally, learners will understand how to set up a project workflow for their own analyses. All concepts taught in this course will be covered with multiple modalities: slide-based lectures, guided coding practice with the instructor, and independent but structured practice.

Навыки, которые вы освоите

R ProgrammingData Visualization SoftwareGgplot2Data WranglingHistogramData ManipulationTidyverse (R Package)Scatter PlotsExploratory Data AnalysisData AnalysisRmarkdownPlot (Graphics)R (Software)Data VisualizationData TransformationPackage and Software ManagementScripting LanguagesStatistical VisualizationStatistical ReportingScripting

Программа курса

4 модулей · 96 учебных материалов

01Become knowledgeable about and conversant in the R environment22 материалов

1.0 Welcome to the Course

Data Science for Health Research: Specialization IntroductionВидеоMeet Your InstructorЧтениеWelcome & Course SyllabusЧтениеMeet Your Fellow Global ClassmatesОбсуждение

Учитесь у экспертов

Philip S. Boonstra

Associate Professor, Biostatistics

Arranging and Visualizing Data in R
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Обучение на Coursera

≈ 18.8 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Pre-Course SurveyЧтение

1.1 Introduction to World Bank Financial Inclusion Database

Working with data in RВидеоCourse RoadmapВидеоIntroduction to and how to use Independent GuidesЧтениеThe Global Findex Report 2017 [PDF]Чтение1.1 Practice QuizЗадание

1.2 Introducing R and RStudio

R and RStudio: What they are and how to get them Part 1 ВидеоR and RStudio: What they are and how to get them Part 2Видео1.2 Independent GuideЧтение1.2 Practice QuizЗадание

1.3 Navigating RStudio

Objects and Assignments in RВидеоScriptsВидеоInstalling R PackagesВидеоRStudio ProjectsВидео1.3 Independent GuideЧтение1.3 Practice QuizЗадание

End of Module 1 Activities

Reminder: Global Findex Database 2017ЧтениеModule 1 QuizЗадание
02Format and manipulate data within R into suitable formats34 материалов

2.1 Introducing the tidyverse with readr

Using the Tidyverse to Read in your DataВидео2.1 Independent GuideЧтениеR for Data Science: Chapter 11Чтение2.1 Practice QuizЗадание2.1 Post-Quiz code documentЧтение

2.2 dplyr

FilterВидеоGrouping and SummarizingВидеоGrouping and Summarizing Guided PracticeВидео2.2 Independent GuideЧтениеR for Data Science: Chapter 5ЧтениеIntroduction to weighted.mean FunctionЧтение2.2 Practice QuizЗадание2.2 Post-Quiz Code DocumentЧтение

2.3 tidyr and (more) dplyr

Understanding R Functions (1)ВидеоData Pivoting ВидеоData Pivoting Guided PracticeВидеоCreating New Variables with MutateВидеоCreating New Variables with Mutate Guided PracticeВидеоSelecting Variables and Arranging RowsВидео

2.4 (even more) dplyr

Joining DataВидеоJoining Data Guided PracticeВидеоUnderstanding R Functions (2)ВидеоUnderstanding R Functions (2) Guided Practice Видео2.4 Independent GuideЧтениеR for Data Science: Chapter 13Чтение2.4 Practice Quiz

End of Module 2 Activities

Module 2 QuizЗаданиеModule 2 Reflection Обсуждение
03Develop intuition for doing exploratory data analysis30 материалов

3.1 The Basics of the Grammar of Graphics

Visualizing Data in ggplot2ВидеоThe Grammar of GraphicsВидеоThe Grammar of Graphics Guided PracticeВидеоA First Look at GeomsВидеоA First Look at Geoms Guided PracticeВидеоLayering Geoms and Optional AestheticsВидеоLayering Geoms and Optional Aesthetics Guided PracticeВидео3.1 Independent GuideЧтениеggplot2: Chapter 2ЧтениеCountries by Income CategoryЧтение3.1 Practice QuizЗадание

3.2 Collective geoms

HistogramsВидеоHistograms Guided PracticeВидеоBar PlotsВидеоBar Plots Guided PracticeВидеоBoxplotsВидеоBoxplots Guided PracticeВидео3.2 Independent GuideЧтение

3.3 Advanced topics in ggplot

Complex Plots with Tidy CodeВидеоComplex Plots with Tidy Code Guided PracticeВидеоTidy PlotsВидеоTidy Plots Guided PracticeВидеоFacetingВидеоFaceting Guided PracticeВидео3.3 Independent Guide

End of Module 3 Activities

Module 3 QuizЗадание
04Develop a workflow in R10 материалов

4.1 Sharing your work

Sharing your WorkВидеоSharing your Work Guided PracticeВидео4.1 Independent GuideЧтение

4.2 R Markdown

R MarkdownВидеоR Markdown Guided PracticeВидео4.2 Independent GuideЧтение

End of Module 4 Activities

Working with Data in R: Altogether ВидеоRecreated Indicator Table and Figure 1.1Взаимная проверкаBonus Independent GuideЧтение

Post-Course Survey

Post-Course SurveyЧтение
Selecting Variables and Arranging Rows Guided Practice Видео
2.3 Independent Guide Чтение
R for Data Science: Chapter 12 & 5Чтение
2.3 Practice Quiz Задание
2.3 Post-Quiz Code DocumentЧтение
Задание
2.4 Post-Quiz Code DocumentЧтение
ggplot2: Chapter 4Чтение
3.2 Practice QuizЗадание
Чтение
ggplot2: Chapters 10, 11, 12, 16Чтение
3.3 Practice QuizЗадание