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Advanced Data Visualization with R · LearnSpace
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Advanced Data Visualization with R

Курс от Johns Hopkins University
Уровень не указан≈ 10.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Data visualization is a critical skill for anyone that routinely using quantitative data in his or her work - which is to say that data visualization is a tool that almost every worker needs today. One of the critical tools for data visualization today is the R statistical programming language. Especially in conjunction with the tidyverse software packages, R has become an extremely powerful and flexible platform for making figures, tables, and reproducible reports. However, R can be intimidating for first time users, and there are so many resources online that it can be difficult to sort through without guidance. This course is the third in the Specialization "Data Visualization and Dashboarding in R." Learners come into this course with a foundation using R to make many basic kinds of visualization, primarily with the ggplot2 package. Accordingly, this course focuses on expanding the learners' inventory of data visualization options. Drawing on additional packages to supplement ggplot2, learners will made more variants of traditional figures, as well as venture into spatial data. The course ends make interactive and animated figures. To fill that need, this course is intended for learners who have little or no experience with R but who are looking for an introduction to this tool. By the end of this course, students will be able to import data into R, manipulate that data using tools from the popular tidyverse package, and make simple reports using R Markdown. The course is designed for students with good basic computing skills, but limited if any experience with programming.

Навыки, которые вы освоите

Data VisualizationStatistical VisualizationGeospatial MappingTidyverse (R Package)Plot (Graphics)Scatter PlotsPlotlyGgplot2Data ManipulationSpatial AnalysisGraphingStatistical ReportingData WranglingRmarkdownGeospatial Information and TechnologyR ProgrammingR (Software)Data Visualization SoftwareSpatial Data AnalysisInteractive Data Visualization

Программа курса

3 модулей · 41 учебных материалов

01Advanced Figures with ggplot219 материалов

Extensions of Scatterplots

Variations on ScatterplotsВидеоNote on Previewing Figures in R StudioЧтениеAdding Best Fit LinesЧтениеDrawing Scatterplot MatricesЧтение

Учитесь у экспертов

Collin Paschall

Senior Lecturer

Advanced Data Visualization with R
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Обучение на Coursera

≈ 10.5 ч

3 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Малайский, Венгерский, Польский

Часть программы вашего университета
Correlation PlotsЧтение
Dot PlotsЧтение
Scatterplot Variations QuizЗадание

More figures for temporal data

Shading in a line plotЧтениеMaking a stacked area graphЧтениеMaking dumbbell chartsЧтениеVariations on Line PlotsВидеоAdditional Temporal Figures QuizЗадание

Flows and Circles

Flows and CirclesВидеоMaking Alluvial DiagramsЧтениеPacked Circles FiguresЧтениеPie ChartsЧтениеFlows and Circles QuizЗаданиеA Note About Peer Review AssignmentsЧтениеAdvanced ggplot FiguresВзаимная проверка
02Spatial Data10 материалов

Choropleths and Bubble Maps

Introduction to MapsВидеоChoroplethsВидеоBubble MapsВидеоWickham Chapter 7ЧтениеR Graph Gallery for MapsЧтение

Maps using Simple Features

Note on sf library and albersusaЧтениеSimple FeaturesВидеоSimple Features for R DocumentationЧтениеSpatial Figures QuizЗаданиеSpatial Figures Peer ReviewВзаимная проверка
03Plotly and gganimate12 материалов

Animations with gganimate

Note: Known issue with gganimateЧтениеgganimate Part 1Видеоgganimate Part 2Видеоgganimate Part 3ВидеоgganimateЧтениеgganimate QuizЗадание

Plotly

ggplotly Part 1Видеоggplotly Part 2ВидеоMaking ggplot figures interactive with ggplotly()ЧтениеAnimating ggplot figures with ggplotlyЧтениеggplotly QuizЗаданиеAnimations and Interactivity Peer ReviewВзаимная проверка