Beginners guide to Bubble Map with Shiny

栏目: IT技术 · 发布时间: 6年前

内容简介:Using dplyr package latitude and longitude variables are renamed asShiny R file can be found

Map Bubble

Map bubble is type of map chart where bubble or circle position  indicates geoghraphical location and bubble size is used to show differences in magnitude of quantitative variables

like population .

We will be using

Highcharter package to show earthquake magnitude and depth . Highcharter is a versatile charting library to build interactive charts, one of the easiest to learn and for shiny integration.
Beginners guide to Bubble Map with Shiny
Bubble Map

About dataset

Dataset used here is from US Geological survey website of recent one week earthquake events. There are about 420 recorded observation with magnitude more than 2.0 globally. Dataset has 22 variables, of which we will be using

time, latitude, longitude, depth, magnitude(mag) and nearest named place of event.

Shiny Application

This application has single app.R file and earthquake dataset. Before we start with UI function, we will load dataset  and fetch world json object from highcharts map collection with hcmap function. See the app here
library(shiny)
library(highcharter)
library(dplyr)
edata <- read.csv('earthquake.csv') %>% rename(lat=latitude,lon = longitude)
wmap <- hcmap()

Using dplyr package latitude and longitude variables are renamed as lat and lon with rename verb. Column names are important. 

Beginners guide to Bubble Map with Shiny

ui

It has sidebar panel with 3 widgets and main panel for displaying map.
  • Two sliders , one for filtering out low magnitude values and other for adjusting bubble  size.
  • One select widget for bubble size variable. User can select magnitude or depth of earthquake event. mag and depth are columns in dataset.
  • Widget output function highchartOutput for use in shiny.
ui <- fluidPage(
   
titlePanel("MapBubble"), # Application title
 sidebarLayout(
 sidebarPanel(     
  
   sliderInput('mag','Magnitude more than(Richter Scale)', min = 1,max = 6,step = 0.5,value = 0),
 
   selectInput('bubble','Bubble Size indicates',choices = c('Magnitude'= 'mag','Depth(in Km)' = 'depth')),

   sliderInput('bublesize','Adjust bubble Size',min = 2,max = 10,step = 1,value = 6)      
        ),
      
      # Display a Map Bubble
      mainPanel(
        highchartOutput('eqmap',height = "500px")         
      )
   )
)

Server

Before rendering, we will filter the dataset within reactive context. Any numeric column that we want to indicate with bubble size should be named z. input$bubble comes from select widget. 

renderHighchart is render function for use in shiny. We will pass the filtered data and chart type as mapbubble in hc_add_series function. Place, time and z variable are displayed in the tooltip with “ point ” format. 

Sub-title is used to show no. of  filtered observation  in the map

  server <- function(input, output) { 
  data <- reactive(edata %>% 
               filter(mag >= input$mag) %>%
               rename(z = input$bubble))

output$eqmap <-renderHighchart(
  
 wmap %>% hc_legend(enabled = F) %>%

  hc_add_series(data = data(), type = "mapbubble", name = "", maxSize = paste0(input$bublesize,'%')) %>% #bubble size in perc %

 hc_tooltip(useHTML = T,headerFormat='',pointFormat = paste('Location :{point.place} 
 Time: {point.time} 
',input$bubble,': {point.z}')) %>%

 hc_title(text = "Global Seismic Activity") %>%
 hc_subtitle(text = paste('No of obs:', nrow(data()),sep = '')) %>%
 hc_mapNavigation(enabled = T)%>%
 )
}

# Run the application 
shinyApp(ui = ui, server = server)

Shiny R file can be found here at the github repository


以上就是本文的全部内容,希望本文的内容对大家的学习或者工作能带来一定的帮助,也希望大家多多支持 码农网

查看所有标签

猜你喜欢:

本站部分资源来源于网络,本站转载出于传递更多信息之目的,版权归原作者或者来源机构所有,如转载稿涉及版权问题,请联系我们

计算广告

计算广告

刘鹏、王超 / 人民邮电出版社 / 2015-9-1 / 69.00元

计算广告是一项新兴的研究课题,它涉及大规模搜索和文本分析、信息获取、统计模型、机器学习、分类、优化以及微观经济学等诸多领域的知识。本书从实践出发,系统地介绍计算广告的产品、问题、系统和算法,并且从工业界的视角对这一领域具体技术的深入剖析。 本书立足于广告市场的根本问题,从计算广告各个阶段所遇到的市场挑战出发,以广告系统业务形态的需求和变化为主线,依次介绍合约广告系统、竞价广告系统、程序化交易......一起来看看 《计算广告》 这本书的介绍吧!

HTML 压缩/解压工具
HTML 压缩/解压工具

在线压缩/解压 HTML 代码

SHA 加密
SHA 加密

SHA 加密工具

XML、JSON 在线转换
XML、JSON 在线转换

在线XML、JSON转换工具