This is the code and output for an instruction session on how to use the leaflet R package to create interactive maps.
# Load in packages
library(tidyverse)
## ── Attaching packages ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.2.1 ──
## ✔ ggplot2 2.2.1.9000 ✔ purrr 0.2.4
## ✔ tibble 1.4.2 ✔ dplyr 0.7.4
## ✔ tidyr 0.8.0 ✔ stringr 1.3.0
## ✔ readr 1.1.1 ✔ forcats 0.3.0
## ── Conflicts ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
library(leaflet)
# Take a look at Leaflet
leaflet()
# Boring without tiles, so let's add a base layer
leaflet() %>%
addTiles()
# We could try provider tiles, using list from: http://leaflet-extras.github.io/leaflet-providers/preview/index.html
leaflet() %>%
addProviderTiles(providers$Stamen.Toner)
leaflet() %>%
addProviderTiles(providers$CartoDB.Positron)
# Try stacking them up:
leaflet() %>%
addProviderTiles(providers$Esri.WorldShadedRelief) %>%
addProviderTiles(providers$Stamen.TonerLabels)
# Let's try adding markers
# Get Airbnb Data
listings <- read_csv("../data/listings.csv")
## Parsed with column specification:
## cols(
## .default = col_character(),
## id = col_integer(),
## scrape_id = col_double(),
## last_scraped = col_date(format = ""),
## host_id = col_integer(),
## host_since = col_date(format = ""),
## host_listings_count = col_integer(),
## host_total_listings_count = col_integer(),
## latitude = col_double(),
## longitude = col_double(),
## accommodates = col_integer(),
## bathrooms = col_double(),
## bedrooms = col_integer(),
## beds = col_integer(),
## square_feet = col_integer(),
## guests_included = col_integer(),
## minimum_nights = col_integer(),
## maximum_nights = col_integer(),
## availability_30 = col_integer(),
## availability_60 = col_integer(),
## availability_90 = col_integer()
## # ... with 14 more columns
## )
## See spec(...) for full column specifications.
# Get rid of commas and dollar signs, make price numeric
listings$price <- as.numeric(gsub("[$,]", "", listings$price))
# Add markers to map as regular markers (this is a nightmare, so we'll skip rendering this)
leaflet() %>%
addTiles() %>%
addMarkers(data = listings)
# Let's try using circle markers instead
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
# Better, but we can customize those markers to do all kinds of stuff!
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
stroke = FALSE
)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
weight = 1,
color = "black",
fillColor = "steelblue"
)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
weight = 1,
color = "black",
fillColor = "steelblue",
fillOpacity = 1,
radius = 5
)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
# Now that we've customized markers a little, let's try adding a popup!
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
weight = 1,
color = "black",
fillColor = "steelblue",
fillOpacity = 1,
radius = 5,
popup = "Hello!"
)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
# Better to use actual data for popup content
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
weight = 1,
color = "black",
fillColor = "steelblue",
fillOpacity = 1,
radius = 5,
popup = ~host_name
)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
# We can use data to color the dots, as well - first things first, let's get a color palette
pal <- colorFactor(topo.colors(3), listings$room_type)
# We'll use data to color the dots and populate the popup (using html), and we'll also add a legend
leaflet() %>%
addTiles() %>%
addCircleMarkers(data = listings,
weight = 1,
color = "black",
fillColor = ~pal(room_type),
fillOpacity = 1,
radius = 5,
popup = ~paste0("<img src='",thumbnail_url,"'</img></br>",
"<b><a href='",listing_url,"' target='_blank'>",name,"</a></b></br>",
"Host: ",host_name,"</br>",
"Bedrooms: ", bedrooms,"</br>",
"Beds: ", beds,"</br>",
"Bathrooms: ",bathrooms,"</br>",
"Price: ",price, "</br>",
"Rating: ", review_scores_rating
)
) %>%
addLegend("bottomleft", pal = pal, values = listings$room_type, opacity = 1)
## Assuming 'longitude' and 'latitude' are longitude and latitude, respectively
Data from Inside Airbnb↩