Further Approaches for Geo-Spatial Visualization

class: center, middle, inverse, title-slide

.title[
# Further Approaches for Geo-Spatial Visualization
]
.author[
### Nicholas Sim
]
.date[
### 18 September 2024
]

---

class: center, middle, inverse
# Introduction

---
### Topics

* Constructing maps and boundaries using `geojson` and `shp` files.

* Obtaining base maps using the `ggmap` package

* Using `ggmap` functions, e.g. obtaining coordinates using `geocode()` and converting addresses into coordinates using `mutate_geocode()`

* Construct interactive maps with the `leaflet` package

---
### Readings

David Kahle and Hadley Wickham (2013) "ggmap: Spatial Visualization with ggplot2", The R Journal 5:1, pages 144-161.

https://journal.r-project.org/archive/2013/RJ-2013-014/RJ-2013-014.pdf

---
### Required Libraries

```r
library(tidyverse)
library(socviz) 
library(ggthemes) # To use the map theme
library(ggmap) # To use ggmap
library(sf)  # To read a shape file as an sf data frame
library(leaflet) # To use leaflet
library(geojsonsf) # To read a geojson file as sf
library(tidygeocoder) # To geocode for free
```

---
### Further Approaches

We will consider further approaches for spatial visualization:

* Constructing maps and boundaries using shape files, i.e. `geojson` and `shp` files

* Using the `ggmap` package to extract the base map
  
  * Using the `leaflet` package to construct dynamic visualizations 
 
---
class: center, middle, inverse
# Shape Files

---
### Types of Shape Files

Map data are rarely available as data frames. Instead, they come as a "shape" file stored in various formats, e.g. as a `geojson` (Geographic JavaScript Object Notation), `shp` (shapefile) and `kml` (Keyhole Markup Language).

For example, here is a list of shape files from data.gov.sg https://data.gov.sg/search?res_format=SHP. The link to Singapore's map data in the geojson format is https://data.gov.sg/dataset/national-map-polygon

We will learn to work with `geojson` and `shp` files to create maps. The `geojson` file alone contains all the information you need to construct a map. The `shp` file is usually accompanied by other dependent files. To use the `shp` file, we need these accompanying files to be stored in the same directory as the shape file.

---
### Applications

To illustrate, we will explore where the  <span style="color:blue">dengue hotspots</span> are in Singapore.

The Singapore map/polygon is contained in a `shp` file. The dengue polygon is contained in a `geojson` file. Both files can be converted into an `sf` (simple features) data frame by reading it using  `read_sf()` from the `sf` package.

---
### Using the sf Package to read a Shape File

We will use a `geojson` file (dengue polygon) and a `shp` file (Singapore polygon) to visualize where the dengue clusters are located in Singapore. These files are:

* `dengue-clusters-geojson.geojson`, which contains polygons (i.e. shapes) on the dengue clusters

* `poly.shp`, which contains polygons on Singapore.

We will read these files using `read_sf()` by passing each file to the `dsn` (data source name) argument. This will create an `sf` data frame for each of these shape files.

`sf` data frames are easy to use for plotting polygons using `geom_sf()`.

---
### Reading a Shape File as a Simple Features Data Frame

Let's take a look at `poly.shp` and `dengue-clusters-geojson.geojson`. Take note of the variables `locname` or `name` contained in these files, which we will use as a fill aesthetic later. Also note the use of `st_zm()`, which strips away the Z-axis data so that we will be left with data for the XY-axes (i.e. the longitude and latitude).

.panelset[
.panel[.panel-name[R Code]

```r
# Singapore shape file
# dsn: data source name
SG.sf <- read_sf(dsn = "./Igismap/poly.shp") #SG.sf: SG shapefile
```

```r
# Dengue shape (geojson) file
SG.dengue  <- read_sf(dsn = 'dengue-clusters-geojson.geojson')  %>% 
  st_zm() # Strip away the z axis
```
]

.panel[.panel-name[Data: SG.sf]

```
## Rows: 6
## Columns: 16
## $ id         <int> 6956978, 3831712, 3831713, 3831714, 3831715, 3831716
## $ country    <chr> "SGP", "SGP", "SGP", "SGP", "SGP", "SGP"
## $ name       <chr> "Pedra Branca", "Central", "Northeast", "Northwest", "South…
## $ enname     <chr> NA, NA, NA, NA, NA, NA
## $ locname    <chr> "Pedra Branca", "Central", "Northeast", "Northwest", "South…
## $ offname    <chr> NA, NA, NA, NA, NA, NA
## $ boundary   <chr> "administrative", "administrative", "administrative", "admi…
## $ adminlevel <int> 3, 6, 6, 6, 6, 6
## $ wikidata   <chr> "Q1190558", "Q2544592", "Q3710534", "Q5784118", "Q1687545",…
## $ wikimedia  <chr> "en:Pedra Branca", NA, NA, "en:North West Community Develop…
## $ timestamp  <chr> "2019-10-31 23:10:02", "2019-10-31 23:10:02", "2019-10-31 2…
## $ note       <chr> NA, NA, NA, NA, NA, NA
## $ path       <chr> "0,536780,6956978", "0,536780,3831712", "0,536780,3831713",…
## $ rpath      <chr> "6956978,536780,0", "3831712,536780,0", "3831713,536780,0",…
## $ iso3166_2  <chr> NA, "SG-01", "SG-02", "SG-03", "SG-04", "SG-05"
## $ geometry   <MULTIPOLYGON [°]> MULTIPOLYGON (((104.406 1.3..., MULTIPOLYGON (((103.7926 1.…
```
]

.panel[.panel-name[Data: SG.dengue]

```
## Rows: 123
## Columns: 3
## $ Name        <chr> "kml_1", "kml_2", "kml_3", "kml_4", "kml_5", "kml_6", "kml…
## $ Description <chr> "<center><table><tr><th colspan='2' align='center'><em>Att…
## $ geometry    <POLYGON [°]> POLYGON ((103.951 1.359376,..., POLYGON ((103.8771…
```
]
]

---
### Basic plot

We will first plot the Singapore map using the data frame `SG.sf` (extracted from `poly.shp`), then overlay it with the dengue clusters from the data frame `SG.dengue` (extracted from `dengue-clusters-geojson.geojson`). To prevent inheriting unwanted aesthetics, which may produce an error, we will use `ggplot()` without global declarations and declare the Singapore and dengue clusters data frames locally.

```r
ggplot() + geom_sf(data = SG.sf) + 
  geom_sf(data = SG.dengue, fill = "Darkred")
```

---
### Cleaning Up: Filling in Colors for Regions (Own Reading)

`locname` is a factor variable containing the labels of the regions in Singapore. Let's use it as a fill aesthetic.

```r
ggplot() + 
  geom_sf(data = SG.sf, aes(fill=locname)) + 
  geom_sf(data = SG.dengue, fill = "Darkred")
```

---
### Cleaning Up: Adjusting the Coordinates (Own Reading)

Let's adjust the coordinates to exclude Pedra Branca on the map. To do so, we specify the longitude and latitude limits using `coord_sf()`. Below, Pedra Branca is still present but is out of range. As such, the legend will still reflect Pedra Branca even though it is not shown on the map.

.panelset[
.panel[.panel-name[R Code]

```r
ggplot() + 
  geom_sf(data = SG.sf, aes(fill=locname)) + 
  geom_sf(data = SG.dengue, fill = "Darkred") +
  coord_sf(xlim = c(103.58, 104.11), 
           ylim = c(1.13, 1.5), 
           expand = FALSE) 
# "expand = FALSE" prevents ggplot 
# from expanding the plot
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.3-out-1.png" style="display: block; margin: auto;" />
]
]

---
### Cleaning Up: Declaring the Titles (Own Reading)

Let's use `labs()` to declare the titles, subtitles, axes and legend titles.

.panelset[
.panel[.panel-name[R Code]

```r
ggplot() + geom_sf(data = SG.sf, aes(fill=locname)) + 
  geom_sf(data = SG.dengue, fill = "Darkred") +
  coord_sf(xlim = c(103.58, 104.11), 
           ylim = c(1.13, 1.5), 
           expand = FALSE) + 
  labs(x = "Longitude", y = "Latitude", fill = "Regions", 
       title = "Are You Near A Dengue Hotspot?", 
       subtitle = "Dengue clusters across Singapore")
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.4-out-1.png" style="display: block; margin: auto;" />
]
]

---
### Cleaning Up: Declaring the X-Y Labels and Titles (Own Reading)

As a remark, we may use `ggtitle()` to declare the plot title (this is the same as `labs()`).

.panelset[
.panel[.panel-name[R Code]

```r
ggplot() + geom_sf(data = SG.sf, aes(fill=locname)) + 
  geom_sf(data = SG.dengue, fill = "Darkred") +
  coord_sf(xlim = c(103.58, 104.11), 
           ylim = c(1.13, 1.5), 
           expand = FALSE) + 
  labs(x = "Longitude", y = "Latitude", fill = "Regions") + 
  ggtitle("Are You Near A Dengue Hotspot?", 
          subtitle = "Dengue clusters across Singapore")
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.5-out-1.png" style="display: block; margin: auto;" />
]
]

---
### Cleaning Up: Removing Pedra Branca (Own Reading)

Let's remove Pedra Branca. We exclude it by using the filter condition, `!(name %in% 'Pedra Branca')`.

.panelset[
.panel[.panel-name[R Code]

```r
# Remove Pedra Branca from the data frame
SG.sf.1 <- filter(SG.sf, !(name %in% 'Pedra Branca')) 
# This filter selects all the rows in name not containing the string "Pedra Branca".

# There is no need to adjust the coordinates here as Pedra Branca has been removed.
ggplot() + 
  geom_sf(data = SG.sf.1, aes(fill=locname)) + 
  geom_sf(data = SG.dengue, fill = "Darkred") +
  labs(x = "Longitude", y = "Latitude", fill = "Regions") + 
  ggtitle("Are You Near A Dengue Hotspot?", 
          subtitle = "Dengue clusters across Singapore")
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.6-out-1.png" style="display: block; margin: auto;" />
]
]

---
### Marking Locations on the Map

.pull-left[
Let's continue with the previous example using data that filtered out Pedra Branca. i.e. `SG.sf.1`.

We can mark/overlay new locations on our maps by passing in their latitudes and longitudes as a data frame into `geom_point()`.

In this example, let's will mark **Westgate mall** and **SUSS** on the Singapore map. To do so, let's construct a data frame named `places` that contain the coordinates and names of these places (i.e. Westgate and SUSS)]

.pull-right[

```r
library(ggrepel)

# Construct the data frame for the places to be marked
Westgate <- c(103.7428,1.3345,'Westgate')
SUSS <- c(103.7762, 1.3291, 'SUSS') 
places <- rbind(Westgate,SUSS)

# ID contains the names of the places
colnames(places) <- c("long","lat","ID")

# To convert a matrix into a data frame
places <- as_tibble(places)

# Make sure the coordinates are numeric
places$long <- as.numeric(places$long)
places$lat <- as.numeric(places$lat)
```
]

---
### Marking New Locations on the Map

We will use this map for our exercise later (see the last slide). Let's refer to this map as **MAP A**.

.panelset[
.panel[.panel-name[R Code]

```r
# Save Singapore map
p <- ggplot() + geom_sf(data = SG.sf.1, fill = 'gray90', color = 'White') # Singapore Polygon

# Overlay dengue data and add locations
p + geom_sf(data = SG.dengue, fill = "Darkred") + # Dengue data
  geom_point(data = places, aes(x = long, y = lat), color = "Navyblue", size = 5, alpha = 0.3) + # Add locations using geom_point()
  geom_text_repel(data = places, aes(x = long, y=lat, label = ID), fontface = "bold") + # Add locations text
  labs(x = "Longitude", y = "Latitude", fill = "Regions") + 
  ggtitle("Are You Near A Dengue Hotspot?", subtitle = "Dengue clusters across Singapore") + 
  theme_map()
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.7-out-1.png" style="display: block; margin: auto;" />
]
]

---
class: center, middle, inverse
# The ggmap Package

---
### What is `ggmap`?

The `ggmap` package integrates Google Map Platform API functionalities to offer a suite of geospatial services. These services include accessing Google maps, OpenStreet maps, and Stamen maps, as well as geocoding user-provided addresses to compute coordinates. There are several advantages to utilizing the `ggmap` package:

1. With `ggmap`, there's no need to manually plot polygons to delineate region boundaries; it provides a base map that includes these details.

2. Maps generated using `ggmap` offer richer features compared to simple polygons, encompassing terrains, roads, satellite imagery, and more.

The syntax for overlaying additional features on these base maps aligns with the familiar style of ggplot2. This facilitates the seamless integration and extension of geospatial visualizations.

---
### Using the ggmap package

The `ggmap` package extracts map data using an **Application Programming Interface** (API) from Google Map Platform.

To use `ggmap`, you need to first sign up with Google Map Platform and obtain an API key. The API key is a unique identifier that allows Google (or a data provider) to identify the user. Therefore, **keep it a secret!**

Once you have your API key, pass it into the `register_google()` function to connect your computer to Google (if not, `ggmap` will not work).

```r
#### replace your API here. Otherwise, you cannot generate an output.
# register_google(key = "Your_key")
```

---
###  Extracting a Base Map

To extract a base map on a certain location, we must provide the location's coordinates, which can be obtained using the `ggmap::geocode()` command (note: we spell out `ggmap::geocode()` than `geocode()`, since the `tidygeocoder` package has a command with the same name). Below, we search "Singapore" for its coordinates and save them as `Singapore`:

```r
# Obtaining Singapore's location
singapore <- ggmap::geocode("Singapore")
singapore #lon = 103.8198,lat = 1.352083
```

```
## # A tibble: 1 × 2
##     lon   lat
##   <dbl> <dbl>
## 1  104.  1.35
```

---
###  Extracting a Base Map

After obtaining the coordinates on Singapore, we pass them into  `ggmap::get_googlemap()` to fetch a base map for Singapore. Let's save the map as `map`:

```r
map <- get_googlemap(center = c(lon = singapore$lon, lat = singapore$lat), zoom = 11)

# We have to trial and error with the zoom option
```

---
class: center, middle, inverse
# Geo-Spatial Visualization with ggmap

---
###  Loading the Map

To visualize the base map save as `map`, we pass it into `ggmap()`.

```r
# map is the base map that is fetched from get_googlemap()
ggmap(map)
```

---
###  Marking Locations

The `ggmap` package facilitates the utilization of ggplot2-like syntax for map plotting. For instance, we can mark locations on the map using `geom_point()`.

Let's illustrate by marking two places - Westgate Mall and SUSS - on a map. First, let's store the coordinates of these locations in a data frame:

```r
# Save the longitude, latitude and location name
Westgate <- c(103.7428, 1.3345, 'Westgate')
SUSS <- c(103.7762, 1.3291, 'SUSS')

# Construct the data frame for the places to be marked
places <- rbind(Westgate, SUSS) %>% as.data.frame()

# ID contains the names of the places
colnames(places) <- c("long", "lat", "ID")

# Ensure that the coordinates are numeric
places$long <- as.numeric(places$long)
places$lat <- as.numeric(places$lat)
```

---
###  Marking Locations

Let's mark these places on our base map saved earlier as `map`:

```r
ggmap(map) + geom_point(data = places, aes(x = long, y = lat), size = 4, alpha = 0.3 ) +
  geom_text_repel(data = places, aes(x = long, y = lat, label = ID), fontface = "bold")   # Add locations text
```

---
###  Overlaying Polygons onto a Base Map from ggmap

We may also overlay polygons on a base map extracted from `ggmap`. For example, let's overlay the dengue clusters polygons from `SG.dengue`, a simple features (`sf`) data frame, on the Singapore base map, `map`. Notice that `SG.dengue` is declared as a local data frame, and `inherit.aes = F` is included as a setting in `geom_sf`.

.panelset[
.panel[.panel-name[R Code]

```r
ggmap(map) + 
  geom_point(data = places, 
             aes(x = long, y = lat), 
             size = 4, alpha = 0.3 ) +
  geom_text_repel(data = places, 
                  aes(x = long, y = lat, label = ID), 
                  fontface = "bold") +
  geom_sf(data = SG.dengue, alpha = 0.3,
               fill = "tomato", inherit.aes = F) +
      ggtitle("Dengue Clusters in Singapore")
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/dengue.ggmap.1-out-1.png" style="display: block; margin: auto;" />
]
]

---
### Remark: Combining ggmap with geom_polygon and geom_sf

When using a standard data frame, we can add `geom_polygon` to `ggmap(map)` to overlay polygons without encountering errors.

However, if we attempt to add `geom_sf` to overlay `sf` multipolygons on `ggmap(map)`, an error arises. This error may seem unexpected, since there are issues when adding `sf` polygons through `geom_sf` to `ggplot()`.

So, why does an error occur when adding `geom_sf` to `ggmap(map)`, but not to `ggplot()`?

---
### Remark: Combining ggmap with geom_polygon and geom_sf

The explanation lies in the distinction between global and local aesthetics declarations in ggplot.

When we run `ggplot() + geom_sf(SG.dengue)` (with `SG.dengue` being an `sf` data frame), nothing is inherited by `geom_sf` because `ggplot()` is essentially "empty". Hence, plotting the dengue polygons proceeds without issues.

However, when overlaying `sf` polygons onto `ggmap(map)`, `geom_sf` will attempt to inherit an aesthetic from `ggmap(map)` that doesn't exist, namely "geometry".

To prevent `geom_sf` from attempting to inherit a non-existent aesthetic, we should include the setting `inherit.aes = FALSE` in `geom_sf`, as shown here:

```r
ggmap(map) + geom_sf(data = SG.dengue, inherit.aes = F)
```

---
### Remark: Combining ggmap with geom_polygon and geom_sf

This example shows that `sf` polygons can be overlaid onto `ggmap(map)` if we include the `inherit.aes = F` setting in `geom_sf`:

```r
library(sf)
library(tidyverse)
ggmap(map)  + geom_sf(data = SG.dengue, 
                      fill = "tomato", 
                      alpha = 0.5, inherit.aes = F)
```

<img src="FurtherSpatialVisualization_files/figure-html/unnamed-chunk-15-1.png" style="display: block; margin: auto;" />
                      
---
class: center, middle, inverse
# Other Useful Functions in ggmap

---
###  Geocoding Location Names

Suppose we wish to mark the locations of every MOS Burger outlet in Singapore on a Singapore map. To accomplish this, we must geocode these addresses to obtain their coordinates.

We start by utilizing the file "Mosburger.xlsx," which contains the addresses of all the restaurants. Let's geocode the locations and mark them on a Google map.

```r
mosburger <- readxl::read_excel("Mosburger.xlsx")
head(mosburger)
```

```
## # A tibble: 6 × 6
##   places                     address          postcode telephone delivery region
##   <chr>                      <chr>            <chr>    <chr>     <chr>    <chr> 
## 1 Plaza Singapura            68 Orchard Road… 238839   (+65) 68… 0        Centr…
## 2 China Square               51 Telok Ayer S… 048441   (+65) 62… 0        Centr…
## 3 Millenia Walk              9 Raffles Boule… 039596   (+65) 68… 0        Centr…
## 4 HarbourFront Centre        1 Maritime Squa… 099253   (+65) 62… 1        Centr…
## 5 Cathay Cineleisure Orchard 8 Grange Road #… 239695   (+65) 62… 1        Centr…
## 6 Novena Square              238 Thomson Roa… 307683   (+65) 63… 1        Centr…
```

---
###  Geocoding Location Names

To geocode the locations, we use the `mutate_geocode()` function from the `ggmap` package.

```r
mosburger.df <- mutate_geocode(data = mosburger, postcode)
head(mosburger.df)
```

```
## # A tibble: 6 × 8
##   places                  address postcode telephone delivery region   lon   lat
##   <chr>                   <chr>   <chr>    <chr>     <chr>    <chr>  <dbl> <dbl>
## 1 Plaza Singapura         68 Orc… 238839   (+65) 68… 0        Centr…  104.  1.30
## 2 China Square            51 Tel… 048441   (+65) 62… 0        Centr…  104.  1.28
## 3 Millenia Walk           9 Raff… 039596   (+65) 68… 0        Centr…  104.  1.29
## 4 HarbourFront Centre     1 Mari… 099253   (+65) 62… 1        Centr…  104.  1.26
## 5 Cathay Cineleisure Orc… 8 Gran… 239695   (+65) 62… 1        Centr…  104.  1.30
## 6 Novena Square           238 Th… 307683   (+65) 63… 1        Centr…  104.  1.32
```

---
###  Geocoding Location Names

We use `geom_point()` to mark locations on a `ggmap` generated base map. First, we obtain a hybrid-type map and save it as `map.2`. Then, we plot the locations of the restaurants using `geom_point()`.

.panelset[
.panel[.panel-name[R Code]

```r
map.2 <- get_map(center = c(singapore$lon, singapore$lat),
                 maptype = "hybrid", 
                 zoom = 11) # We use a hybrid map

ggmap(map.2) + 
  geom_point(data = mosburger.df, 
             aes(x = lon, y = lat), 
             color = "yellow", size = 3) +
  ggtitle("MOS Burger Restaurants in Singapore")
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/map.2-out-1.png" style="display: block; margin: auto;" />
]
]

---
###  Geocoding Location Names

We may even plot the restaurant density by using `stat_density2d` (it's fun, but perhaps not too sensible).

.panelset[
.panel[.panel-name[R Code]

```r
map.3 <- get_map(center = c(singapore$lon, singapore$lat), 
                 color = "bw", 
                 zoom = 11) # We use a hybrid map

ggmap(map.3) + 
  geom_point(data = mosburger.df, 
             aes(x = lon, y = lat), 
             color = "yellow", size = 3) +   stat_density2d(aes(fill = ..level..), alpha = 0.4, geom = "polygon", data = mosburger.df) + 
  guides(fill = FALSE) +  
  ggtitle("MOS Burger Restaurants in Singapore") 
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/map.3-out-1.png" style="display: block; margin: auto;" />
]
]

---
###  Applying the Grammar of Graphics

The `ggmap` package allows us to exploit `ggplot2`-like syntax. For instance, below, we facet the map by `delivery`.

.panelset[
.panel[.panel-name[R Code]

```r
ggmap(map.3) + 
  geom_point(data = mosburger.df, 
             aes(x = lon, y = lat), 
             color = "Green", size = 3) +
  facet_wrap(~ delivery, 
             labeller = labeller(delivery = c("0" = "Does Not Deliver", "1" = "Delivers") )) + # use "labeller" to change the facet titles
  ggtitle("MOS Burger Restaurants in Singapore") 
```
]

.panel[.panel-name[Plot]
<img src="FurtherSpatialVisualization_files/figure-html/map.4-out-1.png" style="display: block; margin: auto;" />
]
]

---
class: center, middle, inverse
# Geocoding for Free

---
### The tidygeocoder Package

The `tidygeocoder` allows us to geocode in R without needing to connect to the `ggmap` API (Warning: it can be very slow). The documentation can be found in https://jessecambon.github.io/tidygeocoder/. As an example, let's geocode three shopping malls in Singapore: Westgate, Takashimaya, and Waterway Point.

.panelset[
.panel[.panel-name[R Code]

```r
some_addresses <- tibble::tribble(
~name,                  ~addr,
"Westgate",          "3 Gateway Dr, Singapore 608532",
"Takashimaya",  "391A Orchard Road, Singapore 238873",
"Waterway Point",  "83 Punggol Central, Singapore 828761"
)

# geocode the addresses
lat_longs <- some_addresses %>%
  tidygeocoder::geocode(addr, method = 'osm', lat = latitude , long = longitude)

lat_longs
```

]

.panel[.panel-name[Output]

```
## # A tibble: 3 × 4
##   name           addr                                 latitude longitude
##   <chr>          <chr>                                   <dbl>     <dbl>
## 1 Westgate       3 Gateway Dr, Singapore 608532           1.33      104.
## 2 Takashimaya    391A Orchard Road, Singapore 238873      1.30      104.
## 3 Waterway Point 83 Punggol Central, Singapore 828761     1.41      104.
```
]
]

---
### The tidygeocoder Package: Exercise

Based on the `mosburger` data frame, geocode the Mosburger branches using `tidygeocoder`. You may combine the variable `places` and `postcode` to construct the address list that looks, for example, like "Plaza Singapura Singapore 238839".

<div class="datatables html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-32bbffbefc125b7f076f" style="width:100%;height:auto;"></div>
<script type="application/json" data-for="htmlwidget-32bbffbefc125b7f076f">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28","29","30","31","32","33","34","35","36","37","38","39","40","41"],["Plaza Singapura","China Square","Millenia Walk","HarbourFront Centre","Cathay Cineleisure Orchard","Novena Square","100 AM","Marina Bay Financial Centre","Marina One","Suntec City Mall","Tiong Bahru Plaza","The Centrepoint","Republic Plaza","MOS CAFE Raffles City","MOS CAFE Takashimaya S.C.","MOS CAFE Great World","Bishan Junction 8","Causeway Point","Toa Payoh HDB Hub","AMK Hub","Nex","Compass One","Northpoint City","Kampung Admiralty","Heartland Mall Kovan","Waterway Point","Hougang Mall","Parkway Parade","Tampines Mall","Bedok Mall","Paya Lebar Square","White Sands","Our Tampines Hub","Eastpoint Mall","MOS CAFE Jewel","Jurong Point","LOT ONE","Jem","JCube","Fusionopolis One","Hillion Mall"],["68 Orchard Road #B1-01 Plaza Singapura","51 Telok Ayer Street #01-07","9 Raffles Boulevard, #01-99/100 Millenia Walk","1 Maritime Square #01-95/96/97 HarbourFront Centre","8 Grange Road #01-06 Cathay Cineleisure Orchard","238 Thomson Road #01-54/55 Novena Square","100 Tras Street #01-12 100 AM","12 Marina Boulevard #01-03, Marina Bay Financial Tower 3","5 Straits View #B2-45","3 Temasek Boulevard #B1-122, Suntec City Mall","302 Tiong Bahru Road B1-139 Tiong Bahru Plaza","176 Orchard Road #B1-06, The Centrepoint","9 Raffles Place #B1-06 Republic Plaza","252 North Bridge Road #B1-38 Raffles City Shopping Centre","391 Orchard Road #B2-32 Takashimaya Shopping Centre","1 Kim Seng Promenade #01-112 Great World","9 Bishan Place #01-19 Junction 8 Shopping Centre","1 Woodlands Square #01-13 Causeway Point","Blk 490 Toa Payoh Lor 6 #01-13 (HDB Hub)","53 Ang Mo Kio Ave 3 #01-33 AMK Hub","23 Serangoon Central, Nex #B2-02/03/04","1 Sengkang Square, #01-09 Compass One","930 Yishun Avenue 2 #01-19, Northpoint City","676 Woodlands Drive 71 #01-09 Kampung Admiralty","14 Tampines Road #01-11 Heartland Mall Kovan","83 Punggol Central #B1-k9, Waterway Point East Wing","90 Hougang Ave 10 #04-10, Hougang Mall","80 Marine Parade Road #B1-18 Parkway Parade","4 Tampines Central 5 #B1-K1 Tampines Mall","311 New Upper Changi Road #B2-29 Bedok Mall","60 Paya Lebar Road #01-72/73/K4/K5 Paya Lebar Square","1 Pasir Ris Central Street 3 #02-24 & #02-K1 White Sands","1 Tampines Walk #01-85 #02-24 & #02-K1 Our Tampines Hub","3 Simei Street 6 #01-07/K3 Eastpoint Mall","Changi Airport 78 Airport Blvd #B2-211 Jewel Changi Airport","1 Jurong West Central 2 #01-30A Jurong Point Shopping Centre","21 Choa Chu Kang Ave 4 #B1-K7/K8 LOT ONE Shopperâ€™s Mall","50 Jurong Gateway #05-03 Jem","2 Jurong East Central #01-08 JCube","1 Fusionopolis Way #01-05 Fusionopolis One","17 Petir Road #B2-60 Hillion Mall"],["238839","048441","039596","099253","239695","307683","079027","018982","018936","038983","168732","238843","048619","179103","238872","237994","579837","738099","310490","569933","556083","545078","769098","730676","535067","828761","538766","449269","529510","467360","409051","518457","528523","528833","819666","648886","689812","608549","609731","138632","678278"],["(+65) 6883 0026","(+65) 6222 7545","(+65) 6837 3918","(+65) 6274 3349","(+65) 6235 7055","(+65) 6352 5431","(+65) 6694 8482","(+65) 6443 1176","(+65) 6282 4350",null,"(+65) 6264 4482","(+65) 6694 3204","(+65) 6226 1525","(+65) 6338 7355","(+65) 6734 7316","(+65) 6235 5161","(+65) 6354 2225","(+65) 6891 0588","(+65) 6352 9161","(+65) 6753 8204","(+65) 6509 9481","(+65) 6384 6106","(+65) 6257 2714","(+65) 6264 4543","(+65) 6214 3055","(+65) 6245 2583",null,"(+65) 6345 9720","(+65) 6784 3983","(+65) 6844 9571","(+65) 6702 2821","(+65) 6385 4836","(+65) 6214 3055","(+65) 6223 6218","(+65) 6214 9428","(+65) 6397 1183","(+65) 6767 8229","(+65) 6734 7298","(+65) 6694 0668","(+65) 6463 1187","(+65) 6278 0082"],["0","0","0","1","1","1","1","0","1","0","1","0","0","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","1","0","0","1","1","1","1","1","1"],["Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","Central","North","North","North","North","North","North","North","North","North","North","North","East","East","East","East","East","East","East","East","West","West","West","West","West","West"],["Plaza Singapura Singapore 238839","China Square Singapore 048441","Millenia Walk Singapore 039596","HarbourFront Centre Singapore 099253","Cathay Cineleisure Orchard Singapore 239695","Novena Square Singapore 307683","100 AM Singapore 079027","Marina Bay Financial Centre Singapore 018982","Marina One Singapore 018936","Suntec City Mall Singapore 038983","Tiong Bahru Plaza Singapore 168732","The Centrepoint Singapore 238843","Republic Plaza Singapore 048619","MOS CAFE Raffles City Singapore 179103","MOS CAFE Takashimaya S.C. Singapore 238872","MOS CAFE Great World Singapore 237994","Bishan Junction 8 Singapore 579837","Causeway Point Singapore 738099","Toa Payoh HDB Hub Singapore 310490","AMK Hub Singapore 569933","Nex Singapore 556083","Compass One Singapore 545078","Northpoint City Singapore 769098","Kampung Admiralty Singapore 730676","Heartland Mall Kovan Singapore 535067","Waterway Point Singapore 828761","Hougang Mall Singapore 538766","Parkway Parade Singapore 449269","Tampines Mall Singapore 529510","Bedok Mall Singapore 467360","Paya Lebar Square Singapore 409051","White Sands Singapore 518457","Our Tampines Hub Singapore 528523","Eastpoint Mall Singapore 528833","MOS CAFE Jewel Singapore 819666","Jurong Point Singapore 648886","LOT ONE Singapore 689812","Jem Singapore 608549","JCube Singapore 609731","Fusionopolis One Singapore 138632","Hillion Mall Singapore 678278"],[1.3004414,1.2834925,1.292471,1.26422175,1.3014468,1.3204058,1.2899175,1.2795364,1.27725865,1.2950172,1.2863599,1.3018345,1.2830522,1.2935547,null,null,null,1.4360831,1.3327564,1.36943465,1.3505193,1.3920337,1.4282062,1.4398349,null,1.40642655,1.3725735,1.30137335,1.35254345,1.32481115,1.31862245,1.37249645,1.3530262,1.3424679,null,1.33949635,null,1.3332962,null,1.29923685,1.37850815],[103.8449027941873,103.8465903,103.8596399132467,103.8202454161107,103.8364806515962,103.8437628,103.8519072,103.8543732224123,103.8529596143986,103.8578481941785,103.8273330301804,103.8397126731343,103.8509297785138,103.8534831,null,null,null,103.7860059374234,103.8476464,103.8483339793471,103.8722532983734,103.8949526621111,103.8362640046405,103.8006940273316,null,103.9020102050954,103.89378785747,103.9051777731657,103.9447382628525,103.9292543789779,103.8926348425917,103.9497434027686,103.9406727704798,103.9528535,null,103.7052540078333,null,103.743391150779,null,103.7878906832042,103.7633212045407]],"container":"<table class=\"display\">\n  <thead>\n    <tr>\n      <th> <\/th>\n      <th>places<\/th>\n      <th>address<\/th>\n      <th>postcode<\/th>\n      <th>telephone<\/th>\n      <th>delivery<\/th>\n      <th>region<\/th>\n      <th>addr<\/th>\n      <th>latitude<\/th>\n      <th>longitude<\/th>\n    <\/tr>\n  <\/thead>\n<\/table>","options":{"pageLength":8,"scrollY":200,"scrollX":"100%","scrollCollase":true,"columnDefs":[{"className":"dt-right","targets":[8,9]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script>

---
### The OneMap API

We may also geocode Singapore addresses for free using the OneMap API. In fact, this is a much faster approach than using the `tidygeocoder` package. To do so, we need to construct an API query for each address. To save space, we only present the main code blocks below. Details can be found in the tutorial `OneMapGeocode.Rmd`.

We first construct an empty data frame, `out.list`, to store our results:

```r
# Declare a null output to store the results for the loop below
out.list <- tibble(address = character(), 
                   lat = character(),
                   lng = character()) 
```

We declare the base url of the API here.

```r
# Base url of the OneMap API to query from
queryurl = "https://www.onemap.gov.sg/api/common/elastic/search"
```

---
### The OneMap API

Using a loop, we build an API link for each address to query the OneMap API.

```r
# Building a loop to query the addresses
for(i in 1:length(df$address)){
  
  # Build up the url for the query.
  myquery <- list("searchVal" = df$address[i], "returnGeom" = "Y", "getAddrDetails" = "Y", "pageNum" = "1")
  
  # Extract results from a GET call. Here, "queryurl" is the base url and "myquery" is the query.
  out.json <- GET(queryurl, query = myquery)
  
  # Extract text from JSON.
  out.text = fromJSON(rawToChar(out.json$content)) 
  
  # Extract the address. There could be multiple addresses in out.text$results based on similarity of addresses from the query. 
  #We pick the first one, i.e. out.text$results[1,] as it is the correct one.
  #For unsuccessful query, out.text$found would be 0. For such cases, assign an NA.
 if(out.text$found !=0){
   out.list[i,] <- out.text$results[1,][c("ADDRESS", "LATITUDE", "LONGITUDE")]
   } else {
    out.list[i,] <- rep(NA,3)}
}
```

---
class: center, middle, inverse
# Further Discussion: Converting Multipolygon Coordinates into a Data Frame (Own Reading)

---
### Extracting the Coordinates from an sf Data Frame

In certain cases where we encounter difficulties visualizing polygons from an `sf` data frame, a workaround involves extracting the coordinates and saving them as a regular data frame.

To illustrate, let's extract the coordinates from `SG.dengue`, which is a list comprising three objects. We will utilize the 2nd object, which contains the names of the places, and the 3rd object, which contains the polygons of those places.

First, we extract the coordinates of each dengue cluster. Then, we  extract the names of the locations within the cluster where an incidence was reported. Below are the coordinates of the 5th location.

```r
k = 5 # fifth location
SG.dengue[[3]][[k]][[1]] %>% head(3)
```

```
##          [,1]     [,2]
## [1,] 103.8817 1.341956
## [2,] 103.8822 1.342886
## [3,] 103.8824 1.343019
```

---
### Extracting the Coordinates from SG.dengue

Since the coordinates for each dengue cluster are stored in `SG.dengue[[3]][[k]][[1]]`, we will iterate over `k` from `1` to 123.

For each cluster indexed by `k`, we will save its coordinates in the data frame `df.x` and assign an ID to it. Then, we will append `df.x` to `df.coord`, which will store the coordinates for all clusters. Subsequently, we will extract the coordinates for the next cluster `k` into `df.x` and append them to `df.coord`, and continue this process until the loop concludes.

```r
df.coord <- NULL # Initialize an empty matrix

for (k in 1:nrow(SG.dengue)){
  # The coordinates are stored in SG.dengue[[3]][[k]][[1]]. Use trial and error to find out.
  # The group ID will be k
  df.x <- data.frame(SG.dengue[[3]][[k]][[1]], k)
  
  # Append df.coord with the data in df.x by rows
  df.coord <- rbind(df.coord, df.x)
}

# Clean up the names of the columns
colnames(df.coord) <- c("longitude", "latitude", "ID")
```

---
### Extracting the Location Names from SG.dengue

Finally, we extract the names of the locations from `SG.dengue[[2]]`. By inspection, notice that the location is located after the tag `<th>LOCALITY</th> <td>`. For example, the fifth location (`k = 5`) is

```r
k = 5 # fifth location
SG.dengue[[2]][k] %>% strwrap(width = 70)
```

```
##  [1] "<center><table><tr><th colspan='2'"                                  
##  [2] "align='center'><em>Attributes</em></th></tr><tr bgcolor=\"#E3E3F3\">"
##  [3] "<th>LOCALITY</th> <td>Upp Paya Lebar Rd (Botanique At Bartley)</td>" 
##  [4] "</tr><tr bgcolor=\"\"> <th>CASE_SIZE</th> <td>2</td> </tr><tr"       
##  [5] "bgcolor=\"#E3E3F3\"> <th>NAME</th> <td>Dengue_Cluster</td> </tr><tr" 
##  [6] "bgcolor=\"\"> <th>HYPERLINK</th>"                                    
##  [7] "<td>https://www.nea.gov.sg/dengue-zika/dengue/dengue-clusters</td>"  
##  [8] "</tr><tr bgcolor=\"#E3E3F3\"> <th>HOMES</th> <td></td> </tr><tr"     
##  [9] "bgcolor=\"\"> <th>PUBLIC_PLACES</th> <td></td> </tr><tr"             
## [10] "bgcolor=\"#E3E3F3\"> <th>CONSTRUCTION_SITES</th> <td></td> </tr><tr" 
## [11] "bgcolor=\"\"> <th>INC_CRC</th> <td>C8D56736C876D976</td> </tr><tr"   
## [12] "bgcolor=\"#E3E3F3\"> <th>FMEL_UPD_D</th> <td>20200513170817</td>"    
## [13] "</tr></table></center>"
```

---
### Extracting the Location Names from SG.dengue

Therefore, we will use the `str_split` function from `stringr` package to split `SG.dengue[[2]]` based on the pattern `<th>LOCALITY</th> <td>`. The address will be stored in the second column before the tag `</td>`.

```r
# Split the string
SG.dengue.address.step1 <- str_split(SG.dengue[[2]], pattern = "<th>LOCALITY</th> <td>", n = 2, simplify = T)

# Save the second column of the matrix
SG.dengue.address.step1 <- SG.dengue.address.step1[,2]

# Check the first entry
SG.dengue.address.step1[1] %>% strwrap(width = 70)
```

```
##  [1] "Tampines St 42 (Blk 450A, 450C)</td> </tr><tr bgcolor=\"\">"        
##  [2] "<th>CASE_SIZE</th> <td>3</td> </tr><tr bgcolor=\"#E3E3F3\">"        
##  [3] "<th>NAME</th> <td>Dengue_Cluster</td> </tr><tr bgcolor=\"\">"       
##  [4] "<th>HYPERLINK</th>"                                                 
##  [5] "<td>https://www.nea.gov.sg/dengue-zika/dengue/dengue-clusters</td>" 
##  [6] "</tr><tr bgcolor=\"#E3E3F3\"> <th>HOMES</th> <td></td> </tr><tr"    
##  [7] "bgcolor=\"\"> <th>PUBLIC_PLACES</th> <td></td> </tr><tr"            
##  [8] "bgcolor=\"#E3E3F3\"> <th>CONSTRUCTION_SITES</th> <td></td> </tr><tr"
##  [9] "bgcolor=\"\"> <th>INC_CRC</th> <td>519FC6B16BF39FE2</td> </tr><tr"  
## [10] "bgcolor=\"#E3E3F3\"> <th>FMEL_UPD_D</th> <td>20200513170817</td>"   
## [11] "</tr></table></center>"
```

---
### Extracting the Location Names from SG.dengue

We further utilize `str_split` to split `SG.dengue.address.step1` and extract the addresses, located before the tag `</td>`. Then, we will save these addresses, assign a group ID to each address, and merge this data frame with `df.coord` by `ID`. Additionally, we will count the number of cases based on the unique addresses associated with each dengue cluster.

.panelset[
.panel[.panel-name[R Code]

```r
# Split the string 
SG.dengue.address <- str_split(string = SG.dengue.address.step1, pattern = "</td>", n = 2, simplify = T)

# Count the number of dengue incidence based on unique address
SG.dengue.cases <- str_count(SG.dengue.address[,1], pattern = "/") + 
  str_count(SG.dengue.address[,1], pattern = ",") + 1
  
# Save the addresses, which is stored in the first column. Include the group ID
SG.dengue.address <- data.frame(address = SG.dengue.address[,1], cases = SG.dengue.cases, ID = 1:nrow(SG.dengue.address))

head(SG.dengue.address)
```
]

.panel[.panel-name[Output]

```
##                                                                                                                        address
## 1                                                                                              Tampines St 42 (Blk 450A, 450C)
## 2                                                                                                 Fernvale Lk (Blk 413B, 415A)
## 3 Westwood Ave / Westwood Ave (Westwood Residences) / Westwood Cres / Westwood Dr / Westwood Rd / Westwood Ter / Westwood Walk
## 4                                                                                                     Bangkit Rd (Chestervale)
## 5                                                                                     Upp Paya Lebar Rd (Botanique At Bartley)
## 6                                                                                                      Upp Aljunied Ln (Blk 5)
##   cases ID
## 1     2  1
## 2     2  2
## 3     7  3
## 4     1  4
## 5     1  5
## 6     1  6
```

]
]
---
### Extracting the Location Names from SG.dengue
Combining the coordinates data frame with the addresses:

```r
# Left join df.coord with SG.dengue.address.step2
SG.dengue.df <- left_join(df.coord, SG.dengue.address, by = "ID")

# Check the final output
SG.dengue.df %>% head(3) 
```

```
##   longitude latitude ID                         address cases
## 1  103.9510 1.359376  1 Tampines St 42 (Blk 450A, 450C)     2
## 2  103.9512 1.359380  1 Tampines St 42 (Blk 450A, 450C)     2
## 3  103.9512 1.359820  1 Tampines St 42 (Blk 450A, 450C)     2
```

---
### Saving the Addresses to SG.dengue

For convenience, we save the addresses and cases to `SG.dengue`.

```r
# Save the address to SG.dengue
SG.dengue$address <- SG.dengue.address$address
SG.dengue$cases <- SG.dengue.address$cases

# View the output
glimpse(SG.dengue)
```

```
## Rows: 123
## Columns: 5
## $ Name        <chr> "kml_1", "kml_2", "kml_3", "kml_4", "kml_5", "kml_6", "kml…
## $ Description <chr> "<center><table><tr><th colspan='2' align='center'><em>Att…
## $ geometry    <POLYGON [°]> POLYGON ((103.951 1.359376,..., POLYGON ((103.8771…
## $ address     <chr> "Tampines St 42 (Blk 450A, 450C)", "Fernvale Lk (Blk 413B,…
## $ cases       <dbl> 2, 2, 7, 1, 1, 1, 2, 1, 2, 2, 8, 13, 10, 3, 3, 1, 3, 10, 1…
```

---
class: center, middle, inverse
# The leaflet Package

---
### Leaflet

The `leaflet` package enables us to create dynamic and interactive maps. Here is an example of creating location markers of the MOS Burger restaurants on leaflet.

.panelset[
.panel[.panel-name[R Code]

```r
mosburger.df %>% 
  leaflet() %>% 
  addTiles() %>% 
  addMarkers(popup = mosburger.df$places, 
             label = mosburger.df$places,
             clusterOptions = markerClusterOptions())
```
]

.panel[.panel-name[Plot]
<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-d4498f0c5db2367f19ed" style="width:720px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-d4498f0c5db2367f19ed">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>,  <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]},{"method":"addMarkers","args":[[1.301016,1.282983,1.291601,1.264553,1.301555,1.319826,1.274929,1.2804899,1.2781917,1.295968,1.286145,1.301949,1.283242,1.294149,1.30245,1.293984,1.349971,1.435855,1.332516,1.369017,1.350644,1.392272,1.429848,1.439759,1.359955,1.406502,1.372629,1.301072,1.3526609,1.32488,1.3195358,1.372567,null,1.342806,1.3602083,1.339874,1.384848,1.3330671,1.33352,1.299622,1.378191],[103.845411,103.849122,103.860166,103.819304,103.83666,103.843998,103.843549,103.853496,103.8527112,103.858967,103.827342,103.839829,103.850837,103.852807,103.834672,103.832088,103.848794,103.786222,103.848532,103.848122,103.871806,103.894775,103.835554,103.800664,103.886712,103.902084,103.893938,103.905281,103.945245,103.929311,103.8922873,103.950162,null,103.952974,103.9897607,103.706464,103.745046,103.7436599,103.740277,103.787656,103.763334],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Plaza Singapura","China Square","Millenia Walk","HarbourFront Centre","Cathay Cineleisure Orchard","Novena Square","100 AM","Marina Bay Financial Centre","Marina One","Suntec City Mall","Tiong Bahru Plaza","The Centrepoint","Republic Plaza","MOS CAFE Raffles City","MOS CAFE Takashimaya S.C.","MOS CAFE Great World","Bishan Junction 8","Causeway Point","Toa Payoh HDB Hub","AMK Hub","Nex","Compass One","Northpoint City","Kampung Admiralty","Heartland Mall Kovan","Waterway Point","Hougang Mall","Parkway Parade","Tampines Mall","Bedok Mall","Paya Lebar Square","White Sands","Our Tampines Hub","Eastpoint Mall","MOS CAFE Jewel","Jurong Point","LOT ONE","Jem","JCube","Fusionopolis One","Hillion Mall"],null,{"showCoverageOnHover":true,"zoomToBoundsOnClick":true,"spiderfyOnMaxZoom":true,"removeOutsideVisibleBounds":true,"spiderLegPolylineOptions":{"weight":1.5,"color":"#222","opacity":0.5},"freezeAtZoom":false},null,["Plaza Singapura","China Square","Millenia Walk","HarbourFront Centre","Cathay Cineleisure Orchard","Novena Square","100 AM","Marina Bay Financial Centre","Marina One","Suntec City Mall","Tiong Bahru Plaza","The Centrepoint","Republic Plaza","MOS CAFE Raffles City","MOS CAFE Takashimaya S.C.","MOS CAFE Great World","Bishan Junction 8","Causeway Point","Toa Payoh HDB Hub","AMK Hub","Nex","Compass One","Northpoint City","Kampung Admiralty","Heartland Mall Kovan","Waterway Point","Hougang Mall","Parkway Parade","Tampines Mall","Bedok Mall","Paya Lebar Square","White Sands","Our Tampines Hub","Eastpoint Mall","MOS CAFE Jewel","Jurong Point","LOT ONE","Jem","JCube","Fusionopolis One","Hillion Mall"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.264553,1.439759],"lng":[103.706464,103.9897607]}},"evals":[],"jsHooks":[]}</script>
]
]

---
### Basic Commands
The documentation on leaflet can be found in 
See https://rstudio.github.io/leaflet/markers.html. The starting point of using leaflet is the `leaflet()` function, which creates a basic storable map widget. To bring up a map, "add" the `addTiles()` function, which adds map data from OpenStreetMap. Here, we create a leaflet object called `mymap` simply by calling the `leaflet()` function and adding tiles:

```r
mymap <- leaflet() %>% addTiles() 
mymap
```

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-efee53d0ec2ad7d10e2c" style="width:720px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-efee53d0ec2ad7d10e2c">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>,  <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]}]},"evals":[],"jsHooks":[]}</script>

---
### Marking Locations

Using the object `mymap`, let's add markers to the map. Here, let's mark the location of `SUSS` by supplying the coordinates to the `addMarkers()` function:

.panelset[
.panel[.panel-name[R Code]

```r
# Pass your data frame containing location points through leaflet().
# Here, we pass in empty and just simply load the mapping data by calling addTiles()
# Note that in leaflet, longitude is abbreviated as "lng"

mymap.suss <- mymap %>% 
  addMarkers(lat = 1.3291, lng = 103.7762, popup = "SUSS")
mymap.suss
```
]

.panel[.panel-name[Plot]
<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-41930bd75736749d27fc" style="width:720px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-41930bd75736749d27fc">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>,  <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]},{"method":"addMarkers","args":[1.3291,103.7762,null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},"SUSS",null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.3291,1.3291],"lng":[103.7762,103.7762]}},"evals":[],"jsHooks":[]}</script>
]
]

---
### Marking Locations

Recall that data frame `places`  contains the coordinates of Westgate and SUSS. Let's consider a slightly more complicated example by plotting these location and adding a popup that contains the location's name:

.panelset[
.panel[.panel-name[R Code]

```r
# Pass in the places data frame that contains location markers for Westgate and SUSS
# The popup option in addMarkers() gives you a popup containing information 
# on the location when you click on it.

places %>% leaflet() %>% 
  addTiles() %>% 
  addMarkers(popup = places$ID)
```
]

.panel[.panel-name[Plot]
<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-ed5ea68ba62c22798641" style="width:720px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-ed5ea68ba62c22798641">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>,  <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]},{"method":"addMarkers","args":[[1.3345,1.3291],[103.7428,103.7762],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Westgate","SUSS"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.3291,1.3345],"lng":[103.7428,103.7762]}},"evals":[],"jsHooks":[]}</script>
]

.panel[.panel-name[Data]

```r
head(places)
```

```
##              long    lat       ID
## Westgate 103.7428 1.3345 Westgate
## SUSS     103.7762 1.3291     SUSS
```
]
]

---
### Using Icons as Markers

Let's improve our plot by using icons instead of the default bubbles to mark locations.

.panelset[
.panel[.panel-name[R Code]

```r
places.icons <- iconList(
Westgate <- makeIcon(iconUrl = "./Westgate.jpg", iconWidth = 40, iconHeight = 40),
SUSS <- makeIcon(iconUrl = "./suss.png", iconWidth = 40, iconHeight = 40)
)

places %>% leaflet() %>% 
  addTiles() %>% 
  addMarkers(popup = places$ID, icon = places.icons)
```
]

.panel[.panel-name[Plot]
<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-5b29e35c855ce3efe7ba" style="width:720px;height:432px;"></div>
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","data:image/png;base64,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"],"index":[0,1]},"iconWidth":40,"iconHeight":40},null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Westgate","SUSS"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.3291,1.3345],"lng":[103.7428,103.7762]}},"evals":[],"jsHooks":[]}</script>
]
]

---
### Clickable Links for Sites

Let's include the hyperlinks of Westgate and SUSS. Here, the hyperlinks are contained in the html attribute tags, `<a>` (`</a>` closes the attribute tag).

.panelset[
.panel[.panel-name[R Code]

```r
places.links <- c(
  "<a href='https://www.capitaland.com/sg/malls/westgate/en.html'>Westgate Mall</a>",
"<a href='www.suss.edu.sg'>Singapore University of Social Sciences</a>"
)

places %>% leaflet() %>% addTiles() %>% 
  addMarkers(icon = places.icons, popup = places.links)
```
]

.panel[.panel-name[Plot]
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","data:image/png;base64,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"],"index":[0,1]},"iconWidth":40,"iconHeight":40},null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["<a href='https://www.capitaland.com/sg/malls/westgate/en.html'>Westgate Mall<\/a>","<a href='www.suss.edu.sg'>Singapore University of Social Sciences<\/a>"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.3291,1.3345],"lng":[103.7428,103.7762]}},"evals":[],"jsHooks":[]}</script>
]
]

---
class: center, middle, inverse
# Further Example 1: Visualizing sf Polygons on Leaflet
---
### Where are the Dengue Hotspots?

Visualizing polygons from an `sf` data frame on leaflet is relatively straightforward. Let's visualize the dengue clusters using polygons and addresses from `SG.dengue`, which contains two new columns, the addresses and the number of cases for each cluster.

.panelset[
.panel[.panel-name[R Code]

```r
leaflet() %>% addTiles() %>%  
  addPolygons(data = SG.dengue, fillOpacity = 0.8, 
              color = "red",
              popup = paste(SG.dengue$address, 
                            "<br>No of cases:", SG.dengue$cases),
              stroke = F) 
```
]

.panel[.panel-name[Plot]
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St 42 (Blk 450A, 450C) <br>No of cases: 2","Fernvale Lk (Blk 413B, 415A) <br>No of cases: 2","Westwood Ave / Westwood Ave (Westwood Residences) / Westwood Cres / Westwood Dr / Westwood Rd / Westwood Ter / Westwood Walk <br>No of cases: 7","Bangkit Rd (Chestervale) <br>No of cases: 1","Upp Paya Lebar Rd (Botanique At Bartley) <br>No of cases: 1","Upp Aljunied Ln (Blk 5) <br>No of cases: 1","Tampines St 44 (Blk 464, 465) <br>No of cases: 2","Hougang St 11 (The Minton) <br>No of cases: 1","Joo Chiat Ter / Mangis Rd <br>No of cases: 2","Golden Walk / Tai Hwan Dr <br>No of cases: 2","Lor 1 Toa Payoh (Blk 108, 240) / Toa Payoh Nth (Blk 199, 200, 201, 202, 203, 204) <br>No of cases: 8","Hougang Ave 8 (Blk 644, 649, 650, 651, 652, 654) / Hougang St 92 (Blk 936, 938, 940, 941, 942, 943) / Hougang St 92 (Regent Ville) <br>No of cases: 13","Ang Mo Kio Ave 2 / Jln Chengam / Jln Leban / St. Nicholas View / Sembawang Hills Dr / Thomson Hts / Thomson Hill / Thomson Ter / Thomson Walk / Thomson View <br>No of cases: 10","Woodlands St 82 (Blk 816, 818, 821) <br>No of cases: 3","Woodlands St 81 (Blk 871, 872) / Woodlands St 82 (Blk 882) <br>No of cases: 3","Ang Mo Kio Ave 2 (The Panorama) <br>No of cases: 1","Choa Chu Kang Cres (Blk 671, 671A, 672) <br>No of cases: 3","Woodlands Dr 16 (Blk 541, 581, 582, 583, 585, 586, 587, 588, 589) / Woodlands Dr 44 (Blk 553) <br>No of cases: 10","Mei Hwan Dr <br>No of cases: 1","Tampines St 34 (Blk 367, 367A, 370) <br>No of cases: 3","Yishun Ave 5 / Yishun Ave 5 (Blk 101, 102, 701, 702, 703, 704, 705, 706, 709, 711) / Yishun Ring Rd (Blk 103, 140) / Yishun St 71 <br>No of cases: 14","Lucky Gdns, Hts, View / Sennett Ave <br>No of cases: 4","Elizabeth Dr / Elizabeth Dr (Hillvista) / Hillview Ave (Chantilly Rise, Hillbrooks, Hillview 128) / Jln Dermawan / Jln Gumilang / Jln Intan / Jln Remaja / Jln Zamrud / Lor Kemunchup <br>No of cases: 11","Marine Dr (Blk 60, 61, 62, 63, 64, 66, 71, 72, 73, 74, 77, 79) <br>No of cases: 12","Clacton Rd / Cres Rd / Jln Nuri / Jln Seaview / Jln Sedap / Meyer Rd / Meyer Rd (The Makena) / Mountbatten Rd / Walton Rd <br>No of cases: 9","Florence Cl / Kovan Rd / Kovan Rd (Kovan Melody, Kovan Residences) / Kovan Rise (Kovan Regency) / Lowland Rd / Simon Ln, Walk <br>No of cases: 8","Flower Rd / Highland Rd / Palm Gr Ave (Palm Gr Condo) / Richards Ave, Pl / Teow Hock Ave <br>No of cases: 6","Tampines Ave 7 (Blk 390, 391, 392, 396) / Tampines St 32 (Blk 381, 385, 386, 387, 388) / Tampines St 33 (Blk 357) / Tampines St 34 (Blk 363, 372, 373, 374) / Tampines St 34 (The Eden at Tampines) <br>No of cases: 15","Woodleigh Cl (8@Woodleigh, Blossoms @ Woodleigh, Euro-Asia Pk, Parc Mondrian) / Woodleigh Ln / Youngberg Ter (Avon Pk) <br>No of cases: 6","Bt Batok East Ave 6 (Park Natura) <br>No of cases: 1","Hillview Ave (The Petals) <br>No of cases: 1","S'goon Ave 3 (The Springbloom) <br>No of cases: 1","Amber Gdns (One Amber, The Esta) / Haig Rd / Jln Binjai / Jln Gajus / Jln Tembusu / Mountbatten Rd / Mugliston Rd <br>No of cases: 8","Ang Mo Kio Ave 3 (Blk 311, 313, 322, 327, 343, 344, 345, 346) <br>No of cases: 8","Lentor Cres, Ln, Pl, Rd, St, Ter, Way <br>No of cases: 7","Braddell Hill (Braddell View) <br>No of cases: 1","Geylang Bahru (Blk 59B, 61) <br>No of cases: 2","Changi Rd / Kg Eunos (Eunos Pk) <br>No of cases: 2","Dairy Farm Rd (The Dairy Farm) <br>No of cases: 1","Woodlands Circle (Blk 721) / Woodlands Dr 60 (Blk 786B) <br>No of cases: 2","Yishun Ave 4 (Blk 655, 657) <br>No of cases: 2","Geylang East Ave 1 (Blk 131) / Geylang Rd / Lor 31, 32, 33, 36 Geylang <br>No of cases: 6","Fulton Ave, Rd / Sin Ming Ave (Blk 402, 403, 410) <br>No of cases: 5","Pavilion Circle / Pavilion Green / Pavilion Gr / Pavilion Pl / Pavilion Rise / Pavilion St / Pavilion View <br>No of cases: 7","Jln Chulek / Walmer Dr <br>No of cases: 2","Marine Vista (Neptune Ct) / Siglap Rd (Mandarin Gdns) <br>No of cases: 2","Cairnhill Rd (Cairnhill Plaza) <br>No of cases: 1","Ang Mo Kio Ave 3 (Blk 570) / Ang Mo Kio Ave 10 (Blk 532, 544, 545, 553, 561, 575) <br>No of cases: 7","Pending Rd (Blk 227) / Petir Rd (Blk 219, 220) <br>No of cases: 3","Fan Yoong Rd <br>No of cases: 1","Dakota Cres (Blk 60, 62) / Dakota Cres (Dakota Residences, Waterbank At Dakota) / Jln Dua (Blk 97) / Jln Satu <br>No of cases: 6","Woodleigh Lk <br>No of cases: 1","AljuniedRd(AvantResidences)/GeylangRd/GuillemardRd/Guillemard Rd(GuillemardSuites)/JlnMolek/JlnSuka/Lor22,24Geylang/Lor24Geylang(#1 Loft,TheOctet)/Lor25A,27Geylang/Lor27Geylang(TheAlcove)/Lor27AGeylang/Lor27AGeylang(SimsGreen)/Lor28Geylang/SimsAve <br>No of cases: 17","Kaki Bt Ind Ter / Kaki Bt Pl, Rd 1 <br>No of cases: 3","Marlene Ave / Plantation Ave <br>No of cases: 2","Yishun Ring Rd (Blk 624) / Yishun St 61 (Blk 626) <br>No of cases: 2","Old Choa Chu Kang Rd <br>No of cases: 1","Jln Jurong Kechil / Jln Jurong Kechil (Charisma View, Sherwood Condo) / Jln Kakatua / Jln Layang Layang / Jln Rajawali / Jln Rajawali (Grand Chateua, Palm Residence, Regis Mans) / Jln Selanting / Jln Selanting (Selanting Green) <br>No of cases: 11","Chun Tin Rd / Jln Jurong Kechil / Jln Jurong Kechil (Terrene At Bt Timah) / Lor Pisang Asam / Lor Pisang Emas / Lor Pisang Udang / Upp Bt Timah View (Bt Regency) / Yuk Tong Ave <br>No of cases: 8","Jln Girang / Jln Sukachita / Melrose Dr / S'goon Ave 3 (Amaranda Gdns, Golden Hts) / S'goon Ave 3 (Blk 324, 329) / Sundridge Pk Rd <br>No of cases: 8","Potong Pasir Ave 1 (Blk 102, 104, 105, 107, 108, 109, 122, 123, 125, 126) / Potong Pasir Ave 2 (Blk 145) / Potong Pasir Ave 3 (Blk 134, 140, 141) <br>No of cases: 14","Alkaff Cres (Blk 115, 115A, 115C, 118A) / Bidadari Pk Dr / Bidadari Pk Dr (Blk 102B, 106A, 106B) <br>No of cases: 8","Lor 7 Toa Payoh (Blk 8, 10, 12, 14A) <br>No of cases: 4","Ang Mo Kio Ave 10 (Blk 435, 444, 449, 465, 466, 467) <br>No of cases: 6","Pheng Geck Ave (Sant Ritz, Sennett Residence) / Siang Kuang Ave <br>No of cases: 3","Bishan St 23 (Blk 210, 216, 217) <br>No of cases: 3","Jurong East St 31 (Blk 343) / Jurong East St 32 (Blk 309, 312, 314) <br>No of cases: 4","Lim Tua Tow Rd / Sirat Rd / Yio Chu Kang Rd (Stadia) <br>No of cases: 3","Eunos Cres (Blk 1, 31, 34, 35) / Eunos Rd 2 <br>No of cases: 5","Joo Chiat Ter / Lor 104 Changi <br>No of cases: 2","Hougang Ave 8 (Blk 673, 679) <br>No of cases: 2","Hougang St 51 (Blk 565) <br>No of cases: 1","Glasgow Rd / Jansen Rd / Lange Rd / Palm Gr Ave / Rosyth Ave / Sandilands Rd <br>No of cases: 6","Potong Pasir Ave 1 (Blk 113, 114, 118) <br>No of cases: 3","Jln Kuras / Jln Leban / Jln Rukam / Jln Sappan/ St. Nicholas View <br>No of cases: 5","Buangkok Cres (Blk 979B) <br>No of cases: 1","Chiltern Dr / Cotswold Cl / Dunsfold Dr / Lynwood Gr <br>No of cases: 4","Nim Rd / Nim Rd (Nim Gdns) <br>No of cases: 2","Jln Tari Payong / Jln Tari Serimpi / Jln Tari Zapin <br>No of cases: 3","Aljunied Cres (Blk 95, 98) <br>No of cases: 2","Ang Mo Kio Ave 4 (Blk 610, 614, 617) <br>No of cases: 3","Hougang Ave 8 (Blk 540) / Hougang St 51 (Blk 548, 555) / Hougang St 52 (Blk 538) <br>No of cases: 4","Lor 1 Toa Payoh (Blk 236, 237, 238) <br>No of cases: 3","Tuas South Ave 1 <br>No of cases: 1","Sophia Rd (Sophia Residence) <br>No of cases: 1","Rivervale Dr (Blk 188C, 189C) <br>No of cases: 2","Bideford Rd (Richmond Pk) / Jln Elok / Jln Jintan / Jln Jintan (Kim Sia Ct) / Jln Kayu Manis <br>No of cases: 5","Lengkong Dua, Satu, Tiga / Lengkong Tiga (Blk 114) <br>No of cases: 4","Ang Mo Kio Ave 3 (Blk 422, 423, 424, 425, 429, 430) / Ang Mo Kio Ave 10 (Blk 434) <br>No of cases: 7","Woodlands Ave 6 (Blk 627) / Woodlands Ring Rd (Blk 629) <br>No of cases: 2","Tuas View Walk 1 / Tuas View Walk 2 <br>No of cases: 2","Potong Pasir Ave 1 <br>No of cases: 1","Leonie Hill Rd (Leonie Condotel) / St. Thomas Walk <br>No of cases: 2","Chiltern Dr / Chuan Cl / Cotswold Cl / Dunsfold Dr <br>No of cases: 4","Jurong East Ave 1 (Parc Oasis) <br>No of cases: 1","Tuas South St 12 <br>No of cases: 1","Bedok Reservoir Rd (Blk 145, 148) <br>No of cases: 2","Lor Mydin (Astoria Pk) <br>No of cases: 1","Hougang Ave 8 (Blk 467) / Hougang Ave 10 (Blk 406, 414) <br>No of cases: 3","Poh Huat Cres <br>No of cases: 1","Sommerville Walk (R Maison, Sommerville Loft) <br>No of cases: 2","Hougang Ave 3 (Blk 251) / Jln Teliti <br>No of cases: 2","Holland Ave (Blk 9) / Holland Dr (Blk 11) <br>No of cases: 2","Shaw Rd <br>No of cases: 1","Simei St 1 (Blk 123, 130) / Simei St 5 (Blk 246) <br>No of cases: 3","Tampines Ave 3 / Tampines Ave 4 (Blk 801) <br>No of cases: 2","Chapel Rd / Cheow Keng Rd / East Coast Rd / Joo Chiat Rd / Marine Parade / Sea Ave / Tembeling Rd <br>No of cases: 7","Changi Rd <br>No of cases: 1","Woodlands Ave 1 (Blk 571A, 571B) <br>No of cases: 2","Clementi Ave 5 (Blk 326, 327) <br>No of cases: 2","Hume Ave (Hillington Green, Hillview Green) <br>No of cases: 2","Woodlands St 13 (Blk 184A) <br>No of cases: 1","Belmont Rd <br>No of cases: 1","Senja Rd (Blk 610) <br>No of cases: 1","Frankel Ave / Siglap Plain <br>No of cases: 2","Lor 21, 23 Geylang / Sims Dr (Blk 44, 50) / Sims Dr (Sims Urban Oasis) / Sims Pl (Blk 52) <br>No of cases: 6","Lady Hill Rd <br>No of cases: 1","Buckley Rd (Buckley 18) / Gilstead Rd (Gilstead Apts) <br>No of cases: 2","Waringin Walk <br>No of cases: 1","Bt Batok St 32 (Blk 315, 333, 334) / Bt Batok West Ave 2 (Blk 419) / Bt Batok West Ave 4 (Blk 411, 412, 414, 416) <br>No of cases: 8","Hougang Ave 9 (Blk 953) / Hougang St 91 (Blk 956) <br>No of cases: 2","Woodleigh Pk <br>No of cases: 1","Lor 14, 16 Geylang <br>No of cases: 2"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.27078641151762,1.44756148671712],"lng":[103.624431129886,103.96382925482]}},"evals":[],"jsHooks":[]}</script>
]
]

---
### Where are the Dengue Hotspots?

Let's fill the clusters with colors that correlate with the number of cases. To do so, we use the `colorNumeric()` function from leaflet to construct a palette function, `pal_fun()`, that specifies the color palette and the range of values. Then, we pass `SG.dengue$cases` into the palette function to construct a choropleth map.

.panelset[
.panel[.panel-name[R Code]

```r
pal_fun <- colorNumeric(palette = "magma", domain = c(0, 20), reverse = T)

leaflet() %>% addTiles() %>%  
  addPolygons(data = SG.dengue, fillOpacity = 0.8, 
              color =  ~pal_fun(SG.dengue$cases), 
                            popup = paste(SG.dengue$address, 
                            "<br>No of cases:", SG.dengue$cases),
              stroke = F) 
```
]

.panel[.panel-name[Plot]
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St 42 (Blk 450A, 450C) <br>No of cases: 2","Fernvale Lk (Blk 413B, 415A) <br>No of cases: 2","Westwood Ave / Westwood Ave (Westwood Residences) / Westwood Cres / Westwood Dr / Westwood Rd / Westwood Ter / Westwood Walk <br>No of cases: 7","Bangkit Rd (Chestervale) <br>No of cases: 1","Upp Paya Lebar Rd (Botanique At Bartley) <br>No of cases: 1","Upp Aljunied Ln (Blk 5) <br>No of cases: 1","Tampines St 44 (Blk 464, 465) <br>No of cases: 2","Hougang St 11 (The Minton) <br>No of cases: 1","Joo Chiat Ter / Mangis Rd <br>No of cases: 2","Golden Walk / Tai Hwan Dr <br>No of cases: 2","Lor 1 Toa Payoh (Blk 108, 240) / Toa Payoh Nth (Blk 199, 200, 201, 202, 203, 204) <br>No of cases: 8","Hougang Ave 8 (Blk 644, 649, 650, 651, 652, 654) / Hougang St 92 (Blk 936, 938, 940, 941, 942, 943) / Hougang St 92 (Regent Ville) <br>No of cases: 13","Ang Mo Kio Ave 2 / Jln Chengam / Jln Leban / St. Nicholas View / Sembawang Hills Dr / Thomson Hts / Thomson Hill / Thomson Ter / Thomson Walk / Thomson View <br>No of cases: 10","Woodlands St 82 (Blk 816, 818, 821) <br>No of cases: 3","Woodlands St 81 (Blk 871, 872) / Woodlands St 82 (Blk 882) <br>No of cases: 3","Ang Mo Kio Ave 2 (The Panorama) <br>No of cases: 1","Choa Chu Kang Cres (Blk 671, 671A, 672) <br>No of cases: 3","Woodlands Dr 16 (Blk 541, 581, 582, 583, 585, 586, 587, 588, 589) / Woodlands Dr 44 (Blk 553) <br>No of cases: 10","Mei Hwan Dr <br>No of cases: 1","Tampines St 34 (Blk 367, 367A, 370) <br>No of cases: 3","Yishun Ave 5 / Yishun Ave 5 (Blk 101, 102, 701, 702, 703, 704, 705, 706, 709, 711) / Yishun Ring Rd (Blk 103, 140) / Yishun St 71 <br>No of cases: 14","Lucky Gdns, Hts, View / Sennett Ave <br>No of cases: 4","Elizabeth Dr / Elizabeth Dr (Hillvista) / Hillview Ave (Chantilly Rise, Hillbrooks, Hillview 128) / Jln Dermawan / Jln Gumilang / Jln Intan / Jln Remaja / Jln Zamrud / Lor Kemunchup <br>No of cases: 11","Marine Dr (Blk 60, 61, 62, 63, 64, 66, 71, 72, 73, 74, 77, 79) <br>No of cases: 12","Clacton Rd / Cres Rd / Jln Nuri / Jln Seaview / Jln Sedap / Meyer Rd / Meyer Rd (The Makena) / Mountbatten Rd / Walton Rd <br>No of cases: 9","Florence Cl / Kovan Rd / Kovan Rd (Kovan Melody, Kovan Residences) / Kovan Rise (Kovan Regency) / Lowland Rd / Simon Ln, Walk <br>No of cases: 8","Flower Rd / Highland Rd / Palm Gr Ave (Palm Gr Condo) / Richards Ave, Pl / Teow Hock Ave <br>No of cases: 6","Tampines Ave 7 (Blk 390, 391, 392, 396) / Tampines St 32 (Blk 381, 385, 386, 387, 388) / Tampines St 33 (Blk 357) / Tampines St 34 (Blk 363, 372, 373, 374) / Tampines St 34 (The Eden at Tampines) <br>No of cases: 15","Woodleigh Cl (8@Woodleigh, Blossoms @ Woodleigh, Euro-Asia Pk, Parc Mondrian) / Woodleigh Ln / Youngberg Ter (Avon Pk) <br>No of cases: 6","Bt Batok East Ave 6 (Park Natura) <br>No of cases: 1","Hillview Ave (The Petals) <br>No of cases: 1","S'goon Ave 3 (The Springbloom) <br>No of cases: 1","Amber Gdns (One Amber, The Esta) / Haig Rd / Jln Binjai / Jln Gajus / Jln Tembusu / Mountbatten Rd / Mugliston Rd <br>No of cases: 8","Ang Mo Kio Ave 3 (Blk 311, 313, 322, 327, 343, 344, 345, 346) <br>No of cases: 8","Lentor Cres, Ln, Pl, Rd, St, Ter, Way <br>No of cases: 7","Braddell Hill (Braddell View) <br>No of cases: 1","Geylang Bahru (Blk 59B, 61) <br>No of cases: 2","Changi Rd / Kg Eunos (Eunos Pk) <br>No of cases: 2","Dairy Farm Rd (The Dairy Farm) <br>No of cases: 1","Woodlands Circle (Blk 721) / Woodlands Dr 60 (Blk 786B) <br>No of cases: 2","Yishun Ave 4 (Blk 655, 657) <br>No of cases: 2","Geylang East Ave 1 (Blk 131) / Geylang Rd / Lor 31, 32, 33, 36 Geylang <br>No of cases: 6","Fulton Ave, Rd / Sin Ming Ave (Blk 402, 403, 410) <br>No of cases: 5","Pavilion Circle / Pavilion Green / Pavilion Gr / Pavilion Pl / Pavilion Rise / Pavilion St / Pavilion View <br>No of cases: 7","Jln Chulek / Walmer Dr <br>No of cases: 2","Marine Vista (Neptune Ct) / Siglap Rd (Mandarin Gdns) <br>No of cases: 2","Cairnhill Rd (Cairnhill Plaza) <br>No of cases: 1","Ang Mo Kio Ave 3 (Blk 570) / Ang Mo Kio Ave 10 (Blk 532, 544, 545, 553, 561, 575) <br>No of cases: 7","Pending Rd (Blk 227) / Petir Rd (Blk 219, 220) <br>No of cases: 3","Fan Yoong Rd <br>No of cases: 1","Dakota Cres (Blk 60, 62) / Dakota Cres (Dakota Residences, Waterbank At Dakota) / Jln Dua (Blk 97) / Jln Satu <br>No of cases: 6","Woodleigh Lk <br>No of cases: 1","AljuniedRd(AvantResidences)/GeylangRd/GuillemardRd/Guillemard Rd(GuillemardSuites)/JlnMolek/JlnSuka/Lor22,24Geylang/Lor24Geylang(#1 Loft,TheOctet)/Lor25A,27Geylang/Lor27Geylang(TheAlcove)/Lor27AGeylang/Lor27AGeylang(SimsGreen)/Lor28Geylang/SimsAve <br>No of cases: 17","Kaki Bt Ind Ter / Kaki Bt Pl, Rd 1 <br>No of cases: 3","Marlene Ave / Plantation Ave <br>No of cases: 2","Yishun Ring Rd (Blk 624) / Yishun St 61 (Blk 626) <br>No of cases: 2","Old Choa Chu Kang Rd <br>No of cases: 1","Jln Jurong Kechil / Jln Jurong Kechil (Charisma View, Sherwood Condo) / Jln Kakatua / Jln Layang Layang / Jln Rajawali / Jln Rajawali (Grand Chateua, Palm Residence, Regis Mans) / Jln Selanting / Jln Selanting (Selanting Green) <br>No of cases: 11","Chun Tin Rd / Jln Jurong Kechil / Jln Jurong Kechil (Terrene At Bt Timah) / Lor Pisang Asam / Lor Pisang Emas / Lor Pisang Udang / Upp Bt Timah View (Bt Regency) / Yuk Tong Ave <br>No of cases: 8","Jln Girang / Jln Sukachita / Melrose Dr / S'goon Ave 3 (Amaranda Gdns, Golden Hts) / S'goon Ave 3 (Blk 324, 329) / Sundridge Pk Rd <br>No of cases: 8","Potong Pasir Ave 1 (Blk 102, 104, 105, 107, 108, 109, 122, 123, 125, 126) / Potong Pasir Ave 2 (Blk 145) / Potong Pasir Ave 3 (Blk 134, 140, 141) <br>No of cases: 14","Alkaff Cres (Blk 115, 115A, 115C, 118A) / Bidadari Pk Dr / Bidadari Pk Dr (Blk 102B, 106A, 106B) <br>No of cases: 8","Lor 7 Toa Payoh (Blk 8, 10, 12, 14A) <br>No of cases: 4","Ang Mo Kio Ave 10 (Blk 435, 444, 449, 465, 466, 467) <br>No of cases: 6","Pheng Geck Ave (Sant Ritz, Sennett Residence) / Siang Kuang Ave <br>No of cases: 3","Bishan St 23 (Blk 210, 216, 217) <br>No of cases: 3","Jurong East St 31 (Blk 343) / Jurong East St 32 (Blk 309, 312, 314) <br>No of cases: 4","Lim Tua Tow Rd / Sirat Rd / Yio Chu Kang Rd (Stadia) <br>No of cases: 3","Eunos Cres (Blk 1, 31, 34, 35) / Eunos Rd 2 <br>No of cases: 5","Joo Chiat Ter / Lor 104 Changi <br>No of cases: 2","Hougang Ave 8 (Blk 673, 679) <br>No of cases: 2","Hougang St 51 (Blk 565) <br>No of cases: 1","Glasgow Rd / Jansen Rd / Lange Rd / Palm Gr Ave / Rosyth Ave / Sandilands Rd <br>No of cases: 6","Potong Pasir Ave 1 (Blk 113, 114, 118) <br>No of cases: 3","Jln Kuras / Jln Leban / Jln Rukam / Jln Sappan/ St. Nicholas View <br>No of cases: 5","Buangkok Cres (Blk 979B) <br>No of cases: 1","Chiltern Dr / Cotswold Cl / Dunsfold Dr / Lynwood Gr <br>No of cases: 4","Nim Rd / Nim Rd (Nim Gdns) <br>No of cases: 2","Jln Tari Payong / Jln Tari Serimpi / Jln Tari Zapin <br>No of cases: 3","Aljunied Cres (Blk 95, 98) <br>No of cases: 2","Ang Mo Kio Ave 4 (Blk 610, 614, 617) <br>No of cases: 3","Hougang Ave 8 (Blk 540) / Hougang St 51 (Blk 548, 555) / Hougang St 52 (Blk 538) <br>No of cases: 4","Lor 1 Toa Payoh (Blk 236, 237, 238) <br>No of cases: 3","Tuas South Ave 1 <br>No of cases: 1","Sophia Rd (Sophia Residence) <br>No of cases: 1","Rivervale Dr (Blk 188C, 189C) <br>No of cases: 2","Bideford Rd (Richmond Pk) / Jln Elok / Jln Jintan / Jln Jintan (Kim Sia Ct) / Jln Kayu Manis <br>No of cases: 5","Lengkong Dua, Satu, Tiga / Lengkong Tiga (Blk 114) <br>No of cases: 4","Ang Mo Kio Ave 3 (Blk 422, 423, 424, 425, 429, 430) / Ang Mo Kio Ave 10 (Blk 434) <br>No of cases: 7","Woodlands Ave 6 (Blk 627) / Woodlands Ring Rd (Blk 629) <br>No of cases: 2","Tuas View Walk 1 / Tuas View Walk 2 <br>No of cases: 2","Potong Pasir Ave 1 <br>No of cases: 1","Leonie Hill Rd (Leonie Condotel) / St. Thomas Walk <br>No of cases: 2","Chiltern Dr / Chuan Cl / Cotswold Cl / Dunsfold Dr <br>No of cases: 4","Jurong East Ave 1 (Parc Oasis) <br>No of cases: 1","Tuas South St 12 <br>No of cases: 1","Bedok Reservoir Rd (Blk 145, 148) <br>No of cases: 2","Lor Mydin (Astoria Pk) <br>No of cases: 1","Hougang Ave 8 (Blk 467) / Hougang Ave 10 (Blk 406, 414) <br>No of cases: 3","Poh Huat Cres <br>No of cases: 1","Sommerville Walk (R Maison, Sommerville Loft) <br>No of cases: 2","Hougang Ave 3 (Blk 251) / Jln Teliti <br>No of cases: 2","Holland Ave (Blk 9) / Holland Dr (Blk 11) <br>No of cases: 2","Shaw Rd <br>No of cases: 1","Simei St 1 (Blk 123, 130) / Simei St 5 (Blk 246) <br>No of cases: 3","Tampines Ave 3 / Tampines Ave 4 (Blk 801) <br>No of cases: 2","Chapel Rd / Cheow Keng Rd / East Coast Rd / Joo Chiat Rd / Marine Parade / Sea Ave / Tembeling Rd <br>No of cases: 7","Changi Rd <br>No of cases: 1","Woodlands Ave 1 (Blk 571A, 571B) <br>No of cases: 2","Clementi Ave 5 (Blk 326, 327) <br>No of cases: 2","Hume Ave (Hillington Green, Hillview Green) <br>No of cases: 2","Woodlands St 13 (Blk 184A) <br>No of cases: 1","Belmont Rd <br>No of cases: 1","Senja Rd (Blk 610) <br>No of cases: 1","Frankel Ave / Siglap Plain <br>No of cases: 2","Lor 21, 23 Geylang / Sims Dr (Blk 44, 50) / Sims Dr (Sims Urban Oasis) / Sims Pl (Blk 52) <br>No of cases: 6","Lady Hill Rd <br>No of cases: 1","Buckley Rd (Buckley 18) / Gilstead Rd (Gilstead Apts) <br>No of cases: 2","Waringin Walk <br>No of cases: 1","Bt Batok St 32 (Blk 315, 333, 334) / Bt Batok West Ave 2 (Blk 419) / Bt Batok West Ave 4 (Blk 411, 412, 414, 416) <br>No of cases: 8","Hougang Ave 9 (Blk 953) / Hougang St 91 (Blk 956) <br>No of cases: 2","Woodleigh Pk <br>No of cases: 1","Lor 14, 16 Geylang <br>No of cases: 2"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[1.27078641151762,1.44756148671712],"lng":[103.624431129886,103.96382925482]}},"evals":[],"jsHooks":[]}</script>
]
]

---
class: center, middle, inverse
# Further Example 2: Visualizing Real-Time Data on Leaflet
---
### Where are the Taxis?

Let's use the `datagovsgR` API from data.gov.sg to obtain real-time data on the locations of taxi. We pull data from `taxi_availability()` and add markers based on the taxi coordinates.

.panelset[
.panel[.panel-name[R Code]

```r
library(datagovsgR)

# Extracting and assembling the current date and time
time.vec <- Sys.time() %>% str_split(" ") %>% flatten() %>% unlist()

time.current <- paste0(time.vec[1], "T", time.vec[2])

# Extracting the taxi data
taxi.data <- taxi_availability(date_time = time.current)

# Plotting the leaflet map
leaflet() %>% addTiles() %>% 
  addMarkers(data= taxi.data, clusterOptions = markerClusterOptions())  %>% # cluster the data points
  addControl(paste0("Taxi Positions at: ", time.vec[1], ",", time.vec[2]), 
             position = "bottomleft", className="map-title")
```
]

.panel[.panel-name[Plot]
<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-da0a47fe5b81df5a1975" style="width:720px;height:432px;"></div>
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]
]

---
class: center, middle, inverse
# Exercise

---
### Exercise 1

Find your current location (you may use Google Maps, find where you are and right click, and select "What's here?".)

**1.** Using ggplot, construct a very simple data frame containing your longitude, latitude and a string value "Me". Follow the tutorial on "Marking New Locations" and mark your present location on MAP A.

Hint: Store your latitude, longitude, and the location ID as `lat`, `lng` and `ID`. Then, construct the data frame `MyData <- data.frame(lat, lng)`. Then, use `geom_point()` and `MyData`, where the `x` aesthetic is the longitude, the `y` aesthetic is the latitude. Use `geom_text_repel()` and `ID` as your label aesthetic. Adjust the plot to clean it up.

---
### Exercise 1

---
### Exercise  2

**2.** Mark your location on MAP B using addMarkers.  In MAP B, add `addMarkers(data = MyData, popup = "Me")`. Remember that this is not ggplot. You overlay features on a leaftlet by using `%>%`, not `+`.

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