Spatial Data

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class: middle, center,

.pull-right[

<br>

## .base_color[Data of Different Types:]

## .base_color[Spatial Data]
 
<br>

#### .navy[Kelly McConville]

#### .navy[ Stat 108 | Week 5 | Spring 2023]

]

---

## Announcements

* P-Set 3 is due NEXT Wednesday.
* Please fill out [this form](https://forms.gle/w7Z4izaxburr9jur6) to help us create groups for Project 1.

************************

## Week's Goals

.pull-left[

**Mon Lecture**

* Cancelled due to university holiday

]

.pull-right[

**Wed Lecture**

* More data types
    + Spatial data

]

---

### Spatial Data

* Data that is linked to the physical world.

* **Example**: Crash data in Cambridge!

* Visualizing these data on a map (or map-like graph) is a great way to add useful context!

Focus on creating the following types of maps:

.pull-left[

* Choropleth maps

* Cartograms

* Hexbin maps (cartogram heatmaps)

]

.pull-right[

* Raster maps

* Interactive maps

]

**Disclaimer**:

* I know we are in COVID-19 overload and so I have intentionally minimized the number of COVID-19 related examples.

* But, people have made a LOT of COVID maps so we will look at some of them today.

---

### Static, Raster Maps

* Source: [JHU](https://coronavirus.jhu.edu/map.html)

---

### Choropleth Maps

* Source: [The Guardian](https://www.theguardian.com/us-news/2021/feb/18/us-vaccine-distribution-tracker-by-state)

---

### Choropleth Maps

* Source: [CDC](https://www.cdc.gov/coronavirus/2019-ncov/cases-updates/cases-in-us.html)

---

### Choropleth Maps

* Source: [NYtimes.com](https://www.nytimes.com/interactive/2020/04/02/us/coronavirus-social-distancing.html)

---

### Choropleth Maps

* Source: [NYtimes.com](https://www.nytimes.com/interactive/2020/04/02/us/coronavirus-social-distancing.html)

---

### Cartogram

* Source: [Our World in Data](https://ourworldindata.org/world-population-cartogram)

---

### "Hex"bin Maps

* Source: [FiveThirtyEight](https://projects.fivethirtyeight.com/voting-restrictions-by-state/)

---

### Interactive Maps

* Source: [NYTimes](https://www.nytimes.com/2020/10/15/learning/whats-going-on-in-this-graph-climate-threats.html)

---

## Spatial Data Structures

* Often stored in special data structures
    + Ex: Shapefile(s)
    + Consist of geometric objects like points, lines,
    and polygons

* Visualizing Spatial Data
    + Need to draw the map
    + Add metadata on top of the map
        + Color in regions
        + Dots
    
---

### Polygon Maps

.pull-left[

* Want to draw various boundaries
    + EXs: Countries, states, counties, etc

* polygon = closed area including the boundaries making up the area

]

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]

---

### Polygon Maps
    
* Let's get a polygon map from the `maps` package (that loads with `ggplot2`)

```r
ma_counties <- map_data("county", "massachusetts")
glimpse(ma_counties)
```

```
## Rows: 744
## Columns: 6
## $ long      <dbl> -70.67435, -70.53683, -70.53683, -70.51392, -70.47954, -70.4…
## $ lat       <dbl> 41.73997, 41.79727, 41.79727, 41.78008, 41.75716, 41.73425, …
## $ group     <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ order     <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 1…
## $ region    <chr> "massachusetts", "massachusetts", "massachusetts", "massachu…
## $ subregion <chr> "barnstable", "barnstable", "barnstable", "barnstable", "bar…
```

---

### Polygon Maps

* `lat`: latitude of a corner of the polygon
* `long`: longitude of a corner of the polygon
* `group`: county

```r
glimpse(ma_counties)
```

---

### Polygon Maps

.pull-left[

```r
ggplot(data = ma_counties,
       mapping = aes(x = long, y = lat, 
                     color = factor(group))) +
  geom_point(show.legend = FALSE) + 
  coord_quickmap()
```

]

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]

---

### Polygon Maps

.pull-left[

```r
ggplot(data = ma_counties,
       mapping = aes(x = long, y = lat, 
                     group = group)) +
  geom_polygon(fill = "white",
               color = "olivedrab") + 
  coord_quickmap() +
  theme_void()
```

* Importance of `coord_quickmap()`?

]

.pull-right[

]

---

### Polygon Maps

.pull-left[

```r
ggplot(data = ma_counties,
       mapping = aes(x = long, y = lat, 
                     group = group)) +
  geom_polygon(fill = "white",
               color = "olivedrab") + 
#  coord_quickmap() +
  theme_void()
```

* Importance of `coord_quickmap()`?

]

.pull-right[

]

---

### Simple Features Maps

* Typically map data doesn't come in the lat-long format given in the `maps` package.

* Often use the "simple features" standard produced by the Open Geospatial Consortium
    + R package: `sf` handles this type of data
    + Within `ggplot2`: `geom_sf()` and `coord_sf()` work with `sf`

---

### [`tidycensus`](https://walkerke.github.io/tidycensus/articles/spatial-data.html)

* Data from the US Census or American Community Survey
    + Comes in simple features format (using `tigris`)
    + Need to obtain an [API key](https://api.census.gov/data/key_signup.html)

```r
api_key <- "insert key"
```

```r
library(tidycensus)
options(tigris_use_cache = TRUE)
ma <- get_acs(state = "MA",  geography = "county",
              variables = "B19013_001",
              geometry = TRUE, key = api_key) 
```

---

### [`tidycensus`](https://walkerke.github.io/tidycensus/articles/spatial-data.html)

* B19013_001 = Median Household Income

```r
vars <- load_variables(2021, "acs5", cache = FALSE)
vars
```

```
## # A tibble: 27,886 × 4
##    name       label                                    concept    geography  
##    <chr>      <chr>                                    <chr>      <chr>      
##  1 B01001_001 Estimate!!Total:                         SEX BY AGE block group
##  2 B01001_002 Estimate!!Total:!!Male:                  SEX BY AGE block group
##  3 B01001_003 Estimate!!Total:!!Male:!!Under 5 years   SEX BY AGE block group
##  4 B01001_004 Estimate!!Total:!!Male:!!5 to 9 years    SEX BY AGE block group
##  5 B01001_005 Estimate!!Total:!!Male:!!10 to 14 years  SEX BY AGE block group
##  6 B01001_006 Estimate!!Total:!!Male:!!15 to 17 years  SEX BY AGE block group
##  7 B01001_007 Estimate!!Total:!!Male:!!18 and 19 years SEX BY AGE block group
##  8 B01001_008 Estimate!!Total:!!Male:!!20 years        SEX BY AGE block group
##  9 B01001_009 Estimate!!Total:!!Male:!!21 years        SEX BY AGE block group
## 10 B01001_010 Estimate!!Total:!!Male:!!22 to 24 years  SEX BY AGE block group
## # … with 27,876 more rows
```

---

### Simple Features Object

* Row for each polygon
* `geometry` contains the polygon object (borders of the county)

```r
ma 
```

```
## Simple feature collection with 14 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -73.50814 ymin: 41.23796 xmax: -69.92839 ymax: 42.88659
## Geodetic CRS:  NAD83
## First 10 features:
##    GEOID                             NAME   variable estimate  moe
## 1  25017  Middlesex County, Massachusetts B19013_001   111790 1032
## 2  25005    Bristol County, Massachusetts B19013_001    74290 1371
## 3  25015  Hampshire County, Massachusetts B19013_001    76959 2504
## 4  25025    Suffolk County, Massachusetts B19013_001    80260 1586
## 5  25023   Plymouth County, Massachusetts B19013_001    98190 1711
## 6  25027  Worcester County, Massachusetts B19013_001    81660  987
## 7  25009      Essex County, Massachusetts B19013_001    86684 1333
## 8  25001 Barnstable County, Massachusetts B19013_001    82619 2539
## 9  25013    Hampden County, Massachusetts B19013_001    61310 1065
## 10 25021    Norfolk County, Massachusetts B19013_001   112089 1589
##                          geometry
## 1  MULTIPOLYGON (((-71.89877 4...
## 2  MULTIPOLYGON (((-70.83595 4...
## 3  MULTIPOLYGON (((-73.06577 4...
## 4  MULTIPOLYGON (((-70.93091 4...
## 5  MULTIPOLYGON (((-70.88335 4...
## 6  MULTIPOLYGON (((-72.31363 4...
## 7  MULTIPOLYGON (((-70.58029 4...
## 8  MULTIPOLYGON (((-70.68698 4...
## 9  MULTIPOLYGON (((-73.07484 4...
## 10 MULTIPOLYGON (((-70.84466 4...
```

---

### Polygon Map

.pull-left[

```r
ggplot(data = ma, 
       mapping = 
         aes(geometry = geometry)) + 
  geom_sf() +
  coord_sf() +
  theme_void()
```

* `geom_sf()`: creates map from the `geometry` column
* `coord_sf()`: controls the projection

]

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]

---

### Choropleth Map

.pull-left[

```r
ggplot(data = ma, 
       mapping = 
         aes(geometry = geometry,
             fill = estimate)) + 
  geom_sf() +
  coord_sf() +
  scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

]

.pull-right[

]

---

### Choropleth Map

.pull-left[

```r
ggplot(data = ma, 
       mapping = 
         aes(geometry = geometry,
             fill = estimate)) + 
  geom_sf() +
  geom_sf_label(aes(label = NAME)) +
  coord_sf() +
  scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

* How should we modify the code if we don't want the labels to be colored differently?

]

.pull-right[

]

---

### Choropleth Map

.pull-left[

```r
ggplot(data = ma, 
       mapping = 
         aes(geometry = geometry)) + 
  geom_sf(mapping = 
            aes(fill = estimate)) +
  geom_sf_label(aes(label = NAME)) +
  coord_sf() +
  scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

* Fixes for crowding?

]

.pull-right[

]

---

### Use the `stringr` Package

```r
ma <- ma %>%
  mutate(NAME = 
           str_replace_all(NAME,
                           "County, Massachusetts",
                           ""))
ma
```

```
## Simple feature collection with 14 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -73.50814 ymin: 41.23796 xmax: -69.92839 ymax: 42.88659
## Geodetic CRS:  NAD83
## First 10 features:
##    GEOID        NAME   variable estimate  moe                       geometry
## 1  25017  Middlesex  B19013_001   111790 1032 MULTIPOLYGON (((-71.89877 4...
## 2  25005    Bristol  B19013_001    74290 1371 MULTIPOLYGON (((-70.83595 4...
## 3  25015  Hampshire  B19013_001    76959 2504 MULTIPOLYGON (((-73.06577 4...
## 4  25025    Suffolk  B19013_001    80260 1586 MULTIPOLYGON (((-70.93091 4...
## 5  25023   Plymouth  B19013_001    98190 1711 MULTIPOLYGON (((-70.88335 4...
## 6  25027  Worcester  B19013_001    81660  987 MULTIPOLYGON (((-72.31363 4...
## 7  25009      Essex  B19013_001    86684 1333 MULTIPOLYGON (((-70.58029 4...
## 8  25001 Barnstable  B19013_001    82619 2539 MULTIPOLYGON (((-70.68698 4...
## 9  25013    Hampden  B19013_001    61310 1065 MULTIPOLYGON (((-73.07484 4...
## 10 25021    Norfolk  B19013_001   112089 1589 MULTIPOLYGON (((-70.84466 4...
```

---

### Choropleth Map

.pull-left[

* Fixes for crowding?

]

.pull-right[

]

---

### Choropleth Map

.pull-left[

```r
#devtools::install_github("yutannihilation/ggsflabel")
library(ggsflabel)
ggplot(data = ma, 
       mapping = 
         aes(geometry = geometry)) + 
  geom_sf(mapping = 
            aes(fill = estimate)) +
  geom_sf_label_repel(aes(label = NAME),
                      force = 40) +
  coord_sf() +
  scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

]

.pull-right[

]

---

### Can Add Information from Another Dataset

```r
ma_cities <- data_frame(city = c("Boston", "Worcester", 
                                 "Springfield", "Cambridge"),
                        lat = c(42.360, 42.270, 42.107, 42.378),
                        long = c(-71.058, -71.810,
                                 -72.558, -71.122))
ma_cities
```

```
## # A tibble: 4 × 3
##   city          lat  long
##   <chr>       <dbl> <dbl>
## 1 Boston       42.4 -71.1
## 2 Worcester    42.3 -71.8
## 3 Springfield  42.1 -72.6
## 4 Cambridge    42.4 -71.1
```

---

.pull-left[

```r
library(ggrepel)
ggplot() + 
  geom_sf(data = ma,
          mapping = 
            aes(geometry = geometry, 
                fill = estimate)) +
  coord_sf() +
  geom_point(data = ma_cities,
             mapping = aes(x = long,
                           y = lat),
             shape = 21,
             fill = "white",
             color = "black") +
  geom_label_repel(data = ma_cities,
                   mapping = 
                     aes(x = long,
                         y = lat,
                         label = city)) +
    scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

]

.pull-right[

]

---

### Coordinate Reference System

* So far on our p-sets, we plotted latitude and longitude on the Cartesian plane.

* But the Earth is round (though not a perfect sphere).

* **geodetic datum**: Set of assumptions about the shape of the Earth
    + North American Datum (NAD83)
    + World Geodetic System (WGS84)

* Map projections: Convert from 3-D to 2-D
    + Area preserving 
    + Shape preserving

* Together give us a **coordinate reference system**

---

### Coordinate Reference System

Census defaults to NAD 1983 (EPSG: 4269) for its coordinate reference system

```r
ma
```

```
## Simple feature collection with 14 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -73.50814 ymin: 41.23796 xmax: -69.92839 ymax: 42.88659
## Geodetic CRS:  NAD83
## First 10 features:
##    GEOID        NAME   variable estimate  moe                       geometry
## 1  25017  Middlesex  B19013_001   111790 1032 MULTIPOLYGON (((-71.89877 4...
## 2  25005    Bristol  B19013_001    74290 1371 MULTIPOLYGON (((-70.83595 4...
## 3  25015  Hampshire  B19013_001    76959 2504 MULTIPOLYGON (((-73.06577 4...
## 4  25025    Suffolk  B19013_001    80260 1586 MULTIPOLYGON (((-70.93091 4...
## 5  25023   Plymouth  B19013_001    98190 1711 MULTIPOLYGON (((-70.88335 4...
## 6  25027  Worcester  B19013_001    81660  987 MULTIPOLYGON (((-72.31363 4...
## 7  25009      Essex  B19013_001    86684 1333 MULTIPOLYGON (((-70.58029 4...
## 8  25001 Barnstable  B19013_001    82619 2539 MULTIPOLYGON (((-70.68698 4...
## 9  25013    Hampden  B19013_001    61310 1065 MULTIPOLYGON (((-73.07484 4...
## 10 25021    Norfolk  B19013_001   112089 1589 MULTIPOLYGON (((-70.84466 4...
```

---

### Coordinate Reference System

Census defaults to NAD 1983 (EPSG: 4269) for its coordinate reference system

```r
library(sf)
st_crs(ma)
```

```
## Coordinate Reference System:
##   User input: NAD83 
##   wkt:
## GEOGCRS["NAD83",
##     DATUM["North American Datum 1983",
##         ELLIPSOID["GRS 1980",6378137,298.257222101,
##             LENGTHUNIT["metre",1]]],
##     PRIMEM["Greenwich",0,
##         ANGLEUNIT["degree",0.0174532925199433]],
##     CS[ellipsoidal,2],
##         AXIS["latitude",north,
##             ORDER[1],
##             ANGLEUNIT["degree",0.0174532925199433]],
##         AXIS["longitude",east,
##             ORDER[2],
##             ANGLEUNIT["degree",0.0174532925199433]],
##     ID["EPSG",4269]]
```

---

### Cartograms

* Projection 26986 = Massachusetts Mainland
    + Preserves angles but not areas

```r
library(cartogram)
ma_trans <- sf::st_transform(ma, 26986)
ma_trans
```

```
## Simple feature collection with 14 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: 33869.7 ymin: 777514.6 xmax: 330794.3 ymax: 959715.9
## Projected CRS: NAD83 / Massachusetts Mainland
## First 10 features:
##    GEOID        NAME   variable estimate  moe                       geometry
## 1  25017  Middlesex  B19013_001   111790 1032 MULTIPOLYGON (((167332.1 94...
## 2  25005    Bristol  B19013_001    74290 1371 MULTIPOLYGON (((255358.7 81...
## 3  25015  Hampshire  B19013_001    76959 2504 MULTIPOLYGON (((71079.03 90...
## 4  25025    Suffolk  B19013_001    80260 1586 MULTIPOLYGON (((246909.5 89...
## 5  25023   Plymouth  B19013_001    98190 1711 MULTIPOLYGON (((250814.4 89...
## 6  25027  Worcester  B19013_001    81660  987 MULTIPOLYGON (((133013 9054...
## 7  25009      Essex  B19013_001    86684 1333 MULTIPOLYGON (((275433.6 93...
## 8  25001 Barnstable  B19013_001    82619 2539 MULTIPOLYGON (((267854.4 80...
## 9  25013    Hampden  B19013_001    61310 1065 MULTIPOLYGON (((69751.8 874...
## 10 25021    Norfolk  B19013_001   112089 1589 MULTIPOLYGON (((254086.2 88...
```

```r
ma_trans <- cartogram_cont(ma_trans, weight = "estimate")
```

---

### Cartograms

.pull-left[

```r
ggplot() + 
  geom_sf(data = ma_trans,
          mapping = 
            aes(geometry = geometry, 
                fill = estimate)) +
  coord_sf() +
    scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

]

.pull-right[

]

---

### Cartograms

* Often scaled by a population size type variable.

```r
ma_pop <- get_decennial(state = "MA", geography = "county",
                        variables = "P001001", year = 2010, api_key = api_key)

ma_trans_pop <- inner_join(ma_trans, ma_pop, by = c("GEOID" = "GEOID"))
ma_trans_pop
```

```
## Simple feature collection with 14 features and 8 fields
## Geometry type: GEOMETRY
## Dimension:     XY
## Bounding box:  xmin: 42627.83 ymin: 759913.3 xmax: 344391.7 ymax: 962563.7
## Projected CRS: NAD83 / Massachusetts Mainland
## First 10 features:
##    GEOID      NAME.x variable.x estimate  moe                           NAME.y
## 1  25017  Middlesex  B19013_001   111790 1032  Middlesex County, Massachusetts
## 2  25005    Bristol  B19013_001    74290 1371    Bristol County, Massachusetts
## 3  25015  Hampshire  B19013_001    76959 2504  Hampshire County, Massachusetts
## 4  25025    Suffolk  B19013_001    80260 1586    Suffolk County, Massachusetts
## 5  25023   Plymouth  B19013_001    98190 1711   Plymouth County, Massachusetts
## 6  25027  Worcester  B19013_001    81660  987  Worcester County, Massachusetts
## 7  25009      Essex  B19013_001    86684 1333      Essex County, Massachusetts
## 8  25001 Barnstable  B19013_001    82619 2539 Barnstable County, Massachusetts
## 9  25013    Hampden  B19013_001    61310 1065    Hampden County, Massachusetts
## 10 25021    Norfolk  B19013_001   112089 1589    Norfolk County, Massachusetts
##    variable.y   value                       geometry
## 1     P001001 1503085 POLYGON ((156148.2 928221.9...
## 2     P001001  548285 MULTIPOLYGON (((242645.3 82...
## 3     P001001  158080 POLYGON ((70011.47 905370.8...
## 4     P001001  722023 MULTIPOLYGON (((249226.6 90...
## 5     P001001  494919 MULTIPOLYGON (((228945 8660...
## 6     P001001  798552 POLYGON ((133785.2 905802.7...
## 7     P001001  743159 MULTIPOLYGON (((271933.1 93...
## 8     P001001  215888 POLYGON ((255986 819917.7, ...
## 9     P001001  463490 POLYGON ((70068.5 888831.2,...
## 10    P001001  670850 MULTIPOLYGON (((253159.7 88...
```

---

### Cartograms

* Often scaled by a population size type variable.

```r
ma_trans_pop <- ma_trans_pop %>%
  rename(population_size = value, median_income = estimate)

ma_trans_pop <- cartogram_cont(ma_trans_pop, weight = "population_size")
```

---

### Cartograms

.pull-left[

```r
ggplot() + 
  geom_sf(data = ma_trans_pop,
          mapping = 
            aes(geometry = geometry, 
                fill = median_income)) +
  coord_sf() +
    scale_fill_viridis_c(
   name = "Median \nHousehold \nIncome",
   direction = -1) +
  theme_void()
```

]

.pull-right[

]

---

### Cartograms

.pull-left[

]

.pull-right[

]

---

### New Dataset

* State Level Information

```r
library(Lock5Data)
glimpse(USStates)
```

```
## Rows: 50
## Columns: 22
## $ State            <fct> Alabama, Alaska, Arizona, Arkansas, California, Color…
## $ HouseholdIncome  <dbl> 46.472, 76.114, 53.510, 43.813, 67.169, 65.458, 73.78…
## $ Region           <fct> S, W, W, S, W, W, NE, NE, S, S, W, W, MW, MW, MW, MW,…
## $ Population       <dbl> 4.875, 0.740, 7.016, 3.004, 39.537, 5.607, 3.588, 0.9…
## $ EighthGradeMath  <dbl> 268.7, 274.3, 279.9, 274.4, 275.6, 284.7, 286.2, 276.…
## $ HighSchool       <dbl> 87.1, 92.8, 87.1, 89.1, 87.4, 91.5, 92.4, 89.2, 89.4,…
## $ College          <dbl> 26.0, 26.5, 27.4, 24.7, 34.5, 39.6, 42.7, 33.4, 28.8,…
## $ IQ               <dbl> 95.7, 99.0, 97.4, 97.5, 95.5, 101.6, 103.1, 100.4, 98…
## $ GSP              <dbl> 40.279, 70.936, 43.096, 38.467, 67.698, 59.057, 67.78…
## $ Vegetables       <dbl> 80.7, 81.0, 79.2, 80.7, 78.6, 82.6, 83.1, 82.8, 80.6,…
## $ Fruit            <dbl> 55.1, 63.1, 62.8, 55.3, 67.5, 67.0, 68.5, 64.6, 65.6,…
## $ Smokers          <dbl> 20.9, 21.0, 15.6, 22.3, 11.3, 14.6, 12.7, 17.0, 16.1,…
## $ PhysicalActivity <dbl> 42.8, 58.3, 52.7, 45.4, 57.5, 58.7, 51.9, 46.3, 49.5,…
## $ Obese            <dbl> 36.2, 29.5, 29.5, 37.1, 25.8, 23.0, 27.4, 33.5, 30.7,…
## $ NonWhite         <dbl> 31.6, 34.7, 22.5, 22.7, 39.4, 15.8, 23.3, 30.9, 24.3,…
## $ HeavyDrinkers    <dbl> 5.45, 7.33, 5.57, 5.32, 5.95, 7.30, 6.45, 6.40, 7.61,…
## $ Electoral        <int> 9, 3, 11, 6, 55, 9, 7, 3, 29, 16, 4, 4, 20, 11, 6, 6,…
## $ ClintonVote      <dbl> 34.36, 36.55, 45.13, 33.65, 61.73, 48.16, 54.57, 53.0…
## $ Elect2016        <fct> R, R, R, R, D, D, D, D, R, R, D, R, D, R, R, R, R, R,…
## $ TwoParents       <dbl> 60.9, 71.5, 62.7, 63.3, 66.8, 71.9, 66.5, 62.6, 61.0,…
## $ StudentSpending  <dbl> 9.236, 17.510, 7.613, 9.846, 11.495, 9.575, 18.958, 1…
## $ Insured          <dbl> 83.7, 80.2, 83.4, 84.1, 85.2, 87.2, 91.1, 90.7, 78.2,…
```

---

### Hexbin Maps

```r
#install.packages("statebins")
library(statebins)
statebins(state_data = USStates,
          state_col = "State",
          value_col = "Insured",
          ggplot2_scale_function =
            viridis::scale_fill_viridis,
          direction = -1) +
  theme_statebins()
```

```
## Error in nchar(state_data[, state_col]): 'nchar()' requires a character vector
```

```r
class(USStates$State)
```

```
## [1] "factor"
```

```r
USStates <- mutate(USStates,
                   State = as.character(State))
```

---

### Hexbin Maps

.pull-left[

```r
statebins(state_data = USStates,
          state_col = "State",
          value_col = "Insured",
          ggplot2_scale_function =
            viridis::scale_fill_viridis,
          direction = -1,
          round = TRUE) +
  theme_statebins()
```

]

.pull-right[

]

---

### Returning to the Volcanoes

```r
Eruptions <- read_csv("https://raw.githubusercontent.com/harvard-stat108s23/materials/main/psets/data/GVP_Eruption_Results.csv")
select(Eruptions, VolcanoName, StartYear, Latitude, Longitude) %>%
  glimpse()
```

```
## Rows: 11,019
## Columns: 4
## $ VolcanoName <chr> "Bulusan", "Alaid", "Turrialba", "San Miguel", "Chill\xe0n…
## $ StartYear   <dbl> 2016, 2016, 2016, 2016, 2016, 2016, 2015, 2015, 2015, 2015…
## $ Latitude    <dbl> 12.770, 50.861, 10.025, 13.434, -36.863, 1.112, 11.984, 37…
## $ Longitude   <dbl> 124.050, 155.565, -83.767, -88.269, -71.377, 124.737, -86.…
```

```r
world <- map_data("world")
```

---

### Static Maps

.pull-left[

```r
ggplot(data = world,
       mapping = aes(x = long, y = lat,
                     group = group)) +
  geom_polygon(fill = "azure",
               color = "olivedrab4") +
  coord_sf() +
  geom_point(data = Eruptions,
             mapping = 
               aes(x = Longitude, 
                   y = Latitude),
             inherit.aes = FALSE,
             color = "orange3") +
  theme_void()
```

]

.pull-right[

]

---

### Raster Maps

.pull-left[

* Want a specific base layer map: `ggmap` package

```r
library(ggmap)
aleutian_box <- c(bottom = 50.977,
                  left = -172.164, 
                  top = 59.5617,
                  right = -157.1507)
aleutian <- get_stamenmap(aleutian_box, 
                          maptype = 
                        "terrain-background", 
                          zoom = 5)
aleutian %>% 
  ggmap() 
```

]

.pull-right[

]

---

### Raster Maps

* Can take a long time to download so not a bad idea to save:

```r
save(aleutian, file = "aleutian.RData")
```

* And then load it when you need to:

```r
load("aleutian.RData")
```

---

### Raster Maps

.pull-left[

```r
aleutian %>% 
  ggmap() +
  geom_point(data = Eruptions,
             mapping = 
               aes(x = Longitude,
                   y = Latitude),
             inherit.aes = FALSE,
             color = "orange3") +
  theme_void()
```

]

.pull-right[

]

---

## Raster Maps

```r
eruption_count <- count(Eruptions,
                        VolcanoName, 
                        Latitude,
                        Longitude) %>%
  filter(Longitude > -172.164,
         Longitude < -157.1507,
         Latitude > 50.977,
         Latitude < 59.5617) %>%
  arrange(desc(n))
eruption_count
```

```
## # A tibble: 24 × 4
##    VolcanoName Latitude Longitude     n
##    <chr>          <dbl>     <dbl> <int>
##  1 Shishaldin      54.8     -164.    49
##  2 Akutan          54.1     -166.    47
##  3 Pavlof          55.4     -162.    46
##  4 Cleveland       52.8     -170.    29
##  5 Makushin        53.9     -167.    28
##  6 Veniaminof      56.2     -159.    24
##  7 Okmok           53.4     -168.    19
##  8 Aniakchak       56.9     -158.    15
##  9 Bogoslof        53.9     -168.    11
## 10 Amukta          52.5     -171.     8
## # … with 14 more rows
```

---

## Raster Maps

.pull-left[

```r
aleutian %>% 
  ggmap() +
  geom_point(data = eruption_count,
             mapping = 
               aes(x = Longitude,
                   y = Latitude,
                   size = n),
             inherit.aes = FALSE,
             color = "orange3",
             alpha = 0.5) +
  theme_void()
```

]

.pull-right[

]

---

### Expectations of Today's Viewer

.pull-left[

* But what about dynamic zooming?

* What about clickable labels?

]

.pull-right[

]

---

### Interactive Maps with `leaflet`

.pull-left[

* Syntax similar to `ggplot2` and `dplyr`
* Interactive zooming
* Embed interactive map into RMarkdown documents (HTML output)

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-32050bda6011d129183a" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-32050bda6011d129183a">{"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addCircleMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],[7,6.85565460040104,6.78232998312527,5.3851648071345,5.29150262212918,4.89897948556636,4.35889894354067,3.87298334620742,3.3166247903554,2.82842712474619,2.82842712474619,2.64575131106459,2.44948974278318,2.44948974278318,2.23606797749979,2,1.73205080756888,1.4142135623731,1,1,1,1,1,1],null,null,{"interactive":true,"className":"","stroke":false,"color":"orange","weight":5,"opacity":0.5,"fill":true,"fillColor":"orange","fillOpacity":0.9},null,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":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Interactive Maps with `leaflet`

.pull-left[

```r
library(leaflet)
leaflet() %>%
  addTiles() %>%
  addCircleMarkers(lng = ~Longitude,
                   lat = ~Latitude, 
                   data = eruption_count,
                   radius = ~sqrt(n), 
                   stroke = FALSE,
                   fillOpacity = 0.9)
```

]

.pull-right[

* First Layer: `leaflet()`
    + Creates the map widget

* Second layer: `addTiles()`
    + Creates a base map using [OpenStreetMap](https://www.openstreetmap.org)

* Additional layers: `addMarkers()`, `addPolygons()`

]

---

### Interactive Maps with `leaflet`

.pull-left[

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-0917cdd9d73ef8acd5f6" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-0917cdd9d73ef8acd5f6">{"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addCircleMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],[7,6.85565460040104,6.78232998312527,5.3851648071345,5.29150262212918,4.89897948556636,4.35889894354067,3.87298334620742,3.3166247903554,2.82842712474619,2.82842712474619,2.64575131106459,2.44948974278318,2.44948974278318,2.23606797749979,2,1.73205080756888,1.4142135623731,1,1,1,1,1,1],null,null,{"interactive":true,"className":"","stroke":false,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.9},null,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":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Clusters

.pull-left[

```r
leaflet() %>%
  setView(lng = -160, lat = 55, zoom = 6) %>%
  addTiles() %>%
  addCircleMarkers(lng = ~Longitude,
                   lat = ~Latitude, 
                   data = eruption_count, 
                   clusterOptions =
                     markerClusterOptions())
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-a1f39cc46e0e5ab2b2f5" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-a1f39cc46e0e5ab2b2f5">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[55,-160],6,[]],"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addCircleMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],10,null,null,{"interactive":true,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2},{"showCoverageOnHover":true,"zoomToBoundsOnClick":true,"spiderfyOnMaxZoom":true,"removeOutsideVisibleBounds":true,"spiderLegPolylineOptions":{"weight":1.5,"color":"#222","opacity":0.5},"freezeAtZoom":false},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":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Zooming Constraints

.pull-left[

```r
leaflet(options = 
          leafletOptions(minZoom = 3,
                         maxZoom = 7)) %>%
  addTiles() %>%
  addCircleMarkers(lng = ~Longitude,
                   lat = ~Latitude, 
                   data = eruption_count,
                   radius = ~sqrt(n))
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-794c21a5bad1aa7cfbf5" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-794c21a5bad1aa7cfbf5">{"x":{"options":{"minZoom":3,"maxZoom":7,"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addCircleMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],[7,6.85565460040104,6.78232998312527,5.3851648071345,5.29150262212918,4.89897948556636,4.35889894354067,3.87298334620742,3.3166247903554,2.82842712474619,2.82842712474619,2.64575131106459,2.44948974278318,2.44948974278318,2.23606797749979,2,1.73205080756888,1.4142135623731,1,1,1,1,1,1],null,null,{"interactive":true,"className":"","stroke":true,"color":"#03F","weight":5,"opacity":0.5,"fill":true,"fillColor":"#03F","fillOpacity":0.2},null,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":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Other Markers

.pull-left[

```r
leaflet() %>% 
  setView(lng = -160, lat = 55, zoom = 4) %>%
  addTiles() %>%
  addMarkers(lng = ~Longitude,
             lat = ~Latitude, 
             data = eruption_count, 
             label = ~as.character(n))
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-d7db54770c22c26be3f9" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-d7db54770c22c26be3f9">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[55,-160],4,[]],"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},null,null,null,null,["49","47","46","29","28","24","19","15","11","8","8","7","6","6","5","4","3","2","1","1","1","1","1","1"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Custom Icons

```r
volcano  <- makeIcon(
  iconUrl = "https://raw.githubusercontent.com/harvard-stat108s23/materials/main/img/volcano.png",
  iconWidth = 20, iconHeight = 20)
volcano
```

```
## $iconUrl
## [1] "https://raw.githubusercontent.com/harvard-stat108s23/materials/main/img/volcano.png"
## 
## $iconWidth
## [1] 20
## 
## $iconHeight
## [1] 20
## 
## attr(,"class")
## [1] "leaflet_icon"
```

---

### Custom Icons

.pull-left[

```r
leaflet() %>% 
  setView(lng = -160, lat = 55, zoom = 4) %>%
  addTiles() %>%
  addMarkers(lng = ~Longitude,
             lat = ~Latitude, 
             data = eruption_count, 
             label = ~as.character(n),
             icon = volcano)
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-0a818b41153ee4a9e989" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-0a818b41153ee4a9e989">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[55,-160],4,[]],"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],{"iconUrl":{"data":"https://raw.githubusercontent.com/harvard-stat108s23/materials/main/img/volcano.png","index":0},"iconWidth":20,"iconHeight":20},null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},null,null,null,null,["49","47","46","29","28","24","19","15","11","8","8","7","6","6","5","4","3","2","1","1","1","1","1","1"],{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Pop-Ups

```r
content <- paste("<b>",
                 eruption_count$VolcanoName, 
                 "</b></br>",
                 "Number of eruptions:",
                 eruption_count$n)
content
```

```
##  [1] "<b> Shishaldin </b></br> Number of eruptions: 49"    
##  [2] "<b> Akutan </b></br> Number of eruptions: 47"        
##  [3] "<b> Pavlof </b></br> Number of eruptions: 46"        
##  [4] "<b> Cleveland </b></br> Number of eruptions: 29"     
##  [5] "<b> Makushin </b></br> Number of eruptions: 28"      
##  [6] "<b> Veniaminof </b></br> Number of eruptions: 24"    
##  [7] "<b> Okmok </b></br> Number of eruptions: 19"         
##  [8] "<b> Aniakchak </b></br> Number of eruptions: 15"     
##  [9] "<b> Bogoslof </b></br> Number of eruptions: 11"      
## [10] "<b> Amukta </b></br> Number of eruptions: 8"         
## [11] "<b> Westdahl </b></br> Number of eruptions: 8"       
## [12] "<b> Vsevidof </b></br> Number of eruptions: 7"       
## [13] "<b> Fisher </b></br> Number of eruptions: 6"         
## [14] "<b> Yunaska </b></br> Number of eruptions: 6"        
## [15] "<b> Isanotski </b></br> Number of eruptions: 5"      
## [16] "<b> Carlisle </b></br> Number of eruptions: 4"       
## [17] "<b> Amak </b></br> Number of eruptions: 3"           
## [18] "<b> St. Paul Island </b></br> Number of eruptions: 2"
## [19] "<b> Black Peak </b></br> Number of eruptions: 1"     
## [20] "<b> Dana </b></br> Number of eruptions: 1"           
## [21] "<b> Kagamil </b></br> Number of eruptions: 1"        
## [22] "<b> Kupreanof </b></br> Number of eruptions: 1"      
## [23] "<b> Roundtop </b></br> Number of eruptions: 1"       
## [24] "<b> Yantarni </b></br> Number of eruptions: 1"
```

---

### Pop-Ups

.pull-left[

```r
leaflet() %>% 
  setView(lng = -160, lat = 55, zoom = 4) %>%
  addTiles() %>%
  addMarkers(lng = ~Longitude,
             lat = ~Latitude, 
             data = eruption_count, 
             popup = content,
             icon = volcano)
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-38d016bc849ca8247ad4" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-38d016bc849ca8247ad4">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[55,-160],4,[]],"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\">OpenStreetMap<\/a> contributors, <a href=\"https://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addMarkers","args":[[54.756,54.134,55.417,52.825,53.891,56.17,53.43,56.88,53.93,52.5,54.518,53.13,54.65,52.643,54.765,52.894,55.424,57.18,56.552,55.641,52.974,56.011,54.8,57.019],[-163.97,-165.986,-161.894,-169.944,-166.923,-159.38,-168.13,-158.17,-168.03,-171.252,-164.65,-168.693,-164.43,-170.629,-163.723,-170.054,-163.149,-170.3,-158.785,-161.214,-169.72,-159.797,-163.589,-157.185],{"iconUrl":{"data":"https://raw.githubusercontent.com/harvard-stat108s23/materials/main/img/volcano.png","index":0},"iconWidth":20,"iconHeight":20},null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["<b> Shishaldin <\/b><\/br> Number of eruptions: 49","<b> Akutan <\/b><\/br> Number of eruptions: 47","<b> Pavlof <\/b><\/br> Number of eruptions: 46","<b> Cleveland <\/b><\/br> Number of eruptions: 29","<b> Makushin <\/b><\/br> Number of eruptions: 28","<b> Veniaminof <\/b><\/br> Number of eruptions: 24","<b> Okmok <\/b><\/br> Number of eruptions: 19","<b> Aniakchak <\/b><\/br> Number of eruptions: 15","<b> Bogoslof <\/b><\/br> Number of eruptions: 11","<b> Amukta <\/b><\/br> Number of eruptions: 8","<b> Westdahl <\/b><\/br> Number of eruptions: 8","<b> Vsevidof <\/b><\/br> Number of eruptions: 7","<b> Fisher <\/b><\/br> Number of eruptions: 6","<b> Yunaska <\/b><\/br> Number of eruptions: 6","<b> Isanotski <\/b><\/br> Number of eruptions: 5","<b> Carlisle <\/b><\/br> Number of eruptions: 4","<b> Amak <\/b><\/br> Number of eruptions: 3","<b> St. Paul Island <\/b><\/br> Number of eruptions: 2","<b> Black Peak <\/b><\/br> Number of eruptions: 1","<b> Dana <\/b><\/br> Number of eruptions: 1","<b> Kagamil <\/b><\/br> Number of eruptions: 1","<b> Kupreanof <\/b><\/br> Number of eruptions: 1","<b> Roundtop <\/b><\/br> Number of eruptions: 1","<b> Yantarni <\/b><\/br> Number of eruptions: 1"],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":[52.5,57.18],"lng":[-171.252,-157.185]}},"evals":[],"jsHooks":[]}</script>

]

---

### Other Tiles

.pull-left[

```r
library(leaflet.extras)
leaflet() %>% 
  setView(lng = -71.1167,
          lat = 42.3770,
          zoom = 15) %>%     
  addProviderTiles(providers$Stamen.Watercolor)
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-c5404818ea7c43debb3a" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-c5404818ea7c43debb3a">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[42.377,-71.1167],15,[]],"calls":[{"method":"addProviderTiles","args":["Stamen.Watercolor",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]}]},"evals":[],"jsHooks":[]}</script>

]

---

### Other Tiles

.pull-left[

```r
leaflet() %>% 
  setView(lng = -71.1167,
          lat = 42.3770,
          zoom = 15) %>%     
 addProviderTiles(
   providers$CartoDB.Positron) %>%
  addMiniMap()
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-ee2d46fcdf60f51da7d3" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-ee2d46fcdf60f51da7d3">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[42.377,-71.1167],15,[]],"calls":[{"method":"addProviderTiles","args":["CartoDB.Positron",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addMiniMap","args":[null,null,"bottomright",150,150,19,19,-5,false,false,false,false,false,false,{"color":"#ff7800","weight":1,"clickable":false},{"color":"#000000","weight":1,"clickable":false,"opacity":0,"fillOpacity":0},{"hideText":"Hide MiniMap","showText":"Show MiniMap"},[]]}]},"evals":[],"jsHooks":[]}</script>

]

---

### Other Tiles

.pull-left[

```r
leaflet() %>% 
  setView(lng = -98.58,
          lat = 39.82,
          zoom = 3) %>%     
  addProviderTiles(
    "NASAGIBS.ViirsEarthAtNight2012") 
```

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-69f2ec4f2fb8472a0fdd" style="width:576px;height:432px;"></div>
<script type="application/json" data-for="htmlwidget-69f2ec4f2fb8472a0fdd">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[39.82,-98.58],3,[]],"calls":[{"method":"addProviderTiles","args":["NASAGIBS.ViirsEarthAtNight2012",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]}]},"evals":[],"jsHooks":[]}</script>

]

---

### Interactive Choropleth Map

```r
pal <- colorNumeric(palette = "viridis",
                    domain = ma$estimate,
                    reverse = TRUE)
pal(ma$estimate)
```

```
##  [1] "#482071" "#65CB5E" "#4CC26C" "#32B67A" "#31688E" "#29AF7F" "#1F9A8A"
##  [8] "#25AC82" "#FDE725" "#481E70" "#D3E21B" "#48C16E" "#440154" "#E8E419"
```

---

### Interactive Choropleth Map

.pull-left[

```r
ma %>%
  leaflet() %>%
  addTiles() %>%
  addPolygons(popup = ~NAME,
              color = ~pal(estimate),
              stroke = FALSE,
              fillOpacity = 0.9) 
```

* Throws a warning about the projection

]

.pull-right[

<div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-cff6aeef7f695fd1cae5" style="width:576px;height:432px;"></div>
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]

---

### Interactive Choropleth Map

.pull-left[

```r
ma %>%
  sf::st_transform(crs = "EPSG:4326") %>%  
  leaflet() %>%
  addTiles() %>%
  addPolygons(popup = ~NAME,
              color = ~pal(estimate),
              stroke = FALSE,
              fillOpacity = 0.9) 
```

]

.pull-right[

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]

---

### Interactive Choropleth Map

.pull-left[

```r
ma %>%
  sf::st_transform(crs = "EPSG:4326") %>%  
  leaflet() %>%
  addTiles() %>%
  addPolygons(popup = ~NAME,
              color = ~pal(estimate),
              stroke = FALSE,
              fillOpacity = 0.9) %>%
  addLegend("bottomright", pal = pal, 
            values = ~estimate,
            title = "Median Income",
            opacity = 1)
```

]

.pull-right[

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]

---

### Want more user interactivity?

We are getting there!  Have to learn `shiny`.

### Want to learn more about spatial data?

* Dig into wrangling spatial data with the `sf` package: [https://github.com/rstudio/cheatsheets/blob/master/sf.pdf](https://github.com/rstudio/cheatsheets/blob/master/sf.pdf)

* All things spatial data in R: [https://geocompr.robinlovelace.net/index.html](https://geocompr.robinlovelace.net/index.html)