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<!DOCTYPE html>
<html>
<head>
<title>Data Science? Make it Spatial</title>
<meta charset="utf-8">
<meta name="author" content="DC R Conference 2018 Angela Li University of Chicago" />
<meta name="date" content="2018-11-08" />
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<textarea id="source">
class: center, middle, inverse, title-slide
# Data Science? Make it Spatial
### DC R Conference 2018 <br />Angela Li <br />University of Chicago<br />
### 2018-11-08
---
# About me
--
- R Spatial Advocate at Center for Spatial Data Science, UChicago
--
- Founder of R-Ladies Chicago
--
- Wrote a thesis using spatial econometrics...
--
- About property values in Detroit...
--
- Under Luc Anselin, who literally wrote the book on spatial econometrics
---
class: inverse, center, middle
# Geography?
---
---
class: inverse, center, middle
# Geography!
---
---
class: inverse, middle, center
# What's exploratory *spatial* data analysis (ESDA)?
---
class: inverse, middle, center
# Making lots of maps!
---
<!-- # Read in data -->
<!-- I can read in straight GeoJSON files with `sf` -->
# Data: crimes in DC in the last 30 days
```r
library(sf)
dc_crime <- st_read("https://opendata.arcgis.com/datasets/dc3289eab3d2400ea49c154863312434_8.geojson")
```
```
## Reading layer `OGRGeoJSON' from data source `https://opendata.arcgis.com/datasets/dc3289eab3d2400ea49c154863312434_8.geojson' using driver `GeoJSON'
## Simple feature collection with 3063 features and 22 fields
## geometry type: POINT
## dimension: XY
## bbox: xmin: -77.10826 ymin: 38.8207 xmax: -76.91229 ymax: 38.98548
## epsg (SRID): 4326
## proj4string: +proj=longlat +datum=WGS84 +no_defs
```
---
# Look at observations
```r
head(dc_crime)
```
```
## Simple feature collection with 6 features and 3 fields
## geometry type: POINT
## dimension: XY
## bbox: xmin: -77.07065 ymin: 38.86429 xmax: -76.9386 ymax: 38.96198
## epsg (SRID): 4326
## proj4string: +proj=longlat +datum=WGS84 +no_defs
## report_dat offense attributes geometry
## 1 2018-10-27 20:17:29 THEFT/OTHER ... POINT (-77.02796 38.96198)
## 2 2018-10-27 21:51:41 THEFT F/AUTO ... POINT (-77.02397 38.91446)
## 3 2018-10-27 21:53:56 THEFT/OTHER ... POINT (-76.99032 38.92016)
## 4 2018-10-09 19:26:46 THEFT/OTHER ... POINT (-76.98637 38.86429)
## 5 2018-10-09 19:30:13 THEFT F/AUTO ... POINT (-77.07065 38.94221)
## 6 2018-10-09 20:44:42 THEFT/OTHER ... POINT (-76.9386 38.89112)
```
---
# Map it!
```r
library(leaflet)
leaflet() %>%
addTiles() %>%
addCircles(data = dc_crime, color = "#800000")
```
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---
# Change into a heatmap
```r
library(leaflet.extras)
leaflet() %>%
addTiles() %>%
addHeatmap(data = dc_crime, max = 0.7, blur = 60)
```
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---
class: center
# The problem with heat maps
---
class: inverse, middle, center
# I want to adjust for population
--
## But, population data is collected in specific geographic units
---
# Census tract polygons!
```r
leaflet() %>%
addTiles() %>%
addPolygons(data = dc_tracts, weight = 2)
```
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---
# Add crimes as a layer
```r
leaflet() %>%
addTiles() %>%
addPolygons(data = dc_tracts, weight = 2) %>%
addCircles(data = dc_crime, col = "red", radius = 0.01)
```
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---
class: inverse, middle, center
# How many crimes happened in each tract?
--
## Spatial aggregation
--
## Point-in-polygon analysis
---
# Count points in polygons
```r
st_join(dc_crime, dc_tracts["census_tract"])
```
```r
# Error: st_crs(x) == st_crs(y) is not TRUE
```
--
## What's the error???
---
class: inverse, center, middle
# Warning: worst part of working with spatial data ahead
---
class: center
# Projections!
---
class: center, middle, inverse
# Dealing with projections = spatial data munging
---
class: center
# What's actually going on
---
# Check the projections!
--
```r
st_crs(dc_crime)
```
```
## Coordinate Reference System:
## EPSG: 4326
## proj4string: "+proj=longlat +datum=WGS84 +no_defs"
```
--
```r
st_crs(dc_tracts)
```
```
## Coordinate Reference System:
## EPSG: 4269
## proj4string: "+proj=longlat +datum=NAD83 +no_defs"
```
---
# Make them the same
```r
dc_crime <- st_transform(dc_crime, 102285)
dc_tracts <- st_transform(dc_tracts, 102285)
```
--
```r
st_crs(dc_crime)
```
```
## Coordinate Reference System:
## EPSG: 102285
## proj4string: "+proj=lcc +lat_1=38.3 +lat_2=39.45 +lat_0=37.66666666666666 +lon_0=-77 +x_0=400000 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs"
```
--
```r
st_crs(dc_tracts)
```
```
## Coordinate Reference System:
## EPSG: 102285
## proj4string: "+proj=lcc +lat_1=38.3 +lat_2=39.45 +lat_0=37.66666666666666 +lon_0=-77 +x_0=400000 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs"
```
---
# Try the spatial join again
```r
dc_crime <- st_join(dc_crime, dc_tracts["census_tract"])
```
```
## Simple feature collection with 4 features and 4 fields
## geometry type: POINT
## dimension: XY
## bbox: xmin: 397576.8 ymin: 132940.9 xmax: 401182.8 ymax: 143785.9
## epsg (SRID): 102285
## proj4string: +proj=lcc +lat_1=38.3 +lat_2=39.45 +lat_0=37.66666666666666 +lon_0=-77 +x_0=400000 +y_0=0 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs
## census_tract report_dat offense attributes
## 1 001804 2018-10-27 20:17:29 THEFT/OTHER ...
## 2 004400 2018-10-27 21:51:41 THEFT F/AUTO ...
## 3 009102 2018-10-27 21:53:56 THEFT/OTHER ...
## 4 007503 2018-10-09 19:26:46 THEFT/OTHER ...
## geometry
## 1 POINT (397576.8 143785.9)
## 2 POINT (397920.8 138510.9)
## 3 POINT (400839.8 139142.9)
## 4 POINT (401182.8 132940.9)
```
---
class: inverse, middle, center
# It worked!
---
# Map crime counts
<!-- -->
---
class: inverse, center, middle
# This map makes a cartographer sad :(
--
## We're mapping a spatially extensive variable
--
## Aka the count is related to the area of the tract
---
# Fix this by dividing by population
```r
library(tidycensus)
dc_pop <- get_decennial(geography = "tract",
variables = c("H0100001"),
state = "DC")
```
--
```r
head(dc_pop, 4)
```
```
## # A tibble: 4 x 5
## GEOID NAME variable pop census_tract
## <chr> <chr> <chr> <dbl> <chr>
## 1 11001000100 Census Tract 1 H0100001 4866 000100
## 2 11001000201 Census Tract 2.01 H0100001 8 000201
## 3 11001000202 Census Tract 2.02 H0100001 4290 000202
## 4 11001000300 Census Tract 3 H0100001 6233 000300
```
---
# Map crime rates per capita
<!-- -->
---
class: inverse, middle, center
# Are crime rates and median income related?
---
# Get median income by tract
```r
dc_inc <- get_acs(geography = "tract",
variables = c("B19013_001"),
state = "DC")
```
```
## Getting data from the 2012-2016 5-year ACS
```
---
# Get median income by tract
```r
head(dc_inc)
```
```
## # A tibble: 6 x 5
## GEOID NAME variable estimate moe
## <chr> <chr> <chr> <dbl> <dbl>
## 1 11001000100 Census Tract 1, District of Columb… B19013_0… 167188 20715
## 2 11001000201 Census Tract 2.01, District of Col… B19013_0… NA NA
## 3 11001000202 Census Tract 2.02, District of Col… B19013_0… 161378 21166
## 4 11001000300 Census Tract 3, District of Columb… B19013_0… 131127 13777
## 5 11001000400 Census Tract 4, District of Columb… B19013_0… 181406 47481
## 6 11001000501 Census Tract 5.01, District of Col… B19013_0… 102398 9918
```
---
# Map crimes and median income
<!-- -->
<!-- --- -->
<!-- # Add a basemap and a legend -->
<!-- ```{r eval=FALSE} -->
<!-- tmap_mode("view") -->
<!-- tm_shape(dc_inc) + -->
<!-- tm_polygons("med_inc") + -->
<!-- tm_shape(dc_crime) + -->
<!-- tm_dots() + -->
<!-- tm_view(alpha = 1, -->
<!-- basemaps = "CartoDB.Positron", -->
<!-- legend.position = c("left", "bottom")) -->
<!-- ``` -->
<!-- --- -->
<!-- # Add a basemap and a legend -->
<!-- ```{r echo=FALSE, fig.height=5} -->
<!-- tmap_mode("view") -->
<!-- tm_shape(dc_inc) + -->
<!-- tm_polygons("med_inc") + -->
<!-- tm_shape(dc_crime) + -->
<!-- tm_dots() + -->
<!-- tm_view(alpha = 1, -->
<!-- basemaps = "CartoDB.Positron", -->
<!-- legend.position = c("left", "bottom")) -->
<!-- ``` -->
---
class: center, middle, inverse
# I'll end it here, but...
---
class: center, middle
## There might be other local demographic & socioeconomic factors that affect crime rates
### (spatial regression, modeling)
---
class: center, middle
## Crime in one area may be linked to crime in another area
### (spatial autocorrelation)
---
class: center, middle
## I might be interested in spots where crime is abnormally high or low
### (spatial clustering)
---
class: inverse, center, middle
# Thanks!
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