diff --git a/README.md b/README.md index 75fc77f..c85f927 100644 --- a/README.md +++ b/README.md @@ -41,7 +41,8 @@ You can find the slides (and any data we will be using) for each week under thei - You can find the data for week 2 in the [week2files](week2files) folder. - Week 3: You can find the slides for the the weekhere: [week 3 slides](https://joshmerfeld.github.io/geospatialdataR/week3.html). - You can find the data for week 3 in the [week3files](week3files) folder. -- Week 4: TBD +- Week 4: You can find the slides for the the weekhere: [week 4 slides](https://joshmerfeld.github.io/geospatialdataR/week4.html). + - You can find the data for week 3 in the [week4files](week4files) folder. - Week 5: TBD - Week 5: TBD - Week 6: TBD diff --git a/week4.html b/week4.html index 5e0e980..1f55820 100644 --- a/week4.html +++ b/week4.html @@ -444,7 +444,7 @@ - + Geospatial data analysis in R @@ -1223,7 +1223,7 @@

Geospatial data analysis in R

-

October 1, 2024

+

October 7, 2024

@@ -1239,6 +1239,12 @@

More distances

+
  • Make sure to call the libraries we’ll need!

    +
      +
    • tidyverse
    • +
    • terra
    • +
    • tidyterra
    • +
  • @@ -1299,11 +1305,11 @@

    Distance matrix

    Distance matrix - “Heat map”

    -
    +

    Closest health facility by household

    -
    +

    How did I create the map?

    Distances - points and polygons

    + +
    +
    +Code +
    households <- read_dta("week4files/households.dta")
    +households <- vect(households, geom = c("ea_lon_mod", "ea_lat_mod"), crs = "EPSG:4326")
    +# mw3
    +mw3 <- vect("week4files/mw3allcountry.shp")
    +mw3 <- mw3 |> filter(NAME_1 %in% c("Lilongwe", "Blantyre"))
    +mw3 <- aggregate(mw3, "ID_1")
    +table(mw3$ID_1)
    +
    +
    +
    
    + 2 11 
    + 1  1 
    +
    +
    +
    +
    +

    Distances - points and polygons

    + +
    +
    +

    Distance matrix

    +
    +
    +Code +
    # projected CRS
    +households <- project(households, "EPSG:20936")
    +mw3 <- project(mw3, "EPSG:20936")
    +
    +# distance matrix!
    +distances <- distance(households, mw3, unit = "km")
    +distances
    +
    +
    +
                    [,1]        [,2]
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    +
    +
    +
    + +
    +
    +
    +
    +Code +
    # same thing!
    +distances <- apply(distances, 1, "min")
    +households$closest_city <- distances
    +
    +
    +
    +
    +
    +

    Distances - points and polygons

    + +
    + + +
    +

    Centroids

    +
    +
    +
     class       : SpatVector 
    + geometry    : points 
    + dimensions  : 28, 17  (geometries, attributes)
    + extent      : 33.05627, 35.69125, -16.74537, -9.951585  (xmin, xmax, ymin, ymax)
    + coord. ref. : lon/lat WGS 84 (EPSG:4326) 
    + names       :  ID_1 mean_ID_0 mean_ID_2 mean_ID_3 mean_CCN_3 mean_surveyobs
    + type        : <int>     <num>     <num>     <num>      <num>          <num>
    + values      :     1       135     2.516        47          0          3.785
    +                   2       135     8.062       150          0          6.372
    +                   3       135     20.06       266          0          2.958
    +   ISO NAME_0   NAME_1 NAME_2 (and 7 more)
    + <chr>  <chr>    <chr>  <chr>             
    +   MWI Malawi   Balaka     NA             
    +   MWI Malawi Blantyre     NA             
    +   MWI Malawi Chikwawa     NA             
    +
    +
    + +
    +
    +

    Centroids

    +
    +
    +Code +
    ggplot() +
    +  geom_spatvector(data = mw3centroids) +
    +  geom_spatvector(data = mw3, fill = NA) +
    +  theme_bw()
    +
    +
    + +
    +
    +

    Creating a Voronoi diagram

    + +
    +
    +Code +
    # mw3
    +mw3 <- vect("week4files/mw3allcountry.shp")
    +# first aggregate to ID_1
    +mw3 <- aggregate(mw3, "ID_1")
    +# create centroids
    +mw3centroids <- centroids(mw3)
    +# now aggregate mw3 to country level
    +mw3 <- aggregate(mw3)
    +# bnd stands for "boundary"
    +voronoi <- voronoi(mw3centroids, bnd = mw3)
    +
    +
    +
    +
    +

    Creating a Voronoi diagram

    +
    +
    +Code +
    ggplot() +
    +  geom_spatvector(data = voronoi) +
    +  geom_spatvector(data = mw3centroids) +
    +  theme_bw()
    +
    +
    + +
    +
    +

    The last bit

    +
    @@ -1369,7 +12834,7 @@

    Let’s go over some more advanced operations

    A grid in Korea - kgrid.zip

    -
    +

    A grid in Korea - kgrid.zip

    The intersect function from terra

    Code -
    intersection <- intersect(kgrid, kshape)
    -intersection
    -
    -
    -
     class       : SpatVector 
    - geometry    : polygons 
    - dimensions  : 5546, 3  (geometries, attributes)
    - extent      : 746110.3, 1304099, 1458754, 2068444  (xmin, xmax, ymin, ymax)
    - coord. ref. : Korea 2000 / Unified CS (EPSG:5179) 
    - names       :    id CTPRVN_CD CTP_ENG_NM
    - type        : <int>     <chr>      <chr>
    - values      :    65        51 Gangwon-do
    -                  66        51 Gangwon-do
    -                  67        51 Gangwon-do
    -
    -
    -Code -
    kgrid
    +
    kgrid
     class       : SpatVector 
    @@ -1473,16 +12921,34 @@ 

    The intersect function from terra

    66 67
    +
    +Code +
    # Note: This takes a bit of time
    +intersection <- intersect(kgrid, kshape)
    +intersection
    +
    +
    +
     class       : SpatVector 
    + geometry    : polygons 
    + dimensions  : 5546, 3  (geometries, attributes)
    + extent      : 746110.3, 1304099, 1458754, 2068444  (xmin, xmax, ymin, ymax)
    + coord. ref. : Korea 2000 / Unified CS (EPSG:5179) 
    + names       :    id CTPRVN_CD CTP_ENG_NM
    + type        : <int>     <chr>      <chr>
    + values      :    65        51 Gangwon-do
    +                  66        51 Gangwon-do
    +                  67        51 Gangwon-do
    +

    One grid cell, multiple overlaps

    -
    +

    One grid cell, multiple overlaps

    -
    +

    Area of overlap

    Code -
    # Get area of all overlaps
    -intersection$area <- expanse(intersection)
    -# turn it into a tibble
    -intersection <- as_tibble(intersection)
    -# Get the largest overlap
    -intersection <- intersection |> group_by(id) |> filter(area==max(area)) |> ungroup()
    +
    # Get area of all overlaps
    +intersection$area <- expanse(intersection)
    +# turn it into a tibble
    +intersection <- as_tibble(intersection)
    +# Get the largest overlap
    +intersection <- intersection |> 
    +  group_by(id) |> 
    +  filter(area==max(area)) |> 
    +  ungroup()
    @@ -1513,7 +12979,7 @@

    Area of overlap

    Code -
    intersection
    +
    intersection
    # A tibble: 4,906 × 4
    @@ -1533,7 +12999,7 @@ 

    Area of overlap

    Code -
    kgrid
    +
    kgrid
     class       : SpatVector 
    @@ -1550,17 +13016,294 @@ 

    Area of overlap

    +
    +

    Grids and provinces

    +
    +
    +Code +
    # same order!
    +kgrid <- kgrid[match(intersection$id, kgrid$id),]
    +# double check that it worked
    +min(intersection$id==kgrid$id)
    +
    +
    +
    [1] 1
    +
    +
    +Code +
    # now put the province name into the grid
    +kgrid$CTP_ENG_NM <- intersection$CTP_ENG_NM
    +
    +
    +
    +
    +

    Grids and provinces

    + +
    +
    +

    Let’s practice

    +
      +
    • Getting used to this takes a lot of practice +
        +
      • So let’s practice together
      • +
    • +
    • Going to use the mw2.zip file +
        +
      • Just northern Malawi
      • +
    • +
    • Also going to use mwgrid.zip +
        +
      • Grid cells for northern Malawi
      • +
      • We want to know which district each grid cell is in
      • +
    • +
    +
    +
    +

    Malawi grid

    + +
    +
    +

    Steps

    +
      +
    • Load the data +
        +
      • Both shapefiles
      • +
    • +
    • Make sure they are in the same CRS
    • +
    • Intersect them
    • +
    • Calculate the area of each intersection +
        +
      • Find the largest intersection for each grid cell
      • +
    • +
    • Assign the district for the largest intersection to each grid cell
    • +
    • Plot it! +
        +
      • With colors for districts
      • +
    • +
    +
    +
    +

    Steps 1 and 2: Load and CRS

    +
    +
    +Code +
    mwgrid <- vect("week4files/mwgrid.shp")
    +mw2 <- vect("week4files/mw2.shp")
    +# just to be safe
    +mwgrid <- project(mwgrid, crs(mw2))
    +
    +
    +
    +
    +

    Step 3: Intersection

    +
    +
    +Code +
    intersection <- intersect(mwgrid, mw2)
    +dim(mwgrid) # 1,237 features
    +
    +
    +
    [1] 1237    1
    +
    +
    +Code +
    dim(intersection) # 1,383 features
    +
    +
    +
    [1] 1383    2
    +
    +
    +
    +
    +

    Step 4: Area (expanse)

    +
    +
    +Code +
    intersection$area <- expanse(intersection)
    +
    +# keep largest only
    +intersection <- intersection |> 
    +  group_by(id) |> 
    +  filter(area==max(area)) |> 
    +  ungroup()
    +
    +
    +
    +
    +

    Step 5: Assign district

    +
    +
    +Code +
    # here's a different way to do it
    +mwgrid <- mwgrid |>
    +  arrange(id)
    +intersection <- intersection |>
    +  arrange(id)
    +# double check
    +min(mwgrid$id==intersection$id)
    +
    +
    +
    [1] 1
    +
    +
    +Code +
    mwgrid$district <- intersection$DIST_CODE
    +
    +
    +
    +
    +

    Step 6: Plot it!

    +
    +
    +Code +
    ggplot() +
    +  geom_spatvector(data = mwgrid, aes(fill = as.factor(district))) +
    +  scale_fill_brewer("District", palette = "Set3") +
    +  theme_bw()
    +
    +
    +
    +
    +

    Step 6: Plot it!

    + +

    Distances - lines in polygons

    +
      +
    • Calculating distances of lines in polygons has a similar workflow

    • +
    • Can you think about how we’d do this?

    • +
    +
    +
      +
    • Steps: +
        +
      • Create intersection of lines and polygons of interest
      • +
      • Calculate the length of the lines in EACH intersection
      • +
      • Aggregate lengths to polygons
      • +
      • Join to shapefile
      • +
    • +
    +
    -
    -

    Centroids

    +
    +

    Lines in polygons

    +
      +
    • Let’s go back to an example from a few weeks ago: roads in India +
        +
      • indiaprimaryroads.zip
      • +
    • +
    • Let’s figure out the total length of “primary roads” in India districts +
        +
      • india_2011_district.zip
      • +
    • +
    +
    +

    Lines in polygons

    +
    +
    +Code +
    indiaroads <- vect("week4files/indiaprimaryroads.shp")
    +indiadistricts <- vect("week4files/india_2011_district.shp")
    +
    +ggplot() +
    +  geom_spatvector(data = indiaroads, color = "red") +
    +  geom_spatvector(data = indiadistricts, fill = NA) +
    +  theme_bw()
    +
    +
    +
    +
    +

    Lines in polygons

    + +
    +
    +

    Calculate intersections

    +
    +
    +Code +
    # Note: This can take some time
    +roadsint <- intersect(indiaroads, indiadistricts)
    +
    +dim(indiaroads)
    +
    +
    +
    [1] 28170    10
    +
    +
    +Code +
    dim(roadsint)
    +
    +
    +
    [1] 29749    16
    +
    +
    +
      +
    • What function do we use for length?
    • +
    +
    +
    +
    +Code +
    roadsint$length <- perim(roadsint)
    +
    +
    +
    +
    +
    +

    Aggregate to district

    +
      +
    • Make sure to use the correct identifier!
    • +
    +
    +
    +Code +
    roadsint <- roadsint |>
    +  as_tibble() |>
    +  group_by(cartodb_id) |>
    +  summarize(length = sum(length)) |>
    +  ungroup() |>
    +  # let's put it in km (default is m)
    +  mutate(length = length/1000)
    +
    +
    +
      +
    • How do we join it to the shapefile?
    • +
    +
    +
    +

    Aggregate to district

    +
    +
    +Code +
    indiadistricts <- indiadistricts |>
    +  left_join(roadsint, by = "cartodb_id")
    +# if missing? zero!
    +indiadistricts$length <- ifelse(is.na(indiadistricts$length), 0, indiadistricts$length)
    +
    +
    +
    +
    +

    And plot it

    +
    +
    +Code +
    ggplot() + 
    +  geom_spatvector(data = indiadistricts, aes(fill = length)) +
    +  scale_fill_distiller("Length of\nprimary roads\n(km)", palette = "Spectral") +
    +  theme_bw()
    +
    +
    +
    +
    +

    And plot it

    + +

    Unions

    -
    -

    Unions

    +
    +

    Buffers