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add interactive report as Quarto html doc
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.Rproj.user | ||
.Rhistory | ||
.RData | ||
.Ruserdata |
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Version: 1.0 | ||
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RestoreWorkspace: Default | ||
SaveWorkspace: Default | ||
AlwaysSaveHistory: Default | ||
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EnableCodeIndexing: Yes | ||
UseSpacesForTab: Yes | ||
NumSpacesForTab: 2 | ||
Encoding: UTF-8 | ||
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RnwWeave: Sweave | ||
LaTeX: pdfLaTeX | ||
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AutoAppendNewline: Yes | ||
StripTrailingWhitespace: Yes |
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--- | ||
title: "Interactive Deforestation Map" | ||
format: | ||
html: | ||
code-fold: true | ||
fig-width: 10 | ||
fig-height: 10 | ||
editor: source | ||
--- | ||
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```{r setup} | ||
#| output: false | ||
library(dplyr) | ||
library(leaflet) | ||
library(leaflet.extras) | ||
library(sf) | ||
library(wdpar) | ||
``` | ||
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This script downloads WDPA data for a specified country and generates a web map displaying the selected protected areas (PAs) including a buffer region around it. You can click on | ||
the folded `Code` chunks to explore the source code of this report. | ||
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```{r config} | ||
#| code-fold: false | ||
######## Configuration ######################################################### | ||
################################################################################ | ||
# ISO3 code of target country for which to download WDPA data. | ||
country_iso3 <- "BRA" | ||
# Provide specific WDPA IDs to be displayed here. If left empty, all PAs within the target country will be displayed. | ||
# Caution: The provided IDs must be located within the selected target country. | ||
wdpa_ids <- c("115772") | ||
# Buffer around the PAs in m. | ||
buffer_m <- 10000 | ||
# Basic style options can be set here. For more elaborate style changes, you can edit the leaflet parameters below. | ||
line_weight_pa <- 4.0 | ||
line_weight_buffer <- 3.0 | ||
line_color_pa = "#CAE64E" # Color provided as hex code | ||
line_color_buffer = "#CAE64E" # Color provided as hex code | ||
############################################################################### | ||
############################################################################### | ||
``` | ||
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# Preprocessing WDPA Data | ||
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```{r process-wdpa} | ||
wdir <- getwd() | ||
wdpa <- wdpa_fetch(country_iso3, wait = TRUE, download_dir = file.path(wdir, "WDPA")) | ||
if(!(length(wdpa_ids) == 1 && is.na(wdpa_ids) || all(is.na(wdpa_ids)))) { | ||
wdpa <- wdpa |> | ||
filter(WDPAID %in% wdpa_ids) | ||
} | ||
wdpa <- wdpa |> | ||
wdpa_clean(retain_status = NULL, | ||
erase_overlaps = FALSE, | ||
exclude_unesco = FALSE, | ||
verbose = FALSE) |> | ||
# Drop geometry POINT | ||
filter(GEOMETRY_TYPE != "POINT") |> | ||
# Remove the PAs that are only proposed, or have geometry type "point" | ||
filter(STATUS != "Proposed") |> | ||
st_transform(4326) | ||
# Make Buffers around all protected areas | ||
buffer <- wdpa |> | ||
st_buffer(dist = buffer_m) | ||
``` | ||
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# Preparing Leaflet Map | ||
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```{r prepare-map} | ||
basemap_custom <- | ||
leaflet() |> | ||
# add external map providers | ||
addTiles(group = "OpenStreetMap") |> | ||
addProviderTiles(providers$Esri.WorldImagery, group="Satellite") |> | ||
addProviderTiles(providers$CartoDB.Positron, group="CartoDB") |> | ||
addProviderTiles(providers$Esri.WorldShadedRelief, group="Topography") |> | ||
addProviderTiles(providers$NASAGIBS.ViirsEarthAtNight2012, group="Nightlights") |> | ||
addTiles( | ||
"https://tiles.globalforestwatch.org/umd_tree_cover_loss/latest/dynamic/{z}/{x}/{y}.png", | ||
group = "Forest Cover Loss (2001-2020)", | ||
attribution = "Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest." | ||
) |> | ||
addTiles( | ||
"https://tiles.globalforestwatch.org/umd_regional_primary_forest_2001/latest/dynamic/{z}/{x}/{y}.png", | ||
group = "Regional Primary Forests (2001)", | ||
attribution = "Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest." | ||
) |> | ||
addFullscreenControl() |> | ||
# add legend(s) | ||
addLayersControl( | ||
baseGroups = c("Satellite", "CartoDB", "OpenStreetMap", "Topography", "Nightlights"), | ||
overlayGroups = c("WDPA Regions", "Buffers", "Forest Cover Loss (2001-2020)", "Regional Primary Forests (2001)"), | ||
options = layersControlOptions(collapsed = FALSE)) |> | ||
# uncheck some layers in layer control | ||
hideGroup(group = c("Regional Primary Forests (2001)","Labels (PA Names)")) | ||
deforestation_map <- basemap_custom |> | ||
addPolygons(data = wdpa, fillOpacity = 0.0, opacity = 0.8, color = line_color_pa, smoothFactor = 0, weight = line_weight_pa, group = "WDPA Regions") |> | ||
addPolygons(data = buffer, fillOpacity = 0.0, opacity = 0.8, color = line_color_buffer, smoothFactor = 0, weight = line_weight_buffer, group = "Buffers", | ||
dashArray = "10 8") | ||
``` | ||
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# Interactive Deforestation Map | ||
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```{r plot-map} | ||
deforestation_map | ||
``` |