## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.path="img/", message = FALSE, warning = FALSE, eval = FALSE ) ## ----setup, message=FALSE----------------------------------------------------- # library(earthdatalogin) # library(rstac) # library(gdalcubes) # gdalcubes_options(parallel = TRUE) # gdal_cloud_config() ## ----------------------------------------------------------------------------- # edl_s3_token(daac = "https://data.lpdaac.earthdatacloud.nasa.gov") ## ----------------------------------------------------------------------------- # bbox <- c(xmin=-122.5, ymin=37.5, xmax=-122.0, ymax=38) # start <- "2022-01-01" # end <- "2022-06-30" # # # Find all assets from the desired catalog: # items <- stac("https://cmr.earthdata.nasa.gov:443/search/stac/LPCLOUD") |> # stac_search(collections = "HLSL30.v2.0", # bbox = bbox, # datetime = paste(start,end, sep = "/")) |> # post_request() |> # items_fetch() |> # items_filter(filter_fn = \(x) {x[["eo:cloud_cover"]] < 20}) # ## ----------------------------------------------------------------------------- # col <- # stac_image_collection(items$features, # asset_names = c("B02", "B03", "B04", "Fmask"), # url_fun = \(url) edl_as_s3(url, prefix = "/vsis3/")) ## ----sf_bay------------------------------------------------------------------- # # Desired data cube shape & resolution # v = cube_view(srs = "EPSG:4326", # extent = list(t0 = as.character(start), # t1 = as.character(end), # left = bbox[1], right = bbox[3], # top = bbox[4], bottom = bbox[2]), # nx = 2048, ny = 2048, dt = "P1M") # # cloud_mask <- image_mask("Fmask", values=1) # mask clouds and cloud shadows # rgb_bands <- c("B04","B03", "B02") # # # Here we go! note eval is lazy # raster_cube(col, v, mask=cloud_mask) |> # select_bands(rgb_bands) |> # plot(rgb=1:3)