rasterize_example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: Dimension reduction of spatial data cubes using YAXArrays.jl\n",
    "\n",
    "Often, one is interested in summarizing values of a given area of interest.\n",
    "Areal data usually comes in a raster based format in which values are assigned for a rectangular interval in a lat/lon grid.\n",
    "This tutorial describes how to create a data cube in which these values are aggegrated for given regions defined bybounding boxes.\n",
    "The resulting data cube has only one spatial dimenion, i.e., the region and is often called vector data cube.\n",
    "This concept is also implemented elsewhere, e.g., in [r-spatial](https://r-spatial.org/r/2022/09/12/vdc.html).\n",
    "There is also a [comparison](https://edzer.github.io/jena/#1) with traditional raster data cubes.\n",
    "\n",
    "![https://edzer.github.io/jena/#7](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a raster data cube with some values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "361×181 YAXArray{Float64,2}\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mDim{\u001b[39m\u001b[33m:lon\u001b[39m\u001b[31m}\u001b[39m Sampled{Int64} \u001b[36m-180:180\u001b[39m ForwardOrdered Regular Points,\n",
       "  \u001b[31mDim{\u001b[39m\u001b[33m:lat\u001b[39m\u001b[31m}\u001b[39m Sampled{Int64} \u001b[36m-90:90\u001b[39m ForwardOrdered Regular Points\n",
       "Total size: 510.48 KB\n"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using YAXArrays\n",
    "using DimensionalData\n",
    "\n",
    "lon_range = -180:180\n",
    "lat_range = -90:90\n",
    "axlist = (\n",
    "    Dim{:lon}(lon_range),\n",
    "    Dim{:lat}(lat_range)\n",
    ")\n",
    "data = [exp(cosd(lon)) + 3(lat / 90) for lon in lon_range, lat in lat_range]\n",
    "raster_cube = YAXArray(axlist, data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data looks like this:\n",
    "\n",
    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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Toy example demonstrating the Map-Reduce approach\n",
    "\n",
    "The procedure follows the map-reduce pattern:\n",
    "\n",
    "1. Map: Function `get_region` returns the vector region for every point of the raster cube\n",
    "2. Reduce: Apply an aggragation function, e.g., `mean` to have just one value for every region\n",
    "\n",
    "In YAXArrays, the function `mapCube` applies the reduce step for every region in the function `transform_cube` :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element YAXArray{Union{Missing, Float64},1}\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mDim{\u001b[39m\u001b[33m:region\u001b[39m\u001b[31m}\u001b[39m Categorical{String} \u001b[36mString[\"Europe\", \"Americas\", \"Other\"]\u001b[39m Unordered\n",
       "Total size: 24.0 bytes\n"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Statistics\n",
    "\n",
    "function get_region(lon, lat)\n",
    "    -25 <= lon < 35 && 30 <= lat < 70 && return \"Europe\"\n",
    "    -180 <= lon < -30 && -60 <= lat < 80 && return \"Americas\"\n",
    "    return \"Other\"\n",
    "end\n",
    "\n",
    "regions = [\"Europe\", \"Americas\", \"Other\"]\n",
    "points_to_regions_matrix = [get_region(t...) for t = Iterators.product(raster_cube.lon, raster_cube.lat)]\n",
    "\n",
    "region_to_indexlist = map(enumerate(regions)) do (i, region)\n",
    "    findall(isequal(region), points_to_regions_matrix)\n",
    "end\n",
    "\n",
    "function transform_cube(xout, xin, regions, region_to_indexlist, agg_func::Function)\n",
    "    for i in 1:length(regions)\n",
    "        xout[i] = agg_func(view(xin, region_to_indexlist[i]))\n",
    "    end\n",
    "end\n",
    "\n",
    "vector_cube = mapCube(\n",
    "    transform_cube,\n",
    "    raster_cube,\n",
    "    regions,\n",
    "    region_to_indexlist,\n",
    "    mean,\n",
    "    indims=InDims(:lon, :lat),\n",
    "    outdims=OutDims(Dim{:region}(regions))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indeed, the value is much higher in Europe compared to Americas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.2435960122178225"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector_cube[At(\"Europe\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.3091471815301223"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector_cube[At(\"Americas\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a country vector cube\n",
    "\n",
    "The example above was a toy example just to demonstrate the map-reduce concept.\n",
    "Bounding boxes are spatial intervals that could be also implemented with much less overhead, e.g., using `view`.\n",
    "Let's continue with a real world scenario using more complex polygons as boundaries.\n",
    "\n",
    "The matrix `points_to_regions_matrix` just contained region labels on the same grid as the `raster_cube`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11×31 Matrix{String}:\n",
       " \"Europe\"  \"Europe\"  \"Europe\"  …  \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"  …  \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"     \"Other\"  \"Other\"  \"Other\"  \"Other\"\n",
       " \"Europe\"  \"Europe\"  \"Europe\"  …  \"Other\"  \"Other\"  \"Other\"  \"Other\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_to_regions_matrix[170:180, 150:180]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can just rasterize the country boundary polygons to archive the same result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "361×181 Raster{Int64,2}\u001b[33m last\u001b[39m\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mX\u001b[39m Projected{Float64} \u001b[36m-180.0:0.997229916897507:179.0027700831025\u001b[39m ForwardOrdered Regular Intervals,\n",
       "  \u001b[31mY\u001b[39m Projected{Float64} \u001b[36m-90.0:0.994475138121547:89.00552486187846\u001b[39m ForwardOrdered Regular Intervals\n",
       "\u001b[90mextent: \u001b[39mExtent(X = (-180.0, 180.0), Y = (-90.0, 90.0))\u001b[90mmissingval: \u001b[39m0\u001b[90mparent:\u001b[39m\n",
       "           \u001b[90m-90.0\u001b[39m  \u001b[90m-89.0055\u001b[39m  \u001b[90m-88.011\u001b[39m  …  \u001b[90m86.0221\u001b[39m  \u001b[90m87.0166\u001b[39m  \u001b[90m88.011\u001b[39m  \u001b[90m89.0055\u001b[39m\n",
       " \u001b[39m\u001b[90m-180.0\u001b[39m      \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-179.003\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-178.006\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-177.008\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-176.011\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-175.014\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-174.017\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-173.019\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "    ⋮                                ⋱                     ⋮      \n",
       "  \u001b[39m\u001b[90m171.025\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m172.022\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m173.019\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m174.017\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m175.014\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m176.011\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m177.008\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m178.006\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m179.003\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "using Rasters, RasterDataSources, ArchGDAL, Shapefile, Downloads, Extents\n",
    "\n",
    "# Download a borders shapefile\n",
    "shapefile_url = \"https://github.com/nvkelso/natural-earth-vector/raw/master/10m_cultural/rasterize_country.shp\"\n",
    "shapefile_name = \"country_borders.shp\"\n",
    "isfile(shapefile_name) || Downloads.download(shapefile_url, shapefile_name)\n",
    "\n",
    "function rasterize_country(shapefile_name::String, country_id::Integer)\n",
    "    rasterize(\n",
    "        last, # reducer function\n",
    "        Shapefile.Handle(shapefile_name).shapes[country_id];\n",
    "        to=Extent(X=(lon_range.start, lon_range.stop), Y=(lat_range.start, lat_range.stop)),\n",
    "        size=size(raster_cube.data), missingval=0, fill=country_id, boundary=:touches, progress=false\n",
    "    )\n",
    "end\n",
    "\n",
    "italy_raster = rasterize_country(shapefile_name, 91)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use this raster matrix to create `vector_cube` using more complex country boundaries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element YAXArray{Union{Missing, Float64},1}\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mDim{\u001b[39m\u001b[33m:region\u001b[39m\u001b[31m}\u001b[39m Categorical{Symbol} \u001b[36mSymbol[:Elsewhere, :ITA]\u001b[39m ForwardOrdered\n",
       "Total size: 16.0 bytes\n"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_to_regions_matrix = italy_raster.data\n",
    "regions = [0,91]\n",
    "\n",
    "region_to_indexlist = map(enumerate(regions)) do (i, region)\n",
    "    findall(isequal(region), points_to_regions_matrix)\n",
    "end\n",
    "\n",
    "function transform_cube(xout, xin, regions, region_to_indexlist, agg_func::Function)\n",
    "    for i in 1:length(regions)\n",
    "        xout[i] = agg_func(view(xin, region_to_indexlist[i]))\n",
    "    end\n",
    "end\n",
    "\n",
    "vector_cube = mapCube(\n",
    "    transform_cube,\n",
    "    raster_cube,\n",
    "    regions,\n",
    "    region_to_indexlist,\n",
    "    mean,\n",
    "    indims=InDims(:lon, :lat),\n",
    "    outdims=OutDims(Dim{:region}([:Elsewhere, :ITA,]))\n",
    ")\n",
    "vector_cube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.062727561445587"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector_cube[At(:ITA)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2-element Vector{Union{Missing, Float64}}:\n",
       " 1.2603612019438004\n",
       " 4.062727561445587"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector_cube.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives the mean values for Italy and elsewhere.\n",
    "To include other countries, one need to run the  function `rasterize_country` multiple times and combine the resulting matricies.\n",
    "Due to the rasterization, some tiles might be assigned to multiple countries.\n",
    "We'll take the country with the highest id."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "361×181 Raster{Int64,2}\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mX\u001b[39m Projected{Float64} \u001b[36m-180.0:0.997229916897507:179.0027700831025\u001b[39m ForwardOrdered Regular Intervals,\n",
       "  \u001b[31mY\u001b[39m Projected{Float64} \u001b[36m-90.0:0.994475138121547:89.00552486187846\u001b[39m ForwardOrdered Regular Intervals\n",
       "\u001b[90mextent: \u001b[39mExtent(X = (-180.0, 180.0), Y = (-90.0, 90.0))\u001b[90mmissingval: \u001b[39m0\u001b[90mparent:\u001b[39m\n",
       "           \u001b[90m-90.0\u001b[39m  \u001b[90m-89.0055\u001b[39m  \u001b[90m-88.011\u001b[39m  …  \u001b[90m86.0221\u001b[39m  \u001b[90m87.0166\u001b[39m  \u001b[90m88.011\u001b[39m  \u001b[90m89.0055\u001b[39m\n",
       " \u001b[39m\u001b[90m-180.0\u001b[39m      \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-179.003\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-178.006\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-177.008\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-176.011\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-175.014\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-174.017\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       " \u001b[39m\u001b[90m-173.019\u001b[39m    \u001b[39m\u001b[39m0      \u001b[39m\u001b[39m0         \u001b[39m\u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "    ⋮                                ⋱                     ⋮      \n",
       "  \u001b[39m\u001b[90m171.025\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m172.022\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m173.019\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m174.017\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m175.014\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m176.011\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0      …   \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m177.008\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m178.006\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0\n",
       "  \u001b[39m\u001b[90m179.003\u001b[39m    \u001b[39m0      \u001b[39m0         \u001b[39m0          \u001b[39m0        \u001b[39m0        \u001b[39m0       \u001b[39m0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Data from https://github.com/nvkelso/natural-earth-vector\n",
    "countries  = [:IDN, :MYS, :CHL, :ITA, :DEU]\n",
    "countries_int = [1,2,3,91,50]\n",
    "\n",
    "country_rasters = rasterize_country.(shapefile_name, countries_int)\n",
    "country_raster = reduce((x,y) -> max.(x,y), country_rasters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "</svg>\n"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "plot(country_raster; max_res=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6-element YAXArray{Union{Missing, Float64},1}\u001b[90m with dimensions: \u001b[39m\n",
       "  \u001b[31mDim{\u001b[39m\u001b[33m:country\u001b[39m\u001b[31m}\u001b[39m Categorical{Symbol} \u001b[36mSymbol[IDN, MYS, …, DEU, Elsewhere]\u001b[39m Unordered\n",
       "Total size: 48.0 bytes\n"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_to_regions_matrix = country_raster.data\n",
    "\n",
    "region_to_indexlist = map(enumerate(countries_int)) do (i, countries_int)\n",
    "    findall(isequal(countries_int), points_to_regions_matrix)\n",
    "end\n",
    "\n",
    "function transform_cube(xout, xin, regions, region_to_indexlist, agg_func::Function)\n",
    "    for i in 1:length(regions)\n",
    "        xout[i] = agg_func(view(xin, region_to_indexlist[i]))\n",
    "    end\n",
    "end\n",
    "\n",
    "vector_cube2 = mapCube(\n",
    "    transform_cube,\n",
    "    raster_cube,\n",
    "    countries_int,\n",
    "    region_to_indexlist,\n",
    "    mean,\n",
    "    indims=InDims(:lon, :lat),\n",
    "    outdims=OutDims(Dim{:country}(vcat(countries, [:Elsewhere])))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6-element Vector{Tuple{Symbol, Union{Missing, Float64}}}:\n",
       " (:IDN, 0.5387384802994952)\n",
       " (:MYS, 0.8421117400895043)\n",
       " (:CHL, 0.05622781396234247)\n",
       " (:ITA, 4.062727561445587)\n",
       " (:DEU, 4.3899435294154046)\n",
       " (:Elsewhere, missing)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zip(vcat(countries, [:Elsewhere]), vector_cube2.data) |> collect"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Application: Discrete global grid systems\n",
    "\n",
    "<img src=\"https://github.com/danlooo/DGGS.jl/raw/main/docs/src/assets/logo.drawio.svg\" width = \"30%\" align = \"right\"/>\n",
    "\n",
    "This concept is used in the Julia package DGGS.jl: Hereby, the two spatial dimensions are reduced to one cell id representing a regular polygon of equal area at specific location on the earth.\n",
    "\n",
    "\n",
    "DGGS.jl is a Julia Package for scalable geospatial analysis using Discrete Global Grid Systems (DGGS), which tessellate the surface of the earth with hierarchical cells of equal area, minimizing distortion and loading time of large geospatial datasets, which is crucial in spatial statistics and building Machine Learning models.\n",
    "https://github.com/danlooo/DGGS.jl"
   ]
  }
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