{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "319def8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.pyplot as plt\n",
    "import smart_geocubes\n",
    "\n",
    "from entropice.paths import get_arcticdem_stores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7d5c5f31",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  \u001b[2m2025-11-22T23:29:50.033306Z\u001b[0m \u001b[33m WARN\u001b[0m \u001b[1;33micechunk::storage::object_store\u001b[0m\u001b[33m: \u001b[33mThe LocalFileSystem storage is not safe for concurrent commits. If more than one thread/process will attempt to commit at the same time, prefer using object stores.\u001b[0m\n",
      "    \u001b[2;3mat\u001b[0m icechunk/src/storage/object_store.rs:80\n",
      "\n"
     ]
    },
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 3TB\n",
       "Dimensions:      (y: 234381, x: 231256)\n",
       "Coordinates:\n",
       "  * y            (y) float64 2MB 4.1e+06 4.1e+06 4.1e+06 ... -3.4e+06 -3.4e+06\n",
       "  * x            (x) float64 2MB -4e+06 -4e+06 -4e+06 ... 3.4e+06 3.4e+06\n",
       "    spatial_ref  int32 4B ...\n",
       "    feature      &lt;U10 40B ...\n",
       "Data variables: (12/14)\n",
       "    aspect       (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    curvature    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    tpi_large    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    slope        (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    datamask     (y, x) bool 54GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    dem          (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    ...           ...\n",
       "    tri_small    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    vrm_medium   (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    tri_medium   (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    tri_large    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    vrm_large    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "    vrm_small    (y, x) float32 217GB dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    title:           ArcticDEM32m\n",
       "    loaded_tiles:    []\n",
       "    loaded_patches:  [&#x27;49_73_32m_v4.1&#x27;]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e6c91b9c-8b7c-405f-9556-245710b49662' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e6c91b9c-8b7c-405f-9556-245710b49662' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 234381</li><li><span class='xr-has-index'>x</span>: 231256</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ba0d44b5-be77-4b09-b3ce-32d6237fd48b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ba0d44b5-be77-4b09-b3ce-32d6237fd48b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.1e+06 4.1e+06 ... -3.4e+06</div><input id='attrs-2bbf9030-4bff-433e-be1b-adbb11b31bbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2bbf9030-4bff-433e-be1b-adbb11b31bbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b9f8b07-a9cb-4e6e-9da1-386ca12b104d' class='xr-var-data-in' type='checkbox'><label for='data-4b9f8b07-a9cb-4e6e-9da1-386ca12b104d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-32.0</dd><dt><span>crs :</span></dt><dd>EPSG:3413</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([ 4100080.,  4100048.,  4100016., ..., -3400016., -3400048., -3400080.],\n",
       "      shape=(234381,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4e+06 -4e+06 ... 3.4e+06 3.4e+06</div><input id='attrs-a4f49e38-5e06-4c47-abe0-19a6ff8debe6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4f49e38-5e06-4c47-abe0-19a6ff8debe6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f3d161e-41b6-4eca-9442-ca338dff4b83' class='xr-var-data-in' type='checkbox'><label for='data-8f3d161e-41b6-4eca-9442-ca338dff4b83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd><dt><span>resolution :</span></dt><dd>32.0</dd><dt><span>crs :</span></dt><dd>EPSG:3413</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([-4000080., -4000048., -4000016., ...,  3400016.,  3400048.,  3400080.],\n",
       "      shape=(231256,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7362e441-40f8-465c-a8b0-2035a0798f25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7362e441-40f8-465c-a8b0-2035a0798f25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5e4c499-3208-49a5-840e-2a0df5844924' class='xr-var-data-in' type='checkbox'><label for='data-d5e4c499-3208-49a5-840e-2a0df5844924' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / NSIDC Sea Ice Polar Stereographic North&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;US NSIDC Sea Ice polar stereographic north&quot;,METHOD[&quot;Polar Stereographic (variant B)&quot;,ID[&quot;EPSG&quot;,9829]],PARAMETER[&quot;Latitude of standard parallel&quot;,70,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8832]],PARAMETER[&quot;Longitude of origin&quot;,-45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8833]],PARAMETER[&quot;False easting&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,south,MERIDIAN[45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,south,MERIDIAN[135,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Polar research.&quot;],AREA[&quot;Northern hemisphere - north of 60°N onshore and offshore, including Arctic.&quot;],BBOX[60,-180,90,180]],ID[&quot;EPSG&quot;,3413]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / NSIDC Sea Ice Polar Stereographic North&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;US NSIDC Sea Ice polar stereographic north&quot;,METHOD[&quot;Polar Stereographic (variant B)&quot;,ID[&quot;EPSG&quot;,9829]],PARAMETER[&quot;Latitude of standard parallel&quot;,70,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8832]],PARAMETER[&quot;Longitude of origin&quot;,-45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8833]],PARAMETER[&quot;False easting&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,south,MERIDIAN[45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,south,MERIDIAN[135,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Polar research.&quot;],AREA[&quot;Northern hemisphere - north of 60°N onshore and offshore, including Arctic.&quot;],BBOX[60,-180,90,180]],ID[&quot;EPSG&quot;,3413]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / NSIDC Sea Ice Polar Stereographic North</dd><dt><span>grid_mapping_name :</span></dt><dd>polar_stereographic</dd><dt><span>standard_parallel :</span></dt><dd>70.0</dd><dt><span>straight_vertical_longitude_from_pole :</span></dt><dd>-45.0</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>GeoTransform :</span></dt><dd>-4000096 32 0 4100096 0 -32</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>feature</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e6ae6d64-806c-4052-89bf-8b5a170fe156' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6ae6d64-806c-4052-89bf-8b5a170fe156' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-672a99be-b8fe-4dc2-a3b4-1a8dfa3f3543' class='xr-var-data-in' type='checkbox'><label for='data-672a99be-b8fe-4dc2-a3b4-1a8dfa3f3543' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U10]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-82c0b8eb-6b92-47bd-bcae-b4bd49a07ea3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82c0b8eb-6b92-47bd-bcae-b4bd49a07ea3' class='xr-section-summary' >Data variables: <span>(14)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>aspect</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-68445197-c0db-4df2-9072-bd1e76d9dd89' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68445197-c0db-4df2-9072-bd1e76d9dd89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e30b5403-e68e-4d02-b6e3-b7b8424e96ba' class='xr-var-data-in' type='checkbox'><label for='data-e30b5403-e68e-4d02-b6e3-b7b8424e96ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"168\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
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       "  <line x1=\"75\" y1=\"0\" x2=\"75\" y2=\"120\" />\n",
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       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"59.200020\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >231256</text>\n",
       "  <text x=\"138.400041\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,138.400041,60.000000)\">234381</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>curvature</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-9d5e595a-176f-4285-9e61-cee99be5f5ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d5e595a-176f-4285-9e61-cee99be5f5ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bc6517b-a161-4eb0-86cd-88fdedec20ee' class='xr-var-data-in' type='checkbox'><label for='data-8bc6517b-a161-4eb0-86cd-88fdedec20ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"168\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tpi_large</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-608f41e3-cd7c-42a7-9143-0c46348e7980' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-608f41e3-cd7c-42a7-9143-0c46348e7980' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53ac0b45-1c52-4589-81d9-63107ef87591' class='xr-var-data-in' type='checkbox'><label for='data-53ac0b45-1c52-4589-81d9-63107ef87591' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>slope</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-f024d92a-2c3e-40b1-9fb1-f45451797a57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f024d92a-2c3e-40b1-9fb1-f45451797a57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9df1ea71-80bc-4cac-8281-e62a80f1ffb6' class='xr-var-data-in' type='checkbox'><label for='data-9df1ea71-80bc-4cac-8281-e62a80f1ffb6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datamask</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-6dd65a31-940e-4b03-addb-abce1668a56b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dd65a31-940e-4b03-addb-abce1668a56b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59a5192a-a1d4-46d0-8bc4-0fd19ee02c2b' class='xr-var-data-in' type='checkbox'><label for='data-59a5192a-a1d4-46d0-8bc4-0fd19ee02c2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Data Mask</dd><dt><span>source :</span></dt><dd>ArcticDEM</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 50.48 GiB </td>\n",
       "                        <td> 12.36 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> bool numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dem</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-0f196d4c-547f-4b52-a1a4-99c1f457c06f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f196d4c-547f-4b52-a1a4-99c1f457c06f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43804ada-fc28-4a68-a197-8ec36447db63' class='xr-var-data-in' type='checkbox'><label for='data-43804ada-fc28-4a68-a197-8ec36447db63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Digital Elevation Model</dd><dt><span>data_source :</span></dt><dd>ArcticDEM</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>Digital Elevation Model, elevation resolution is cropped to ~1cm</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                    <tr>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_small</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-7b233da0-8155-4502-bc09-91e62efee0e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b233da0-8155-4502-bc09-91e62efee0e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13501ddc-1790-47c4-b0cd-7160f61ae1b3' class='xr-var-data-in' type='checkbox'><label for='data-13501ddc-1790-47c4-b0cd-7160f61ae1b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "            </table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vrm_medium</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-8ddf804c-bfb0-4a6d-b3f1-c6a47a63074f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ddf804c-bfb0-4a6d-b3f1-c6a47a63074f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-168e699b-0705-495d-8cba-5e8e3ee74942' class='xr-var-data-in' type='checkbox'><label for='data-168e699b-0705-495d-8cba-5e8e3ee74942' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_medium</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-a4de4107-4a05-440b-98a4-4eeb6f01bc29' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4de4107-4a05-440b-98a4-4eeb6f01bc29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e953e69c-2b66-4791-9dc1-a0672fb13e45' class='xr-var-data-in' type='checkbox'><label for='data-e953e69c-2b66-4791-9dc1-a0672fb13e45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                    <tr>\n",
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       "                        <th> Array </th>\n",
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       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_large</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3600, 3600), meta=np.ndarray&gt;</div><input id='attrs-07c4e4ad-2b30-4c09-a330-4b4525f0cbba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07c4e4ad-2b30-4c09-a330-4b4525f0cbba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6eacd74e-61a8-44bf-8e8c-2e3c013cdc9e' class='xr-var-data-in' type='checkbox'><label for='data-6eacd74e-61a8-44bf-8e8c-2e3c013cdc9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 201.92 GiB </td>\n",
       "                        <td> 49.44 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (234381, 231256) </td>\n",
       "                        <td> (3600, 3600) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4290 chunks in 2 graph layers </td>\n",
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      ],
      "text/plain": [
       "<xarray.Dataset> Size: 3TB\n",
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       "Coordinates:\n",
       "  * y            (y) float64 2MB 4.1e+06 4.1e+06 4.1e+06 ... -3.4e+06 -3.4e+06\n",
       "  * x            (x) float64 2MB -4e+06 -4e+06 -4e+06 ... 3.4e+06 3.4e+06\n",
       "    spatial_ref  int32 4B ...\n",
       "    feature      <U10 40B ...\n",
       "Data variables: (12/14)\n",
       "    aspect       (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    curvature    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    tpi_large    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    slope        (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    datamask     (y, x) bool 54GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    dem          (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    ...           ...\n",
       "    tri_small    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    vrm_medium   (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    tri_medium   (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    tri_large    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    vrm_large    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "    vrm_small    (y, x) float32 217GB dask.array<chunksize=(3600, 3600), meta=np.ndarray>\n",
       "Attributes:\n",
       "    title:           ArcticDEM32m\n",
       "    loaded_tiles:    []\n",
       "    loaded_patches:  ['49_73_32m_v4.1']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accessor = smart_geocubes.ArcticDEM32m(get_arcticdem_stores())\n",
    "adem = accessor.open_xarray()\n",
    "adem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "707730c4",
   "metadata": {},
   "outputs": [
    {
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       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(\n",
       "    --jp-content-font-color0,\n",
       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
       "  );\n",
       "  --xr-font-color2: var(\n",
       "    --jp-content-font-color2,\n",
       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
       "  );\n",
       "  --xr-font-color3: var(\n",
       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, white)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
       "  );\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "html[data-theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: var(\n",
       "    --jp-content-font-color0,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
       "  );\n",
       "  --xr-font-color2: var(\n",
       "    --jp-content-font-color2,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
       "  );\n",
       "  --xr-font-color3: var(\n",
       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, #111111)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
       "  );\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "  line-height: 1.6;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-obj-name,\n",
       ".xr-group-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-group-name::before {\n",
       "  content: \"📁\";\n",
       "  padding-right: 0.3em;\n",
       "}\n",
       "\n",
       ".xr-group-name,\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "  margin-block-start: 0;\n",
       "  margin-block-end: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-top: 4px;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-group-box {\n",
       "  display: inline-grid;\n",
       "  grid-template-columns: 0px 20px auto;\n",
       "  width: 100%;\n",
       "}\n",
       "\n",
       ".xr-group-box-vline {\n",
       "  grid-column-start: 1;\n",
       "  border-right: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "  width: 0px;\n",
       "}\n",
       "\n",
       ".xr-group-box-hline {\n",
       "  grid-column-start: 2;\n",
       "  grid-row-start: 1;\n",
       "  height: 1em;\n",
       "  width: 20px;\n",
       "  border-bottom: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-group-box-contents {\n",
       "  grid-column-start: 3;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 1GB\n",
       "Dimensions:      (y: 4688, x: 4626)\n",
       "Coordinates:\n",
       "  * y            (y) float64 38kB 4.1e+06 4.098e+06 ... -3.398e+06 -3.399e+06\n",
       "  * x            (x) float64 37kB -4e+06 -3.998e+06 ... 3.398e+06 3.4e+06\n",
       "    spatial_ref  int32 4B 3413\n",
       "    feature      &lt;U9 36B &#x27;tpi_small&#x27;\n",
       "Data variables: (12/14)\n",
       "    aspect       (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    curvature    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tpi_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    slope        (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    datamask     (y, x) bool 22MB False False False False ... False False False\n",
       "    dem          (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    ...           ...\n",
       "    tri_small    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_medium   (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tri_medium   (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tri_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_small    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes:\n",
       "    title:           ArcticDEM32m\n",
       "    loaded_tiles:    []\n",
       "    loaded_patches:  [&#x27;49_73_32m_v4.1&#x27;]</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-29351db7-a0e8-4215-9c2f-a6a964842f5c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-29351db7-a0e8-4215-9c2f-a6a964842f5c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 4688</li><li><span class='xr-has-index'>x</span>: 4626</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c4c7bbba-76cf-4882-9920-b10ddc66e944' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c4c7bbba-76cf-4882-9920-b10ddc66e944' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.1e+06 4.098e+06 ... -3.399e+06</div><input id='attrs-b81dfcb4-9bf0-4aa5-be49-d8653a6a154d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b81dfcb4-9bf0-4aa5-be49-d8653a6a154d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c43c32b2-fe36-406c-8d87-3c897af7d56e' class='xr-var-data-in' type='checkbox'><label for='data-c43c32b2-fe36-406c-8d87-3c897af7d56e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-32.0</dd><dt><span>crs :</span></dt><dd>EPSG:3413</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([ 4100080.,  4098480.,  4096880., ..., -3395920., -3397520., -3399120.],\n",
       "      shape=(4688,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4e+06 -3.998e+06 ... 3.4e+06</div><input id='attrs-60348ff8-3c6a-43fa-94ee-d2b878d697c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60348ff8-3c6a-43fa-94ee-d2b878d697c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edaec81f-8d30-47ee-b1e0-f6267d2f9960' class='xr-var-data-in' type='checkbox'><label for='data-edaec81f-8d30-47ee-b1e0-f6267d2f9960' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd></dd><dt><span>resolution :</span></dt><dd>32.0</dd><dt><span>crs :</span></dt><dd>EPSG:3413</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([-4000080., -3998480., -3996880., ...,  3396720.,  3398320.,  3399920.],\n",
       "      shape=(4626,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3413</div><input id='attrs-42161412-1a25-4cea-b9f2-7943a4c49637' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42161412-1a25-4cea-b9f2-7943a4c49637' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e79b1d52-ff00-4209-9ac1-cb8666da5cf3' class='xr-var-data-in' type='checkbox'><label for='data-e79b1d52-ff00-4209-9ac1-cb8666da5cf3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / NSIDC Sea Ice Polar Stereographic North&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;US NSIDC Sea Ice polar stereographic north&quot;,METHOD[&quot;Polar Stereographic (variant B)&quot;,ID[&quot;EPSG&quot;,9829]],PARAMETER[&quot;Latitude of standard parallel&quot;,70,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8832]],PARAMETER[&quot;Longitude of origin&quot;,-45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8833]],PARAMETER[&quot;False easting&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,south,MERIDIAN[45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,south,MERIDIAN[135,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Polar research.&quot;],AREA[&quot;Northern hemisphere - north of 60°N onshore and offshore, including Arctic.&quot;],BBOX[60,-180,90,180]],ID[&quot;EPSG&quot;,3413]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / NSIDC Sea Ice Polar Stereographic North&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;US NSIDC Sea Ice polar stereographic north&quot;,METHOD[&quot;Polar Stereographic (variant B)&quot;,ID[&quot;EPSG&quot;,9829]],PARAMETER[&quot;Latitude of standard parallel&quot;,70,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8832]],PARAMETER[&quot;Longitude of origin&quot;,-45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8833]],PARAMETER[&quot;False easting&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,south,MERIDIAN[45,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,south,MERIDIAN[135,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Polar research.&quot;],AREA[&quot;Northern hemisphere - north of 60°N onshore and offshore, including Arctic.&quot;],BBOX[60,-180,90,180]],ID[&quot;EPSG&quot;,3413]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / NSIDC Sea Ice Polar Stereographic North</dd><dt><span>grid_mapping_name :</span></dt><dd>polar_stereographic</dd><dt><span>standard_parallel :</span></dt><dd>70.0</dd><dt><span>straight_vertical_longitude_from_pole :</span></dt><dd>-45.0</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>GeoTransform :</span></dt><dd>-4000096 32 0 4100096 0 -32</dd></dl></div><div class='xr-var-data'><pre>array(3413, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>feature</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;tpi_small&#x27;</div><input id='attrs-12c048f6-4709-4d72-8508-75fd67640a4a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12c048f6-4709-4d72-8508-75fd67640a4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87bdb4f8-738e-452a-978c-15340087ded4' class='xr-var-data-in' type='checkbox'><label for='data-87bdb4f8-738e-452a-978c-15340087ded4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;tpi_small&#x27;, dtype=&#x27;&lt;U9&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3f129b9f-a6da-4ac6-bebf-ee51c2a38243' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3f129b9f-a6da-4ac6-bebf-ee51c2a38243' class='xr-section-summary' >Data variables: <span>(14)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>aspect</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-cede5364-5c2e-48bc-90b1-d944ef58f07b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cede5364-5c2e-48bc-90b1-d944ef58f07b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22243975-6f84-464d-a32c-5beb44535c33' class='xr-var-data-in' type='checkbox'><label for='data-22243975-6f84-464d-a32c-5beb44535c33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>curvature</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-cd0eddba-fad1-42a8-b2c5-88319de4878f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd0eddba-fad1-42a8-b2c5-88319de4878f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b22c845-3151-4e06-98bf-3ca51513f097' class='xr-var-data-in' type='checkbox'><label for='data-9b22c845-3151-4e06-98bf-3ca51513f097' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tpi_large</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-e46bbac2-328e-44f2-bd7c-ca24ddccd800' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e46bbac2-328e-44f2-bd7c-ca24ddccd800' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03b90061-66fe-40c4-837e-75e9fca5e49a' class='xr-var-data-in' type='checkbox'><label for='data-03b90061-66fe-40c4-837e-75e9fca5e49a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>slope</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-5cc57479-8820-4fd6-8541-3785498e6358' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5cc57479-8820-4fd6-8541-3785498e6358' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-230a82e6-3fde-4faf-aadc-ec18eb4e3731' class='xr-var-data-in' type='checkbox'><label for='data-230a82e6-3fde-4faf-aadc-ec18eb4e3731' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datamask</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-cb4d4f62-2900-4c2e-b2cb-2e5cd79bdfed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb4d4f62-2900-4c2e-b2cb-2e5cd79bdfed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e848215d-27a4-4077-919e-25feb8cb4b55' class='xr-var-data-in' type='checkbox'><label for='data-e848215d-27a4-4077-919e-25feb8cb4b55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Data Mask</dd><dt><span>source :</span></dt><dd>ArcticDEM</dd></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]],\n",
       "      shape=(4688, 4626))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dem</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-6d24bfac-c2ad-471c-afb8-e25a6d1f0eb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d24bfac-c2ad-471c-afb8-e25a6d1f0eb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6270744e-4a31-4a21-b2b2-0673c0b00ad5' class='xr-var-data-in' type='checkbox'><label for='data-6270744e-4a31-4a21-b2b2-0673c0b00ad5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Digital Elevation Model</dd><dt><span>data_source :</span></dt><dd>ArcticDEM</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>Digital Elevation Model, elevation resolution is cropped to ~1cm</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tpi_medium</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-19a486a4-ec1e-4bd5-a4e3-965a6a8a13d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19a486a4-ec1e-4bd5-a4e3-965a6a8a13d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d27cba3f-8c71-44bb-a489-46d23ced1645' class='xr-var-data-in' type='checkbox'><label for='data-d27cba3f-8c71-44bb-a489-46d23ced1645' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tpi_small</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-49f28c08-36e7-4d24-83a1-931c22c636f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49f28c08-36e7-4d24-83a1-931c22c636f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc208be1-632a-4cd5-8bcf-cd6bcd5db1be' class='xr-var-data-in' type='checkbox'><label for='data-fc208be1-632a-4cd5-8bcf-cd6bcd5db1be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_small</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-45206d7b-616d-4f20-a68d-15e89cd0621c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45206d7b-616d-4f20-a68d-15e89cd0621c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a1bf2f3-8a0b-44dc-99b8-5bf3602e6c4c' class='xr-var-data-in' type='checkbox'><label for='data-8a1bf2f3-8a0b-44dc-99b8-5bf3602e6c4c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vrm_medium</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-62afd6b4-ee5d-44ec-9f8f-efe68a8f4d2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62afd6b4-ee5d-44ec-9f8f-efe68a8f4d2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b44a21a-6977-4557-a1f0-1beb548027e6' class='xr-var-data-in' type='checkbox'><label for='data-1b44a21a-6977-4557-a1f0-1beb548027e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_medium</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-5dd5bfd6-50e3-42d9-a103-e7fbdb112121' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5dd5bfd6-50e3-42d9-a103-e7fbdb112121' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af9922df-dc17-43a1-b174-b3bb8cd2d0b5' class='xr-var-data-in' type='checkbox'><label for='data-af9922df-dc17-43a1-b174-b3bb8cd2d0b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tri_large</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-42f611a4-9bab-4d21-846c-527f50e1f949' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42f611a4-9bab-4d21-846c-527f50e1f949' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3df793da-1ebd-4e8f-b3e1-deaca9397dc3' class='xr-var-data-in' type='checkbox'><label for='data-3df793da-1ebd-4e8f-b3e1-deaca9397dc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vrm_large</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-8b3d2768-2da0-415a-b18e-5dc21d2df57f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b3d2768-2da0-415a-b18e-5dc21d2df57f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ba41f63-f474-4146-9a80-e34b66f9ed22' class='xr-var-data-in' type='checkbox'><label for='data-0ba41f63-f474-4146-9a80-e34b66f9ed22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vrm_small</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-f37afbc9-91dc-43a2-a69d-13d261d4f53c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f37afbc9-91dc-43a2-a69d-13d261d4f53c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7e1396-15f3-4427-8332-560a7c3bec99' class='xr-var-data-in' type='checkbox'><label for='data-5e7e1396-15f3-4427-8332-560a7c3bec99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]],\n",
       "      shape=(4688, 4626), dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eacad895-d1f2-4de5-9b98-6ee893da9530' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eacad895-d1f2-4de5-9b98-6ee893da9530' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>ArcticDEM32m</dd><dt><span>loaded_tiles :</span></dt><dd>[]</dd><dt><span>loaded_patches :</span></dt><dd>[&#x27;49_73_32m_v4.1&#x27;]</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 1GB\n",
       "Dimensions:      (y: 4688, x: 4626)\n",
       "Coordinates:\n",
       "  * y            (y) float64 38kB 4.1e+06 4.098e+06 ... -3.398e+06 -3.399e+06\n",
       "  * x            (x) float64 37kB -4e+06 -3.998e+06 ... 3.398e+06 3.4e+06\n",
       "    spatial_ref  int32 4B 3413\n",
       "    feature      <U9 36B 'tpi_small'\n",
       "Data variables: (12/14)\n",
       "    aspect       (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    curvature    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tpi_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    slope        (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    datamask     (y, x) bool 22MB False False False False ... False False False\n",
       "    dem          (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    ...           ...\n",
       "    tri_small    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_medium   (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tri_medium   (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    tri_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_large    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "    vrm_small    (y, x) float32 87MB nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes:\n",
       "    title:           ArcticDEM32m\n",
       "    loaded_tiles:    []\n",
       "    loaded_patches:  ['49_73_32m_v4.1']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adem = adem.isel(x=slice(None, None, 50), y=slice(None, None, 50)).compute()\n",
    "adem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2bc980f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "adem_sub = adem  # .isel(x=slice(None, None, 10), y=slice(None, None, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6ccd3eac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 9423684 characters]",
      "text/plain": [
       "<Figure size 3200x3200 with 26 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Default to light theme\n",
    "figcolor = \"#f8f9fa\"\n",
    "axcolor = \"#ffffff\"\n",
    "oceancolor = \"#e3f2fd\"\n",
    "landcolor = \"#ecf0f1\"\n",
    "gridcolor = \"#666666\"\n",
    "fgcolor = \"#2c3e50\"\n",
    "coastcolor = \"#34495e\"\n",
    "\n",
    "# Create North Polar Stereographic projection matching EPSG:3413\n",
    "# EPSG:3413: WGS 84 / NSIDC Sea Ice Polar Stereographic North\n",
    "data_crs = ccrs.Stereographic(central_latitude=90, central_longitude=-45, true_scale_latitude=70)\n",
    "\n",
    "# Get extent for all plots\n",
    "extent = [\n",
    "    float(adem_sub[\"x\"].min()),\n",
    "    float(adem_sub[\"x\"].max()),\n",
    "    float(adem_sub[\"y\"].min()),\n",
    "    float(adem_sub[\"y\"].max()),\n",
    "]\n",
    "\n",
    "# Get available data variables (excluding coordinates and datamask)\n",
    "data_vars = [var for var in adem_sub.data_vars if var in adem_sub and var != \"datamask\"]\n",
    "other_vars = [v for v in data_vars if v != \"dem\"]  # Separate DEM from other variables\n",
    "\n",
    "\n",
    "# Reorder other_vars to group tri/tpi/vrm by scale (small, medium, large)\n",
    "def reorder_vars(vars_list):\n",
    "    \"\"\"Reorder variables to group tri/tpi/vrm by scale.\"\"\"\n",
    "\n",
    "    # Separate into different categories\n",
    "    def key(v):\n",
    "        return {\"small\": 0, \"medium\": 1, \"large\": 2}.get(v.split(\"_\")[-1], 3)\n",
    "\n",
    "    tri_vars = sorted([v for v in vars_list if v.startswith(\"tri\")], key=key)\n",
    "    tpi_vars = sorted([v for v in vars_list if v.startswith(\"tpi\")], key=key)\n",
    "    vrm_vars = sorted([v for v in vars_list if v.startswith(\"vrm\")], key=key)\n",
    "    other = [v for v in vars_list if not any(v.startswith(prefix) for prefix in [\"tri\", \"tpi\", \"vrm\"])]\n",
    "\n",
    "    # Combine: other first, then tri (small, medium, large), tpi, vrm\n",
    "    return other + tri_vars + tpi_vars + vrm_vars\n",
    "\n",
    "\n",
    "other_vars = reorder_vars(other_vars)\n",
    "\n",
    "# Create figure with gridspec for custom layout\n",
    "n_cols = 5\n",
    "n_rows = 5\n",
    "# n_other_vars = len(other_vars)\n",
    "# n_rows_other = (n_other_vars + n_cols - 1) // n_cols if n_other_vars > 0 else 0\n",
    "\n",
    "# Increase figure size significantly and minimize margins\n",
    "fig = plt.figure(figsize=(32, 32), facecolor=figcolor)\n",
    "\n",
    "# Use gridspec with minimal spacing\n",
    "\n",
    "gs = gridspec.GridSpec(\n",
    "    n_rows,\n",
    "    n_cols,\n",
    "    figure=fig,\n",
    "    hspace=0.15,  # Minimal vertical spacing\n",
    "    wspace=0.15,  # Minimal horizontal spacing\n",
    "    top=0.98,  # Almost no top margin\n",
    "    bottom=0.02,  # Almost no bottom margin\n",
    "    left=0.02,  # Almost no left margin\n",
    "    right=0.98,  # Almost no right margin\n",
    ")\n",
    "\n",
    "# Create DEM plot in the middle\n",
    "ax_dem = fig.add_subplot(gs[1:4, 1:4], projection=data_crs, facecolor=axcolor)\n",
    "\n",
    "# Add cartographic features to DEM\n",
    "ax_dem.add_feature(cfeature.OCEAN, facecolor=oceancolor, zorder=0)\n",
    "ax_dem.add_feature(cfeature.LAND, facecolor=landcolor, zorder=1)\n",
    "ax_dem.add_feature(cfeature.COASTLINE, edgecolor=coastcolor, linewidth=0.8, zorder=4)\n",
    "ax_dem.add_feature(cfeature.BORDERS, edgecolor=coastcolor, linewidth=0.5, linestyle=\":\", zorder=4)\n",
    "\n",
    "# Add gridlines\n",
    "gl_dem = ax_dem.gridlines(draw_labels=True, linewidth=0.5, color=gridcolor, alpha=0.3, linestyle=\"-\", zorder=4)\n",
    "\n",
    "# Set map extent\n",
    "ax_dem.set_extent([-180, 180, 57, 90], crs=ccrs.PlateCarree())\n",
    "\n",
    "# Plot DEM\n",
    "im_dem = ax_dem.imshow(\n",
    "    adem_sub[\"dem\"].values,\n",
    "    cmap=\"terrain\",\n",
    "    vmin=-50,\n",
    "    vmax=1500,\n",
    "    extent=extent,\n",
    "    origin=\"upper\",\n",
    "    transform=data_crs,\n",
    "    zorder=3,\n",
    ")\n",
    "\n",
    "# Add title as text box inside the plot\n",
    "ax_dem.text(\n",
    "    0.98,\n",
    "    0.02,\n",
    "    \"ArcticDEM Elevation (m)\",\n",
    "    transform=ax_dem.transAxes,\n",
    "    fontsize=16,\n",
    "    weight=\"bold\",\n",
    "    color=fgcolor,\n",
    "    verticalalignment=\"top\",\n",
    "    ha=\"right\",\n",
    "    va=\"bottom\",\n",
    "    zorder=4,\n",
    "    bbox={\"boxstyle\": \"round,pad=0.5\", \"facecolor\": \"white\", \"edgecolor\": gridcolor, \"alpha\": 1.0, \"linewidth\": 1.5},\n",
    ")\n",
    "\n",
    "# Add colorbar for DEM - make it more compact\n",
    "cbar_dem = plt.colorbar(im_dem, ax=ax_dem, orientation=\"horizontal\", pad=0.01, fraction=0.03, aspect=50)\n",
    "cbar_dem.ax.xaxis.set_tick_params(color=fgcolor, labelsize=10)\n",
    "plt.setp(plt.getp(cbar_dem.ax.axes, \"xticklabels\"), color=fgcolor)\n",
    "cbar_dem.set_label(\"Elevation (m)\", color=fgcolor, fontsize=11)\n",
    "\n",
    "# Plot other variables in grid below DEM\n",
    "positions = [\n",
    "    (0, 1),\n",
    "    (0, 2),\n",
    "    (0, 3),\n",
    "    (1, 4),\n",
    "    (2, 4),\n",
    "    (3, 4),\n",
    "    (4, 1),\n",
    "    (4, 2),\n",
    "    (4, 3),\n",
    "    (1, 0),\n",
    "    (2, 0),\n",
    "    (3, 0),\n",
    "]\n",
    "for idx, var_name in enumerate(other_vars):\n",
    "    row, col = positions[idx]\n",
    "    ax = fig.add_subplot(gs[row, col], projection=data_crs, facecolor=axcolor)\n",
    "\n",
    "    # Add cartographic features\n",
    "    ax.add_feature(cfeature.OCEAN, facecolor=oceancolor, zorder=0)\n",
    "    ax.add_feature(cfeature.LAND, facecolor=landcolor, zorder=1)\n",
    "    ax.add_feature(cfeature.COASTLINE, edgecolor=coastcolor, linewidth=0.8, zorder=4)\n",
    "    ax.add_feature(cfeature.BORDERS, edgecolor=coastcolor, linewidth=0.5, linestyle=\":\", zorder=4)\n",
    "\n",
    "    # Add gridlines\n",
    "    gl = ax.gridlines(draw_labels=False, linewidth=0.5, color=gridcolor, alpha=0.3, linestyle=\"-\", zorder=4)\n",
    "\n",
    "    # Set map extent\n",
    "    ax.set_extent([-180, 180, 57, 90], crs=ccrs.PlateCarree())\n",
    "\n",
    "    # Choose colormap and ranges based on variable\n",
    "    if var_name == \"slope\":\n",
    "        cmap = \"viridis\"\n",
    "        vmin, vmax = 0, 60\n",
    "        label = \"Slope\"\n",
    "        cbar_label = \"Slope (degrees)\"\n",
    "    elif var_name == \"aspect\":\n",
    "        cmap = \"twilight\"\n",
    "        vmin, vmax = 0, 360\n",
    "        label = \"Aspect\"\n",
    "        cbar_label = \"Aspect (degrees from True-North)\"\n",
    "    elif var_name == \"curvature\":\n",
    "        cmap = \"RdBu\"\n",
    "        vmin, vmax = -0.01, 0.01\n",
    "        label = \"Curvature\"\n",
    "        cbar_label = \"Curvature (1/m)\"\n",
    "    elif var_name.startswith(\"tpi\"):\n",
    "        cmap = \"coolwarm\"\n",
    "        if \"small\" in var_name:\n",
    "            vmin, vmax = -5, 5\n",
    "            label = \"TPI Small\"\n",
    "            cbar_label = \"Topographic Position Index\\nbased on a 3x3 kernel (~96m)\"\n",
    "        elif \"medium\" in var_name:\n",
    "            vmin, vmax = -10, 10\n",
    "            label = \"TPI Medium\"\n",
    "            cbar_label = \"Topographic Position Index\\nbased on a 7x7 kernel (~224m)\"\n",
    "        elif \"large\" in var_name:\n",
    "            vmin, vmax = -15, 15\n",
    "            label = \"TPI Large\"\n",
    "            cbar_label = \"Topographic Position Index\\nbased on a 15x15 kernel (~480m)\"\n",
    "        else:\n",
    "            label = \"TPI\"\n",
    "            cbar_label = \"Topographic Position Index\"\n",
    "    elif var_name.startswith(\"tri\"):\n",
    "        cmap = \"magma\"\n",
    "        if \"small\" in var_name:\n",
    "            vmin, vmax = 0, 20\n",
    "            label = \"TRI Small\"\n",
    "            cbar_label = \"Terrain Ruggedness Index\\nbased on a 3x3 kernel (~96m)\"\n",
    "        elif \"medium\" in var_name:\n",
    "            vmin, vmax = 0, 80\n",
    "            label = \"TRI Medium\"\n",
    "            cbar_label = \"Terrain Ruggedness Index\\nbased on a 7x7 kernel (~224m)\"\n",
    "        elif \"large\" in var_name:\n",
    "            vmin, vmax = 0, 320\n",
    "            label = \"TRI Large\"\n",
    "            cbar_label = \"Terrain Ruggedness Index\\nbased on a 15x15 kernel (~480m)\"\n",
    "        else:\n",
    "            vmin, vmax = 0, 20\n",
    "            label = \"TRI\"\n",
    "            cbar_label = \"Terrain Ruggedness Index\"\n",
    "    elif var_name.startswith(\"vrm\"):\n",
    "        cmap = \"inferno\"\n",
    "        if \"small\" in var_name:\n",
    "            vmin, vmax = 0, 0.01\n",
    "            label = \"VRM Small\"\n",
    "            cbar_label = \"Vector Ruggedness Measure\\nbased on a 3x3 kernel (~96m)\"\n",
    "        elif \"medium\" in var_name:\n",
    "            vmin, vmax = 0, 0.02\n",
    "            label = \"VRM Medium\"\n",
    "            cbar_label = \"Vector Ruggedness Measure\\nbased on a 7x7 kernel (~224m)\"\n",
    "        elif \"large\" in var_name:\n",
    "            vmin, vmax = 0, 0.04\n",
    "            label = \"VRM Large\"\n",
    "            cbar_label = \"Vector Ruggedness Measure\\nbased on a 15x15 kernel (~480m)\"\n",
    "        else:\n",
    "            label = \"VRM\"\n",
    "            cbar_label = \"Vector Ruggedness Measure\"\n",
    "    else:\n",
    "        cmap = \"viridis\"\n",
    "        vmin, vmax = None, None\n",
    "        label = var_name\n",
    "\n",
    "    # Plot the data\n",
    "    im = ax.imshow(\n",
    "        adem_sub[var_name].values,\n",
    "        cmap=cmap,\n",
    "        vmin=vmin,\n",
    "        vmax=vmax,\n",
    "        extent=extent,\n",
    "        origin=\"upper\",\n",
    "        transform=data_crs,\n",
    "        zorder=3,\n",
    "    )\n",
    "\n",
    "    # Add title as text box inside the plot\n",
    "    ax.text(\n",
    "        0.98,\n",
    "        0.02,\n",
    "        f\"{label}\",\n",
    "        transform=ax.transAxes,\n",
    "        fontsize=13,\n",
    "        weight=\"bold\",\n",
    "        color=fgcolor,\n",
    "        verticalalignment=\"top\",\n",
    "        ha=\"right\",\n",
    "        va=\"bottom\",\n",
    "        zorder=4,\n",
    "        bbox={\n",
    "            \"boxstyle\": \"round,pad=0.4\",\n",
    "            \"facecolor\": \"white\",\n",
    "            \"edgecolor\": gridcolor,\n",
    "            \"alpha\": 0.9,\n",
    "            \"linewidth\": 1.5,\n",
    "        },\n",
    "    )\n",
    "\n",
    "    # Add colorbar - make it more compact\n",
    "    cbar = plt.colorbar(im, ax=ax, orientation=\"horizontal\", pad=0.01, fraction=0.03, aspect=50)\n",
    "    cbar.ax.xaxis.set_tick_params(color=fgcolor, labelsize=9)\n",
    "    plt.setp(plt.getp(cbar.ax.axes, \"xticklabels\"), color=fgcolor)\n",
    "    cbar.set_label(cbar_label, color=fgcolor, fontsize=10)\n",
    "\n",
    "fig.savefig(\"figures/arcticdem-multi-variable-plot-lowres.png\", dpi=150, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ab01418",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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