diff --git a/notebooks/create-SLIIDERS-ECON/create-SLIIDERS-ECON.ipynb b/notebooks/create-SLIIDERS-ECON/create-SLIIDERS-ECON.ipynb
index 0aeb3b9..ce775d6 100644
--- a/notebooks/create-SLIIDERS-ECON/create-SLIIDERS-ECON.ipynb
+++ b/notebooks/create-SLIIDERS-ECON/create-SLIIDERS-ECON.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -35,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -49,12 +49,12 @@
     "from gcsfs import GCSFileSystem\n",
     "from scipy.stats import gumbel_r\n",
     "\n",
+    "from sliiders.dask import upload_pkg\n",
     "from sliiders.settings import (\n",
     "    EXPOSURE_BIN_WIDTH_V,\n",
     "    PATH_CIAM_2016,\n",
     "    PATH_CIAM_ADM1_VORONOI_INTERSECTIONS,\n",
     "    PATH_CIAM_COASTLINES,\n",
-    "    PATH_SEG_CENTROIDS,\n",
     "    PATH_COUNTRY_LEVEL_EXPOSURE,\n",
     "    PATH_COUNTRY_LEVEL_EXPOSURE_PROJ,\n",
     "    PATH_EXPOSURE_AREA_BY_CIAM_AND_ELEVATION,\n",
@@ -64,12 +64,12 @@
     "    PATH_GADM,\n",
     "    PATH_GTSM_SURGE,\n",
     "    PATH_PWT_RAW,\n",
+    "    PATH_SEG_CENTROIDS,\n",
     "    PATH_SLIIDERS_ECON,\n",
     "    PATH_SLIIDERS_SLR,\n",
     "    SVALS,\n",
     ")\n",
-    "from sliiders.spatial import coastlen_poly, get_great_circle_nearest_index\n",
-    "from sliiders.utils import upload_pkg"
+    "from sliiders.spatial import coastlen_poly, get_great_circle_nearest_index"
    ]
   },
   {
@@ -88,24 +88,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ce1123bfbc4b4d78994359ec6424e8b4",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "VBox(children=(HTML(value='<h2>GatewayCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n<style scoped>\\n    …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "gateway = Gateway()\n",
     "cluster = gateway.new_cluster(\n",
@@ -128,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,16 +139,12 @@
     "            PATH_EXPOSURE_BINNED_WITHELEV,\n",
     "        ),\n",
     "    )\n",
-    ")\n",
-    "\n",
-    "PATH_SLIIDERS_SLR = FS.get_mapper(PATH_SLIIDERS_SLR.relative_to(\"/gcs\"))\n",
-    "PATH_SLIIDERS_ECON = FS.get_mapper(PATH_SLIIDERS_ECON.relative_to(\"/gcs\"))\n",
-    "PATH_CIAM_2016 = FS.get_mapper(PATH_CIAM_2016.relative_to(\"/gcs\"))"
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "tags": [
      "parameters"
@@ -194,7 +175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -214,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -222,8 +203,8 @@
     "coastlen_ftrs = client.map(\n",
     "    coastlen_poly,\n",
     "    segadm_df.seg_adm.values,\n",
-    "    PATH_CIAM_COASTLINES,\n",
-    "    PATH_CIAM_ADM1_VORONOI_INTERSECTIONS,\n",
+    "    coastlines_shp_path=PATH_CIAM_COASTLINES,\n",
+    "    seg_adm_voronoi_parquet_path=PATH_CIAM_ADM1_VORONOI_INTERSECTIONS,\n",
     "    filesystem=FS,\n",
     ")"
    ]
@@ -239,7 +220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -275,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -345,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -375,7 +356,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -447,7 +428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -466,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -514,7 +495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -551,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -577,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -606,7 +587,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -677,7 +658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -698,7 +679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -720,7 +701,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -741,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -771,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -811,7 +792,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -844,7 +825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -871,7 +852,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -887,7 +868,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -930,7 +911,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -985,7 +966,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1009,7 +990,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1028,7 +1009,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1042,6 +1023,29 @@
     "out = out.sel(seg_adm=any_exp)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Add segment centroid lat/lon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "out = xr.merge(\n",
+    "    (\n",
+    "        out,\n",
+    "        segpts.rename(columns={\"lat\": \"seg_lat\", \"lon\": \"seg_lon\"})\n",
+    "        .to_xarray()\n",
+    "        .sel(seg=out.seg, drop=True),\n",
+    "    )\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1058,7 +1062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1070,7 +1074,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1081,7 +1085,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1470,7 +1474,7 @@
        "  * iam             (iam) object &#x27;IIASA&#x27; &#x27;OECD&#x27;\n",
        "  * elev            (elev) float64 0.05 0.15 0.25 0.35 ... 19.75 19.85 19.95\n",
        "  * bound           (bound) object &#x27;lower&#x27; &#x27;upper&#x27;\n",
-       "Data variables: (12/17)\n",
+       "Data variables: (12/19)\n",
        "    elev_bounds     (elev, bound) float32 dask.array&lt;chunksize=(200, 2), meta=np.ndarray&gt;\n",
        "    SLR_site_id     (seg_adm) object dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;\n",
        "    length          (seg_adm) float32 dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;\n",
@@ -1478,12 +1482,12 @@
        "    mobcapfrac      (country) float32 dask.array&lt;chunksize=(204,), meta=np.ndarray&gt;\n",
        "    gumbel_params   (seg_adm, params) float32 dask.array&lt;chunksize=(500, 2), meta=np.ndarray&gt;\n",
        "    ...              ...\n",
-       "    pop_scale       (ssp, iam, year, country) float32 dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;\n",
-       "    ypcc            (ssp, iam, year, country) float32 dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;\n",
        "    landarea        (seg_adm, elev) float32 dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;\n",
        "    interior        (ssp, iam, year, country) float32 dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;\n",
        "    wetland         (seg_adm, elev) float32 dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;\n",
-       "    wetlandservice  (ssp, iam, year, country) float32 dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</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-763a44a5-c35b-4a69-9e37-9500fab453d2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-763a44a5-c35b-4a69-9e37-9500fab453d2' 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'>elev</span>: 200</li><li><span class='xr-has-index'>bound</span>: 2</li><li><span class='xr-has-index'>seg_adm</span>: 11709</li><li><span class='xr-has-index'>country</span>: 204</li><li><span class='xr-has-index'>params</span>: 2</li><li><span class='xr-has-index'>return_period</span>: 4</li><li><span class='xr-has-index'>ssp</span>: 5</li><li><span class='xr-has-index'>iam</span>: 2</li><li><span class='xr-has-index'>year</span>: 101</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-deff8f71-cc1b-46ee-b77e-33caf452fd4a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-deff8f71-cc1b-46ee-b77e-33caf452fd4a' class='xr-section-summary' >Coordinates: <span>(12)</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>seg</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-edf22bc8-2882-469f-a92e-49c72190e46e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-edf22bc8-2882-469f-a92e-49c72190e46e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef9a87dc-fe2d-4420-8f29-61341c910659' class='xr-var-data-in' type='checkbox'><label for='data-ef9a87dc-fe2d-4420-8f29-61341c910659' 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>description :</span></dt><dd>Segment associated with each seg-ADM1</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    wetlandservice  (ssp, iam, year, country) float32 dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;\n",
+       "    seg_lon         (seg_adm) float32 dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;\n",
+       "    seg_lat         (seg_adm) float32 dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</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-4f6bf9c0-b99d-4812-b0be-888b3d21790d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4f6bf9c0-b99d-4812-b0be-888b3d21790d' 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'>elev</span>: 200</li><li><span class='xr-has-index'>bound</span>: 2</li><li><span class='xr-has-index'>seg_adm</span>: 11709</li><li><span class='xr-has-index'>country</span>: 204</li><li><span class='xr-has-index'>params</span>: 2</li><li><span class='xr-has-index'>return_period</span>: 4</li><li><span class='xr-has-index'>ssp</span>: 5</li><li><span class='xr-has-index'>iam</span>: 2</li><li><span class='xr-has-index'>year</span>: 101</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-31484f83-7ce6-480d-9624-c0a8be03d6ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-31484f83-7ce6-480d-9624-c0a8be03d6ef' class='xr-section-summary' >Coordinates: <span>(12)</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>seg</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-f37dc938-8a82-4c09-b691-c8452a7ab557' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f37dc938-8a82-4c09-b691-c8452a7ab557' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5096c958-2874-4fac-a315-6c0f160f2bbf' class='xr-var-data-in' type='checkbox'><label for='data-5096c958-2874-4fac-a315-6c0f160f2bbf' 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>description :</span></dt><dd>Segment associated with each seg-ADM1</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1558,7 +1562,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>adm1</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-0085030b-1006-46c7-b30c-8845497eb5d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0085030b-1006-46c7-b30c-8845497eb5d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23b3c4bc-9c4a-4fa7-8f42-71afd7424f61' class='xr-var-data-in' type='checkbox'><label for='data-23b3c4bc-9c4a-4fa7-8f42-71afd7424f61' 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>description :</span></dt><dd>ADM1 unit associated with each seg-ADM1</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>adm1</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-d642902a-9fdf-427a-ab94-eb30e50c5673' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d642902a-9fdf-427a-ab94-eb30e50c5673' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b08a3b83-a5e5-4987-93c3-a51189a7b9fd' class='xr-var-data-in' type='checkbox'><label for='data-b08a3b83-a5e5-4987-93c3-a51189a7b9fd' 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>description :</span></dt><dd>ADM1 unit associated with each seg-ADM1</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1633,7 +1637,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;GRC&#x27; &#x27;ITA&#x27; &#x27;CYP&#x27; ... &#x27;TKL&#x27; &#x27;SXM&#x27;</div><input id='attrs-0b3cdcb0-c321-491c-bf74-eee0b963581b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b3cdcb0-c321-491c-bf74-eee0b963581b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13f2a0d9-bcc6-41f7-b929-94e1e1f84fff' class='xr-var-data-in' type='checkbox'><label for='data-13f2a0d9-bcc6-41f7-b929-94e1e1f84fff' 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>description :</span></dt><dd>Dimension used for variables that exhibit only country-level variance</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;GRC&#x27;, &#x27;ITA&#x27;, &#x27;CYP&#x27;, ..., &#x27;NRU&#x27;, &#x27;TKL&#x27;, &#x27;SXM&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seg_country</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-227243c2-ee0e-4f1d-9937-bdd7e23c878b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-227243c2-ee0e-4f1d-9937-bdd7e23c878b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6a847df-7cf2-4a56-93aa-4a246c217fd8' class='xr-var-data-in' type='checkbox'><label for='data-a6a847df-7cf2-4a56-93aa-4a246c217fd8' 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>description :</span></dt><dd>Country associated with each analysis unit</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;GRC&#x27; &#x27;ITA&#x27; &#x27;CYP&#x27; ... &#x27;TKL&#x27; &#x27;SXM&#x27;</div><input id='attrs-a83f12de-8a26-4adf-bbc6-67ce74eb9ccb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a83f12de-8a26-4adf-bbc6-67ce74eb9ccb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83c6d2bd-214b-4068-b73b-8be54f6455a8' class='xr-var-data-in' type='checkbox'><label for='data-83c6d2bd-214b-4068-b73b-8be54f6455a8' 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>description :</span></dt><dd>Dimension used for variables that exhibit only country-level variance</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;GRC&#x27;, &#x27;ITA&#x27;, &#x27;CYP&#x27;, ..., &#x27;NRU&#x27;, &#x27;TKL&#x27;, &#x27;SXM&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seg_country</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-078a9eff-dd00-4758-a21c-7bf1492babf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-078a9eff-dd00-4758-a21c-7bf1492babf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd6c1fc1-d2e1-4761-8285-71c20bda52dc' class='xr-var-data-in' type='checkbox'><label for='data-cd6c1fc1-d2e1-4761-8285-71c20bda52dc' 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>description :</span></dt><dd>Country associated with each analysis unit</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1708,9 +1712,9 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>seg_adm</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;seg_00001_adm1_GRC.4_1&#x27; ... &#x27;se...</div><input id='attrs-94e783ae-138a-4506-b8c9-6f29be681aa4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94e783ae-138a-4506-b8c9-6f29be681aa4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82b4f0c0-f26e-4aa6-a805-d7a160c7d33f' class='xr-var-data-in' type='checkbox'><label for='data-82b4f0c0-f26e-4aa6-a805-d7a160c7d33f' 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>description :</span></dt><dd>Unique combinations of coastline segment and ADM1 unit. Each is treated as an independent unit in pyCIAM.</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;seg_00001_adm1_GRC.4_1&#x27;, &#x27;seg_00002_adm1_GRC.4_1&#x27;,\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>seg_adm</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;seg_00001_adm1_GRC.4_1&#x27; ... &#x27;se...</div><input id='attrs-da377a60-2a49-409d-9a3b-49fe69c1d6a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da377a60-2a49-409d-9a3b-49fe69c1d6a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b534823a-c5a6-4b04-9d68-fb795d4566cd' class='xr-var-data-in' type='checkbox'><label for='data-b534823a-c5a6-4b04-9d68-fb795d4566cd' 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>description :</span></dt><dd>Unique combinations of coastline segment and ADM1 unit. Each is treated as an independent unit in pyCIAM.</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;seg_00001_adm1_GRC.4_1&#x27;, &#x27;seg_00002_adm1_GRC.4_1&#x27;,\n",
        "       &#x27;seg_00003_adm1_GRC.1_1&#x27;, ..., &#x27;seg_99013_adm1_TKL.2_1&#x27;,\n",
-       "       &#x27;seg_99013_adm1_TKL.3_1&#x27;, &#x27;seg_99015_adm1_SXM&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>params</span></div><div class='xr-var-dims'>(params)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-be38289b-4900-455b-b9a0-ba18698dd445' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be38289b-4900-455b-b9a0-ba18698dd445' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33cc701e-19b7-4f13-b918-3445deb97d82' class='xr-var-data-in' type='checkbox'><label for='data-33cc701e-19b7-4f13-b918-3445deb97d82' 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>description :</span></dt><dd>Gumbel parameters for ESL/storm surge distribution</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>return_period</span></div><div class='xr-var-dims'>(return_period)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10 100 1000 10000</div><input id='attrs-09123f5f-6e32-4c5a-89b6-ef251b9f88bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09123f5f-6e32-4c5a-89b6-ef251b9f88bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed725eec-9668-4d83-a949-2438f86f4d31' class='xr-var-data-in' type='checkbox'><label for='data-ed725eec-9668-4d83-a949-2438f86f4d31' 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>Return periods</dd><dt><span>units :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array([   10,   100,  1000, 10000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2000 2001 2002 ... 2098 2099 2100</div><input id='attrs-0b2ad67a-86dc-4743-8d81-d0045a748377' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b2ad67a-86dc-4743-8d81-d0045a748377' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab62281e-4d1d-4d60-a7c5-93f8cb3c5698' class='xr-var-data-in' type='checkbox'><label for='data-ab62281e-4d1d-4d60-a7c5-93f8cb3c5698' 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([2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011,\n",
+       "       &#x27;seg_99013_adm1_TKL.3_1&#x27;, &#x27;seg_99015_adm1_SXM&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>params</span></div><div class='xr-var-dims'>(params)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-f5e147ef-9aff-4995-9a61-9d14b44cca1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5e147ef-9aff-4995-9a61-9d14b44cca1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52c606f4-dd19-46d7-920b-fa0f43fc01dc' class='xr-var-data-in' type='checkbox'><label for='data-52c606f4-dd19-46d7-920b-fa0f43fc01dc' 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>description :</span></dt><dd>Gumbel parameters for ESL/storm surge distribution</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>return_period</span></div><div class='xr-var-dims'>(return_period)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10 100 1000 10000</div><input id='attrs-05651709-2d77-411e-a9a5-40564dba911a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05651709-2d77-411e-a9a5-40564dba911a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fc547d7-14f9-4650-8c74-9de358fb73bc' class='xr-var-data-in' type='checkbox'><label for='data-9fc547d7-14f9-4650-8c74-9de358fb73bc' 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>Return periods</dd><dt><span>units :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array([   10,   100,  1000, 10000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2000 2001 2002 ... 2098 2099 2100</div><input id='attrs-916b19ce-7421-4447-a0b8-bdb86d20fa2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-916b19ce-7421-4447-a0b8-bdb86d20fa2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7460c528-7c47-45d6-bf6a-0fdfc514fdb0' class='xr-var-data-in' type='checkbox'><label for='data-7460c528-7c47-45d6-bf6a-0fdfc514fdb0' 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([2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011,\n",
        "       2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023,\n",
        "       2024, 2025, 2026, 2027, 2028, 2029, 2030, 2031, 2032, 2033, 2034, 2035,\n",
        "       2036, 2037, 2038, 2039, 2040, 2041, 2042, 2043, 2044, 2045, 2046, 2047,\n",
@@ -1718,7 +1722,7 @@
        "       2060, 2061, 2062, 2063, 2064, 2065, 2066, 2067, 2068, 2069, 2070, 2071,\n",
        "       2072, 2073, 2074, 2075, 2076, 2077, 2078, 2079, 2080, 2081, 2082, 2083,\n",
        "       2084, 2085, 2086, 2087, 2088, 2089, 2090, 2091, 2092, 2093, 2094, 2095,\n",
-       "       2096, 2097, 2098, 2099, 2100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27; &#x27;SSP4&#x27; &#x27;SSP5&#x27;</div><input id='attrs-12cde4ce-a75b-4959-ad70-39dc3a3124e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12cde4ce-a75b-4959-ad70-39dc3a3124e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9880481-bd69-4d7c-b0f2-04266b4a9952' class='xr-var-data-in' type='checkbox'><label for='data-e9880481-bd69-4d7c-b0f2-04266b4a9952' 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>Shared Socioeconomic Pathway</dd><dt><span>description :</span></dt><dd>Trajectories of income, capital, and population growth</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;, &#x27;SSP4&#x27;, &#x27;SSP5&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>iam</span></div><div class='xr-var-dims'>(iam)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;IIASA&#x27; &#x27;OECD&#x27;</div><input id='attrs-e3820cf1-2f48-417d-af6f-768cc0d866c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3820cf1-2f48-417d-af6f-768cc0d866c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca8fcce0-e520-4ab6-88a5-fdf89cb75d6d' class='xr-var-data-in' type='checkbox'><label for='data-ca8fcce0-e520-4ab6-88a5-fdf89cb75d6d' 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>Growth Model</dd><dt><span>description :</span></dt><dd>(&#x27;Independent models used to simulate income and capital growth for each SSP&#x27;,)</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;IIASA&#x27;, &#x27;OECD&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>elev</span></div><div class='xr-var-dims'>(elev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.05 0.15 0.25 ... 19.85 19.95</div><input id='attrs-35a13fad-42df-4676-9622-66692710cbdd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35a13fad-42df-4676-9622-66692710cbdd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40c257d8-2486-4d46-ba14-1dcf58e77617' class='xr-var-data-in' type='checkbox'><label for='data-40c257d8-2486-4d46-ba14-1dcf58e77617' 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>Elevation</dd><dt><span>description :</span></dt><dd>Midpoint elevation for each coastal elevation bin employed in pyCIAM</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 0.05,  0.15,  0.25,  0.35,  0.45,  0.55,  0.65,  0.75,  0.85,  0.95,\n",
+       "       2096, 2097, 2098, 2099, 2100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;SSP1&#x27; &#x27;SSP2&#x27; &#x27;SSP3&#x27; &#x27;SSP4&#x27; &#x27;SSP5&#x27;</div><input id='attrs-af9a2d26-adf2-4caa-bf3e-459e5fa34bc9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af9a2d26-adf2-4caa-bf3e-459e5fa34bc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d94e9bbf-0a28-45d0-967f-ca65bad7f554' class='xr-var-data-in' type='checkbox'><label for='data-d94e9bbf-0a28-45d0-967f-ca65bad7f554' 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>Shared Socioeconomic Pathway</dd><dt><span>description :</span></dt><dd>Trajectories of income, capital, and population growth</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;SSP1&#x27;, &#x27;SSP2&#x27;, &#x27;SSP3&#x27;, &#x27;SSP4&#x27;, &#x27;SSP5&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>iam</span></div><div class='xr-var-dims'>(iam)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;IIASA&#x27; &#x27;OECD&#x27;</div><input id='attrs-8bf1b8ca-096d-4ac4-b3fc-16a4d8385c51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bf1b8ca-096d-4ac4-b3fc-16a4d8385c51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b4ad56f-e703-42a2-b800-0cc14fdd5a9d' class='xr-var-data-in' type='checkbox'><label for='data-8b4ad56f-e703-42a2-b800-0cc14fdd5a9d' 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>Growth Model</dd><dt><span>description :</span></dt><dd>(&#x27;Independent models used to simulate income and capital growth for each SSP&#x27;,)</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;IIASA&#x27;, &#x27;OECD&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>elev</span></div><div class='xr-var-dims'>(elev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.05 0.15 0.25 ... 19.85 19.95</div><input id='attrs-f0f8a259-34ef-4147-996d-cda6883f8311' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0f8a259-34ef-4147-996d-cda6883f8311' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd755473-ea43-4d7b-b341-745d337c7e60' class='xr-var-data-in' type='checkbox'><label for='data-cd755473-ea43-4d7b-b341-745d337c7e60' 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>Elevation</dd><dt><span>description :</span></dt><dd>Midpoint elevation for each coastal elevation bin employed in pyCIAM</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 0.05,  0.15,  0.25,  0.35,  0.45,  0.55,  0.65,  0.75,  0.85,  0.95,\n",
        "        1.05,  1.15,  1.25,  1.35,  1.45,  1.55,  1.65,  1.75,  1.85,  1.95,\n",
        "        2.05,  2.15,  2.25,  2.35,  2.45,  2.55,  2.65,  2.75,  2.85,  2.95,\n",
        "        3.05,  3.15,  3.25,  3.35,  3.45,  3.55,  3.65,  3.75,  3.85,  3.95,\n",
@@ -1737,7 +1741,7 @@
        "       16.05, 16.15, 16.25, 16.35, 16.45, 16.55, 16.65, 16.75, 16.85, 16.95,\n",
        "       17.05, 17.15, 17.25, 17.35, 17.45, 17.55, 17.65, 17.75, 17.85, 17.95,\n",
        "       18.05, 18.15, 18.25, 18.35, 18.45, 18.55, 18.65, 18.75, 18.85, 18.95,\n",
-       "       19.05, 19.15, 19.25, 19.35, 19.45, 19.55, 19.65, 19.75, 19.85, 19.95])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bound</span></div><div class='xr-var-dims'>(bound)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;lower&#x27; &#x27;upper&#x27;</div><input id='attrs-c17904b3-7260-4dba-9529-36b4ca755020' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c17904b3-7260-4dba-9529-36b4ca755020' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da20ac52-3eba-4cc3-8a8d-a042e4465550' class='xr-var-data-in' type='checkbox'><label for='data-da20ac52-3eba-4cc3-8a8d-a042e4465550' 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;lower&#x27;, &#x27;upper&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02045936-a25d-4a32-b8ad-369a2289f6bd' class='xr-section-summary-in' type='checkbox'  ><label for='section-02045936-a25d-4a32-b8ad-369a2289f6bd' class='xr-section-summary' >Data variables: <span>(17)</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>elev_bounds</span></div><div class='xr-var-dims'>(elev, bound)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(200, 2), meta=np.ndarray&gt;</div><input id='attrs-50bcfffa-6ab6-462c-b24c-bad4e0500b79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50bcfffa-6ab6-462c-b24c-bad4e0500b79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd46ba31-9e8f-41b1-842c-3cd5ccd7b760' class='xr-var-data-in' type='checkbox'><label for='data-fd46ba31-9e8f-41b1-842c-3cd5ccd7b760' 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>Elevation bounds</dd><dt><span>description :</span></dt><dd>Lower and upper bounds for each coastal elevation bin employed in pyCIAM</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
+       "       19.05, 19.15, 19.25, 19.35, 19.45, 19.55, 19.65, 19.75, 19.85, 19.95])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bound</span></div><div class='xr-var-dims'>(bound)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;lower&#x27; &#x27;upper&#x27;</div><input id='attrs-f0d50d1e-abb9-45df-94c0-e24f8425efa7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f0d50d1e-abb9-45df-94c0-e24f8425efa7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a7c5fdd-92e3-4a9f-a8ce-9e29f745b243' class='xr-var-data-in' type='checkbox'><label for='data-7a7c5fdd-92e3-4a9f-a8ce-9e29f745b243' 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;lower&#x27;, &#x27;upper&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e092d6b-c4d7-4ca7-b7d4-9f1a93091ab5' class='xr-section-summary-in' type='checkbox'  ><label for='section-7e092d6b-c4d7-4ca7-b7d4-9f1a93091ab5' class='xr-section-summary' >Data variables: <span>(19)</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>elev_bounds</span></div><div class='xr-var-dims'>(elev, bound)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(200, 2), meta=np.ndarray&gt;</div><input id='attrs-04d7a09a-4da6-4526-9826-e33bcdc6d8c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04d7a09a-4da6-4526-9826-e33bcdc6d8c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd512b5a-2284-4d7e-ba39-fc181f3833d7' class='xr-var-data-in' type='checkbox'><label for='data-dd512b5a-2284-4d7e-ba39-fc181f3833d7' 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>Elevation bounds</dd><dt><span>description :</span></dt><dd>Lower and upper bounds for each coastal elevation bin employed in pyCIAM</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1794,7 +1798,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SLR_site_id</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-1711e4fc-cbc9-489c-ae21-9ca8886d42c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1711e4fc-cbc9-489c-ae21-9ca8886d42c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39e3b11d-2578-43a5-aead-9a1be3188fd3' class='xr-var-data-in' type='checkbox'><label for='data-39e3b11d-2578-43a5-aead-9a1be3188fd3' 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>SLR Site ID</dd><dt><span>description :</span></dt><dd>SLR Site ID for closest 2-deg LSLR projection grid cell</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SLR_site_id</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-6fd2c740-4cbd-4723-b859-72588fbd5add' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fd2c740-4cbd-4723-b859-72588fbd5add' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-caddc09f-29ec-45c2-8bf3-cc6a9cca5514' class='xr-var-data-in' type='checkbox'><label for='data-caddc09f-29ec-45c2-8bf3-cc6a9cca5514' 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>SLR Site ID</dd><dt><span>description :</span></dt><dd>SLR Site ID for closest 2-deg LSLR projection grid cell</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1869,7 +1873,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-a4006074-a866-43a5-8f1a-75797e3f95a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4006074-a866-43a5-8f1a-75797e3f95a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63e45c92-5657-4555-923f-0807add68718' class='xr-var-data-in' type='checkbox'><label for='data-63e45c92-5657-4555-923f-0807add68718' 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>description :</span></dt><dd>Length of coastline associated with each analysis unit</dd><dt><span>units :</span></dt><dd>km</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-48915430-1a22-467c-a7ee-608314bc1c42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48915430-1a22-467c-a7ee-608314bc1c42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32e9bc14-9c29-464b-842c-750dea08a0ed' class='xr-var-data-in' type='checkbox'><label for='data-32e9bc14-9c29-464b-842c-750dea08a0ed' 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>description :</span></dt><dd>Length of coastline associated with each analysis unit</dd><dt><span>units :</span></dt><dd>km</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -1944,7 +1948,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pc</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(204,), meta=np.ndarray&gt;</div><input id='attrs-7c548958-54f4-4fa1-bccc-5226b236f4ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c548958-54f4-4fa1-bccc-5226b236f4ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d4cc194-e6f4-4971-ac36-e252ff905ac9' class='xr-var-data-in' type='checkbox'><label for='data-2d4cc194-e6f4-4971-ac36-e252ff905ac9' 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>description :</span></dt><dd>Protection cost (quadratic with height)</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km per vert m^2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pc</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(204,), meta=np.ndarray&gt;</div><input id='attrs-fd9a5ce6-d260-476b-adcf-f7d2dd3469ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd9a5ce6-d260-476b-adcf-f7d2dd3469ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-459167a7-8279-4f6d-9d88-03ed85e3641a' class='xr-var-data-in' type='checkbox'><label for='data-459167a7-8279-4f6d-9d88-03ed85e3641a' 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>description :</span></dt><dd>Protection cost (quadratic with height)</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km per vert m^2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2001,7 +2005,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mobcapfrac</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(204,), meta=np.ndarray&gt;</div><input id='attrs-6f97bd18-5717-43a1-82b6-f5ba6004541c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f97bd18-5717-43a1-82b6-f5ba6004541c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc3549ea-7dee-4c66-bfe3-cd51baf5a107' class='xr-var-data-in' type='checkbox'><label for='data-dc3549ea-7dee-4c66-bfe3-cd51baf5a107' 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>description :</span></dt><dd>Fraction of capital that is mobile</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mobcapfrac</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(204,), meta=np.ndarray&gt;</div><input id='attrs-a84dd729-7026-4e8b-b8cd-0f40e99e8f85' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a84dd729-7026-4e8b-b8cd-0f40e99e8f85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6aed109-0d57-4b57-8dd5-b9e8fb21aebd' class='xr-var-data-in' type='checkbox'><label for='data-f6aed109-0d57-4b57-8dd5-b9e8fb21aebd' 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>description :</span></dt><dd>Fraction of capital that is mobile</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2058,7 +2062,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gumbel_params</span></div><div class='xr-var-dims'>(seg_adm, params)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 2), meta=np.ndarray&gt;</div><input id='attrs-370998cd-e586-4bf2-8615-2ad2c3976111' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-370998cd-e586-4bf2-8615-2ad2c3976111' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3f5387e-fb19-4e73-a35a-13874fce3186' class='xr-var-data-in' type='checkbox'><label for='data-e3f5387e-fb19-4e73-a35a-13874fce3186' 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>Gumbel parameters (locations and scale)</dd><dt><span>description :</span></dt><dd>Parameters describing ESL distribution</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gumbel_params</span></div><div class='xr-var-dims'>(seg_adm, params)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 2), meta=np.ndarray&gt;</div><input id='attrs-7d1b1d46-4905-4006-a780-d854bfc290a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d1b1d46-4905-4006-a780-d854bfc290a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ec93e79-9c94-4db4-b23a-ac9750d649ad' class='xr-var-data-in' type='checkbox'><label for='data-0ec93e79-9c94-4db4-b23a-ac9750d649ad' 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>Gumbel parameters (locations and scale)</dd><dt><span>description :</span></dt><dd>Parameters describing ESL distribution</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2133,7 +2137,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surge_height</span></div><div class='xr-var-dims'>(seg_adm, return_period)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 4), meta=np.ndarray&gt;</div><input id='attrs-dc23c8f9-4307-4d34-9380-933d02d6afec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc23c8f9-4307-4d34-9380-933d02d6afec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-179fbbe7-b65f-4a10-a3da-f8ce428703b3' class='xr-var-data-in' type='checkbox'><label for='data-179fbbe7-b65f-4a10-a3da-f8ce428703b3' 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>description :</span></dt><dd>Estimated ESL/storm surge heights</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surge_height</span></div><div class='xr-var-dims'>(seg_adm, return_period)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 4), meta=np.ndarray&gt;</div><input id='attrs-e953a4cb-819b-45da-9e0f-30302b0c9e38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e953a4cb-819b-45da-9e0f-30302b0c9e38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-696f94db-4075-4321-a2f8-b7860c8dcca5' class='xr-var-data-in' type='checkbox'><label for='data-696f94db-4075-4321-a2f8-b7860c8dcca5' 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>description :</span></dt><dd>Estimated ESL/storm surge heights</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2208,7 +2212,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rho</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-71d0529b-4f89-45d9-9f9c-aeebb1f4ca88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71d0529b-4f89-45d9-9f9c-aeebb1f4ca88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36758e7b-fa6b-4ef1-960a-06d9373e672a' class='xr-var-data-in' type='checkbox'><label for='data-36758e7b-fa6b-4ef1-960a-06d9373e672a' 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>description :</span></dt><dd>Resilience factor scaling depth-damage and depth-mortality functions</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rho</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-9095beab-552a-454d-91ad-da37fbad7b8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9095beab-552a-454d-91ad-da37fbad7b8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0c18caa-e212-4ae3-9a46-0c03f3fda522' class='xr-var-data-in' type='checkbox'><label for='data-a0c18caa-e212-4ae3-9a46-0c03f3fda522' 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>description :</span></dt><dd>Resilience factor scaling depth-damage and depth-mortality functions</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2304,7 +2308,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>K_2019</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-34141e32-13f2-44a1-928c-a0a17df315fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34141e32-13f2-44a1-928c-a0a17df315fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51ac8e38-4a00-483c-99ac-ea2d599fcca2' class='xr-var-data-in' type='checkbox'><label for='data-51ac8e38-4a00-483c-99ac-ea2d599fcca2' 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>2019 Capital stock</dd><dt><span>description :</span></dt><dd>Estimated value of physical capital in 2019, under actual conditions (i.e. observed, not SSP)</dd><dt><span>units :</span></dt><dd>2019 USD PPP</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>K_2019</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-458daa9c-7769-45bc-aae8-2f0a24e6d6b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-458daa9c-7769-45bc-aae8-2f0a24e6d6b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c5909e2-09df-4803-a15d-aaca7edc1206' class='xr-var-data-in' type='checkbox'><label for='data-8c5909e2-09df-4803-a15d-aaca7edc1206' 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>2019 Capital stock</dd><dt><span>description :</span></dt><dd>Estimated value of physical capital in 2019, under actual conditions (i.e. observed, not SSP)</dd><dt><span>units :</span></dt><dd>2019 USD PPP</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2379,7 +2383,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pop_2019</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-cb00dfb7-6624-4b53-9ff7-2974cbc6f3ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb00dfb7-6624-4b53-9ff7-2974cbc6f3ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c874af51-12fc-454a-8c2e-02f205de1db8' class='xr-var-data-in' type='checkbox'><label for='data-c874af51-12fc-454a-8c2e-02f205de1db8' 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>2019 population</dd><dt><span>description :</span></dt><dd>Estimated population in 2019, under actual conditions (i.e. observed, not SSP)</dd><dt><span>units :</span></dt><dd>people</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pop_2019</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-5245ff8b-b318-4c02-9b56-50a3bbe1537b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5245ff8b-b318-4c02-9b56-50a3bbe1537b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d89b74e8-716d-40e7-82fc-ce78cf78ac78' class='xr-var-data-in' type='checkbox'><label for='data-d89b74e8-716d-40e7-82fc-ce78cf78ac78' 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>2019 population</dd><dt><span>description :</span></dt><dd>Estimated population in 2019, under actual conditions (i.e. observed, not SSP)</dd><dt><span>units :</span></dt><dd>people</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2454,7 +2458,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>K_scale</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-8d228e79-c3f3-49d2-97e3-026137ba9ae2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d228e79-c3f3-49d2-97e3-026137ba9ae2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-434667ad-f35a-470e-a8f8-d0541df5a9cf' class='xr-var-data-in' type='checkbox'><label for='data-434667ad-f35a-470e-a8f8-d0541df5a9cf' 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>Capital scaling factor</dd><dt><span>description :</span></dt><dd>Country-level change factor in capital stock specific to SSP/IAM, relative to K_2019</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>K_scale</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-a103656f-004b-47d4-aa3e-28779fb59d06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a103656f-004b-47d4-aa3e-28779fb59d06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83b998ab-d4fc-4491-9fb3-fee03b6c21e0' class='xr-var-data-in' type='checkbox'><label for='data-83b998ab-d4fc-4491-9fb3-fee03b6c21e0' 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>Capital scaling factor</dd><dt><span>description :</span></dt><dd>Country-level change factor in capital stock specific to SSP/IAM, relative to K_2019</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2550,7 +2554,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pop_scale</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-45c8d6ea-7771-4ba2-b179-a51192cef20e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45c8d6ea-7771-4ba2-b179-a51192cef20e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfc4d5b7-ed59-4cf4-82e0-6c7db33333e1' class='xr-var-data-in' type='checkbox'><label for='data-cfc4d5b7-ed59-4cf4-82e0-6c7db33333e1' 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>Population scaling factor</dd><dt><span>description :</span></dt><dd>Country-level change factor in population specific to SSP/IAM, relative to pop_2019</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pop_scale</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-f0d60254-2ba0-42f0-a9c5-2fc1f9a6d734' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0d60254-2ba0-42f0-a9c5-2fc1f9a6d734' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e6c29ea-a3de-491a-8ec6-896ee6af4403' class='xr-var-data-in' type='checkbox'><label for='data-8e6c29ea-a3de-491a-8ec6-896ee6af4403' 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>Population scaling factor</dd><dt><span>description :</span></dt><dd>Country-level change factor in population specific to SSP/IAM, relative to pop_2019</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2646,7 +2650,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ypcc</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-80604453-a932-4831-9cae-550637c9584f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80604453-a932-4831-9cae-550637c9584f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f90582e-3994-4e3f-ae3b-f46b184bfede' class='xr-var-data-in' type='checkbox'><label for='data-9f90582e-3994-4e3f-ae3b-f46b184bfede' 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>Country-level income per capita</dd><dt><span>units :</span></dt><dd>2019 USD PPP per person</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ypcc</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-e4a87736-b3bf-4d2b-90e2-3742bf8484ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4a87736-b3bf-4d2b-90e2-3742bf8484ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac57dd23-30bd-4989-bf7b-6af4366b2e2a' class='xr-var-data-in' type='checkbox'><label for='data-ac57dd23-30bd-4989-bf7b-6af4366b2e2a' 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>Country-level income per capita</dd><dt><span>units :</span></dt><dd>2019 USD PPP per person</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2742,7 +2746,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landarea</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-8c78db39-70be-480e-bff2-1696a3a5da97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8c78db39-70be-480e-bff2-1696a3a5da97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5663f73-398c-4387-be40-0f10f30cef76' class='xr-var-data-in' type='checkbox'><label for='data-c5663f73-398c-4387-be40-0f10f30cef76' 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>Total Land Area</dd><dt><span>units :</span></dt><dd>km^2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landarea</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-11d94890-1835-4a39-b782-631f975b5ced' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11d94890-1835-4a39-b782-631f975b5ced' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b67167f0-8f11-4e9b-930c-a8ad18672a95' class='xr-var-data-in' type='checkbox'><label for='data-b67167f0-8f11-4e9b-930c-a8ad18672a95' 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>Total Land Area</dd><dt><span>units :</span></dt><dd>km^2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2817,7 +2821,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>interior</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-15795c9c-d382-49df-ad24-009901c777b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15795c9c-d382-49df-ad24-009901c777b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec7697e5-d6b5-43be-bc4a-35491005dc82' class='xr-var-data-in' type='checkbox'><label for='data-ec7697e5-d6b5-43be-bc4a-35491005dc82' 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>Value of non-coastal land</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>interior</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-996527c6-a528-48e3-8f90-c5fafc5990ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-996527c6-a528-48e3-8f90-c5fafc5990ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6fd503c-fab8-4f24-94f9-f894f2cb38da' class='xr-var-data-in' type='checkbox'><label for='data-d6fd503c-fab8-4f24-94f9-f894f2cb38da' 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>Value of non-coastal land</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2913,7 +2917,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wetland</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-f30b9c36-e6dc-44ac-b6a0-1f732754c5ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f30b9c36-e6dc-44ac-b6a0-1f732754c5ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a23b147e-9dc4-4670-9d82-9b14b09a7732' class='xr-var-data-in' type='checkbox'><label for='data-a23b147e-9dc4-4670-9d82-9b14b09a7732' 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>description :</span></dt><dd>Estimated area for all wetland by elevation</dd><dt><span>units :</span></dt><dd>km^2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wetland</span></div><div class='xr-var-dims'>(seg_adm, elev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500, 200), meta=np.ndarray&gt;</div><input id='attrs-d80eaea6-7cc8-4543-8cbb-7135056db31d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d80eaea6-7cc8-4543-8cbb-7135056db31d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50866b7e-535a-401d-a819-bde3f1df6f55' class='xr-var-data-in' type='checkbox'><label for='data-50866b7e-535a-401d-a819-bde3f1df6f55' 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>description :</span></dt><dd>Estimated area for all wetland by elevation</dd><dt><span>units :</span></dt><dd>km^2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -2988,7 +2992,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wetlandservice</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-1dafa17f-0fe8-41ea-a510-256968c139af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1dafa17f-0fe8-41ea-a510-256968c139af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-358bd6ae-c29f-4882-9b25-25556bed96ca' class='xr-var-data-in' type='checkbox'><label for='data-358bd6ae-c29f-4882-9b25-25556bed96ca' 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>description :</span></dt><dd>Value of wetlands</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km^2</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wetlandservice</span></div><div class='xr-var-dims'>(ssp, iam, year, country)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 2, 101, 204), meta=np.ndarray&gt;</div><input id='attrs-e924b4a3-60df-4c5f-ba54-0cd592638e18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e924b4a3-60df-4c5f-ba54-0cd592638e18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-537530e8-3de7-4f81-9652-382263f960e4' class='xr-var-data-in' type='checkbox'><label for='data-537530e8-3de7-4f81-9652-382263f960e4' 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>description :</span></dt><dd>Value of wetlands</dd><dt><span>units :</span></dt><dd>2019 USD PPP per km^2</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table>\n",
@@ -3084,7 +3088,157 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c50981b3-2519-477e-88e2-ad2785326dee' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c50981b3-2519-477e-88e2-ad2785326dee' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seg_lon</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-923c1d2c-9c9c-4289-b516-cd340a96c7ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-923c1d2c-9c9c-4289-b516-cd340a96c7ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81ed5a26-3264-4abb-80d0-690b0a305e06' class='xr-var-data-in' type='checkbox'><label for='data-81ed5a26-3264-4abb-80d0-690b0a305e06' 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>Segment centroid longitude</dd><dt><span>units :</span></dt><dd>deg E</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table>\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> 45.74 kiB </td>\n",
+       "                        <td> 1.95 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (11709,) </td>\n",
+       "                        <td> (500,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Count </th>\n",
+       "                        <td> 24 Tasks </td>\n",
+       "                        <td> 24 Chunks </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                    <th> Type </th>\n",
+       "                    <td> float32 </td>\n",
+       "                    <td> numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"5\" y1=\"0\" x2=\"5\" y2=\"25\" />\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"25\" />\n",
+       "  <line x1=\"15\" y1=\"0\" x2=\"15\" y2=\"25\" />\n",
+       "  <line x1=\"25\" y1=\"0\" x2=\"25\" y2=\"25\" />\n",
+       "  <line x1=\"30\" y1=\"0\" x2=\"30\" y2=\"25\" />\n",
+       "  <line x1=\"35\" y1=\"0\" x2=\"35\" y2=\"25\" />\n",
+       "  <line x1=\"40\" y1=\"0\" x2=\"40\" y2=\"25\" />\n",
+       "  <line x1=\"51\" y1=\"0\" x2=\"51\" y2=\"25\" />\n",
+       "  <line x1=\"56\" y1=\"0\" x2=\"56\" y2=\"25\" />\n",
+       "  <line x1=\"61\" y1=\"0\" x2=\"61\" y2=\"25\" />\n",
+       "  <line x1=\"66\" y1=\"0\" x2=\"66\" y2=\"25\" />\n",
+       "  <line x1=\"76\" y1=\"0\" x2=\"76\" y2=\"25\" />\n",
+       "  <line x1=\"81\" y1=\"0\" x2=\"81\" y2=\"25\" />\n",
+       "  <line x1=\"87\" y1=\"0\" x2=\"87\" y2=\"25\" />\n",
+       "  <line x1=\"92\" y1=\"0\" x2=\"92\" y2=\"25\" />\n",
+       "  <line x1=\"102\" y1=\"0\" x2=\"102\" y2=\"25\" />\n",
+       "  <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"25\" />\n",
+       "  <line x1=\"112\" y1=\"0\" x2=\"112\" y2=\"25\" />\n",
+       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >11709</text>\n",
+       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seg_lat</span></div><div class='xr-var-dims'>(seg_adm)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(500,), meta=np.ndarray&gt;</div><input id='attrs-5c7c5906-0d1c-4c31-8b7e-3352ca43a443' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c7c5906-0d1c-4c31-8b7e-3352ca43a443' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06957ed1-ce00-481f-8c8a-cf7fdc94a50a' class='xr-var-data-in' type='checkbox'><label for='data-06957ed1-ce00-481f-8c8a-cf7fdc94a50a' 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>Segment centroid latitude</dd><dt><span>units :</span></dt><dd>deg N</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table>\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> 45.74 kiB </td>\n",
+       "                        <td> 1.95 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (11709,) </td>\n",
+       "                        <td> (500,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Count </th>\n",
+       "                        <td> 24 Tasks </td>\n",
+       "                        <td> 24 Chunks </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                    <th> Type </th>\n",
+       "                    <td> float32 </td>\n",
+       "                    <td> numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
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+       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >11709</text>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9bf07a0f-3a62-462f-8f1d-751abfbb9704' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9bf07a0f-3a62-462f-8f1d-751abfbb9704' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset>\n",
@@ -3103,7 +3257,7 @@
        "  * iam             (iam) object 'IIASA' 'OECD'\n",
        "  * elev            (elev) float64 0.05 0.15 0.25 0.35 ... 19.75 19.85 19.95\n",
        "  * bound           (bound) object 'lower' 'upper'\n",
-       "Data variables: (12/17)\n",
+       "Data variables: (12/19)\n",
        "    elev_bounds     (elev, bound) float32 dask.array<chunksize=(200, 2), meta=np.ndarray>\n",
        "    SLR_site_id     (seg_adm) object dask.array<chunksize=(500,), meta=np.ndarray>\n",
        "    length          (seg_adm) float32 dask.array<chunksize=(500,), meta=np.ndarray>\n",
@@ -3111,12 +3265,12 @@
        "    mobcapfrac      (country) float32 dask.array<chunksize=(204,), meta=np.ndarray>\n",
        "    gumbel_params   (seg_adm, params) float32 dask.array<chunksize=(500, 2), meta=np.ndarray>\n",
        "    ...              ...\n",
-       "    pop_scale       (ssp, iam, year, country) float32 dask.array<chunksize=(5, 2, 101, 204), meta=np.ndarray>\n",
-       "    ypcc            (ssp, iam, year, country) float32 dask.array<chunksize=(5, 2, 101, 204), meta=np.ndarray>\n",
        "    landarea        (seg_adm, elev) float32 dask.array<chunksize=(500, 200), meta=np.ndarray>\n",
        "    interior        (ssp, iam, year, country) float32 dask.array<chunksize=(5, 2, 101, 204), meta=np.ndarray>\n",
        "    wetland         (seg_adm, elev) float32 dask.array<chunksize=(500, 200), meta=np.ndarray>\n",
-       "    wetlandservice  (ssp, iam, year, country) float32 dask.array<chunksize=(5, 2, 101, 204), meta=np.ndarray>"
+       "    wetlandservice  (ssp, iam, year, country) float32 dask.array<chunksize=(5, 2, 101, 204), meta=np.ndarray>\n",
+       "    seg_lon         (seg_adm) float32 dask.array<chunksize=(500,), meta=np.ndarray>\n",
+       "    seg_lat         (seg_adm) float32 dask.array<chunksize=(500,), meta=np.ndarray>"
       ]
      },
      "execution_count": 37,
@@ -3180,6 +3334,8 @@
     ")\n",
     "\n",
     "# data_vars\n",
+    "out.seg_lat.attrs.update({\"long_name\": \"Segment centroid latitude\", \"units\": \"deg N\"})\n",
+    "out.seg_lon.attrs.update({\"long_name\": \"Segment centroid longitude\", \"units\": \"deg E\"})\n",
     "out.interior.attrs.update(\n",
     "    {\n",
     "        \"long_name\": \"Value of non-coastal land\",\n",
@@ -3323,6 +3479,8 @@
     "    \"interior\",\n",
     "    \"wetland\",\n",
     "    \"wetlandservice\",\n",
+    "    \"seg_lon\",\n",
+    "    \"seg_lat\",\n",
     "]\n",
     "\n",
     "# print dataset to verify it looks as expected\n",
@@ -3331,48 +3489,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/srv/conda/envs/notebook/lib/python3.9/site-packages/xarray/conventions.py:205: SerializationWarning: variable None has data in the form of a dask array with dtype=object, which means it is being loaded into memory to determine a data type that can be safely stored on disk. To avoid this, coerce this variable to a fixed-size dtype with astype() before saving it.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<xarray.backends.zarr.ZarrStore at 0x7fbb9563e3c0>"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "out[to_keep].to_zarr(PATH_SLIIDERS_ECON, mode=\"w\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(None, None)"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cluster.close(), client.close()"
    ]
diff --git a/notebooks/create-SLIIDERS-ECON/download-sliiders-econ-input-data.ipynb b/notebooks/create-SLIIDERS-ECON/download-sliiders-econ-input-data.ipynb
index de063c9..f33d2eb 100644
--- a/notebooks/create-SLIIDERS-ECON/download-sliiders-econ-input-data.ipynb
+++ b/notebooks/create-SLIIDERS-ECON/download-sliiders-econ-input-data.ipynb
@@ -529,17 +529,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# raw data file from the GitHub repo\n",
-    "lincke_hinkel_cci_url = (\n",
-    "    \"https://raw.githubusercontent.com/daniellincke/\"\n",
-    "    \"DIVA_paper_migration/master/data/csv/country_input.csv\"\n",
-    ")\n",
-    "\n",
-    "# data read-in\n",
-    "lincke_hinkel_df = pd.read_csv(lincke_hinkel_cci_url)\n",
-    "\n",
-    "# saving at PATH_EXPOSURE_LINCKE\n",
-    "lincke_hinkel_df.to_parquet(sset.PATH_EXPOSURE_LINCKE)"
+    "with open(sset.PATH_EXPOSURE_LINCKE, \"wb\") as f:\n",
+    "    f.write(\n",
+    "        requests.get(\n",
+    "            \"https://raw.githubusercontent.com/daniellincke/\"\n",
+    "            \"DIVA_paper_migration/master/data/csv/country_input.csv\"\n",
+    "        ).content\n",
+    "    )"
    ]
   },
   {
@@ -582,12 +578,12 @@
    "outputs": [],
    "source": [
     "URL_GADM = \"https://biogeo.ucdavis.edu/data/gadm3.6/gadm36_levels_gpkg.zip\"\n",
-    "PATH_GADM_ZIP = sset.DIR_GADM / URL_GADM.split('/')[-1]\n",
+    "PATH_GADM_ZIP = sset.DIR_GADM / URL_GADM.split(\"/\")[-1]\n",
     "urequest.urlretrieve(URL_GADM, PATH_GADM_ZIP)\n",
     "\n",
     "sset.PATH_GADM.parent.mkdir(exist_ok=True)\n",
     "\n",
-    "with zipfile.ZipFile(PATH_GADM_ZIP, mode='r') as z:\n",
+    "with zipfile.ZipFile(PATH_GADM_ZIP, mode=\"r\") as z:\n",
     "    z.extractall(sset.PATH_GADM.parent)"
    ]
   },
diff --git a/sliiders/spatial.py b/sliiders/spatial.py
index f43171f..91e2d77 100644
--- a/sliiders/spatial.py
+++ b/sliiders/spatial.py
@@ -2330,10 +2330,9 @@ def line_dist(line, npts=50):
             line = lines_int.iloc[idx0]
 
             if line.geometry.type == "MultiLineString":
-                lines = line.geometry.explode()
-                for idx1 in range(len(lines)):
-                    line = lines.iloc[idx1]
-                    lensum += line_dist(line)
+                lensum += sum(
+                    [line_dist(this_line) for this_line in line.geometry.geoms]
+                )
             else:
                 lensum += line_dist(line.geometry)