{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: Verification of Derivative Function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_To run this script you need output from [Selecting and Reindexing of Area of Interest](../cutting_grid_window.ipynb)._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In [Part 1: Deriving Derivatives on Triangular Grid](calculating_gradient.ipynb) we introduced a `derivative()` function to calculate derivatives on a triangular grid. Since it is difficult to tell with the naked eye whether our function did what we wanted it to do, we create an artificially generated field that has a constant gradient along one axis and remains constant along the other axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Range of area of interest:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Max Plancks birthplace, Kiel, Schleswig-Holstein, Germany\n",
    "left_bound = 9.88\n",
    "right_bound = 10.38\n",
    "top_bound = 54.57\n",
    "bottom_bound = 54.07"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We import the `selected_indices`, hence the indices for `cells`, `vertices` and `edges`, just like the `new_grid` which contains the grid information of the area of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                         (cell: 70, nv: 3, vertex: 50, ne: 6,\n",
       "                                     edge: 119, no: 4, nc: 2,\n",
       "                                     max_stored_decompositions: 4, two_grf: 2,\n",
       "                                     cell_grf: 14, max_chdom: 1, edge_grf: 24,\n",
       "                                     vert_grf: 13)\n",
       "Coordinates:\n",
       "    clon                            (cell) float64 0.1804 0.1805 ... 0.174\n",
       "    clat                            (cell) float64 0.9453 0.946 ... 0.9488\n",
       "    vlon                            (vertex) float64 0.1815 0.1807 ... 0.1717\n",
       "    vlat                            (vertex) float64 0.9456 0.9466 ... 0.9482\n",
       "    elon                            (edge) float64 0.1811 0.1814 ... 0.1724\n",
       "    elat                            (edge) float64 0.9461 0.9471 ... 0.9487\n",
       "  * cell                            (cell) int64 4282376 4282377 ... 4283130\n",
       "  * vertex                          (vertex) int32 2144929 2144932 ... 2145286\n",
       "  * edge                            (edge) int32 6427302 6427311 ... 6428420\n",
       "Dimensions without coordinates: nv, ne, no, nc, max_stored_decompositions,\n",
       "                                two_grf, cell_grf, max_chdom, edge_grf, vert_grf\n",
       "Data variables: (12/91)\n",
       "    clon_vertices                   (cell, nv) float64 0.1794 0.1802 ... 0.173\n",
       "    clat_vertices                   (cell, nv) float64 0.9457 0.9446 ... 0.9492\n",
       "    vlon_vertices                   (vertex, ne) float64 9.969e+36 ... 9.969e+36\n",
       "    vlat_vertices                   (vertex, ne) float64 9.969e+36 ... 9.969e+36\n",
       "    elon_vertices                   (edge, no) float64 0.1807 0.1805 ... 0.1728\n",
       "    elat_vertices                   (edge, no) float64 0.9466 0.946 ... 0.9485\n",
       "    ...                              ...\n",
       "    edge_dual_normal_cartesian_x    (edge) float64 -0.6706 -0.7373 ... -0.7362\n",
       "    edge_dual_normal_cartesian_y    (edge) float64 -0.5071 0.4974 ... 0.4973\n",
       "    edge_dual_normal_cartesian_z    (edge) float64 0.5414 0.4572 ... 0.4589\n",
       "    cell_circumcenter_cartesian_x   (cell) float64 0.576 0.5755 ... 0.5739\n",
       "    cell_circumcenter_cartesian_y   (cell) float64 0.105 0.105 ... 0.1003 0.1009\n",
       "    cell_circumcenter_cartesian_z   (cell) float64 0.8107 0.8111 ... 0.8127\n",
       "Attributes: (12/43)\n",
       "    title:                    ICON grid description\n",
       "    institution:              Max Planck Institute for Meteorology/Deutscher ...\n",
       "    source:                   git@git.mpimet.mpg.de:GridGenerator.git\n",
       "    revision:                 d00fcac1f61fa16c686bfe51d1d8eddd09296cb5\n",
       "    date:                     20180529 at 222250\n",
       "    user_name:                Rene Redler (m300083)\n",
       "    ...                       ...\n",
       "    topography:               modified SRTM30\n",
       "    subcentre:                1\n",
       "    number_of_grid_used:      15\n",
       "    history:                  Thu Aug 16 11:05:44 2018: ncatted -O -a ICON_gr...\n",
       "    ICON_grid_file_uri:       http://icon-downloads.mpimet.mpg.de/grids/publi...\n",
       "    NCO:                      netCDF Operators version 4.7.5 (Homepage = http...</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-ce975f26-1450-4195-8201-f20f3c498a32' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ce975f26-1450-4195-8201-f20f3c498a32' 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'>cell</span>: 70</li><li><span>nv</span>: 3</li><li><span class='xr-has-index'>vertex</span>: 50</li><li><span>ne</span>: 6</li><li><span class='xr-has-index'>edge</span>: 119</li><li><span>no</span>: 4</li><li><span>nc</span>: 2</li><li><span>max_stored_decompositions</span>: 4</li><li><span>two_grf</span>: 2</li><li><span>cell_grf</span>: 14</li><li><span>max_chdom</span>: 1</li><li><span>edge_grf</span>: 24</li><li><span>vert_grf</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d226eb75-eb30-42fe-adc0-6af82e29f9ae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d226eb75-eb30-42fe-adc0-6af82e29f9ae' class='xr-section-summary' >Coordinates: <span>(9)</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>clon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13f3573d-5004-4c5e-a725-729f93d42a37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13f3573d-5004-4c5e-a725-729f93d42a37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1047474-ffce-4d39-8895-92cac0eaf495' class='xr-var-data-in' type='checkbox'><label for='data-a1047474-ffce-4d39-8895-92cac0eaf495' 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>center longitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_longitude</dd><dt><span>bounds :</span></dt><dd>clon_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.180381, 0.180509, 0.179222, 0.178862, 0.178989, 0.177701, 0.17975 ,\n",
       "       0.181041, 0.180912, 0.180152, 0.176936, 0.178098, 0.176043, 0.17681 ,\n",
       "       0.178463, 0.177575, 0.178336, 0.179622, 0.179979, 0.181136, 0.179096,\n",
       "       0.179518, 0.178625, 0.17939 , 0.180686, 0.179921, 0.180815, 0.18005 ,\n",
       "       0.178752, 0.177332, 0.177458, 0.176168, 0.178225, 0.180281, 0.173859,\n",
       "       0.172969, 0.1759  , 0.177054, 0.175012, 0.174369, 0.175526, 0.173477,\n",
       "       0.174246, 0.176291, 0.175136, 0.177179, 0.176416, 0.174758, 0.17565 ,\n",
       "       0.174882, 0.1736  , 0.173091, 0.17794 , 0.173214, 0.174111, 0.173337,\n",
       "       0.17256 , 0.175791, 0.174625, 0.176689, 0.173725, 0.175398, 0.174501,\n",
       "       0.175273, 0.176563, 0.177984, 0.177857, 0.172828, 0.172705, 0.173987])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>clat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b6860e47-a99e-478e-aa40-6b2d9401a7d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6860e47-a99e-478e-aa40-6b2d9401a7d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdbd826b-9b14-4ea1-b404-32f9d20fa242' class='xr-var-data-in' type='checkbox'><label for='data-cdbd826b-9b14-4ea1-b404-32f9d20fa242' 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>center latitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_latitude</dd><dt><span>bounds :</span></dt><dd>clat_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.945285, 0.945958, 0.945008, 0.947452, 0.948124, 0.947173, 0.947041,\n",
       "       0.947991, 0.947319, 0.948402, 0.948256, 0.948535, 0.948666, 0.947584,\n",
       "       0.946091, 0.946501, 0.945418, 0.946369, 0.943924, 0.944201, 0.944334,\n",
       "       0.950157, 0.950568, 0.949486, 0.950435, 0.951518, 0.951106, 0.952188,\n",
       "       0.951239, 0.949618, 0.950289, 0.949338, 0.949207, 0.949074, 0.944315,\n",
       "       0.944723, 0.944186, 0.944466, 0.944595, 0.946351, 0.946631, 0.94676 ,\n",
       "       0.945678, 0.945548, 0.945269, 0.945139, 0.946221, 0.947713, 0.947304,\n",
       "       0.948385, 0.947432, 0.945397, 0.944056, 0.949877, 0.949467, 0.950548,\n",
       "       0.951629, 0.951782, 0.951501, 0.951371, 0.951911, 0.950419, 0.95083 ,\n",
       "       0.949748, 0.9507  , 0.952321, 0.951651, 0.948514, 0.947841, 0.948795])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vlon</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fa1e7694-5b29-45da-8680-44feaa2ab2f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa1e7694-5b29-45da-8680-44feaa2ab2f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4df5c059-403d-487b-b4c6-c7c5d7fcb2e5' class='xr-var-data-in' type='checkbox'><label for='data-4df5c059-403d-487b-b4c6-c7c5d7fcb2e5' 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>vertex longitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_longitude</dd><dt><span>bounds :</span></dt><dd>vlon_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.181467, 0.18071 , 0.182221, 0.182002, 0.179422, 0.18018 , 0.178138,\n",
       "       0.179951, 0.177899, 0.178662, 0.179189, 0.176613, 0.181244, 0.177134,\n",
       "       0.175846, 0.175077, 0.177377, 0.180935, 0.178897, 0.181781, 0.181018,\n",
       "       0.180253, 0.179719, 0.178425, 0.180483, 0.177657, 0.178953, 0.176365,\n",
       "       0.172778, 0.174818, 0.174052, 0.172008, 0.176858, 0.176095, 0.175331,\n",
       "       0.174563, 0.173284, 0.172513, 0.173793, 0.172245, 0.171467, 0.173531,\n",
       "       0.17302 , 0.174305, 0.172754, 0.178184, 0.174821, 0.175594, 0.176887,\n",
       "       0.171739])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vlat</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b199ddca-abe4-4973-a5ff-765491074a43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b199ddca-abe4-4973-a5ff-765491074a43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-128923e7-e293-4dcf-afbe-6139e1d4c439' class='xr-var-data-in' type='checkbox'><label for='data-128923e7-e293-4dcf-afbe-6139e1d4c439' 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>vertex latitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_latitude</dd><dt><span>bounds :</span></dt><dd>vlat_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.945555, 0.946639, 0.944471, 0.947588, 0.945688, 0.944605, 0.944737,\n",
       "       0.947722, 0.947854, 0.946771, 0.948805, 0.946902, 0.948671, 0.948937,\n",
       "       0.947985, 0.949067, 0.94582 , 0.943521, 0.943653, 0.950703, 0.951786,\n",
       "       0.952869, 0.950837, 0.949887, 0.949754, 0.95097 , 0.95192 , 0.950019,\n",
       "       0.944041, 0.943914, 0.944996, 0.945123, 0.943784, 0.944867, 0.94595 ,\n",
       "       0.947032, 0.946078, 0.94716 , 0.948114, 0.950276, 0.951357, 0.951229,\n",
       "       0.949195, 0.950148, 0.95231 , 0.953002, 0.952182, 0.9511  , 0.952052,\n",
       "       0.948241])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elon</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-53677e07-1f1a-4222-a1fd-f35533e2ec63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53677e07-1f1a-4222-a1fd-f35533e2ec63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b8a7bd4-8d80-4e8a-9cdb-664a60da59df' class='xr-var-data-in' type='checkbox'><label for='data-1b8a7bd4-8d80-4e8a-9cdb-664a60da59df' 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>edge midpoint longitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_longitude</dd><dt><span>bounds :</span></dt><dd>elon_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.181089, 0.181356, 0.180445, 0.179801, 0.180823, 0.180066, 0.17878 ,\n",
       "       0.179159, 0.181201, 0.178925, 0.178281, 0.179306, 0.17957 , 0.178544,\n",
       "       0.177256, 0.177638, 0.180331, 0.179686, 0.180977, 0.181623, 0.180597,\n",
       "       0.180217, 0.177517, 0.17649 , 0.176873, 0.178161, 0.176106, 0.175462,\n",
       "       0.17623 , 0.178019, 0.1784  , 0.179042, 0.176995, 0.177758, 0.181578,\n",
       "       0.180558, 0.179538, 0.179916, 0.178518, 0.180636, 0.1814  , 0.179072,\n",
       "       0.179454, 0.180102, 0.178688, 0.178041, 0.178807, 0.179836, 0.18075 ,\n",
       "       0.181132, 0.180368, 0.179986, 0.179337, 0.179603, 0.178305, 0.177395,\n",
       "       0.17675 , 0.177779, 0.177011, 0.175721, 0.180864, 0.173798, 0.173415,\n",
       "       0.174435, 0.172393, 0.17303 , 0.175838, 0.176477, 0.175456, 0.177497,\n",
       "       0.177117, 0.175074, 0.174947, 0.173923, 0.174307, 0.175971, 0.175588,\n",
       "       0.173538, 0.172899, 0.174691, 0.173668, 0.175713, 0.176736, 0.176354,\n",
       "       0.175204, 0.17482 , 0.174179, 0.174435, 0.173153, 0.172646, 0.177877,\n",
       "       0.172888, 0.172499, 0.172633, 0.173663, 0.173275, 0.174049, 0.174692,\n",
       "       0.173919, 0.17211 , 0.173143, 0.175208, 0.17624 , 0.175854, 0.174176,\n",
       "       0.174563, 0.176626, 0.177273, 0.173787, 0.17495 , 0.175336, 0.17598 ,\n",
       "       0.17792 , 0.178569, 0.177535, 0.172126, 0.172766, 0.173407, 0.172379])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elat</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-31ab7b8c-240b-4199-9a09-3b27d045ff8e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31ab7b8c-240b-4199-9a09-3b27d045ff8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c78ce87e-ee79-424c-aea6-339d8c233579' class='xr-var-data-in' type='checkbox'><label for='data-c78ce87e-ee79-424c-aea6-339d8c233579' 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>edge midpoint latitude</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>standard_name :</span></dt><dd>grid_latitude</dd><dt><span>bounds :</span></dt><dd>elat_vertices</dd></dl></div><div class='xr-var-data'><pre>array([0.946097, 0.947113, 0.945622, 0.945146, 0.94508 , 0.946163, 0.945213,\n",
       "       0.944671, 0.944538, 0.947788, 0.947313, 0.947247, 0.948263, 0.94833 ,\n",
       "       0.947378, 0.946837, 0.94718 , 0.946705, 0.947655, 0.94813 , 0.948197,\n",
       "       0.948738, 0.948395, 0.948461, 0.94792 , 0.948871, 0.949002, 0.948526,\n",
       "       0.947444, 0.946296, 0.945754, 0.94623 , 0.946361, 0.945278, 0.943996,\n",
       "       0.944063, 0.944129, 0.943587, 0.944195, 0.952327, 0.951245, 0.950362,\n",
       "       0.949821, 0.950296, 0.950904, 0.950429, 0.949346, 0.94928 , 0.95077 ,\n",
       "       0.950229, 0.951312, 0.951853, 0.951378, 0.952394, 0.951445, 0.949953,\n",
       "       0.949478, 0.949412, 0.950494, 0.949543, 0.949213, 0.943978, 0.944519,\n",
       "       0.944455, 0.944582, 0.94506 , 0.943849, 0.944326, 0.944391, 0.944261,\n",
       "       0.944802, 0.944932, 0.946491, 0.946555, 0.946014, 0.946426, 0.946967,\n",
       "       0.947096, 0.946619, 0.945473, 0.945537, 0.945409, 0.945344, 0.945885,\n",
       "       0.947508, 0.948049, 0.947573, 0.94859 , 0.947637, 0.945601, 0.943719,\n",
       "       0.950753, 0.951293, 0.949736, 0.949672, 0.950212, 0.949131, 0.949607,\n",
       "       0.950689, 0.951834, 0.95177 , 0.951641, 0.951576, 0.952117, 0.951706,\n",
       "       0.951165, 0.951035, 0.951511, 0.952246, 0.950624, 0.950084, 0.95056 ,\n",
       "       0.951986, 0.952461, 0.952527, 0.9477  , 0.948178, 0.948654, 0.948718])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cell</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4282376 4282377 ... 4283129 4283130</div><input id='attrs-7e304912-b670-46d5-87b3-70f5b644cabe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e304912-b670-46d5-87b3-70f5b644cabe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3913e2b3-76d0-4a2b-ab43-a74a220d2108' class='xr-var-data-in' type='checkbox'><label for='data-3913e2b3-76d0-4a2b-ab43-a74a220d2108' 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([4282376, 4282377, 4282378, 4282400, 4282401, 4282402, 4282403, 4282404,\n",
       "       4282405, 4282407, 4282408, 4282409, 4282410, 4282411, 4282412, 4282413,\n",
       "       4282414, 4282415, 4282420, 4282421, 4282422, 4282480, 4282481, 4282482,\n",
       "       4282483, 4282484, 4282485, 4282486, 4282487, 4282488, 4282489, 4282490,\n",
       "       4282491, 4282493, 4282497, 4282501, 4282508, 4282510, 4282511, 4282512,\n",
       "       4282513, 4282514, 4282515, 4282516, 4282517, 4282518, 4282519, 4282520,\n",
       "       4282521, 4282522, 4282523, 4282527, 4282558, 4282936, 4282938, 4282939,\n",
       "       4282941, 4282960, 4282961, 4282962, 4282967, 4282968, 4282969, 4282970,\n",
       "       4282971, 4282972, 4282973, 4283128, 4283129, 4283130])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>vertex</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>2144929 2144932 ... 2145239 2145286</div><input id='attrs-10b919ae-a4e3-4716-a6cf-a4f6871c4585' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10b919ae-a4e3-4716-a6cf-a4f6871c4585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e025db01-b4fc-4004-9c35-c70fdf7d0ec0' class='xr-var-data-in' type='checkbox'><label for='data-e025db01-b4fc-4004-9c35-c70fdf7d0ec0' 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([2144929, 2144932, 2144933, 2144935, 2144937, 2144938, 2144939, 2144953,\n",
       "       2144954, 2144955, 2144956, 2144957, 2144958, 2144959, 2144960, 2144961,\n",
       "       2144962, 2144963, 2144968, 2144978, 2144983, 2144984, 2145002, 2145003,\n",
       "       2145004, 2145005, 2145006, 2145007, 2145008, 2145010, 2145011, 2145014,\n",
       "       2145020, 2145021, 2145022, 2145023, 2145024, 2145025, 2145026, 2145217,\n",
       "       2145218, 2145220, 2145222, 2145223, 2145224, 2145231, 2145237, 2145238,\n",
       "       2145239, 2145286], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>edge</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>6427302 6427311 ... 6428419 6428420</div><input id='attrs-2c87b02c-cf35-41c4-a65f-0a81942d1a27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c87b02c-cf35-41c4-a65f-0a81942d1a27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-885f1666-1a1e-4589-bae3-dc1fbec4cef5' class='xr-var-data-in' type='checkbox'><label for='data-885f1666-1a1e-4589-bae3-dc1fbec4cef5' 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([6427302, 6427311, 6427312, 6427313, 6427314, 6427315, 6427316, 6427317,\n",
       "       6427318, 6427352, 6427353, 6427354, 6427355, 6427356, 6427357, 6427358,\n",
       "       6427359, 6427360, 6427361, 6427362, 6427363, 6427365, 6427366, 6427367,\n",
       "       6427368, 6427369, 6427370, 6427371, 6427372, 6427373, 6427374, 6427375,\n",
       "       6427376, 6427377, 6427385, 6427387, 6427388, 6427389, 6427390, 6427425,\n",
       "       6427426, 6427482, 6427483, 6427484, 6427485, 6427486, 6427487, 6427488,\n",
       "       6427489, 6427490, 6427491, 6427492, 6427493, 6427494, 6427495, 6427496,\n",
       "       6427497, 6427498, 6427499, 6427500, 6427501, 6427504, 6427507, 6427508,\n",
       "       6427513, 6427516, 6427527, 6427528, 6427529, 6427531, 6427532, 6427533,\n",
       "       6427534, 6427535, 6427536, 6427537, 6427538, 6427539, 6427540, 6427541,\n",
       "       6427542, 6427543, 6427544, 6427545, 6427546, 6427547, 6427548, 6427549,\n",
       "       6427550, 6427553, 6427602, 6428151, 6428152, 6428160, 6428161, 6428162,\n",
       "       6428164, 6428165, 6428166, 6428167, 6428170, 6428202, 6428203, 6428204,\n",
       "       6428205, 6428206, 6428207, 6428208, 6428213, 6428214, 6428215, 6428216,\n",
       "       6428217, 6428218, 6428219, 6428410, 6428418, 6428419, 6428420],\n",
       "      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56d6a07a-58a6-4902-bcfd-5400c1726e99' class='xr-section-summary-in' type='checkbox'  ><label for='section-56d6a07a-58a6-4902-bcfd-5400c1726e99' class='xr-section-summary' >Data variables: <span>(91)</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>clon_vertices</span></div><div class='xr-var-dims'>(cell, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7f477335-cf73-451d-aa5b-9daacbae383d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f477335-cf73-451d-aa5b-9daacbae383d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-155eebff-9b46-466c-b67e-3d285cf5575a' class='xr-var-data-in' type='checkbox'><label for='data-155eebff-9b46-466c-b67e-3d285cf5575a' 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([[0.179422, 0.18018 , 0.181467],\n",
       "       [0.181467, 0.18071 , 0.179422],\n",
       "       [0.179422, 0.178138, 0.18018 ],\n",
       "       ...,\n",
       "       [0.173793, 0.17302 , 0.171739],\n",
       "       [0.171739, 0.172513, 0.173793],\n",
       "       [0.173793, 0.175077, 0.17302 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>clat_vertices</span></div><div class='xr-var-dims'>(cell, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-835fa90a-9cc2-4fc4-acd5-fd8d96cb1c4e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-835fa90a-9cc2-4fc4-acd5-fd8d96cb1c4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff6d9426-c60b-4bce-9165-09d8402cce5e' class='xr-var-data-in' type='checkbox'><label for='data-ff6d9426-c60b-4bce-9165-09d8402cce5e' 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([[0.945688, 0.944605, 0.945555],\n",
       "       [0.945555, 0.946639, 0.945688],\n",
       "       [0.945688, 0.944737, 0.944605],\n",
       "       ...,\n",
       "       [0.948114, 0.949195, 0.948241],\n",
       "       [0.948241, 0.94716 , 0.948114],\n",
       "       [0.948114, 0.949067, 0.949195]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vlon_vertices</span></div><div class='xr-var-dims'>(vertex, ne)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4b825d4d-8fcb-44df-bbaa-5fe42bef75e8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b825d4d-8fcb-44df-bbaa-5fe42bef75e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9b7d8ec-5b0a-4ee3-8491-1a1ac9a4fec0' class='xr-var-data-in' type='checkbox'><label for='data-a9b7d8ec-5b0a-4ee3-8491-1a1ac9a4fec0' 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([[9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       ...,\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vlat_vertices</span></div><div class='xr-var-dims'>(vertex, ne)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b9f8fea5-eac9-438f-9184-75b570d00c95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9f8fea5-eac9-438f-9184-75b570d00c95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a52545b2-745e-4a05-a942-2f19268fa945' class='xr-var-data-in' type='checkbox'><label for='data-a52545b2-745e-4a05-a942-2f19268fa945' 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([[9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       ...,\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36],\n",
       "       [9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "        9.96921e+36]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elon_vertices</span></div><div class='xr-var-dims'>(edge, no)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-04137644-e0ff-430a-a477-063ef690c69b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-04137644-e0ff-430a-a477-063ef690c69b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94e5f9ea-325f-4404-8ec1-701519ed92b0' class='xr-var-data-in' type='checkbox'><label for='data-94e5f9ea-325f-4404-8ec1-701519ed92b0' 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([[0.18071 , 0.180509, 0.181467, 0.18167 ],\n",
       "       [0.182002, 0.180912, 0.18071 , 0.181799],\n",
       "       [0.181467, 0.180509, 0.179422, 0.180381],\n",
       "       ...,\n",
       "       [0.171739, 0.172705, 0.173793, 0.172828],\n",
       "       [0.173793, 0.173987, 0.17302 , 0.172828],\n",
       "       [0.17302 , 0.171931, 0.171739, 0.172828]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elat_vertices</span></div><div class='xr-var-dims'>(edge, no)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d398b8c7-566c-4e7e-afd5-1b72c6297384' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d398b8c7-566c-4e7e-afd5-1b72c6297384' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2e64ddd-300a-4a91-ac96-92814864f53f' class='xr-var-data-in' type='checkbox'><label for='data-c2e64ddd-300a-4a91-ac96-92814864f53f' 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([[0.946639, 0.945958, 0.945555, 0.946235],\n",
       "       [0.947588, 0.947319, 0.946639, 0.946908],\n",
       "       [0.945555, 0.945958, 0.945688, 0.945285],\n",
       "       ...,\n",
       "       [0.948241, 0.947841, 0.948114, 0.948514],\n",
       "       [0.948114, 0.948795, 0.949195, 0.948514],\n",
       "       [0.949195, 0.948923, 0.948241, 0.948514]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ifs2icon_cell_grid</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7d459a8a-b950-41b5-851b-ee987bdf0d1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d459a8a-b950-41b5-851b-ee987bdf0d1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1245676c-de1e-47cf-9cf9-28ea3d966d12' class='xr-var-data-in' type='checkbox'><label for='data-1245676c-de1e-47cf-9cf9-28ea3d966d12' 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>ifs to icon cells</dd></dl></div><div class='xr-var-data'><pre>array([9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ifs2icon_edge_grid</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-745a6aa1-08ea-47bf-adfa-1289a5d04e81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-745a6aa1-08ea-47bf-adfa-1289a5d04e81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18d0685d-5a5a-4da8-bcc1-2d0651065e09' class='xr-var-data-in' type='checkbox'><label for='data-18d0685d-5a5a-4da8-bcc1-2d0651065e09' 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>ifs to icon edge</dd></dl></div><div class='xr-var-data'><pre>array([9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ifs2icon_vertex_grid</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e65d637a-0685-413b-8aa7-bc45edcc7f3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e65d637a-0685-413b-8aa7-bc45edcc7f3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-565b2451-d623-4756-9ded-c1a62934d081' class='xr-var-data-in' type='checkbox'><label for='data-565b2451-d623-4756-9ded-c1a62934d081' 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>ifs to icon vertex</dd></dl></div><div class='xr-var-data'><pre>array([9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36,\n",
       "       9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36, 9.96921e+36])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_area</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-75df770e-bbf5-48cb-985e-e0708a52e3d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-75df770e-bbf5-48cb-985e-e0708a52e3d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae025670-7669-46a3-882f-da875a7e81b1' class='xr-var-data-in' type='checkbox'><label for='data-ae025670-7669-46a3-882f-da875a7e81b1' 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>area of grid cell</dd><dt><span>units :</span></dt><dd>m2</dd><dt><span>standard_name :</span></dt><dd>area</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([25122696.100735, 25115307.267907, 25116300.534128, 25123237.931024,\n",
       "       25115830.247435, 25116842.75659 , 25115578.910138, 25114562.040095,\n",
       "       25121960.932241, 25122212.059399, 25117083.448929, 25123478.41463 ,\n",
       "       25124729.658542, 25124499.793522, 25116581.784901, 25124249.665799,\n",
       "       25123979.275508, 25122977.159648, 25115999.004667, 25122394.754638,\n",
       "       25123688.622955, 25115025.063522, 25122653.375085, 25122442.873669,\n",
       "       25121393.215094, 25121593.997027, 25113974.845723, 25114166.124292,\n",
       "       25115226.0792  , 25123698.610424, 25116272.006796, 25117303.861822,\n",
       "       25116061.279655, 25114803.717182, 25119795.715901, 25127478.523255,\n",
       "       25118545.371572, 25124967.236121, 25126230.550547, 25119085.469371,\n",
       "       25125506.966573, 25126749.018405, 25126499.890636, 25125247.219992,\n",
       "       25118825.534301, 25117570.619972, 25117841.200154, 25125746.475592,\n",
       "       25118091.526784, 25118321.599695, 25119325.176469, 25120065.233457,\n",
       "       25117279.786595, 25126164.780769, 25118531.418818, 25118720.984305,\n",
       "       25118890.296435, 25124078.139111, 25117683.849702, 25116462.429012,\n",
       "       25125297.678096, 25117503.995341, 25125128.600582, 25124939.260832,\n",
       "       25123898.518499, 25115406.764477, 25122843.563845, 25119544.655465,\n",
       "       25126977.933665, 25125965.746968])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dual_area</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ba499564-3cc3-4b9b-a581-0f05ce5c6f33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba499564-3cc3-4b9b-a581-0f05ce5c6f33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0de41e8-18e4-4997-9774-c60ecc3f42fa' class='xr-var-data-in' type='checkbox'><label for='data-d0de41e8-18e4-4997-9774-c60ecc3f42fa' 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>areas of dual hexagonal/pentagonal cells</dd><dt><span>units :</span></dt><dd>m2</dd><dt><span>standard_name :</span></dt><dd>area</dd></dl></div><div class='xr-var-data'><pre>array([50236704.122656, 50237267.527659, 50236100.118676, 50235230.038   ,\n",
       "       50239276.966254, 50238694.377885, 50241258.305094, 50237790.288386,\n",
       "       50240320.464294, 50239819.00547 , 50238272.447008, 50242340.252394,\n",
       "       50235733.502502, 50240781.350132, 50242820.452884, 50243260.115676,\n",
       "       50241819.533841, 50238071.211777, 50240656.570545, 50234092.084342,\n",
       "       50234494.794375, 50234856.734131, 50236618.428003, 50238714.003412,\n",
       "       50236196.295122, 50239114.916644, 50236999.909492, 50241201.685427,\n",
       "       50248229.369524, 50245735.704121, 50246294.791182, 50248767.166384,\n",
       "       50243211.426168, 50243791.784211, 50244331.724518, 50244831.158016,\n",
       "       50246813.437152, 50247291.676182, 50245290.154576, 50246086.730154,\n",
       "       50246424.316582, 50244017.9306  , 50245708.66943 , 50243659.302194,\n",
       "       50244336.072468, 50237340.695538, 50241920.64028 , 50241581.431299,\n",
       "       50239475.199931, 50247729.493096])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phys_cell_id</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de6d89b4-f704-4ea0-b1bd-b03ed7e2601b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de6d89b4-f704-4ea0-b1bd-b03ed7e2601b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5dd2e723-887d-46cd-8b0d-4745fcc038b9' class='xr-var-data-in' type='checkbox'><label for='data-5dd2e723-887d-46cd-8b0d-4745fcc038b9' 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>physical domain ID of cell</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phys_edge_id</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a61dc4e1-91ce-4e91-98a2-91f024c1248f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a61dc4e1-91ce-4e91-98a2-91f024c1248f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78b4ae31-bc4b-4574-b270-49a38a42f61c' class='xr-var-data-in' type='checkbox'><label for='data-78b4ae31-bc4b-4574-b270-49a38a42f61c' 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>physical domain ID of edge</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_cell_centre</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b3d60d06-cfdc-4a9c-b105-235df30985c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3d60d06-cfdc-4a9c-b105-235df30985c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ef68e2e-d664-4579-be6e-890c6abb752c' class='xr-var-data-in' type='checkbox'><label for='data-3ef68e2e-d664-4579-be6e-890c6abb752c' 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>longitude of cell centre</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.180381, 0.180509, 0.179222, 0.178862, 0.178989, 0.177701, 0.17975 ,\n",
       "       0.181041, 0.180912, 0.180152, 0.176936, 0.178098, 0.176043, 0.17681 ,\n",
       "       0.178463, 0.177575, 0.178336, 0.179622, 0.179979, 0.181136, 0.179096,\n",
       "       0.179518, 0.178625, 0.17939 , 0.180686, 0.179921, 0.180815, 0.18005 ,\n",
       "       0.178752, 0.177332, 0.177458, 0.176168, 0.178225, 0.180281, 0.173859,\n",
       "       0.172969, 0.1759  , 0.177054, 0.175012, 0.174369, 0.175526, 0.173477,\n",
       "       0.174246, 0.176291, 0.175136, 0.177179, 0.176416, 0.174758, 0.17565 ,\n",
       "       0.174882, 0.1736  , 0.173091, 0.17794 , 0.173214, 0.174111, 0.173337,\n",
       "       0.17256 , 0.175791, 0.174625, 0.176689, 0.173725, 0.175398, 0.174501,\n",
       "       0.175273, 0.176563, 0.177984, 0.177857, 0.172828, 0.172705, 0.173987])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_cell_centre</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4585e301-093e-4fa6-8e55-14323130f35c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4585e301-093e-4fa6-8e55-14323130f35c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2d5302b-9c47-4ee8-94ae-5ff0f6baff15' class='xr-var-data-in' type='checkbox'><label for='data-f2d5302b-9c47-4ee8-94ae-5ff0f6baff15' 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>latitude of cell centre</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.945285, 0.945958, 0.945008, 0.947452, 0.948124, 0.947173, 0.947041,\n",
       "       0.947991, 0.947319, 0.948402, 0.948256, 0.948535, 0.948666, 0.947584,\n",
       "       0.946091, 0.946501, 0.945418, 0.946369, 0.943924, 0.944201, 0.944334,\n",
       "       0.950157, 0.950568, 0.949486, 0.950435, 0.951518, 0.951106, 0.952188,\n",
       "       0.951239, 0.949618, 0.950289, 0.949338, 0.949207, 0.949074, 0.944315,\n",
       "       0.944723, 0.944186, 0.944466, 0.944595, 0.946351, 0.946631, 0.94676 ,\n",
       "       0.945678, 0.945548, 0.945269, 0.945139, 0.946221, 0.947713, 0.947304,\n",
       "       0.948385, 0.947432, 0.945397, 0.944056, 0.949877, 0.949467, 0.950548,\n",
       "       0.951629, 0.951782, 0.951501, 0.951371, 0.951911, 0.950419, 0.95083 ,\n",
       "       0.949748, 0.9507  , 0.952321, 0.951651, 0.948514, 0.947841, 0.948795])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_cell_barycenter</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0608c282-e991-4da8-89ae-74b91bc33ade' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0608c282-e991-4da8-89ae-74b91bc33ade' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dd026ff-95ae-4b80-930a-fa2c47fae13e' class='xr-var-data-in' type='checkbox'><label for='data-7dd026ff-95ae-4b80-930a-fa2c47fae13e' 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>latitude of cell barycenter</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.945283, 0.945961, 0.94501 , 0.947449, 0.948127, 0.947176, 0.947044,\n",
       "       0.947994, 0.947316, 0.948399, 0.948259, 0.948532, 0.948663, 0.947581,\n",
       "       0.946093, 0.946498, 0.945415, 0.946366, 0.943927, 0.944199, 0.944332,\n",
       "       0.95016 , 0.950565, 0.949482, 0.950432, 0.951514, 0.951109, 0.952192,\n",
       "       0.951242, 0.949614, 0.950292, 0.949341, 0.94921 , 0.949077, 0.944317,\n",
       "       0.94472 , 0.944189, 0.944463, 0.944593, 0.946353, 0.946628, 0.946757,\n",
       "       0.945675, 0.945546, 0.945271, 0.945142, 0.946224, 0.94771 , 0.947307,\n",
       "       0.948389, 0.947435, 0.945399, 0.944058, 0.949873, 0.94947 , 0.950551,\n",
       "       0.951632, 0.951778, 0.951504, 0.951374, 0.951907, 0.950423, 0.950826,\n",
       "       0.949745, 0.950696, 0.952324, 0.951647, 0.948517, 0.947838, 0.948792])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_cell_barycenter</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3f7226e2-b5fa-4df7-a95a-bf6351fdb865' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f7226e2-b5fa-4df7-a95a-bf6351fdb865' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74d57965-a195-44b8-bf2f-ff0aebe8d2b7' class='xr-var-data-in' type='checkbox'><label for='data-74d57965-a195-44b8-bf2f-ff0aebe8d2b7' 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>longitude of cell barycenter</dd><dt><span>units :</span></dt><dd>radian</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.180356, 0.180533, 0.179247, 0.178837, 0.179013, 0.177725, 0.179774,\n",
       "       0.181066, 0.180888, 0.180128, 0.17696 , 0.178074, 0.176019, 0.176786,\n",
       "       0.178487, 0.177551, 0.178312, 0.179598, 0.180004, 0.181112, 0.179071,\n",
       "       0.179542, 0.1786  , 0.179366, 0.180661, 0.179897, 0.180839, 0.180075,\n",
       "       0.178777, 0.177308, 0.177482, 0.176192, 0.178249, 0.180305, 0.173883,\n",
       "       0.172946, 0.175924, 0.17703 , 0.174989, 0.174393, 0.175502, 0.173453,\n",
       "       0.174222, 0.176268, 0.175159, 0.177203, 0.17644 , 0.174734, 0.175674,\n",
       "       0.174906, 0.173623, 0.173115, 0.177964, 0.17319 , 0.174134, 0.17336 ,\n",
       "       0.172584, 0.175768, 0.174649, 0.176713, 0.173702, 0.175422, 0.174477,\n",
       "       0.175249, 0.176539, 0.178008, 0.177833, 0.172851, 0.172682, 0.173964])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude_vertices</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-26956ead-650b-4f2c-a924-ab9811febcce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26956ead-650b-4f2c-a924-ab9811febcce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb2968db-36aa-4557-b16c-1a424482fb25' class='xr-var-data-in' type='checkbox'><label for='data-cb2968db-36aa-4557-b16c-1a424482fb25' 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>longitude of vertices</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([0.181467, 0.18071 , 0.182221, 0.182002, 0.179422, 0.18018 , 0.178138,\n",
       "       0.179951, 0.177899, 0.178662, 0.179189, 0.176613, 0.181244, 0.177134,\n",
       "       0.175846, 0.175077, 0.177377, 0.180935, 0.178897, 0.181781, 0.181018,\n",
       "       0.180253, 0.179719, 0.178425, 0.180483, 0.177657, 0.178953, 0.176365,\n",
       "       0.172778, 0.174818, 0.174052, 0.172008, 0.176858, 0.176095, 0.175331,\n",
       "       0.174563, 0.173284, 0.172513, 0.173793, 0.172245, 0.171467, 0.173531,\n",
       "       0.17302 , 0.174305, 0.172754, 0.178184, 0.174821, 0.175594, 0.176887,\n",
       "       0.171739])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude_vertices</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de4f3196-b79c-4325-b6ea-59ed83acc763' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de4f3196-b79c-4325-b6ea-59ed83acc763' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90534967-38d6-4979-b65a-cc21b9395774' class='xr-var-data-in' type='checkbox'><label for='data-90534967-38d6-4979-b65a-cc21b9395774' 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>latitude of vertices</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([0.945555, 0.946639, 0.944471, 0.947588, 0.945688, 0.944605, 0.944737,\n",
       "       0.947722, 0.947854, 0.946771, 0.948805, 0.946902, 0.948671, 0.948937,\n",
       "       0.947985, 0.949067, 0.94582 , 0.943521, 0.943653, 0.950703, 0.951786,\n",
       "       0.952869, 0.950837, 0.949887, 0.949754, 0.95097 , 0.95192 , 0.950019,\n",
       "       0.944041, 0.943914, 0.944996, 0.945123, 0.943784, 0.944867, 0.94595 ,\n",
       "       0.947032, 0.946078, 0.94716 , 0.948114, 0.950276, 0.951357, 0.951229,\n",
       "       0.949195, 0.950148, 0.95231 , 0.953002, 0.952182, 0.9511  , 0.952052,\n",
       "       0.948241])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_edge_centre</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4525a533-8dd6-48d8-832e-26b0200ecca6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4525a533-8dd6-48d8-832e-26b0200ecca6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05cc8357-e02d-433b-aa74-d1530ca567a5' class='xr-var-data-in' type='checkbox'><label for='data-05cc8357-e02d-433b-aa74-d1530ca567a5' 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>longitudes of edge midpoints</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([0.181089, 0.181356, 0.180445, 0.179801, 0.180823, 0.180066, 0.17878 ,\n",
       "       0.179159, 0.181201, 0.178925, 0.178281, 0.179306, 0.17957 , 0.178544,\n",
       "       0.177256, 0.177638, 0.180331, 0.179686, 0.180977, 0.181623, 0.180597,\n",
       "       0.180217, 0.177517, 0.17649 , 0.176873, 0.178161, 0.176106, 0.175462,\n",
       "       0.17623 , 0.178019, 0.1784  , 0.179042, 0.176995, 0.177758, 0.181578,\n",
       "       0.180558, 0.179538, 0.179916, 0.178518, 0.180636, 0.1814  , 0.179072,\n",
       "       0.179454, 0.180102, 0.178688, 0.178041, 0.178807, 0.179836, 0.18075 ,\n",
       "       0.181132, 0.180368, 0.179986, 0.179337, 0.179603, 0.178305, 0.177395,\n",
       "       0.17675 , 0.177779, 0.177011, 0.175721, 0.180864, 0.173798, 0.173415,\n",
       "       0.174435, 0.172393, 0.17303 , 0.175838, 0.176477, 0.175456, 0.177497,\n",
       "       0.177117, 0.175074, 0.174947, 0.173923, 0.174307, 0.175971, 0.175588,\n",
       "       0.173538, 0.172899, 0.174691, 0.173668, 0.175713, 0.176736, 0.176354,\n",
       "       0.175204, 0.17482 , 0.174179, 0.174435, 0.173153, 0.172646, 0.177877,\n",
       "       0.172888, 0.172499, 0.172633, 0.173663, 0.173275, 0.174049, 0.174692,\n",
       "       0.173919, 0.17211 , 0.173143, 0.175208, 0.17624 , 0.175854, 0.174176,\n",
       "       0.174563, 0.176626, 0.177273, 0.173787, 0.17495 , 0.175336, 0.17598 ,\n",
       "       0.17792 , 0.178569, 0.177535, 0.172126, 0.172766, 0.173407, 0.172379])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_edge_centre</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-faabd1aa-0882-4781-99c0-350748fd90ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-faabd1aa-0882-4781-99c0-350748fd90ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f2ced70-de3a-4a1e-b9d8-2aa079f11cf7' class='xr-var-data-in' type='checkbox'><label for='data-4f2ced70-de3a-4a1e-b9d8-2aa079f11cf7' 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>latitudes of edge midpoints</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([0.946097, 0.947113, 0.945622, 0.945146, 0.94508 , 0.946163, 0.945213,\n",
       "       0.944671, 0.944538, 0.947788, 0.947313, 0.947247, 0.948263, 0.94833 ,\n",
       "       0.947378, 0.946837, 0.94718 , 0.946705, 0.947655, 0.94813 , 0.948197,\n",
       "       0.948738, 0.948395, 0.948461, 0.94792 , 0.948871, 0.949002, 0.948526,\n",
       "       0.947444, 0.946296, 0.945754, 0.94623 , 0.946361, 0.945278, 0.943996,\n",
       "       0.944063, 0.944129, 0.943587, 0.944195, 0.952327, 0.951245, 0.950362,\n",
       "       0.949821, 0.950296, 0.950904, 0.950429, 0.949346, 0.94928 , 0.95077 ,\n",
       "       0.950229, 0.951312, 0.951853, 0.951378, 0.952394, 0.951445, 0.949953,\n",
       "       0.949478, 0.949412, 0.950494, 0.949543, 0.949213, 0.943978, 0.944519,\n",
       "       0.944455, 0.944582, 0.94506 , 0.943849, 0.944326, 0.944391, 0.944261,\n",
       "       0.944802, 0.944932, 0.946491, 0.946555, 0.946014, 0.946426, 0.946967,\n",
       "       0.947096, 0.946619, 0.945473, 0.945537, 0.945409, 0.945344, 0.945885,\n",
       "       0.947508, 0.948049, 0.947573, 0.94859 , 0.947637, 0.945601, 0.943719,\n",
       "       0.950753, 0.951293, 0.949736, 0.949672, 0.950212, 0.949131, 0.949607,\n",
       "       0.950689, 0.951834, 0.95177 , 0.951641, 0.951576, 0.952117, 0.951706,\n",
       "       0.951165, 0.951035, 0.951511, 0.952246, 0.950624, 0.950084, 0.95056 ,\n",
       "       0.951986, 0.952461, 0.952527, 0.9477  , 0.948178, 0.948654, 0.948718])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_of_cell</span></div><div class='xr-var-dims'>(nv, cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-80cdaa7e-752b-4f85-96e3-9e3c7edad0aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80cdaa7e-752b-4f85-96e3-9e3c7edad0aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-209a8361-557d-4462-9cc7-15aa7dd51fe2' class='xr-var-data-in' type='checkbox'><label for='data-209a8361-557d-4462-9cc7-15aa7dd51fe2' 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>edges of each cellvertices </dd></dl></div><div class='xr-var-data'><pre>array([[  3,   1,   7, ..., 117, 116,  88],\n",
       "       [  4,   6,   8, ..., 118,  89,  97],\n",
       "       [  5,   3,   4, ..., 119, 117, 118]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertex_of_cell</span></div><div class='xr-var-dims'>(nv, cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-844dba09-a869-4f9c-89b2-133040408dce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-844dba09-a869-4f9c-89b2-133040408dce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5421c30f-d21a-4c8f-b1f5-e0fea6dc3ca1' class='xr-var-data-in' type='checkbox'><label for='data-5421c30f-d21a-4c8f-b1f5-e0fea6dc3ca1' 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>vertices of each cellcells ad</dd></dl></div><div class='xr-var-data'><pre>array([[ 5,  1,  5, ..., 39, 50, 39],\n",
       "       [ 6,  2,  7, ..., 43, 38, 16],\n",
       "       [ 1,  5,  6, ..., 50, 39, 43]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>adjacent_cell_of_edge</span></div><div class='xr-var-dims'>(nc, edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-199b5b94-2440-4249-89ce-36a5b9b0276f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-199b5b94-2440-4249-89ce-36a5b9b0276f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aba75f1f-f5ff-4d2a-af11-95ecaafbbaf5' class='xr-var-data-in' type='checkbox'><label for='data-aba75f1f-f5ff-4d2a-af11-95ecaafbbaf5' 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>cells adjacent to each edge</dd></dl></div><div class='xr-var-data'><pre>array([[-1, -1,  1, ..., 68, 68, 68],\n",
       "       [ 2,  9,  2, ..., 69, 70, -1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_vertices</span></div><div class='xr-var-dims'>(nc, edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a70b169d-0d08-45d0-952f-a19b9dccab22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a70b169d-0d08-45d0-952f-a19b9dccab22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d90be4b6-11f6-4216-86f0-10cb817405d7' class='xr-var-data-in' type='checkbox'><label for='data-d90be4b6-11f6-4216-86f0-10cb817405d7' 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>vertices at the end of of each edge</dd></dl></div><div class='xr-var-data'><pre>array([[ 2,  4,  1, ..., 50, 39, 43],\n",
       "       [ 1,  2,  5, ..., 39, 43, 50]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cells_of_vertex</span></div><div class='xr-var-dims'>(ne, vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f11e3b34-9cd9-4a0b-a743-ef73650e6661' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f11e3b34-9cd9-4a0b-a743-ef73650e6661' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b1ec42f-0ed1-478e-9b83-dd28dc4f4551' class='xr-var-data-in' type='checkbox'><label for='data-1b1ec42f-0ed1-478e-9b83-dd28dc4f4551' 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>cells around each vertex</dd></dl></div><div class='xr-var-data'><pre>array([[-1, -1, -1, ..., 58, 58, -1],\n",
       "       [-1, -1, -1, ..., 59, 60, -1],\n",
       "       [-1,  2, -1, ..., 60, -1, -1],\n",
       "       [ 1,  7, -1, ..., 62, 66, 68],\n",
       "       [ 2,  9, 20, ..., 63, 67, 69],\n",
       "       [-1, 18, -1, ..., 65, -1, -1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edges_of_vertex</span></div><div class='xr-var-dims'>(ne, vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-31915308-7da4-402e-b7c7-7ceb408ee93e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31915308-7da4-402e-b7c7-7ceb408ee93e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0c7b614-c571-4d03-9a06-a41b39fb7aa5' class='xr-var-data-in' type='checkbox'><label for='data-a0c7b614-c571-4d03-9a06-a41b39fb7aa5' 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>edges around each vertex</dd></dl></div><div class='xr-var-data'><pre>array([[ -1,  -1,  -1, ..., 102, 103,  -1],\n",
       "       [ -1,   1,  -1, ..., 103, 104,  -1],\n",
       "       [  1,   2,   9, ..., 106, 108, 116],\n",
       "       [ -1,   6,  -1, ..., 107,  -1,  -1],\n",
       "       [  3,  17,  35, ..., 110, 113, 117],\n",
       "       [  5,  18,  -1, ..., 112, 115, 119]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertices_of_vertex</span></div><div class='xr-var-dims'>(ne, vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b9cb722-b601-4f07-bdcd-5340c9e198c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b9cb722-b601-4f07-bdcd-5340c9e198c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13b722ae-1317-4050-bbf2-4ed90e292f00' class='xr-var-data-in' type='checkbox'><label for='data-13b722ae-1317-4050-bbf2-4ed90e292f00' 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>vertices around each vertex</dd></dl></div><div class='xr-var-data'><pre>array([[-1, -1,  1, ..., 47, 48, -1],\n",
       "       [-1,  1, -1, ..., 49, 47, -1],\n",
       "       [ 2,  4,  6, ..., 42, 26, 38],\n",
       "       [ 3,  5, -1, ..., 26, -1, -1],\n",
       "       [ 5,  8, 18, ..., 44, 27, 39],\n",
       "       [ 6, 10, -1, ..., 28, 46, 43]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_area_p</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6d3fe5ff-10c2-4c07-8d5f-ca53943c793f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d3fe5ff-10c2-4c07-8d5f-ca53943c793f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d86605a9-e202-4082-a0c7-c9c1dfa74abc' class='xr-var-data-in' type='checkbox'><label for='data-d86605a9-e202-4082-a0c7-c9c1dfa74abc' 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>area of grid cell</dd><dt><span>units :</span></dt><dd>m2</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([25122696.100735, 25115307.267907, 25116300.534128, 25123237.931024,\n",
       "       25115830.247435, 25116842.75659 , 25115578.910138, 25114562.040095,\n",
       "       25121960.932241, 25122212.059399, 25117083.448929, 25123478.41463 ,\n",
       "       25124729.658542, 25124499.793522, 25116581.784901, 25124249.665799,\n",
       "       25123979.275508, 25122977.159648, 25115999.004667, 25122394.754638,\n",
       "       25123688.622955, 25115025.063522, 25122653.375085, 25122442.873669,\n",
       "       25121393.215094, 25121593.997027, 25113974.845723, 25114166.124292,\n",
       "       25115226.0792  , 25123698.610424, 25116272.006796, 25117303.861822,\n",
       "       25116061.279655, 25114803.717182, 25119795.715901, 25127478.523255,\n",
       "       25118545.371572, 25124967.236121, 25126230.550547, 25119085.469371,\n",
       "       25125506.966573, 25126749.018405, 25126499.890636, 25125247.219992,\n",
       "       25118825.534301, 25117570.619972, 25117841.200154, 25125746.475592,\n",
       "       25118091.526784, 25118321.599695, 25119325.176469, 25120065.233457,\n",
       "       25117279.786595, 25126164.780769, 25118531.418818, 25118720.984305,\n",
       "       25118890.296435, 25124078.139111, 25117683.849702, 25116462.429012,\n",
       "       25125297.678096, 25117503.995341, 25125128.600582, 25124939.260832,\n",
       "       25123898.518499, 25115406.764477, 25122843.563845, 25119544.655465,\n",
       "       25126977.933665, 25125965.746968])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_elevation</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a80449e8-294d-453d-ad4e-3613c33d372a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a80449e8-294d-453d-ad4e-3613c33d372a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff1e5d61-3659-4c84-8a4b-48139959f8a0' class='xr-var-data-in' type='checkbox'><label for='data-ff1e5d61-3659-4c84-8a4b-48139959f8a0' 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 at the cell centers</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 33.,  30.,  47.,  18.,  27.,  35.,  23.,  44.,  37.,  16.,   0.,  33.,\n",
       "        23.,  39.,  20.,  33.,  33.,   0.,  54.,  40.,  35., -20., -20.,   4.,\n",
       "       -20., -20., -20., -20., -20.,  17.,   0.,  25.,   0.,  18.,  22.,  21.,\n",
       "        33.,  52.,  28.,  42.,  33.,  38.,  35.,  30.,  22.,  42.,  63.,   8.,\n",
       "        22.,  25.,   0.,  24.,  50.,  20.,  20.,   0.,  21., -22.,   0., -20.,\n",
       "        24.,  31.,   0.,  21.,  33., -20., -20.,  10.,  14.,  16.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_sea_land_mask</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-808b823f-e4d8-46ae-9d34-d4bdc9ed0b07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-808b823f-e4d8-46ae-9d34-d4bdc9ed0b07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbea3f8e-cca0-4a9e-9e4e-e069e51dd22c' class='xr-var-data-in' type='checkbox'><label for='data-bbea3f8e-cca0-4a9e-9e4e-e069e51dd22c' 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>sea (-2 inner, -1 boundary) land (2 inner, 1 boundary) mask for the cell</dd><dt><span>units :</span></dt><dd>2,1,-1,-</dd><dt><span>grid_type :</span></dt><dd>unstructured</dd><dt><span>number_of_grid_in_reference :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2, -1, -1,  1, -2, -2, -2, -2, -2,  2,  1,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2, -1,  1, -1,  2,  2,  2,  2,  1, -2, -2,  2,  2,  2],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_domain_id</span></div><div class='xr-var-dims'>(cell, max_stored_decompositions)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-684cc47e-a1b3-4bee-be8f-92dbef9648ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-684cc47e-a1b3-4bee-be8f-92dbef9648ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2a2cb90-54f7-44c5-86ab-bb61b361578f' class='xr-var-data-in' type='checkbox'><label for='data-a2a2cb90-54f7-44c5-86ab-bb61b361578f' 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>cell domain id for decomposition</dd></dl></div><div class='xr-var-data'><pre>array([[-1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1],\n",
       "       ...,\n",
       "       [-1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_no_of_domains</span></div><div class='xr-var-dims'>(max_stored_decompositions)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bcb8a40e-b642-4701-b547-9b9848c5c233' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcb8a40e-b642-4701-b547-9b9848c5c233' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86a447bd-1305-428c-93c1-5ad1d4ef7c6c' class='xr-var-data-in' type='checkbox'><label for='data-86a447bd-1305-428c-93c1-5ad1d4ef7c6c' 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>number of domains for each decomposition</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dual_area_p</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-441156f2-9722-489a-b4ef-85765121f889' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-441156f2-9722-489a-b4ef-85765121f889' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f18e5aad-564d-415e-b3f3-f2cbd192866d' class='xr-var-data-in' type='checkbox'><label for='data-f18e5aad-564d-415e-b3f3-f2cbd192866d' 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>areas of dual hexagonal/pentagonal cells</dd><dt><span>units :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><pre>array([50236704.122656, 50237267.527659, 50236100.118676, 50235230.038   ,\n",
       "       50239276.966254, 50238694.377885, 50241258.305094, 50237790.288386,\n",
       "       50240320.464294, 50239819.00547 , 50238272.447008, 50242340.252394,\n",
       "       50235733.502502, 50240781.350132, 50242820.452884, 50243260.115676,\n",
       "       50241819.533841, 50238071.211777, 50240656.570545, 50234092.084342,\n",
       "       50234494.794375, 50234856.734131, 50236618.428003, 50238714.003412,\n",
       "       50236196.295122, 50239114.916644, 50236999.909492, 50241201.685427,\n",
       "       50248229.369524, 50245735.704121, 50246294.791182, 50248767.166384,\n",
       "       50243211.426168, 50243791.784211, 50244331.724518, 50244831.158016,\n",
       "       50246813.437152, 50247291.676182, 50245290.154576, 50246086.730154,\n",
       "       50246424.316582, 50244017.9306  , 50245708.66943 , 50243659.302194,\n",
       "       50244336.072468, 50237340.695538, 50241920.64028 , 50241581.431299,\n",
       "       50239475.199931, 50247729.493096])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_length</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b54baab6-3632-49dc-9b74-f0975e98ff75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b54baab6-3632-49dc-9b74-f0975e98ff75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ab22ff2-59fe-4878-806e-0b055bdf17da' class='xr-var-data-in' type='checkbox'><label for='data-8ab22ff2-59fe-4878-806e-0b055bdf17da' 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>lengths of edges of triangular cells</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([7457.780512, 7726.180508, 7671.406511, 7459.621232, 7727.687566,\n",
       "       7726.220633, 7726.260814, 7669.834808, 7669.853271, 7674.502786,\n",
       "       7459.646004, 7724.750261, 7457.805155, 7723.27646 , 7723.314953,\n",
       "       7672.939478, 7457.793181, 7672.956351, 7674.51952 , 7455.952435,\n",
       "       7724.710996, 7676.06173 , 7459.657368, 7721.836883, 7674.486711,\n",
       "       7676.04581 , 7676.030534, 7461.509045, 7461.49828 , 7724.789599,\n",
       "       7671.388842, 7459.633959, 7461.486846, 7461.474739, 7729.151052,\n",
       "       7459.607825, 7727.728586, 7668.277383, 7461.461964, 7454.144998,\n",
       "       7454.134638, 7721.761694, 7677.60052 , 7455.975515, 7679.135885,\n",
       "       7457.827018, 7457.816435, 7723.238056, 7679.150804, 7723.199755,\n",
       "       7721.724273, 7680.681903, 7455.985991, 7720.245381, 7720.28192 ,\n",
       "       7677.585415, 7459.668047, 7721.799235, 7720.318597, 7720.355397,\n",
       "       7455.964329, 7668.223742, 7723.430818, 7465.168374, 7467.020586,\n",
       "       7669.783457, 7668.240953, 7463.31549 , 7724.868432, 7726.301033,\n",
       "       7669.81703 , 7669.799919, 7463.339143, 7721.912434, 7671.355497,\n",
       "       7723.35352 , 7672.923261, 7672.907682, 7465.190823, 7723.392146,\n",
       "       7465.179922, 7463.327646, 7724.828994, 7671.371843, 7721.87462 ,\n",
       "       7674.471276, 7463.349981, 7720.392303, 7720.429302, 7721.950308,\n",
       "       7668.258827, 7717.417451, 7679.09484 , 7463.36967 , 7718.906577,\n",
       "       7677.557073, 7676.015883, 7461.519135, 7461.528551, 7715.924931,\n",
       "       7461.537292, 7459.687348, 7718.834554, 7680.654345, 7717.382211,\n",
       "       7679.107921, 7679.121596, 7457.836905, 7680.641471, 7718.870503,\n",
       "       7677.570938, 7459.678041, 7680.667816, 7455.99576 , 7718.798742,\n",
       "       7465.201074, 7674.456465, 7463.360156, 7718.94276 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_cell_distance</span></div><div class='xr-var-dims'>(nc, edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-63f69c00-2adb-465d-a85a-dccaf5a62af5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63f69c00-2adb-465d-a85a-dccaf5a62af5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3247f49f-b3f4-4ece-b293-e3cb462de103' class='xr-var-data-in' type='checkbox'><label for='data-3247f49f-b3f4-4ece-b293-e3cb462de103' 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>distances between edge midpoint and adjacent triangle midpoints</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([[2336.803793, 2106.251189, 2157.070769, ..., 2153.383914, 2331.511663,\n",
       "        2113.258962],\n",
       "       [2335.686969, 2107.583409, 2155.791416, ..., 2154.672351, 2332.6356  ,\n",
       "        2114.587976]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dual_edge_length</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-671625d7-e56c-470e-83c3-b37b0418923c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-671625d7-e56c-470e-83c3-b37b0418923c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c94790c2-9649-4344-b421-a2047709a4b0' class='xr-var-data-in' type='checkbox'><label for='data-c94790c2-9649-4344-b421-a2047709a4b0' 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>lengths of dual edges (distances between triangular cell circumcenters)</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([4672.490762, 4213.834599, 4312.862184, 4669.678136, 4211.161948,\n",
       "       4213.90321 , 4213.969957, 4315.792787, 4315.572287, 4307.439926,\n",
       "       4669.723156, 4216.643892, 4672.532448, 4219.383993, 4219.457665,\n",
       "       4310.364197, 4672.513121, 4310.151397, 4307.2274  , 4675.320017,\n",
       "       4216.571785, 4304.519134, 4669.741108, 4222.200643, 4307.648891,\n",
       "       4304.727786, 4304.932928, 4666.946029, 4666.929453, 4216.71409 ,\n",
       "       4313.078834, 4669.702163, 4666.909838, 4666.887184, 4208.420129,\n",
       "       4669.651066, 4211.225256, 4318.506047, 4666.861483, 4678.161755,\n",
       "       4678.151791, 4222.044314, 4301.810204, 4675.352322, 4299.100626,\n",
       "       4672.562013, 4672.548744, 4219.30836 , 4298.896203, 4219.230736,\n",
       "       4221.963106, 4296.189877, 4675.363935, 4224.694813, 4224.779626,\n",
       "       4302.015003, 4669.75603 , 4222.123483, 4224.862345, 4224.943008,\n",
       "       4675.337682, 4319.157088, 4219.66719 , 4661.271327, 4658.470828,\n",
       "       4316.432483, 4318.943715, 4664.06823 , 4216.848863, 4214.034862,\n",
       "       4316.009632, 4316.222851, 4664.113824, 4222.349043, 4313.501314,\n",
       "       4219.529402, 4310.57342 , 4310.779107, 4661.314171, 4219.599234,\n",
       "       4661.29427 , 4664.092545, 4216.782409, 4313.291866, 4222.275817,\n",
       "       4307.854322, 4664.132062, 4225.021651, 4225.098281, 4222.420343,\n",
       "       4318.726717, 4230.511466, 4299.693227, 4664.15942 , 4227.766868,\n",
       "       4302.414208, 4305.13458 , 4666.959572, 4666.970082, 4233.255425,\n",
       "       4666.97756 , 4669.776774, 4227.600568, 4296.587531, 4230.425862,\n",
       "       4299.499097, 4299.301575, 4672.572245, 4296.781268, 4227.684754,\n",
       "       4302.216325, 4669.767918, 4296.390412, 4675.372524, 4227.51428 ,\n",
       "       4661.331021, 4308.056265, 4664.147263, 4227.846938])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edgequad_area</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4f7f898a-00a3-4362-b849-bc9ccc03cf10' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f7f898a-00a3-4362-b849-bc9ccc03cf10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb113f8e-2ab4-43f8-a207-94e05bac15bc' class='xr-var-data-in' type='checkbox'><label for='data-bb113f8e-2ab4-43f8-a207-94e05bac15bc' 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>area around the edge formed by the two adjacent triangles</dd><dt><span>units :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><pre>array([4.292217e-07, 4.010199e-07, 4.075343e-07, 4.290692e-07, 4.008437e-07,\n",
       "       4.010285e-07, 4.010369e-07, 4.077277e-07, 4.077078e-07, 4.071862e-07,\n",
       "       4.290747e-07, 4.012130e-07, 4.292269e-07, 4.013971e-07, 4.014061e-07,\n",
       "       4.073796e-07, 4.292244e-07, 4.073604e-07, 4.071670e-07, 4.293763e-07,\n",
       "       4.012041e-07, 4.069928e-07, 4.290770e-07, 4.015902e-07, 4.072051e-07,\n",
       "       4.070116e-07, 4.070302e-07, 4.289266e-07, 4.289245e-07, 4.012217e-07,\n",
       "       4.075538e-07, 4.290721e-07, 4.289220e-07, 4.289193e-07, 4.006586e-07,\n",
       "       4.290659e-07, 4.008519e-07, 4.079011e-07, 4.289162e-07, 4.295331e-07,\n",
       "       4.295316e-07, 4.015714e-07, 4.068182e-07, 4.293806e-07, 4.066432e-07,\n",
       "       4.292309e-07, 4.292290e-07, 4.013879e-07, 4.066247e-07, 4.013785e-07,\n",
       "       4.015617e-07, 4.064497e-07, 4.293822e-07, 4.017446e-07, 4.017545e-07,\n",
       "       4.068367e-07, 4.290790e-07, 4.015809e-07, 4.017643e-07, 4.017739e-07,\n",
       "       4.293786e-07, 4.079598e-07, 4.014320e-07, 4.286152e-07, 4.284640e-07,\n",
       "       4.077854e-07, 4.079405e-07, 4.287659e-07, 4.012386e-07, 4.010452e-07,\n",
       "       4.077472e-07, 4.077664e-07, 4.287715e-07, 4.016082e-07, 4.075920e-07,\n",
       "       4.014149e-07, 4.073985e-07, 4.074172e-07, 4.286204e-07, 4.014236e-07,\n",
       "       4.286180e-07, 4.287689e-07, 4.012302e-07, 4.075730e-07, 4.015993e-07,\n",
       "       4.072237e-07, 4.287738e-07, 4.017833e-07, 4.017925e-07, 4.016170e-07,\n",
       "       4.079210e-07, 4.021503e-07, 4.066971e-07, 4.287774e-07, 4.019670e-07,\n",
       "       4.068730e-07, 4.070485e-07, 4.289285e-07, 4.289300e-07, 4.023334e-07,\n",
       "       4.289312e-07, 4.290820e-07, 4.019474e-07, 4.064859e-07, 4.021404e-07,\n",
       "       4.066794e-07, 4.066615e-07, 4.292324e-07, 4.065035e-07, 4.019573e-07,\n",
       "       4.068550e-07, 4.290807e-07, 4.064679e-07, 4.293836e-07, 4.019374e-07,\n",
       "       4.286226e-07, 4.072420e-07, 4.287758e-07, 4.019765e-07])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_elevation</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b1848eb3-a1a1-4ba4-9ee6-dc5df212360e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1848eb3-a1a1-4ba4-9ee6-dc5df212360e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-271bae98-2bc0-4522-b379-4d3c65d7cdaa' class='xr-var-data-in' type='checkbox'><label for='data-271bae98-2bc0-4522-b379-4d3c65d7cdaa' 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 at the edge centers</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 38.,  58.,  33.,  47.,  33.,  30.,  47.,  47.,  40.,  27.,  35.,  23.,\n",
       "        27.,  33.,  39.,  35.,  37.,  23.,  44.,  44.,  44.,  18.,  33.,  23.,\n",
       "        39.,  33.,  25.,  25.,  39.,  33.,  33.,  20.,  63.,  42.,  40.,  54.,\n",
       "        54.,  54.,  50., -20., -20., -20.,   0., -20., -20.,   0.,   4.,  18.,\n",
       "       -20., -20., -20., -20., -20., -20., -20.,  17.,  25.,  17.,  33.,  25.,\n",
       "        18.,  22.,  22.,  28.,  21.,  24.,  33.,  52.,  33.,  52.,  52.,  28.,\n",
       "        42.,  42.,  42.,  63.,  33.,  38.,  38.,  35.,  35.,  30.,  42.,  63.,\n",
       "        22.,  25.,   8.,  25.,  14.,  24.,  50.,   0.,  21.,  28.,  20.,  20.,\n",
       "        20.,  21.,   0.,  31.,  24.,   0., -20., -20.,  24.,   0.,   0., -20.,\n",
       "        24.,  31.,  31.,  33., -20., -20., -20.,  17.,  14.,  16.,  13.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_sea_land_mask</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fbc0cc8e-95e4-4d2d-bebb-2a1c3922f6f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbc0cc8e-95e4-4d2d-bebb-2a1c3922f6f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-133122ec-8911-4ed2-8abe-6173d0fd82a4' class='xr-var-data-in' type='checkbox'><label for='data-133122ec-8911-4ed2-8abe-6173d0fd82a4' 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>sea (-2 inner, -1 boundary) land (2 inner, 1 boundary) mask for the cell</dd><dt><span>units :</span></dt><dd>2,1,-1,-</dd></dl></div><div class='xr-var-data'><pre>array([ 2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2, -2, -2, -2,  0, -2, -2,  0,  2,  2, -2, -2, -2, -2, -2, -2,\n",
       "       -2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
       "        2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  0, -2, -2,  2,  2,  0, -2,\n",
       "        2,  2,  2,  2, -2, -2, -2,  2,  2,  2,  2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_vert_distance</span></div><div class='xr-var-dims'>(nc, edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30b3967f-a8e1-4f10-a54b-3a0852351e24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30b3967f-a8e1-4f10-a54b-3a0852351e24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23adfaf3-d58b-4efb-ac70-61af3c445f3a' class='xr-var-data-in' type='checkbox'><label for='data-23adfaf3-d58b-4efb-ac70-61af3c445f3a' 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>distances between edge midpoint and vertices of that edge</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([[3728.890256, 3863.090254, 3835.703256, ..., 3837.228233, 3731.680078,\n",
       "        3859.47138 ],\n",
       "       [3728.890256, 3863.090254, 3835.703256, ..., 3837.228233, 3731.680078,\n",
       "        3859.47138 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zonal_normal_primal_edge</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-92d5345c-d145-4636-af06-29b909ec923a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92d5345c-d145-4636-af06-29b909ec923a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c48c529-9d07-484a-b419-30bd2fdd0d6e' class='xr-var-data-in' type='checkbox'><label for='data-5c48c529-9d07-484a-b419-30bd2fdd0d6e' 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>zonal component of normal to primal edge</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([-0.925783, -0.782843,  0.11073 , -0.925421,  0.783396, -0.783674,\n",
       "       -0.784501, -0.109785, -0.111175,  0.109832, -0.924809,  0.783953,\n",
       "        0.925174, -0.784235, -0.785062, -0.108886,  0.925479, -0.110282,\n",
       "       -0.111232,  0.925843, -0.783123,  0.110782,  0.924501, -0.785344,\n",
       "       -0.108432,  0.10938 ,  0.107977, -0.923825, -0.924136, -0.784781,\n",
       "       -0.109336,  0.925116, -0.924446, -0.924753, -0.783119,  0.925724,\n",
       "       -0.784224, -0.11023 , -0.925059, -0.925293, -0.9256  , -0.783687,\n",
       "       -0.11033 ,  0.925233,  0.109876, -0.924558, -0.924867,  0.783404,\n",
       "        0.111285,  0.78257 ,  0.782853,  0.110831, -0.924925, -0.783138,\n",
       "       -0.783971,  0.108924, -0.924191,  0.784517, -0.784802, -0.785628,\n",
       "       -0.925539,  0.106068, -0.787522,  0.92372 ,  0.923045,  0.105612,\n",
       "       -0.107455,  0.924391, -0.786425,  0.785325,  0.108394,  0.107003,\n",
       "        0.923772, -0.786988, -0.106549,  0.785885,  0.107489,  0.106092,\n",
       "       -0.923095,  0.786706, -0.923408, -0.924082,  0.785605,  0.107943,\n",
       "        0.786168,  0.107032, -0.92346 , -0.786452, -0.787271,  0.787804,\n",
       "        0.108843,  0.787024,  0.105648, -0.922831,  0.786737,  0.106112,\n",
       "       -0.106573,  0.923513,  0.923198,  0.787313,  0.922882, -0.923567,\n",
       "        0.785087,  0.108006, -0.786201, -0.107057, -0.108467,  0.924248,\n",
       "       -0.106594, -0.785914, -0.107518,  0.92388 , -0.109419,  0.924616,\n",
       "       -0.784257,  0.92278 , -0.105632,  0.923146, -0.787557])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>meridional_normal_primal_edge</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b38dc962-94c9-4a32-b5af-7ab80a0285ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b38dc962-94c9-4a32-b5af-7ab80a0285ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29eea4e3-0525-45d0-abde-e69cdac9dfec' class='xr-var-data-in' type='checkbox'><label for='data-29eea4e3-0525-45d0-abde-e69cdac9dfec' 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>meridional component of normal to primal edge</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([-0.378055,  0.622219,  0.993851, -0.378941, -0.621523,  0.621173,\n",
       "        0.620127, -0.993955, -0.993801,  0.99395 , -0.380431, -0.62082 ,\n",
       "        0.379543,  0.620465,  0.619418, -0.994054,  0.378798, -0.9939  ,\n",
       "       -0.993795,  0.377907,  0.621867,  0.993845,  0.381179,  0.619059,\n",
       "       -0.994104,  0.994   ,  0.994153, -0.382814, -0.382063,  0.619774,\n",
       "       -0.994005,  0.379685, -0.381314, -0.380567,  0.621871,  0.378199,\n",
       "        0.620478, -0.993906, -0.379823, -0.379252, -0.378504,  0.621156,\n",
       "       -0.993895,  0.379399,  0.993945, -0.381041, -0.380291, -0.621513,\n",
       "        0.993789, -0.622563, -0.622207,  0.993839, -0.380149,  0.621848,\n",
       "        0.620797,  0.99405 , -0.38193 , -0.620107,  0.619747,  0.618699,\n",
       "       -0.378652,  0.994359,  0.616286,  0.383069,  0.384691,  0.994407,\n",
       "       -0.99421 ,  0.381446,  0.617686, -0.619083,  0.994108,  0.994259,\n",
       "        0.382943,  0.616969, -0.994307, -0.618372,  0.994206,  0.994356,\n",
       "       -0.384572, -0.617328, -0.383819, -0.382193, -0.618729,  0.994157,\n",
       "       -0.618013,  0.994256, -0.383695,  0.617652,  0.616607, -0.615926,\n",
       "        0.994059, -0.616922,  0.994404, -0.385206, -0.617288,  0.994354,\n",
       "       -0.994305,  0.383568,  0.384324, -0.616554,  0.385082, -0.383438,\n",
       "       -0.619385,  0.99415 ,  0.617971, -0.994253, -0.9941  ,  0.381794,\n",
       "       -0.994303,  0.618336, -0.994203,  0.382683, -0.993996,  0.3809  ,\n",
       "        0.620436,  0.385326, -0.994405,  0.384449,  0.616242])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zonal_normal_dual_edge</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8cf8f718-93f7-4640-987a-a5cba78452bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8cf8f718-93f7-4640-987a-a5cba78452bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08f69e86-0e28-4ed7-8d25-e797bc79803f' class='xr-var-data-in' type='checkbox'><label for='data-08f69e86-0e28-4ed7-8d25-e797bc79803f' 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>zonal component of normal to dual edge</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([-0.378055,  0.622219,  0.993851, -0.378941, -0.621523,  0.621173,\n",
       "        0.620127, -0.993955, -0.993801,  0.99395 , -0.380431, -0.62082 ,\n",
       "        0.379543,  0.620465,  0.619418, -0.994054,  0.378798, -0.9939  ,\n",
       "       -0.993795,  0.377907,  0.621867,  0.993845,  0.381179,  0.619059,\n",
       "       -0.994104,  0.994   ,  0.994153, -0.382814, -0.382063,  0.619774,\n",
       "       -0.994005,  0.379685, -0.381314, -0.380567,  0.621871,  0.378199,\n",
       "        0.620478, -0.993906, -0.379823, -0.379252, -0.378504,  0.621156,\n",
       "       -0.993895,  0.379399,  0.993945, -0.381041, -0.380291, -0.621513,\n",
       "        0.993789, -0.622563, -0.622207,  0.993839, -0.380149,  0.621848,\n",
       "        0.620797,  0.99405 , -0.38193 , -0.620107,  0.619747,  0.618699,\n",
       "       -0.378652,  0.994359,  0.616286,  0.383069,  0.384691,  0.994407,\n",
       "       -0.99421 ,  0.381446,  0.617686, -0.619083,  0.994108,  0.994259,\n",
       "        0.382943,  0.616969, -0.994307, -0.618372,  0.994206,  0.994356,\n",
       "       -0.384572, -0.617328, -0.383819, -0.382193, -0.618729,  0.994157,\n",
       "       -0.618013,  0.994256, -0.383695,  0.617652,  0.616607, -0.615926,\n",
       "        0.994059, -0.616922,  0.994404, -0.385206, -0.617288,  0.994354,\n",
       "       -0.994305,  0.383568,  0.384324, -0.616554,  0.385082, -0.383438,\n",
       "       -0.619385,  0.99415 ,  0.617971, -0.994253, -0.9941  ,  0.381794,\n",
       "       -0.994303,  0.618336, -0.994203,  0.382683, -0.993996,  0.3809  ,\n",
       "        0.620436,  0.385326, -0.994405,  0.384449,  0.616242])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>meridional_normal_dual_edge</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a5339b33-7da5-4d25-bbd7-864f07e1f98e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5339b33-7da5-4d25-bbd7-864f07e1f98e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-760227b6-d5d4-4eb3-81b0-aefbbf166eec' class='xr-var-data-in' type='checkbox'><label for='data-760227b6-d5d4-4eb3-81b0-aefbbf166eec' 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>meridional component of normal to dual edge</dd><dt><span>units :</span></dt><dd>radian</dd></dl></div><div class='xr-var-data'><pre>array([ 0.925783,  0.782843, -0.11073 ,  0.925421, -0.783396,  0.783674,\n",
       "        0.784501,  0.109785,  0.111175, -0.109832,  0.924809, -0.783953,\n",
       "       -0.925174,  0.784235,  0.785062,  0.108886, -0.925479,  0.110282,\n",
       "        0.111232, -0.925843,  0.783123, -0.110782, -0.924501,  0.785344,\n",
       "        0.108432, -0.10938 , -0.107977,  0.923825,  0.924136,  0.784781,\n",
       "        0.109336, -0.925116,  0.924446,  0.924753,  0.783119, -0.925724,\n",
       "        0.784224,  0.11023 ,  0.925059,  0.925293,  0.9256  ,  0.783687,\n",
       "        0.11033 , -0.925233, -0.109876,  0.924558,  0.924867, -0.783404,\n",
       "       -0.111285, -0.78257 , -0.782853, -0.110831,  0.924925,  0.783138,\n",
       "        0.783971, -0.108924,  0.924191, -0.784517,  0.784802,  0.785628,\n",
       "        0.925539, -0.106068,  0.787522, -0.92372 , -0.923045, -0.105612,\n",
       "        0.107455, -0.924391,  0.786425, -0.785325, -0.108394, -0.107003,\n",
       "       -0.923772,  0.786988,  0.106549, -0.785885, -0.107489, -0.106092,\n",
       "        0.923095, -0.786706,  0.923408,  0.924082, -0.785605, -0.107943,\n",
       "       -0.786168, -0.107032,  0.92346 ,  0.786452,  0.787271, -0.787804,\n",
       "       -0.108843, -0.787024, -0.105648,  0.922831, -0.786737, -0.106112,\n",
       "        0.106573, -0.923513, -0.923198, -0.787313, -0.922882,  0.923567,\n",
       "       -0.785087, -0.108006,  0.786201,  0.107057,  0.108467, -0.924248,\n",
       "        0.106594,  0.785914,  0.107518, -0.92388 ,  0.109419, -0.924616,\n",
       "        0.784257, -0.92278 ,  0.105632, -0.923146,  0.787557])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>orientation_of_normal</span></div><div class='xr-var-dims'>(nv, cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3b3723b2-90cc-4086-9650-27f182f7e255' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b3723b2-90cc-4086-9650-27f182f7e255' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-517a5b34-cf67-4b2b-ab3e-9243d2d53d4f' class='xr-var-data-in' type='checkbox'><label for='data-517a5b34-cf67-4b2b-ab3e-9243d2d53d4f' 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>orientations of normals to triangular cell edges</dd></dl></div><div class='xr-var-data'><pre>array([[ 1, -1,  1, ...,  1, -1, -1],\n",
       "       [ 1,  1,  1, ...,  1, -1, -1],\n",
       "       [ 1, -1, -1, ...,  1, -1, -1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_index</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-af552ac2-e486-46d4-ae62-ef2a3f124bc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af552ac2-e486-46d4-ae62-ef2a3f124bc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4520490-1a54-47db-8d83-b0885965691d' class='xr-var-data-in' type='checkbox'><label for='data-d4520490-1a54-47db-8d83-b0885965691d' 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>cell index</dd></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36,\n",
       "       37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54,\n",
       "       55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parent_cell_index</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9617f2a1-42c2-471f-996d-533c6f2a3b1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9617f2a1-42c2-471f-996d-533c6f2a3b1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa719bb1-0774-41ee-9b27-3a204a27b7d9' class='xr-var-data-in' type='checkbox'><label for='data-aa719bb1-0774-41ee-9b27-3a204a27b7d9' 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>parent cell index</dd></dl></div><div class='xr-var-data'><pre>array([1070595, 1070595, 1070595, 1070601, 1070601, 1070601, 1070601, 1070602,\n",
       "       1070602, 1070602, 1070603, 1070603, 1070603, 1070603, 1070604, 1070604,\n",
       "       1070604, 1070604, 1070606, 1070606, 1070606, 1070621, 1070621, 1070621,\n",
       "       1070621, 1070622, 1070622, 1070622, 1070622, 1070623, 1070623, 1070623,\n",
       "       1070623, 1070624, 1070625, 1070626, 1070628, 1070628, 1070628, 1070629,\n",
       "       1070629, 1070629, 1070629, 1070630, 1070630, 1070630, 1070630, 1070631,\n",
       "       1070631, 1070631, 1070631, 1070632, 1070640, 1070735, 1070735, 1070735,\n",
       "       1070736, 1070741, 1070741, 1070741, 1070742, 1070743, 1070743, 1070743,\n",
       "       1070743, 1070744, 1070744, 1070783, 1070783, 1070783], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parent_cell_type</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d2713183-7216-4b0e-b3ef-cf6288a1390b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2713183-7216-4b0e-b3ef-cf6288a1390b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be242df0-5123-4974-9c14-d6314ae61ad7' class='xr-var-data-in' type='checkbox'><label for='data-be242df0-5123-4974-9c14-d6314ae61ad7' 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>parent cell type</dd></dl></div><div class='xr-var-data'><pre>array([200, 203, 201, 200, 201, 202, 203, 200, 203, 202, 200, 203, 201, 202,\n",
       "       200, 203, 201, 202, 200, 203, 201, 200, 201, 202, 203, 200, 203, 201,\n",
       "       202, 200, 203, 201, 202, 203, 203, 203, 200, 201, 202, 200, 201, 202,\n",
       "       203, 200, 203, 201, 202, 200, 203, 201, 202, 202, 201, 200, 201, 202,\n",
       "       203, 200, 201, 202, 202, 200, 203, 201, 202, 200, 203, 200, 203, 201],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>neighbor_cell_index</span></div><div class='xr-var-dims'>(nv, cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02149b3f-6b47-4322-b42e-9ea42fefbe75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02149b3f-6b47-4322-b42e-9ea42fefbe75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77899f05-246c-4c26-8f72-210bf224a2b2' class='xr-var-data-in' type='checkbox'><label for='data-77899f05-246c-4c26-8f72-210bf224a2b2' 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>cell neighbor index</dd></dl></div><div class='xr-var-data'><pre>array([[ 2, -1, 17, ..., 69, -1, 50],\n",
       "       [ 3, 18, 21, ..., 70, 51, 55],\n",
       "       [-1,  1,  1, ..., -1, 68, 68]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>child_cell_index</span></div><div class='xr-var-dims'>(no, cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-550aa153-8a5e-4bda-a96d-8e81ada52345' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-550aa153-8a5e-4bda-a96d-8e81ada52345' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52ab05b1-ea8f-4b21-ba31-462a699b37a8' class='xr-var-data-in' type='checkbox'><label for='data-52ab05b1-ea8f-4b21-ba31-462a699b37a8' 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>child cell index</dd></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>child_cell_id</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c4c7d71-a303-4a89-962f-8ddd3a00ccc9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c4c7d71-a303-4a89-962f-8ddd3a00ccc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43c74c9e-05a7-4b22-a145-3eb38c6e17c0' class='xr-var-data-in' type='checkbox'><label for='data-43c74c9e-05a7-4b22-a145-3eb38c6e17c0' 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>domain ID of child cell</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_index</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a19aa997-5782-4bc6-baf2-f03f1475af04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a19aa997-5782-4bc6-baf2-f03f1475af04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ff152eb-b842-4508-be2b-3c9a7303a73b' class='xr-var-data-in' type='checkbox'><label for='data-3ff152eb-b842-4508-be2b-3c9a7303a73b' 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>edge index</dd></dl></div><div class='xr-var-data'><pre>array([6427303, 6427312, 6427313, 6427314, 6427315, 6427316, 6427317, 6427318,\n",
       "       6427319, 6427353, 6427354, 6427355, 6427356, 6427357, 6427358, 6427359,\n",
       "       6427360, 6427361, 6427362, 6427363, 6427364, 6427366, 6427367, 6427368,\n",
       "       6427369, 6427370, 6427371, 6427372, 6427373, 6427374, 6427375, 6427376,\n",
       "       6427377, 6427378, 6427386, 6427388, 6427389, 6427390, 6427391, 6427426,\n",
       "       6427427, 6427483, 6427484, 6427485, 6427486, 6427487, 6427488, 6427489,\n",
       "       6427490, 6427491, 6427492, 6427493, 6427494, 6427495, 6427496, 6427497,\n",
       "       6427498, 6427499, 6427500, 6427501, 6427502, 6427505, 6427508, 6427509,\n",
       "       6427514, 6427517, 6427528, 6427529, 6427530, 6427532, 6427533, 6427534,\n",
       "       6427535, 6427536, 6427537, 6427538, 6427539, 6427540, 6427541, 6427542,\n",
       "       6427543, 6427544, 6427545, 6427546, 6427547, 6427548, 6427549, 6427550,\n",
       "       6427551, 6427554, 6427603, 6428152, 6428153, 6428161, 6428162, 6428163,\n",
       "       6428165, 6428166, 6428167, 6428168, 6428171, 6428203, 6428204, 6428205,\n",
       "       6428206, 6428207, 6428208, 6428209, 6428214, 6428215, 6428216, 6428217,\n",
       "       6428218, 6428219, 6428220, 6428411, 6428419, 6428420, 6428421],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_parent_type</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7bcad6dd-3cc1-4d80-b8b9-455e0723b095' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7bcad6dd-3cc1-4d80-b8b9-455e0723b095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dee982d1-a8c4-486d-9896-754d7e548788' class='xr-var-data-in' type='checkbox'><label for='data-dee982d1-a8c4-486d-9896-754d7e548788' 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>edge paren</dd></dl></div><div class='xr-var-data'><pre>array([101, 102, 202, 203, 201, 101, 102, 101, 102, 203, 201, 202, 102, 101,\n",
       "       102, 101, 101, 102, 202, 203, 201, 102, 202, 203, 201, 101, 102, 101,\n",
       "       102, 202, 203, 201, 101, 102, 101, 202, 203, 201, 101, 101, 102, 203,\n",
       "       201, 202, 102, 101, 102, 101, 101, 102, 202, 203, 201, 101, 102, 202,\n",
       "       203, 201, 101, 102, 202, 202, 101, 102, 202, 101, 202, 203, 201, 102,\n",
       "       101, 102, 203, 201, 202, 102, 101, 102, 101, 101, 102, 202, 203, 201,\n",
       "       202, 203, 201, 101, 102, 201, 203, 102, 101, 202, 203, 201, 102, 101,\n",
       "       102, 202, 101, 203, 201, 202, 102, 101, 102, 101, 201, 202, 203, 201,\n",
       "       202, 203, 201, 101, 202, 203, 201], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vertex_index</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0c9efef7-c225-4c66-9434-13e7e11850e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c9efef7-c225-4c66-9434-13e7e11850e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd3d33c9-a78b-419d-8f9e-345c7deecbee' class='xr-var-data-in' type='checkbox'><label for='data-cd3d33c9-a78b-419d-8f9e-345c7deecbee' 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>vertices index</dd></dl></div><div class='xr-var-data'><pre>array([2144930, 2144933, 2144934, 2144936, 2144938, 2144939, 2144940, 2144954,\n",
       "       2144955, 2144956, 2144957, 2144958, 2144959, 2144960, 2144961, 2144962,\n",
       "       2144963, 2144964, 2144969, 2144979, 2144984, 2144985, 2145003, 2145004,\n",
       "       2145005, 2145006, 2145007, 2145008, 2145009, 2145011, 2145012, 2145015,\n",
       "       2145021, 2145022, 2145023, 2145024, 2145025, 2145026, 2145027, 2145218,\n",
       "       2145219, 2145221, 2145223, 2145224, 2145225, 2145232, 2145238, 2145239,\n",
       "       2145240, 2145287], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_orientation</span></div><div class='xr-var-dims'>(ne, vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-68b7b8b7-6fe9-4648-8da4-3175400a7851' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68b7b8b7-6fe9-4648-8da4-3175400a7851' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58f53638-7b8b-48ae-8076-16f8249b994a' class='xr-var-data-in' type='checkbox'><label for='data-58f53638-7b8b-48ae-8076-16f8249b994a' 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>edge orientation</dd></dl></div><div class='xr-var-data'><pre>array([[ 1,  1,  1, ...,  1,  1,  1],\n",
       "       [-1, -1, -1, ..., -1, -1, -1],\n",
       "       [ 1,  1,  1, ...,  1,  1,  1],\n",
       "       [-1, -1, -1, ..., -1, -1, -1],\n",
       "       [-1, -1, -1, ..., -1, -1, -1],\n",
       "       [ 1,  1,  1, ...,  1,  1,  1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_system_orientation</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fce1ebd8-fecb-4851-856a-2a0ec6b91a18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fce1ebd8-fecb-4851-856a-2a0ec6b91a18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c55d05cb-891a-4de6-9dda-71aa164a9e68' class='xr-var-data-in' type='checkbox'><label for='data-c55d05cb-891a-4de6-9dda-71aa164a9e68' 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>edge system orientation</dd></dl></div><div class='xr-var-data'><pre>array([-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>refin_c_ctrl</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-205c0a6f-8e30-4191-9497-68466381c1b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-205c0a6f-8e30-4191-9497-68466381c1b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fb32b92-8389-4c37-80b4-15c664749c43' class='xr-var-data-in' type='checkbox'><label for='data-2fb32b92-8389-4c37-80b4-15c664749c43' 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>refinement control flag for cells</dd></dl></div><div class='xr-var-data'><pre>array([-4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4,\n",
       "       -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4,\n",
       "       -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4,\n",
       "       -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>index_c_list</span></div><div class='xr-var-dims'>(two_grf, cell_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-48be4fae-6e54-4f7d-82ca-e672e50b3eeb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48be4fae-6e54-4f7d-82ca-e672e50b3eeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f56653ee-441c-4c36-91f3-25a45552d4ac' class='xr-var-data-in' type='checkbox'><label for='data-f56653ee-441c-4c36-91f3-25a45552d4ac' 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>list of start and end indices for each refinement control level for cells</dd></dl></div><div class='xr-var-data'><pre>array([[-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647],\n",
       "       [-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>start_idx_c</span></div><div class='xr-var-dims'>(max_chdom, cell_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-db3cdd04-0ba2-44ac-86c0-335f9d3435be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db3cdd04-0ba2-44ac-86c0-335f9d3435be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ef403d4-dd82-4eb4-9d65-fba5f89578fe' class='xr-var-data-in' type='checkbox'><label for='data-3ef403d4-dd82-4eb4-9d65-fba5f89578fe' 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>list of start indices for each refinement control level for cells</dd></dl></div><div class='xr-var-data'><pre>array([[20971521, 20971521, 20971521, 20971521, 20971521, 20971521, 20971521,\n",
       "        20971521, 20971521,        1,        1,        1,        1,        1]],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>end_idx_c</span></div><div class='xr-var-dims'>(max_chdom, cell_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a2503b6e-11b1-46c3-ba03-5eaed2874de9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2503b6e-11b1-46c3-ba03-5eaed2874de9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14077832-0ed3-4120-ad4d-5cdf5231eb4a' class='xr-var-data-in' type='checkbox'><label for='data-14077832-0ed3-4120-ad4d-5cdf5231eb4a' 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>list of end indices for each refinement control level for cells</dd></dl></div><div class='xr-var-data'><pre>array([[20971520, 20971520, 20971520, 20971520, 20971520, 20971520, 20971520,\n",
       "        20971520, 20971520,        0,        0,        0,        0,        0]],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>refin_e_ctrl</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d28b9082-478b-4ec3-8dc2-7eafec6b5469' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d28b9082-478b-4ec3-8dc2-7eafec6b5469' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3c7cbe6-66f6-45f5-a93a-84aeeceed5cb' class='xr-var-data-in' type='checkbox'><label for='data-b3c7cbe6-66f6-45f5-a93a-84aeeceed5cb' 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>refinement control flag for edges</dd></dl></div><div class='xr-var-data'><pre>array([-8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8,\n",
       "       -8, -8, -8, -8, -8, -8, -8, -8, -8, -8, -8], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>index_e_list</span></div><div class='xr-var-dims'>(two_grf, edge_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c2467f4-26fc-4877-8b67-6dab72109715' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c2467f4-26fc-4877-8b67-6dab72109715' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7019e081-f105-45a1-a37a-1944815c3a35' class='xr-var-data-in' type='checkbox'><label for='data-7019e081-f105-45a1-a37a-1944815c3a35' 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>list of start and end indices for each refinement control level for edges</dd></dl></div><div class='xr-var-data'><pre>array([[-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647],\n",
       "       [-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>start_idx_e</span></div><div class='xr-var-dims'>(max_chdom, edge_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b04f2d73-2e31-462c-88c1-0799dd1eaeaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b04f2d73-2e31-462c-88c1-0799dd1eaeaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cba1c209-2714-4bae-aafb-2bd42a19a698' class='xr-var-data-in' type='checkbox'><label for='data-cba1c209-2714-4bae-aafb-2bd42a19a698' 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>list of start indices for each refinement control level for edges</dd></dl></div><div class='xr-var-data'><pre>array([[31457281, 31457281, 31457281, 31457281, 31457281, 31457281, 31457281,\n",
       "        31457281, 31457281, 31457281, 31457281, 31457281, 31457281, 31457281,\n",
       "               1,        1,        1,        1,        1,        1,        1,\n",
       "               1,        1,        1]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>end_idx_e</span></div><div class='xr-var-dims'>(max_chdom, edge_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d104db41-cd9d-4579-9539-f2634f8e7ff0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d104db41-cd9d-4579-9539-f2634f8e7ff0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4538ed58-e6ec-424b-8447-c89f4bb864be' class='xr-var-data-in' type='checkbox'><label for='data-4538ed58-e6ec-424b-8447-c89f4bb864be' 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>list of end indices for each refinement control level for edges</dd></dl></div><div class='xr-var-data'><pre>array([[31457280, 31457280, 31457280, 31457280, 31457280, 31457280, 31457280,\n",
       "        31457280, 31457280, 31457280, 31457280, 31457280, 31457280, 31457280,\n",
       "               0,        0,        0,        0,        0,        0,        0,\n",
       "               0,        0,        0]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>refin_v_ctrl</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d6d60789-51fb-4253-93c6-3ebb89ffb99f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6d60789-51fb-4253-93c6-3ebb89ffb99f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e1aab92-ccaf-48ef-8a6e-1fda88cb22e8' class='xr-var-data-in' type='checkbox'><label for='data-4e1aab92-ccaf-48ef-8a6e-1fda88cb22e8' 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>refinement control flag for vertices</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>index_v_list</span></div><div class='xr-var-dims'>(two_grf, vert_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f183c8f0-df4b-458d-a962-768990dab305' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f183c8f0-df4b-458d-a962-768990dab305' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-456fe215-b4e4-4490-a8b3-10e357d2320e' class='xr-var-data-in' type='checkbox'><label for='data-456fe215-b4e4-4490-a8b3-10e357d2320e' 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>list of start and end indices for each refinement control level for vertices</dd></dl></div><div class='xr-var-data'><pre>array([[-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647],\n",
       "       [-2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647, -2147483647, -2147483647,\n",
       "        -2147483647, -2147483647, -2147483647]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>start_idx_v</span></div><div class='xr-var-dims'>(max_chdom, vert_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-03199efb-7e23-4505-8065-b7d127a12a8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03199efb-7e23-4505-8065-b7d127a12a8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb867c61-61ac-466b-a6bf-660bedf1d8f8' class='xr-var-data-in' type='checkbox'><label for='data-cb867c61-61ac-466b-a6bf-660bedf1d8f8' 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>list of start indices for each refinement control level for vertices</dd></dl></div><div class='xr-var-data'><pre>array([[10485763, 10485763, 10485763, 10485763, 10485763, 10485763, 10485763,\n",
       "        10485763,        1,        1,        1,        1,        1]],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>end_idx_v</span></div><div class='xr-var-dims'>(max_chdom, vert_grf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9cb1551d-71c5-4168-ac6c-234ecd4b7eda' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9cb1551d-71c5-4168-ac6c-234ecd4b7eda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ccdedc8-92a7-40ba-904b-efdc940e7ae3' class='xr-var-data-in' type='checkbox'><label for='data-9ccdedc8-92a7-40ba-904b-efdc940e7ae3' 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>list of end indices for each refinement control level for vertices</dd></dl></div><div class='xr-var-data'><pre>array([[10485762, 10485762, 10485762, 10485762, 10485762, 10485762, 10485762,\n",
       "        10485762,        0,        0,        0,        0,        0]],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parent_edge_index</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5905654d-ba4a-4ad6-9425-5570dfcf91f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5905654d-ba4a-4ad6-9425-5570dfcf91f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4584db7-8881-4853-b7a9-da63f98ceca7' class='xr-var-data-in' type='checkbox'><label for='data-f4584db7-8881-4853-b7a9-da63f98ceca7' 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>parent edge index</dd></dl></div><div class='xr-var-data'><pre>array([1607762, 1607765, 1607767, 1607762, 1607766, 1607766, 1607766, 1607767,\n",
       "       1607767, 1607779, 1607777, 1607778, 1607777, 1607778, 1607778, 1607779,\n",
       "       1607777, 1607779, 1607780, 1607777, 1607765, 1607780, 1607782, 1607778,\n",
       "       1607781, 1607781, 1607781, 1607782, 1607782, 1607766, 1607779, 1607783,\n",
       "       1607783, 1607783, 1607784, 1607787, 1607784, 1607767, 1607787, 1607797,\n",
       "       1607797, 1607814, 1607812, 1607813, 1607812, 1607813, 1607813, 1607814,\n",
       "       1607812, 1607814, 1607815, 1607812, 1607797, 1607815, 1607815, 1607781,\n",
       "       1607813, 1607816, 1607816, 1607816, 1607799, 1607818, 1607817, 1607819,\n",
       "       1607821, 1607820, 1607824, 1607819, 1607825, 1607825, 1607824, 1607824,\n",
       "       1607828, 1607826, 1607827, 1607826, 1607827, 1607827, 1607828, 1607826,\n",
       "       1607828, 1607783, 1607826, 1607824, 1607829, 1607827, 1607782, 1607829,\n",
       "       1607829, 1607830, 1607840, 1607977, 1607978, 1607981, 1607977, 1607980,\n",
       "       1607980, 1607981, 1607981, 1607957, 1607982, 1607994, 1607992, 1607993,\n",
       "       1607992, 1607993, 1607993, 1607994, 1607990, 1607816, 1607993, 1607981,\n",
       "       1607986, 1607994, 1607815, 1608035, 1607980, 1608035, 1607829],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>child_edge_index</span></div><div class='xr-var-dims'>(no, edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4221616a-53f6-496c-97f3-bfb27ee7a67f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4221616a-53f6-496c-97f3-bfb27ee7a67f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5d9aed9-e63c-48ba-93c1-86999d5aadaa' class='xr-var-data-in' type='checkbox'><label for='data-e5d9aed9-e63c-48ba-93c1-86999d5aadaa' 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>child edge index</dd></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>child_edge_id</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25658e0e-6fb6-4ed7-9b7c-b86cda6df5ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25658e0e-6fb6-4ed7-9b7c-b86cda6df5ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4aa9cc1-b5f8-4ee3-b1a4-76982e810dcf' class='xr-var-data-in' type='checkbox'><label for='data-b4aa9cc1-b5f8-4ee3-b1a4-76982e810dcf' 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>domain ID of child edge</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parent_vertex_index</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a3811b4d-7d6e-4190-9024-04d4b4250fae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3811b4d-7d6e-4190-9024-04d4b4250fae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94b1a61e-7cf4-400d-a7cd-86445582e6ca' class='xr-var-data-in' type='checkbox'><label for='data-94b1a61e-7cf4-400d-a7cd-86445582e6ca' 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>parent vertex index</dd></dl></div><div class='xr-var-data'><pre>array([-1607762,   537170,   537171, -1607765, -1607766, -1607767,   537173,\n",
       "       -1607777, -1607778, -1607779,   537178,   537179, -1607780, -1607781,\n",
       "       -1607782,   537180, -1607783, -1607784, -1607787,   537186, -1607797,\n",
       "         537188, -1607812, -1607813, -1607814,   537192, -1607815, -1607816,\n",
       "       -1607817, -1607819,   537193, -1607820, -1607825, -1607824, -1607826,\n",
       "       -1607827, -1607828,   537198, -1607829, -1607977, -1607978,   537243,\n",
       "       -1607980, -1607981, -1607982, -1607986, -1607992, -1607993, -1607994,\n",
       "       -1608035], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cartesian_x_vertices</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e48969c0-47fc-4ee5-89cf-aad30f64b621' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e48969c0-47fc-4ee5-89cf-aad30f64b621' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be537f4e-96ff-4a0d-825b-a22e4b04ed95' class='xr-var-data-in' type='checkbox'><label for='data-be537f4e-96ff-4a0d-825b-a22e4b04ed95' 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>vertex cartesian coordinate x on unit sp</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.575683, 0.574898, 0.576467, 0.574004, 0.575791, 0.576576, 0.576684,\n",
       "       0.574112, 0.574219, 0.575006, 0.573326, 0.575112, 0.573218, 0.573433,\n",
       "       0.574326, 0.573538, 0.575898, 0.57736 , 0.577468, 0.571536, 0.570749,\n",
       "       0.569961, 0.571644, 0.572539, 0.572431, 0.571751, 0.570856, 0.572645,\n",
       "       0.577787, 0.577682, 0.576896, 0.577001, 0.577575, 0.57679 , 0.576005,\n",
       "       0.575218, 0.57611 , 0.575323, 0.574431, 0.572854, 0.572065, 0.571961,\n",
       "       0.573643, 0.57275 , 0.571172, 0.570068, 0.571068, 0.571857, 0.570963,\n",
       "       0.574535])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cartesian_y_vertices</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8a3bbddf-5e13-4821-addc-2d564db8380b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a3bbddf-5e13-4821-addc-2d564db8380b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69fed0c1-5ddc-482a-9c87-20c73ee7f6e6' class='xr-var-data-in' type='checkbox'><label for='data-69fed0c1-5ddc-482a-9c87-20c73ee7f6e6' 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>vertex cartesian coordinate y on unit sp</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.105629, 0.105036, 0.106223, 0.105639, 0.104433, 0.105026, 0.10383 ,\n",
       "       0.104442, 0.103245, 0.103839, 0.103848, 0.102642, 0.105045, 0.10265 ,\n",
       "       0.102047, 0.101452, 0.103236, 0.10562 , 0.104423, 0.105054, 0.104459,\n",
       "       0.103864, 0.103856, 0.103253, 0.104451, 0.102658, 0.103261, 0.102055,\n",
       "       0.100834, 0.102031, 0.101436, 0.100239, 0.103227, 0.102633, 0.102039,\n",
       "       0.101444, 0.100842, 0.100247, 0.10085 , 0.099659, 0.099063, 0.100261,\n",
       "       0.100254, 0.100857, 0.099666, 0.102666, 0.100864, 0.10146 , 0.102063,\n",
       "       0.099652])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cartesian_z_vertices</span></div><div class='xr-var-dims'>(vertex)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-443ef9fc-a8a0-4227-b6a4-23f5f2f5108f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-443ef9fc-a8a0-4227-b6a4-23f5f2f5108f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42eb2175-e289-426d-9b5b-deb3eafd2170' class='xr-var-data-in' type='checkbox'><label for='data-42eb2175-e289-426d-9b5b-deb3eafd2170' 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>vertex cartesian coordinate z on unit sp</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.810822, 0.811456, 0.810187, 0.81201 , 0.8109  , 0.810265, 0.810343,\n",
       "       0.812088, 0.812165, 0.811533, 0.81272 , 0.81161 , 0.812642, 0.812796,\n",
       "       0.812242, 0.812872, 0.810977, 0.80963 , 0.809707, 0.813824, 0.814453,\n",
       "       0.815081, 0.813902, 0.81335 , 0.813273, 0.813979, 0.814531, 0.813426,\n",
       "       0.809935, 0.80986 , 0.810495, 0.810569, 0.809784, 0.810419, 0.811053,\n",
       "       0.811685, 0.811128, 0.81176 , 0.812317, 0.813576, 0.814204, 0.81413 ,\n",
       "       0.812947, 0.813502, 0.814757, 0.815158, 0.814683, 0.814055, 0.814607,\n",
       "       0.812391])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_middle_cartesian_x</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5639416d-5c9d-4092-8b7e-cd2577092d54' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5639416d-5c9d-4092-8b7e-cd2577092d54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a0f0cfc-7d6c-40d8-bcf1-2ac03c9925a6' class='xr-var-data-in' type='checkbox'><label for='data-0a0f0cfc-7d6c-40d8-bcf1-2ac03c9925a6' 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>prime edge center cartesian coordinate x on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.57529 , 0.574451, 0.575737, 0.576183, 0.576129, 0.575344, 0.576237,\n",
       "       0.57663 , 0.576521, 0.574166, 0.574613, 0.574559, 0.573719, 0.573773,\n",
       "       0.574666, 0.575059, 0.574505, 0.574952, 0.574058, 0.573611, 0.573665,\n",
       "       0.573272, 0.573826, 0.573879, 0.574273, 0.573379, 0.573486, 0.573932,\n",
       "       0.574719, 0.575452, 0.575845, 0.575398, 0.575505, 0.576291, 0.576913,\n",
       "       0.576968, 0.577022, 0.577414, 0.577076, 0.570355, 0.571143, 0.572092,\n",
       "       0.572485, 0.572038, 0.571698, 0.572145, 0.572932, 0.572879, 0.57159 ,\n",
       "       0.571984, 0.571197, 0.570803, 0.57125 , 0.570409, 0.571304, 0.572592,\n",
       "       0.573039, 0.572986, 0.572198, 0.573092, 0.572825, 0.577734, 0.577342,\n",
       "       0.577289, 0.577394, 0.576948, 0.577629, 0.577183, 0.577236, 0.57713 ,\n",
       "       0.576737, 0.576843, 0.575611, 0.575664, 0.576057, 0.575559, 0.575165,\n",
       "       0.57527 , 0.575716, 0.57645 , 0.576503, 0.576398, 0.576344, 0.575952,\n",
       "       0.574772, 0.574378, 0.574825, 0.573985, 0.574877, 0.576555, 0.577522,\n",
       "       0.572408, 0.572013, 0.573249, 0.573197, 0.572802, 0.573591, 0.573144,\n",
       "       0.572356, 0.571619, 0.571567, 0.571462, 0.57141 , 0.571015, 0.571515,\n",
       "       0.571909, 0.571804, 0.571357, 0.57112 , 0.572304, 0.572698, 0.572251,\n",
       "       0.57091 , 0.570462, 0.570515, 0.574929, 0.574483, 0.574037, 0.574089])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_middle_cartesian_y</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7f3f258b-3d82-45b9-b2d8-c20053d2786c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f3f258b-3d82-45b9-b2d8-c20053d2786c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1ee2a71-f3a8-480f-807b-b7ae50fd8e41' class='xr-var-data-in' type='checkbox'><label for='data-c1ee2a71-f3a8-480f-807b-b7ae50fd8e41' 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>prime edge center cartesian coordinate y on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.105333, 0.105337, 0.105031, 0.10473 , 0.105328, 0.104734, 0.104131,\n",
       "       0.104428, 0.105625, 0.103843, 0.103542, 0.10414 , 0.104145, 0.103546,\n",
       "       0.102943, 0.10324 , 0.104739, 0.104437, 0.10504 , 0.105342, 0.104743,\n",
       "       0.104446, 0.102947, 0.102349, 0.102646, 0.103249, 0.102051, 0.10175 ,\n",
       "       0.102344, 0.103537, 0.103834, 0.104136, 0.102939, 0.103533, 0.105921,\n",
       "       0.105323, 0.104725, 0.105022, 0.104127, 0.104162, 0.104757, 0.103555,\n",
       "       0.103852, 0.104153, 0.103257, 0.102956, 0.10355 , 0.104149, 0.104455,\n",
       "       0.104752, 0.104158, 0.10386 , 0.103559, 0.103563, 0.10296 , 0.102654,\n",
       "       0.102353, 0.102952, 0.102357, 0.101754, 0.104748, 0.101432, 0.101135,\n",
       "       0.101734, 0.100537, 0.100838, 0.102629, 0.10293 , 0.102332, 0.103529,\n",
       "       0.103232, 0.102035, 0.101742, 0.101143, 0.10144 , 0.10234 , 0.102043,\n",
       "       0.100846, 0.100544, 0.101738, 0.101139, 0.102336, 0.102935, 0.102637,\n",
       "       0.101746, 0.101448, 0.101147, 0.101151, 0.100548, 0.100541, 0.103825,\n",
       "       0.09996 , 0.099662, 0.099957, 0.100556, 0.100258, 0.100853, 0.101155,\n",
       "       0.100559, 0.099364, 0.099964, 0.101162, 0.101761, 0.101464, 0.100563,\n",
       "       0.100861, 0.102059, 0.10236 , 0.100265, 0.101158, 0.101456, 0.101757,\n",
       "       0.102662, 0.102964, 0.102364, 0.099949, 0.100251, 0.100552, 0.099953])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_middle_cartesian_z</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6b1803d9-9419-4ff2-a934-90efa965cf9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b1803d9-9419-4ff2-a934-90efa965cf9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09baf09b-c84c-4752-9a45-e90714955487' class='xr-var-data-in' type='checkbox'><label for='data-09baf09b-c84c-4752-9a45-e90714955487' 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>prime edge center cartesian coordinate z on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.811139, 0.811733, 0.810861, 0.810583, 0.810544, 0.811178, 0.810621,\n",
       "       0.810304, 0.810226, 0.812127, 0.811849, 0.811811, 0.812404, 0.812443,\n",
       "       0.811888, 0.811572, 0.811772, 0.811495, 0.812049, 0.812326, 0.812365,\n",
       "       0.812681, 0.812481, 0.812519, 0.812204, 0.812758, 0.812835, 0.812557,\n",
       "       0.811926, 0.811255, 0.810939, 0.811217, 0.811293, 0.81066 , 0.809908,\n",
       "       0.809948, 0.809987, 0.809669, 0.810025, 0.814767, 0.814139, 0.813626,\n",
       "       0.813311, 0.813588, 0.813941, 0.813665, 0.813035, 0.812996, 0.813863,\n",
       "       0.813549, 0.814178, 0.814492, 0.814217, 0.814806, 0.814255, 0.813388,\n",
       "       0.813112, 0.813073, 0.813703, 0.813149, 0.812957, 0.809898, 0.810215,\n",
       "       0.810178, 0.810252, 0.810532, 0.809822, 0.810102, 0.81014 , 0.810064,\n",
       "       0.810381, 0.810457, 0.811369, 0.811407, 0.811091, 0.811332, 0.811648,\n",
       "       0.811723, 0.811444, 0.810774, 0.810811, 0.810736, 0.810698, 0.811015,\n",
       "       0.811964, 0.812279, 0.812001, 0.812595, 0.812039, 0.810849, 0.809746,\n",
       "       0.813853, 0.814167, 0.813262, 0.813225, 0.813539, 0.81291 , 0.813187,\n",
       "       0.813816, 0.814481, 0.814444, 0.814369, 0.814331, 0.814645, 0.814406,\n",
       "       0.814093, 0.814017, 0.814293, 0.81472 , 0.813779, 0.813464, 0.813741,\n",
       "       0.814569, 0.814844, 0.814883, 0.812076, 0.812354, 0.812632, 0.812669])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_middle_cartesian_x</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0d6a5e6c-4bef-40b8-8dee-e67a416368d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d6a5e6c-4bef-40b8-8dee-e67a416368d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f34fe7d9-07e1-4213-b476-ae60efd3b7bc' class='xr-var-data-in' type='checkbox'><label for='data-f34fe7d9-07e1-4213-b476-ae60efd3b7bc' 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>dual edge center cartesian coordinate x on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.57529 , 0.574451, 0.575737, 0.576183, 0.576129, 0.575344, 0.576237,\n",
       "       0.57663 , 0.576521, 0.574166, 0.574612, 0.574559, 0.573719, 0.573773,\n",
       "       0.574666, 0.575059, 0.574505, 0.574952, 0.574058, 0.573611, 0.573665,\n",
       "       0.573272, 0.573826, 0.573879, 0.574273, 0.573379, 0.573486, 0.573932,\n",
       "       0.574719, 0.575452, 0.575845, 0.575398, 0.575505, 0.576291, 0.576913,\n",
       "       0.576968, 0.577022, 0.577414, 0.577076, 0.570355, 0.571143, 0.572092,\n",
       "       0.572485, 0.572038, 0.571698, 0.572145, 0.572932, 0.572879, 0.57159 ,\n",
       "       0.571984, 0.571197, 0.570803, 0.57125 , 0.570409, 0.571304, 0.572592,\n",
       "       0.573039, 0.572986, 0.572198, 0.573092, 0.572825, 0.577734, 0.577341,\n",
       "       0.577289, 0.577394, 0.576949, 0.577629, 0.577183, 0.577236, 0.57713 ,\n",
       "       0.576737, 0.576843, 0.575611, 0.575664, 0.576057, 0.575558, 0.575165,\n",
       "       0.575271, 0.575716, 0.57645 , 0.576503, 0.576397, 0.576344, 0.575952,\n",
       "       0.574772, 0.574378, 0.574824, 0.573985, 0.574877, 0.576555, 0.577522,\n",
       "       0.572408, 0.572013, 0.573249, 0.573197, 0.572802, 0.573591, 0.573144,\n",
       "       0.572356, 0.571619, 0.571567, 0.571462, 0.57141 , 0.571016, 0.571515,\n",
       "       0.571909, 0.571804, 0.571357, 0.57112 , 0.572304, 0.572698, 0.572251,\n",
       "       0.57091 , 0.570462, 0.570515, 0.574929, 0.574483, 0.574037, 0.574089])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_middle_cartesian_y</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-23280562-d708-47a2-a3de-af43661628f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23280562-d708-47a2-a3de-af43661628f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0822103e-63c9-4778-a813-f9f2863b7adb' class='xr-var-data-in' type='checkbox'><label for='data-0822103e-63c9-4778-a813-f9f2863b7adb' 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>dual edge center cartesian coordinate y on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.105333, 0.105337, 0.105031, 0.10473 , 0.105328, 0.104734, 0.104131,\n",
       "       0.104428, 0.105625, 0.103843, 0.103542, 0.10414 , 0.104145, 0.103546,\n",
       "       0.102943, 0.10324 , 0.104739, 0.104437, 0.10504 , 0.105342, 0.104743,\n",
       "       0.104446, 0.102947, 0.102349, 0.102646, 0.103249, 0.102051, 0.10175 ,\n",
       "       0.102345, 0.103537, 0.103834, 0.104136, 0.102939, 0.103533, 0.105921,\n",
       "       0.105323, 0.104725, 0.105022, 0.104127, 0.104162, 0.104757, 0.103554,\n",
       "       0.103852, 0.104154, 0.103257, 0.102956, 0.10355 , 0.104149, 0.104455,\n",
       "       0.104752, 0.104158, 0.10386 , 0.103559, 0.103563, 0.10296 , 0.102654,\n",
       "       0.102353, 0.102951, 0.102357, 0.101754, 0.104748, 0.101432, 0.101135,\n",
       "       0.101734, 0.100537, 0.100838, 0.102629, 0.10293 , 0.102332, 0.103528,\n",
       "       0.103232, 0.102035, 0.101742, 0.101143, 0.10144 , 0.10234 , 0.102043,\n",
       "       0.100846, 0.100545, 0.101738, 0.101139, 0.102336, 0.102935, 0.102638,\n",
       "       0.101746, 0.101448, 0.101147, 0.101151, 0.100548, 0.100541, 0.103825,\n",
       "       0.09996 , 0.099662, 0.099957, 0.100556, 0.100258, 0.100853, 0.101155,\n",
       "       0.100559, 0.099364, 0.099964, 0.101162, 0.101761, 0.101464, 0.100563,\n",
       "       0.100861, 0.102059, 0.102361, 0.100265, 0.101158, 0.101456, 0.101758,\n",
       "       0.102662, 0.102964, 0.102364, 0.09995 , 0.100251, 0.100552, 0.099953])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_middle_cartesian_z</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9f6dbfa9-0cea-485b-9b56-ddff55d93b49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f6dbfa9-0cea-485b-9b56-ddff55d93b49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c96b40a-2cfb-4c67-a7c4-918212a069bd' class='xr-var-data-in' type='checkbox'><label for='data-5c96b40a-2cfb-4c67-a7c4-918212a069bd' 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>dual edge center cartesian coordinate z on unit sphere</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.811139, 0.811733, 0.810861, 0.810583, 0.810544, 0.811178, 0.810621,\n",
       "       0.810304, 0.810226, 0.812127, 0.811849, 0.811811, 0.812404, 0.812443,\n",
       "       0.811888, 0.811572, 0.811772, 0.811494, 0.812049, 0.812326, 0.812365,\n",
       "       0.812681, 0.812481, 0.812519, 0.812204, 0.812758, 0.812834, 0.812557,\n",
       "       0.811926, 0.811255, 0.810938, 0.811217, 0.811294, 0.81066 , 0.809908,\n",
       "       0.809948, 0.809987, 0.809669, 0.810025, 0.814767, 0.814139, 0.813626,\n",
       "       0.813311, 0.813588, 0.813941, 0.813665, 0.813035, 0.812996, 0.813863,\n",
       "       0.813549, 0.814178, 0.814492, 0.814217, 0.814806, 0.814255, 0.813388,\n",
       "       0.813112, 0.813073, 0.813703, 0.813149, 0.812957, 0.809898, 0.810215,\n",
       "       0.810178, 0.810252, 0.810532, 0.809822, 0.810102, 0.81014 , 0.810064,\n",
       "       0.810381, 0.810457, 0.811369, 0.811407, 0.811091, 0.811332, 0.811648,\n",
       "       0.811723, 0.811444, 0.810774, 0.810811, 0.810736, 0.810698, 0.811015,\n",
       "       0.811964, 0.812279, 0.812001, 0.812595, 0.812039, 0.810849, 0.809746,\n",
       "       0.813853, 0.814167, 0.813262, 0.813225, 0.813539, 0.81291 , 0.813187,\n",
       "       0.813816, 0.814481, 0.814444, 0.814369, 0.814331, 0.814645, 0.814407,\n",
       "       0.814093, 0.814017, 0.814293, 0.81472 , 0.813779, 0.813464, 0.813741,\n",
       "       0.814569, 0.814844, 0.814883, 0.812076, 0.812354, 0.812632, 0.812669])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_primal_normal_cartesian_x</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cd5e6415-400d-4dc8-81a1-1d65209f4b1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd5e6415-400d-4dc8-81a1-1d65209f4b1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a849562e-7086-4005-bd1c-68b4b06f374b' class='xr-var-data-in' type='checkbox'><label for='data-a849562e-7086-4005-bd1c-68b4b06f374b' 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>unit normal to the prime edge 3D vector, coordinate x</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ 0.468375, -0.355597, -0.812663,  0.467708,  0.354673, -0.355383,\n",
       "       -0.355169,  0.812079,  0.812056, -0.813874,  0.467961,  0.356092,\n",
       "       -0.468627, -0.356801, -0.356589,  0.813292, -0.468501,  0.813269,\n",
       "        0.813851, -0.469167, -0.356305, -0.814455, -0.468088, -0.357298,\n",
       "        0.813897, -0.814478, -0.814501,  0.467548,  0.467421, -0.355879,\n",
       "        0.812686, -0.467834,  0.467294,  0.467167, -0.353962, -0.467581,\n",
       "       -0.354458,  0.811471,  0.46704 ,  0.470208,  0.470083, -0.35772 ,\n",
       "        0.815058, -0.469418, -0.815661,  0.46888 ,  0.468754,  0.357013,\n",
       "       -0.815637,  0.357225,  0.357931, -0.816239,  0.469545, -0.358637,\n",
       "       -0.358427, -0.815081,  0.468215,  0.357509, -0.358216, -0.358005,\n",
       "        0.469292, -0.811539, -0.355951, -0.465958, -0.465417, -0.812147,\n",
       "        0.811516, -0.466499, -0.355453,  0.354955, -0.812101, -0.812124,\n",
       "       -0.466754, -0.356874,  0.812731,  0.356376, -0.813315, -0.813337,\n",
       "        0.466214,  0.356164,  0.466086,  0.466626,  0.355666, -0.812709,\n",
       "        0.357086, -0.81392 ,  0.466881, -0.357794, -0.357583,  0.356662,\n",
       "       -0.811493,  0.359209, -0.815729,  0.467137,  0.358502, -0.815127,\n",
       "        0.814524, -0.467676, -0.467804,  0.359916, -0.467931,  0.468469,\n",
       "        0.358923, -0.816285, -0.359419,  0.815706,  0.815684, -0.469007,\n",
       "        0.816308, -0.358713,  0.815104, -0.468342,  0.816262, -0.469671,\n",
       "       -0.359132, -0.466342,  0.813942, -0.467009, -0.358292])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_primal_normal_cartesian_y</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1bd12804-6711-493c-b5ae-54d3042c6b5c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bd12804-6711-493c-b5ae-54d3042c6b5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9130540c-172c-40f0-a1ee-80322f2990a8' class='xr-var-data-in' type='checkbox'><label for='data-9130540c-172c-40f0-a1ee-80322f2990a8' 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>unit normal to the prime edge 3D vector, coordinate y</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-0.855416, -0.861102, -0.035696, -0.855571,  0.861221, -0.861246,\n",
       "       -0.86139 ,  0.035498,  0.035752, -0.035583, -0.85538 ,  0.86127 ,\n",
       "        0.855225, -0.861293, -0.861436,  0.035384,  0.855321,  0.03564 ,\n",
       "        0.035839,  0.855165, -0.861126, -0.035782,  0.855284, -0.861458,\n",
       "        0.035326, -0.035525, -0.035267, -0.855341, -0.855438, -0.861413,\n",
       "        0.035441,  0.855476, -0.855534, -0.85563 , -0.861196,  0.855667,\n",
       "       -0.861366,  0.035554, -0.855726, -0.854725, -0.85482 , -0.861173,\n",
       "        0.035725,  0.854975, -0.035667, -0.855034, -0.85513 ,  0.86115 ,\n",
       "       -0.035926,  0.861007,  0.861031, -0.035868, -0.85488 , -0.861054,\n",
       "       -0.861196, -0.035466, -0.855188,  0.861316, -0.861338, -0.86148 ,\n",
       "       -0.85507 , -0.034791, -0.861867,  0.855839,  0.855894, -0.034732,\n",
       "        0.035046,  0.855783, -0.861702,  0.861535, -0.035243, -0.034988,\n",
       "        0.855591, -0.861745,  0.034929,  0.86158 , -0.035127, -0.03487 ,\n",
       "       -0.855646,  0.861723, -0.855743, -0.855687,  0.861557, -0.035185,\n",
       "        0.861601, -0.035068, -0.855494, -0.861623, -0.861765,  0.861888,\n",
       "       -0.0353  ,  0.861664, -0.034886, -0.855301,  0.861643, -0.034947,\n",
       "        0.035008,  0.855245,  0.855149,  0.861683,  0.855052, -0.854996,\n",
       "        0.86136 , -0.035347, -0.861522,  0.035147,  0.035407,  0.854939,\n",
       "        0.035086, -0.861501,  0.035207,  0.855092,  0.035608,  0.854784,\n",
       "       -0.861218,  0.855549,  0.034809,  0.855397, -0.861785])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_primal_normal_cartesian_z</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c03ae906-f650-47bf-803e-c678d9c835dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c03ae906-f650-47bf-803e-c678d9c835dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bed56e9b-714b-4ad6-bfe1-a8313741b9d2' class='xr-var-data-in' type='checkbox'><label for='data-bed56e9b-714b-4ad6-bfe1-a8313741b9d2' 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>unit normal to the prime edge 3D vector, coordinate z</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-0.221107,  0.363394,  0.58164 , -0.221917, -0.364012,  0.363261,\n",
       "        0.363128, -0.582467, -0.582484,  0.579951, -0.222121, -0.362509,\n",
       "        0.22131 ,  0.361756,  0.361624, -0.580779,  0.221208, -0.580796,\n",
       "       -0.579967,  0.220397,  0.362641,  0.579122,  0.222223,  0.360871,\n",
       "       -0.579934,  0.579106,  0.579089, -0.223135, -0.223033,  0.362377,\n",
       "       -0.581623,  0.222019, -0.222931, -0.222829,  0.364763,  0.221814,\n",
       "        0.363879, -0.583311, -0.222726, -0.219886, -0.219786,  0.361133,\n",
       "       -0.578276,  0.220599,  0.57743 , -0.221512, -0.221411, -0.361888,\n",
       "        0.577447, -0.362018, -0.361263,  0.5766  , -0.2207  ,  0.360507,\n",
       "        0.360377,  0.57826 , -0.222324, -0.361002,  0.360247,  0.360117,\n",
       "       -0.220498,  0.583262,  0.361225,  0.224549,  0.22546 ,  0.582419,\n",
       "       -0.583278,  0.223638,  0.36211 , -0.362994,  0.582451,  0.582435,\n",
       "        0.223843,  0.360607, -0.581591, -0.361492,  0.580763,  0.580747,\n",
       "       -0.224755, -0.361359, -0.224652, -0.22374 , -0.362244,  0.581607,\n",
       "       -0.360739,  0.579918, -0.223946,  0.359986,  0.359854, -0.360474,\n",
       "        0.583294, -0.358475,  0.577381, -0.22415 , -0.359231,  0.578227,\n",
       "       -0.579073,  0.223237,  0.223339, -0.357719,  0.223441, -0.222527,\n",
       "       -0.359491,  0.576567,  0.358605, -0.577397, -0.577414,  0.221613,\n",
       "       -0.576551,  0.359361, -0.578243,  0.222426, -0.576584,  0.2208  ,\n",
       "        0.359621,  0.224858, -0.579902,  0.224048,  0.3591  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_normal_cartesian_x</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-601cf684-8cc2-42e2-9868-6cf89aa9d3c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-601cf684-8cc2-42e2-9868-6cf89aa9d3c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2454a7a-4605-4c02-84ce-94422be78641' class='xr-var-data-in' type='checkbox'><label for='data-a2454a7a-4605-4c02-84ce-94422be78641' 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>unit normal to the dual edge 3D vector, coordinate x</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-0.670572, -0.737263, -0.090035, -0.67027 ,  0.736398, -0.736669,\n",
       "       -0.736074,  0.08959 ,  0.090492, -0.089122, -0.671441,  0.73694 ,\n",
       "        0.67174 , -0.73721 , -0.736616,  0.088676,  0.671157,  0.089578,\n",
       "        0.090023,  0.671456, -0.737533, -0.089567,  0.672025, -0.736886,\n",
       "        0.088219, -0.088665, -0.087763, -0.67231 , -0.671726, -0.736346,\n",
       "        0.089133,  0.670856, -0.671141, -0.670555, -0.736126,  0.669683,\n",
       "       -0.735802,  0.090047, -0.669968, -0.673498, -0.672918, -0.73807 ,\n",
       "        0.089111,  0.672621, -0.088654, -0.672905, -0.672323,  0.737802,\n",
       "       -0.089556,  0.738393,  0.738661, -0.0891  , -0.673202, -0.738927,\n",
       "       -0.738338, -0.088209, -0.672608,  0.737479, -0.737747, -0.737155,\n",
       "       -0.672039, -0.087339, -0.73483 ,  0.670538,  0.670823, -0.086881,\n",
       "        0.088242,  0.670253, -0.735154,  0.735478, -0.088688, -0.087785,\n",
       "        0.671426, -0.735698,  0.087328,  0.736022, -0.087774, -0.08687 ,\n",
       "       -0.671711,  0.735427, -0.671125, -0.67084 ,  0.73575 , -0.088231,\n",
       "        0.736293, -0.087317, -0.672011, -0.736563, -0.735969,  0.735103,\n",
       "       -0.089145,  0.737101, -0.085946, -0.673178,  0.736832, -0.086403,\n",
       "        0.08686 ,  0.672893,  0.673475,  0.737369,  0.674056, -0.673771,\n",
       "        0.738014, -0.087296, -0.737692,  0.086849,  0.087752,  0.673486,\n",
       "        0.086393, -0.737424,  0.087306,  0.67319 ,  0.088198,  0.673782,\n",
       "       -0.738604,  0.672296,  0.086413,  0.672595, -0.73624 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_normal_cartesian_y</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6c1f113b-fec7-4f2e-8a77-228e9296f958' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c1f113b-fec7-4f2e-8a77-228e9296f958' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abe2e56a-426a-4897-8380-a1f683bca4c6' class='xr-var-data-in' type='checkbox'><label for='data-abe2e56a-426a-4897-8380-a1f683bca4c6' 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>unit normal to the dual edge 3D vector, coordinate y</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-0.507117,  0.497401,  0.993828, -0.506981, -0.497196,  0.497279,\n",
       "        0.497156, -0.993899, -0.993763,  0.993957, -0.507547, -0.497363,\n",
       "        0.507684,  0.497446,  0.497323, -0.994027,  0.507401, -0.993893,\n",
       "       -0.993822,  0.507538,  0.497485,  0.993887,  0.50783 ,  0.497407,\n",
       "       -0.994091,  0.994021,  0.994154, -0.507974, -0.507693,  0.497239,\n",
       "       -0.993963,  0.507264, -0.507411, -0.507128,  0.497113,  0.506696,\n",
       "        0.497072, -0.993834, -0.506844, -0.508523, -0.508242,  0.497652,\n",
       "       -0.993951,  0.508104,  0.994015, -0.508248, -0.507967, -0.497568,\n",
       "        0.993881, -0.497688, -0.497772,  0.993945, -0.508386,  0.497856,\n",
       "        0.497736,  0.994085, -0.508111, -0.49753 ,  0.497614,  0.497492,\n",
       "       -0.507821,  0.994234,  0.496947,  0.507138,  0.507284,  0.994296,\n",
       "       -0.994102,  0.506991,  0.496989, -0.497031,  0.994033,  0.994165,\n",
       "        0.507556,  0.497158, -0.994228, -0.497199,  0.99416 ,  0.994291,\n",
       "       -0.507702, -0.497074, -0.50742 , -0.507274, -0.497115,  0.994096,\n",
       "       -0.497283,  0.994223, -0.507838,  0.497368,  0.497243, -0.497032,\n",
       "        0.993969, -0.497538,  0.99441 , -0.508399, -0.497453,  0.994348,\n",
       "       -0.994285,  0.508255,  0.508536, -0.497623,  0.508815, -0.508673,\n",
       "       -0.497699,  0.994211,  0.497661, -0.99428 , -0.994148,  0.508529,\n",
       "       -0.994342,  0.497576, -0.994217,  0.508392, -0.994079,  0.508667,\n",
       "        0.49782 ,  0.507982, -0.994353,  0.508119,  0.497328])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_dual_normal_cartesian_z</span></div><div class='xr-var-dims'>(edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30aeafc6-1cf1-48df-a6d8-56486190a43b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30aeafc6-1cf1-48df-a6d8-56486190a43b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-956b9311-67b0-449d-8251-eb3818c25600' class='xr-var-data-in' type='checkbox'><label for='data-956b9311-67b0-449d-8251-eb3818c25600' 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>unit normal to the dual edge 3D vector, coordinate z</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ 0.541448,  0.457203, -0.064803,  0.541949, -0.458818,  0.458292,\n",
       "        0.459381,  0.064335,  0.065161, -0.064085,  0.539966, -0.457766,\n",
       "       -0.539464,  0.457241,  0.45833 ,  0.063617, -0.540456,  0.064445,\n",
       "        0.064914, -0.539955,  0.456677, -0.064554, -0.538973,  0.457804,\n",
       "        0.063257, -0.063725, -0.062896,  0.538481,  0.539474,  0.458855,\n",
       "        0.063976, -0.540958,  0.540467,  0.541459,  0.459344, -0.542939,\n",
       "        0.459907,  0.064693,  0.54245 ,  0.536474,  0.537468,  0.455626,\n",
       "        0.064193, -0.53797 , -0.063832,  0.537477,  0.538471, -0.456152,\n",
       "       -0.064663, -0.455062, -0.454537, -0.064301,  0.536976,  0.454012,\n",
       "        0.455101, -0.063364,  0.537979, -0.456715,  0.45619 ,  0.457279,\n",
       "        0.538963, -0.062216,  0.461593, -0.54147 , -0.54098 , -0.061857,\n",
       "        0.063041, -0.54196 ,  0.461031, -0.460469, -0.063508, -0.062682,\n",
       "       -0.539976,  0.45998 ,  0.062323, -0.459418, -0.062789, -0.061962,\n",
       "        0.539484, -0.460505,  0.540478,  0.540969, -0.459943, -0.063149,\n",
       "       -0.458892, -0.062429,  0.538983,  0.458367,  0.459454, -0.461067,\n",
       "       -0.063867, -0.457316, -0.061342,  0.536994, -0.457842, -0.061705,\n",
       "        0.062067, -0.537487, -0.536491, -0.456791, -0.535496,  0.53599 ,\n",
       "       -0.455665, -0.062639,  0.456228,  0.062172,  0.063002, -0.536483,\n",
       "        0.061809,  0.456754,  0.062534, -0.536985,  0.06347 , -0.535981,\n",
       "        0.454576, -0.53849 ,  0.061601, -0.537988,  0.458929])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_circumcenter_cartesian_x</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ba197e00-dfbe-4436-821a-1ce28d3fe7df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba197e00-dfbe-4436-821a-1ce28d3fe7df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-073c985e-0863-4668-a325-cd8961080010' class='xr-var-data-in' type='checkbox'><label for='data-073c985e-0863-4668-a325-cd8961080010' 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>cartesian position of the prime cell circumcenter on the unit sphere, coordinate x</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.576012, 0.575462, 0.576355, 0.574441, 0.573891, 0.574784, 0.574677,\n",
       "       0.573783, 0.574333, 0.573547, 0.573998, 0.573654, 0.573761, 0.574548,\n",
       "       0.57557 , 0.575334, 0.57612 , 0.575227, 0.577139, 0.576796, 0.576905,\n",
       "       0.57221 , 0.571973, 0.57276 , 0.571866, 0.571078, 0.571315, 0.570528,\n",
       "       0.571423, 0.572867, 0.572317, 0.57321 , 0.573104, 0.572997, 0.577459,\n",
       "       0.577224, 0.577354, 0.577012, 0.577118, 0.575782, 0.57544 , 0.575546,\n",
       "       0.576332, 0.576227, 0.576568, 0.576462, 0.575676, 0.574654, 0.57489 ,\n",
       "       0.574103, 0.574995, 0.576673, 0.577247, 0.573078, 0.573316, 0.572527,\n",
       "       0.571738, 0.571291, 0.571634, 0.571529, 0.571395, 0.572423, 0.572185,\n",
       "       0.572973, 0.572079, 0.570634, 0.571185, 0.574208, 0.574758, 0.573866])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_circumcenter_cartesian_y</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-94ccc251-f7b0-439f-b118-d05bd5d8bbf1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94ccc251-f7b0-439f-b118-d05bd5d8bbf1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f93e9d8-b4f8-4261-a939-899a65b19670' class='xr-var-data-in' type='checkbox'><label for='data-9f93e9d8-b4f8-4261-a939-899a65b19670' 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>cartesian position of the prime cell circumcenter on the unit sphere, coordinate y</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.105043, 0.105019, 0.104416, 0.103855, 0.103831, 0.103228, 0.104425,\n",
       "       0.105028, 0.105053, 0.104458, 0.102634, 0.103261, 0.102063, 0.102658,\n",
       "       0.103822, 0.103252, 0.103846, 0.104449, 0.105009, 0.105637, 0.10444 ,\n",
       "       0.10384 , 0.103269, 0.103864, 0.104467, 0.103872, 0.104443, 0.103848,\n",
       "       0.103245, 0.102666, 0.102642, 0.102039, 0.103237, 0.104434, 0.101421,\n",
       "       0.10085 , 0.102617, 0.103244, 0.102047, 0.101429, 0.102055, 0.100858,\n",
       "       0.101452, 0.102649, 0.102023, 0.10322 , 0.102626, 0.10146 , 0.102031,\n",
       "       0.101437, 0.100834, 0.100826, 0.103813, 0.10027 , 0.100841, 0.100246,\n",
       "       0.09965 , 0.101475, 0.100849, 0.102047, 0.100277, 0.101444, 0.100873,\n",
       "       0.101468, 0.102071, 0.10265 , 0.102674, 0.100239, 0.100262, 0.100865])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cell_circumcenter_cartesian_z</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-49b4e773-8ff7-42e9-b097-dd0924f77889' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49b4e773-8ff7-42e9-b097-dd0924f77889' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-865d072d-c282-47de-97f5-782d89dbe5d4' class='xr-var-data-in' type='checkbox'><label for='data-865d072d-c282-47de-97f5-782d89dbe5d4' 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>cartesian position of the prime cell circumcenter on the unit sphere, coordinate z</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([0.810664, 0.811058, 0.810501, 0.811931, 0.812323, 0.811768, 0.811691,\n",
       "       0.812245, 0.811853, 0.812485, 0.8124  , 0.812562, 0.812639, 0.812008,\n",
       "       0.811135, 0.811375, 0.810742, 0.811298, 0.809866, 0.810029, 0.810107,\n",
       "       0.813507, 0.813746, 0.813116, 0.813668, 0.814297, 0.814058, 0.814686,\n",
       "       0.814136, 0.813193, 0.813583, 0.81303 , 0.812954, 0.812876, 0.810095,\n",
       "       0.810335, 0.81002 , 0.810184, 0.81026 , 0.811287, 0.811451, 0.811526,\n",
       "       0.810894, 0.810818, 0.810654, 0.810578, 0.811212, 0.812083, 0.811844,\n",
       "       0.812475, 0.811919, 0.810729, 0.809944, 0.813344, 0.813105, 0.813734,\n",
       "       0.814362, 0.814451, 0.814287, 0.814212, 0.814526, 0.813659, 0.813898,\n",
       "       0.813269, 0.813822, 0.814763, 0.814375, 0.81255 , 0.812158, 0.812714])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f391eaf2-d44e-4f7a-b585-a7479605d7ee' class='xr-section-summary-in' type='checkbox'  ><label for='section-f391eaf2-d44e-4f7a-b585-a7479605d7ee' class='xr-section-summary' >Attributes: <span>(43)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>ICON grid description</dd><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology/Deutscher Wetterdienst</dd><dt><span>source :</span></dt><dd>git@git.mpimet.mpg.de:GridGenerator.git</dd><dt><span>revision :</span></dt><dd>d00fcac1f61fa16c686bfe51d1d8eddd09296cb5</dd><dt><span>date :</span></dt><dd>20180529 at 222250</dd><dt><span>user_name :</span></dt><dd>Rene Redler (m300083)</dd><dt><span>os_name :</span></dt><dd>Linux 2.6.32-696.18.7.el6.x86_64 x86_64</dd><dt><span>uuidOfHGrid :</span></dt><dd>0f1e7d66-637e-11e8-913b-51232bb4d8f9</dd><dt><span>grid_mapping_name :</span></dt><dd>lat_long_on_sphere</dd><dt><span>crs_id :</span></dt><dd>urn:ogc:def:cs:EPSG:6.0:6422</dd><dt><span>crs_name :</span></dt><dd>Spherical 2D Coordinate System</dd><dt><span>ellipsoid_name :</span></dt><dd>Sphere</dd><dt><span>semi_major_axis :</span></dt><dd>6371229.0</dd><dt><span>inverse_flattening :</span></dt><dd>0.0</dd><dt><span>grid_level :</span></dt><dd>9</dd><dt><span>grid_root :</span></dt><dd>2</dd><dt><span>grid_ID :</span></dt><dd>1</dd><dt><span>parent_grid_ID :</span></dt><dd>0</dd><dt><span>no_of_subgrids :</span></dt><dd>1</dd><dt><span>start_subgrid_id :</span></dt><dd>1</dd><dt><span>max_childdom :</span></dt><dd>1</dd><dt><span>boundary_depth_index :</span></dt><dd>0</dd><dt><span>rotation_vector :</span></dt><dd>[0. 0. 0.]</dd><dt><span>grid_geometry :</span></dt><dd>1</dd><dt><span>grid_cell_type :</span></dt><dd>3</dd><dt><span>mean_edge_length :</span></dt><dd>7510.64679407352</dd><dt><span>mean_dual_edge_length :</span></dt><dd>4336.344345177032</dd><dt><span>mean_cell_area :</span></dt><dd>24323517.809282698</dd><dt><span>mean_dual_cell_area :</span></dt><dd>48647026.33989711</dd><dt><span>domain_length :</span></dt><dd>40031612.44147649</dd><dt><span>domain_height :</span></dt><dd>40031612.44147649</dd><dt><span>sphere_radius :</span></dt><dd>6371229.0</dd><dt><span>domain_cartesian_center :</span></dt><dd>[0. 0. 0.]</dd><dt><span>centre :</span></dt><dd>252</dd><dt><span>rotation :</span></dt><dd>37deg around z-axis</dd><dt><span>coverage :</span></dt><dd>global</dd><dt><span>symmetry :</span></dt><dd>along equator</dd><dt><span>topography :</span></dt><dd>modified SRTM30</dd><dt><span>subcentre :</span></dt><dd>1</dd><dt><span>number_of_grid_used :</span></dt><dd>15</dd><dt><span>history :</span></dt><dd>Thu Aug 16 11:05:44 2018: ncatted -O -a ICON_grid_file_uri,global,m,c,http://icon-downloads.mpimet.mpg.de/grids/public/mpim/0015/icon_grid_0015_R02B09_G.nc icon_grid_0015_R02B09_G.nc test.nc\n",
       "Wed May 30 08:50:27 2018: ncatted -a centre,global,c,i,252 -a rotation,global,c,c,37deg around z-axis -a coverage,global,c,c,global -a symmetry,global,c,c,along equator -a topography,global,c,c,modified SRTM30 -a subcentre,global,c,i,1 -a number_of_grid_used,global,c,i,15 -a ICON_grid_file_uri,global,c,c,http://icon-downloads.mpimet.mpg.de/grids/public/icon_grid_0015_R02B09_G.nc Earth_Global_IcosSymmetric_4932m_rotatedZ37d_modified_srtm30_1min.nc icon_grid_0015_R02B09_G.nc\n",
       "/mnt/lustre01/work/mh0287/users/rene/GridGenerator/build/x86_64-unknown-linux-gnu/bin/grid_command</dd><dt><span>ICON_grid_file_uri :</span></dt><dd>http://icon-downloads.mpimet.mpg.de/grids/public/mpim/0015/icon_grid_0015_R02B09_G.nc</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.7.5 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                         (cell: 70, nv: 3, vertex: 50, ne: 6,\n",
       "                                     edge: 119, no: 4, nc: 2,\n",
       "                                     max_stored_decompositions: 4, two_grf: 2,\n",
       "                                     cell_grf: 14, max_chdom: 1, edge_grf: 24,\n",
       "                                     vert_grf: 13)\n",
       "Coordinates:\n",
       "    clon                            (cell) float64 ...\n",
       "    clat                            (cell) float64 ...\n",
       "    vlon                            (vertex) float64 ...\n",
       "    vlat                            (vertex) float64 ...\n",
       "    elon                            (edge) float64 ...\n",
       "    elat                            (edge) float64 ...\n",
       "  * cell                            (cell) int64 4282376 4282377 ... 4283130\n",
       "  * vertex                          (vertex) int32 2144929 2144932 ... 2145286\n",
       "  * edge                            (edge) int32 6427302 6427311 ... 6428420\n",
       "Dimensions without coordinates: nv, ne, no, nc, max_stored_decompositions,\n",
       "                                two_grf, cell_grf, max_chdom, edge_grf, vert_grf\n",
       "Data variables: (12/91)\n",
       "    clon_vertices                   (cell, nv) float64 ...\n",
       "    clat_vertices                   (cell, nv) float64 ...\n",
       "    vlon_vertices                   (vertex, ne) float64 ...\n",
       "    vlat_vertices                   (vertex, ne) float64 ...\n",
       "    elon_vertices                   (edge, no) float64 ...\n",
       "    elat_vertices                   (edge, no) float64 ...\n",
       "    ...                              ...\n",
       "    edge_dual_normal_cartesian_x    (edge) float64 ...\n",
       "    edge_dual_normal_cartesian_y    (edge) float64 ...\n",
       "    edge_dual_normal_cartesian_z    (edge) float64 ...\n",
       "    cell_circumcenter_cartesian_x   (cell) float64 ...\n",
       "    cell_circumcenter_cartesian_y   (cell) float64 ...\n",
       "    cell_circumcenter_cartesian_z   (cell) float64 ...\n",
       "Attributes: (12/43)\n",
       "    title:                    ICON grid description\n",
       "    institution:              Max Planck Institute for Meteorology/Deutscher ...\n",
       "    source:                   git@git.mpimet.mpg.de:GridGenerator.git\n",
       "    revision:                 d00fcac1f61fa16c686bfe51d1d8eddd09296cb5\n",
       "    date:                     20180529 at 222250\n",
       "    user_name:                Rene Redler (m300083)\n",
       "    ...                       ...\n",
       "    topography:               modified SRTM30\n",
       "    subcentre:                1\n",
       "    number_of_grid_used:      15\n",
       "    history:                  Thu Aug 16 11:05:44 2018: ncatted -O -a ICON_gr...\n",
       "    ICON_grid_file_uri:       http://icon-downloads.mpimet.mpg.de/grids/publi...\n",
       "    NCO:                      netCDF Operators version 4.7.5 (Homepage = http..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_indices = xr.open_dataset(\n",
    "    f\"../selected_indices_region_{bottom_bound}-{top_bound}_{left_bound}-{right_bound}.nc\"\n",
    ")\n",
    "new_grid = xr.open_dataset(\n",
    "    f\"../new_grid_region_{bottom_bound}-{top_bound}_{left_bound}-{right_bound}.nc\"\n",
    ")\n",
    "\n",
    "new_grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create the artificially generated field:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vlon = np.rad2deg(new_grid.vlon)\n",
    "vlat = np.rad2deg(new_grid.vlat)\n",
    "voc = new_grid.vertex_of_cell.T.values - 1\n",
    "test_field = np.rad2deg(new_grid.clon)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "im = plt.tripcolor(vlon, vlat, voc, test_field, cmap=plt.cm.get_cmap(\"seismic\"))\n",
    "cbar = fig.colorbar(im)\n",
    "\n",
    "cbar.set_label(\"arb. unit\")\n",
    "ax.set_title(\"Testfield\")\n",
    "ax.set_xlabel(\"Longitude / deg\")\n",
    "ax.set_ylabel(\"Latitude / deg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We just copied the function `derivative()` from [Part 2:](calculating_gradient.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def derivative(grid, data):\n",
    "    neighbors = (grid.neighbor_cell_index.values - 1).T\n",
    "    valid = np.all(neighbors >= 0, axis=-1)\n",
    "\n",
    "    cell_lon = np.rad2deg(new_grid.clon.values[valid])\n",
    "    cell_lat = np.rad2deg(new_grid.clat.values[valid])\n",
    "    neighbors_lon = np.rad2deg(new_grid.clon.values[neighbors[valid]])\n",
    "    neighbors_lat = np.rad2deg(new_grid.clat.values[neighbors[valid]])\n",
    "\n",
    "    p = data.values[..., neighbors[valid]]\n",
    "    ones = np.ones_like(neighbors_lon)\n",
    "    A = np.stack(\n",
    "        (\n",
    "            ones,\n",
    "            neighbors_lon - cell_lon[:, np.newaxis],\n",
    "            neighbors_lat - cell_lat[:, np.newaxis],\n",
    "        ),\n",
    "        axis=2,\n",
    "    )\n",
    "    A_inv = np.linalg.inv(A)\n",
    "\n",
    "    alpha, beta, gamma = np.einsum(\"...ij,...j->i...\", A_inv, p)\n",
    "\n",
    "    return alpha, beta, gamma, valid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plug in our `test_field` and calculate the derivatives in both directions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_0, dtestdlon, dtestdlat, valid = derivative(new_grid, test_field)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot it and we see that we do not see much ...\n",
    "But wait, eureka ! Take a look at the range of the colorbar. We are at $1\\mathrm{e}{-13}$..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6J3BtutiLgCPS558HTqixyRvxp8Q6YR5Vrk5X1jwmqTKLNlm0UejKvtdqHgtnFZO0taRN05cvA85LwxiStk9/7kLSHfmZdL7VwOPT508AflRfizfmipe12rzDTycrX/7DV5k8wWpula8myfs76Apb7aqueEn6DLAvyViwa4FjgLsARMSHSAbRf1zSWuBy4KWZxU9Jx3jdARweETel019O0j25CXA7cFiFu7AgBy9rpXkHrqzOhC8HrspMW8ly+MrBoauTIuKQBd7/NrDbmPceO2b6+cAji7euHA5e1jpNCl0DrQ5fDlyVKdJ16PA1hgOXtZyDl7VGEwNXVivDl0NXZVo/XquJHLrmbt6D67vAx88ar+mBq5UcuCpTZuBy1SvlwGUd4uBljda20NX4qpcDV2WqqnD1Onw5cDWOK17F+bfaGqnsW/3UqbHtduiqTNXdir3stnToso5ycLXGaWxwmUKjKl8OXJWpMxD1pvLlwGUd5+BljdGFwJU19/DlwFWpeVShOh2+HLhaw8GhGB8/m7uuBa6suYUvh67K9LLbr2oOXdYjDl42V10OXQO1hi8Hrso0JXB1qurlwNU6HlxfnH/rbS7aPHi+sRy6KtOU0DXQtPZMbdEihy7rLQdXq1Vfw1alVS8Hrso0OeC0tvLlwGU95+Bltelr6BooPXw5cFWmyYErq1Xhy4GrE9zVWJw/CVY5dyuuV9pxcOiqTFtC10Dj2+tuRbMNVBpcJa0CbgHWAmsiYlnmvaOA9wDbRcSN0yxr7eCwNVqhypcDV2UaH2AmaGzly4Grc1zxKq6O47ffcLCStDPwZOAn0y5r7eDQNdnU4cuBqzJtDlyN5cBlNta8Ph3vA94ANOTS3laaQw+FQw9FL3zhvFvSeLnDqUNXZboUuhqxL+5WNFtQ1RWvAL4mKYAPR8Txkg4GfhYRl2ryH56Nlq24rVayMsNXfOITpa2rSSZWvhy4KtOIkFKBuXY5OnD1grsai6v6+O0TEaslbQ+cLelK4M3A/rMsGxHnDc8k6TDgMIBddtmlzLbbLD7+8aTqVbKyK2iNDnIOXJXpauDKqj18OXCZTUVR0xW1JR1LMlD+NcBt6eSdgNXAXhHx8wWWvTUi3jtpG8uWLYsVK1aU0l4rqILw1VRlhLg7q14OXZXpQ+jKqjx8OXA1gqSL6jz57OFS/FeB5e8Ftba3iSqreEnaHFgUEbekz/cH3h4R22fmWQUsGzH4fuSyVbXVKlBR5auJSqnGOXBVpm+Ba6DSypdDV2+5q7G4Kj89OwDnS7oU+C7w5Yg4a9zMknaUdOYsy1pDffzj826B9diiTRb1NnQNlL7/HjxvVlhtXY11cFdjQ/Wk8jWrQVel1q6dc0u6o++BK6uUqpfDVmPV3dX4CCm+VWD5zdzV6CvXWw1c+RorOz4sFi+eY0u6wVWujRU+Hg5dZqVyV63ZHIwbkB+LF7vyNSMHrvFmGu/lwGVWCQcvq0ePBttPkucMSIev6cTixSxWd4ZMVGWq8OXQZWN4cH1x/nRZfXre5TjNZSfc7biwWLz4zuO0NsS6NesKPfpgwaqgB8+bVc7B1erVw8pXoy/W2lJVBNMyw1eTuz1HVr4ctiwnV7yK8/Gz+vUkfBUNXO5y3NikwNWk41VWiKsqwG0Qvhy6zGrlT5zNR8e7HcuqcrnLMZHtVlxovi4p2n06sSvV3Ypmc+GKl81PBytfVXQrNqmSMw/Thqm+H69xBuFrUEVbtMg3TLAZSGiTAtHhjjvKa0tL+b87Nl8dqnxVOZara5WcPPJWucYtaxsb7rp0wcusfq54mRVU1+D5vlRyygpNfTleeUwaK+bKl01FgrvdbfblXfFyxcsaoKVVr/jEJ2o/Y7HrlZyy96/rx2shea/k78qXWX38cbNmaFn48iUiylWkW9FGm/aMSIcvs3q4q9GaowWD7ZsQuLrUhVZH2OrS8cqjyCUo3O1oC1q0qFhX4y23lNeWlvL/caxZGlr5mke34iRdqA7VuQ9dOF4L8Q3CzdrBFS9rnoZVvpoUuLLaWsmZVwhq6/HKo8zA5aqXTVR0cL254mUN1YDKV9OqXKO0rZIz7/bOe/tlq6rK5fFeZtVxxctsSNPD1rA2VHKaFHjacLwWUkeXoitfZtVw8LLmmkOXY9tC10BTw0STAldWU49XHnWO43L4so0UHVxvDl7WcDWFr7YGriZrauhqq3kNnHf4MiuXg5c1X8XhqyuhqylVnLYErqYcrzx8tqI1hitehfnTbO1QwWD7Ngyen9Y8Q08bL4La9PY25RIRHmxvVh5/nKw9SgpfXQxcWfMIE00PMJM0se1NCVxZDl9m5XBXo7VLwW7HLgeurLq60ZoYWmbRpG7HpgWuLI/3Ml/Hq7jmfsLNxpmh8tX1KtcoVYaiNnYrLmTe+9PEKtcornyZFeOKl3Va38LWsCoqOfMOKFWaR+WrDWFrmCtfZrNz8LJ2ytHl2PfQVbYuB655aWPoGnD46imf1VhYez/1ZmO6HPvYrThJGYGpT6Grjn1tS7eimZXPn3xrt0H4OvnkOx9au/bOhyVmDRNdHMuVR1X73LXA5fFePTQYXD/rI9cmdICkH0r6saSjR7x/T0mnSrpM0ncl7ZF57whJKyX9QNKRmel7Svq2pO9LOl3SlmUcjln4Y2OtJa1MHp94w/h5MiGs6KPtpgkTfQ1cWWXvf5cCV5bDl5VJ0mLgg8BTgN2BQyTtPjTbm4BLIuJhwKHA+9Nl9wBeDuwF7AkcJGm3dJkTgKMj4o+BU4HXV70v4/gjY60krdzw9eLLq99mB0JcnjDR98CVVcax6FqVaxSHLyvRXsCPI+KqiPgD8Fng6UPz7A58AyAirgSWSNoBeChwQUTcFhFrgHOBZ6TLPBg4L31+NvCsandjPA+ut1YZDlwbvLf4cmLt8H+MmqnM8DVtOBh35p4D12iznunY9bA1zIPte6L44PptJa3IvD4+Io7PvL4v8NPM62uBRw+t41LgmcD5kvYC7gfsBKwE/l7SNsDvgAOBwbZWAgcDXwKeA+xcZCeKcPCy1pgUuvqsaIhz4FrYtOGrb6FrwOHLcrgxIpZNeF8jpsXQ63cB75d0CfB94HvAmoi4QtK7SSpat5IEtDXpMi8BPiDprcBpwB9m34ViHLys8aYJXG2qejVBLF7MO962/jvtb48Z9Z1nefU1cGU5fHVc9ZeTuJYNq1E7AauzM0TEzcCLASQJuDp9EBEnAiem770zXd+gS3L/dPqDgKdWuROTOHhZY81a4XL4Wli2yvW3x+jO8JUNYUV1LcQtVPVy6DIrxYXAbpJ2BX4GPA/4i+wMkrYGbkvHgL0MOC8NY0jaPiKul7QLSXfk3kPTFwFvAT5U1w4Nc/CyRirarejwNdq4bsVs+CpLF0PcqPDlwLUxV71sVhGxRtKrga8Ci4GPRsQPJL0iff9DJIPoPy5pLXA58NLMKk5Jx3jdARweETel0w+RdHj6/IvASTXszkiKKPfLdp6WLVsWK1asWHhGa6yyx3E5fK2XZyxX2eGriYqGuMUK1obufG7jOXxVT9JFC4yZKtWybbaJFU+dvZdOn/hEre1tIle8rBGqGjjvytd0g+erqHw1zaz7d+yx658PwtcggJWhiyHOlS+zjTl42dxVfbZin8OXz1gsRzZ0DWQrX2Uoa11NC3AOXx3jezUW5uBlc+PLQ1SnSODqQ9Urr1GBK6vs8FWGJlbhHL7M1nPwsrmoO3T1pepVVoWr7+FrocDVF2WGuEWLwuHLDN8yyGo2uL/iXLZdw22F5qnsbsWmnElYt2lDV9O69prKoasjBl2NFd4ku+tc8bJaNKVbsYuVryrHcfWp8lWkytXELscmUYfOnjcrysHLKteU0DXQlfBV18D5roevsroVHb425sDVQZIrVwW5q9EqM89uxYW0vdux7rMVu9rtWPZYLnc7rufQZTaaK15WuqaGrWFtrHz58hDlqHLwfN8rXw5cZpM5eFmp2hK62qYJgasLXY4+W7E6Dlw94et4FVZpV6OkVZK+L+kSSSuG3jtKUkjadsLyiyV9T9IZVbbTimtyt+IkbehybELoGmhzl2OdoatvXY4OXWb51VHx2i8ibsxOkLQz8GTgJwssewRwBbBlRW2zErQxcGU1tcuxSYErq22Vr3lVufrQ5ejAZTa9eQ2ufx/wBmDsp1bSTsBTgRPqapRNp61VrlGaVvlqaugaaEvla95di12tfCnCoauvBmc1+jpeM6s6eAXwNUkXSToMQNLBwM8i4tIFlj2OJJxNvOyepMMkrZC04oYbbiijzbaALgWurCaEr1i8uPGha6DJ4evYY+cfuga6Fr4cuMyKqbqrcZ+IWC1pe+BsSVcCbwb2n7SQpIOA6yPiIkn7Tpo3Io4HjgdYtmyZvxEq1sXAlTWvbse2hK1hTet2bErYGtaFbkcHLgM8uL4ElVa8ImJ1+vN64FTg8cCuwKWSVgE7ARdLuvfQovsAB6fzfBZ4gqRPVtlWm6yrVa5R6q58tTV0NU1TQ9dAWytf7lY0K1dlwUvS5pK2GDwnqXJdGBHbR8SSiFgCXAs8IiJ+nl02Iv5fROyUzvM84L8i4gVVtdXG61PgqlubuhUnmXeXY5O6FbvGgcusfFV2Ne4AnCppsJ1PR8RZ42aWtCNwQkQcWGGbbAp9DlxVdjl2IWwNm0eXYxvDVlu6HB24bCx3NRa2YPCSdDobn334G2AF8OGIuH3UchFxFbDnpHWnFa3B89XARqErIs4BzlmonVaePgeurCrCVxdD10Cd4auNoWugyeHLgcusenkqXlcB2wGfSV//OfAL4EHAR4AXVtM0mweHrg2VFb66HLiyqg5fbQ5cWU0MXw5dlotvkl1YnuD18Ih4XOb16ZLOi4jHSfpBVQ2zejlwjVc0fPUldA1UEb66EriymhK+HLjM6pUneG0naZeI+AmApF2AwW1+/lBZy6w2yaXV8nhnpe1oslnCV98CV1aZ4auLoWtg3uHLocusfnmC1+uA8yX9HyCSy0G8Kj1T8WNVNs6a5k0lrqt9IS5v+Opz4CpTlwNX1jzClwOXzcyD6wtbMHhFxJmSdgMeQhK8rswMqD+uwrZZTSJOm6LqVZYyQxzUFeQWCl8OXevNWvXqS+CaBwcus/nLc1bjZsDfAPeLiJdL2k3SgyPijOqbZ3WZT/gq03yrcQ5co00bvvoauuqoejl0WSlc8SosT1fjScBFwN7p62uBzwMOXh3T/vBVlskhTpmMtY7TK25L++UJX30NXFlVhS8HLrNmyXPl+gdExD8CdwBExO9IuhytgyJOm3cTWkM6jcUKzoGxD0tMurq9Q9d6Zd5WyLf6MWumPBWvP0i6O+lFVCU9APh9pa2yuXLlazJpw3D6RAXfGFOpOKfE7e5b4rrmYbjy5cA1WhmVLwcuq4yv41VYnuB1DHAWsLOkT5HcwPovq2yUzZ/D18aGA1fWpPBVlnNKXNe+Ja5rGn97jFp7s+g6zRq+HLjMmi/PWY1nS7oYeAxJF+MREXFj5S2zuXP4Wm9S6Gqjc0pc175TzOvQld804cuBy2rjwfWFjQ1ekh4xNOm69Ocu6QVVL66uWWbNME3gqqPq1UTnTDHvujXrWLRJnqGllpdDl1m9JO0aEVcvNG2cSRWvf0p/3g1YBlxKUvF6GPAd4E+nb661TZ+rXrNUufoavvLYb+3aeTehdSZVvRy4zObmFGC4OPUF4JF5Fh4bvCJiPwBJnwUOi4jvp6/3AI6aqanWSn0LX0W7FR2+NjQcuFz1ms5w+HLgsrnq8eB6SQ8B/gjYStIzM29tSVKkyiXP4PqHDEIXQESslLQ07wasG/oQvsocx+XwlRhX5XL4ms4gfF0CyR++1MMdwszq9GDgIGBr4GmZ6bcAL8+7kjzB6wpJJwCfJLmkxAuAK3I30zqjy+GrisHzfQ5feboVHb7yu2gQuoZ8T+X8fjnAWW49HlwfEV8CviRp74j49qzryRO8Xgy8EjgifX0e8O+zbtDarWvhq+qzFfsWvqYdx+XwtbBBN+MlFW6jrAAHDnHWXZLekF5Q/i8kHTL8fkT8dZ715LmcxO3A+9KHWSfCV9cuD9EEsw6ed/gabXhQ/VKqDV9lcRXOOmzQ27eiyEryVLzMOqXu0NX1qlcZZys6fK036dpdS2lH+CpDGQHO4a0C/e5qPD39+bEi63Hwspm0seo1zypXF8OXLw9Rvipukm1m5ZL0IJKrOywhk6Mi4gl5lp90AdX/B5wVEd8r2EbrqDaFryZ0LXYpfFURuvpc9ZomcC2lP1WvWbnSZRX7PPAh4ARg6i/DSRWvq4EjJO1JcvHUrwBfi4ibZmmldVPTw1cTAldW28NX1VWuvoWvWStcS3H4Gsehq2I9vo5XxpqImPkkw0kXUP0s8FkASQ8HDgC+KGkx8HWSath3Z92wdUcTw1fTAldWG8NXnd2KfQlfRbsVl+LwleXAZTU6XdKrgFOB3w8mRsSv8iyca4xX2t34PeAfJG0JPBl4GeDgZUCzwleTQ9dAm8LXPMZydTl8lTmOaykOXw5cNevx4PqMF6U/X5+ZFsD98yw89eD6iLiZ5D5Fp0y7rHXbvMNXGwJXm8x78HzXwldVA+eX0t/w5dBl8xARuxZZ3mc1Wuu1NXA1ueo179A10JXwVfXZikvpV/hy4LJ5knToqOkR8fE8yzt4Wanqrnq1NXQNNC18NSVwdYUvD1E+h6458+B6gEdlnt8NeCJwMVBO8JIk4PnA/SPi7ZJ2Ae7tgfU2Th3hq+2BK6sJ4avJgautVa+6Q9dSul31cuCypoiI12RfS9oK+ETe5fN8m/0bsDcwuC/RLcAH827A+imiumDUpdA18ETN749Kk0PXwLo16+bdhNzWhuZW6Vo6l61W6+ERDl1NMhhcP+ujm24Ddss7c57g9eiIOBy4HSC9jtems7XN+qTs8CWd1snQNVB3+Npv7dpWhK6BpoeveQaurKXzbkCJHLj6SdIBkn4o6ceSjh7xviR9IH3/MkmPWGhZSfeSdLakH6U/71mgfadLOi19nAH8EPhS3uXzjPG6I712V6Qb3A5o9jegNUYZ3Y5dDlvD6uh2bFPYGtbUbscmBK6spbS729GBq7/SvPFBkstWXQtcKOm0iLg8M9tTSCpMuwGPBv4dePQCyx4NfCMi3pUGsqOBN87YzPdmnq8BromIa/MunCd4fYDkImHbS/p74NnAW6ZqovVakfDVp9BVhzaHroEmha+mBa6spbQvfDlwtUD11/HaC/hxRFwFIOmzwNOBbPB6OvDxiAjgAklbS7oPyb0Txy37dGDfdPmPAecwY/CKiHNnWW5gweAVEZ+SdBHJqH0ByyPiiiIbNVtInwNXFVWvLgSurHmHryYHrqyltCd8OXS1x7pco5TG2lbSiszr4yPi+Mzr+wI/zby+lqSqxQLz3HeBZXeIiOsAIuI6SdvPvgvFTLpJ9r0yL68HPpN9L++l8c0gf9Wrz4Erq8zw1bXQNW9tCV1t4cDVLhGwZk2hVdwYEcsmvD/qAzb8SzJunjzLzt2kitdFrN+RXYCb0udbAz8BCl251fpnofDl0LWhouGr64Gr7qpXWwPXUppZ9XLgsjGuBXbOvN4JWJ1znk0nLPsLSfdJq133ISkozcXYb62I2DUi7g98FXhaRGwbEdsABwFfrKuB1i2jznTs+tmKRcxypmPbzlYsoo4zHZtytmIRS+fdgCEOXe01qHjN+sjhQmA3SbtK2hR4HjD8B+I04ND07MbHAL9JuxEnLXsa6++x+CKmOAsxD0nH5p03z38XHxURZw5eRMRXgMfP0C4zANZx+p3PHbgWNk346kvgyqoyfLU9cGUtnXcD8DW5uqDq4BURa4BXkxR9rgA+FxE/kPQKSa9IZzsTuAr4MfAR4FWTlk2XeRfwZEk/Ijnr8V0lHZKBi/LOmOesxhslvQX4JEnX4wuAX87YMOu5UPKH7M7wNcUftsVzvMjovC3U7djHwJVVdrdjlwJX1lLm0+3osNUdJYzxyrGNOJMkXGWnfSjzPIDD8y6bTv8lyUmClYiI0xeeK5EneB0CHENySQmA81h/FXuzXAaBq4iy/xh2Icj1PXBllRW+uhq6BpZSb/hy6OqeqoNX00m6P/B+krv6rAO+Dbx2cBmLheS5nMSvgCOKNNL6q4zAVZUy/8DWEeKGq14OXRsrEr66Hrjq5sBlHfZpkgu1PiN9/TySKz8MX/ZipDw3yf4mI07HjIgn5G+j9VGTQ1fZ6gpxG4z3ylGvbvptdpqgj4FrKdVWvRy6uquOrsYWUERkb4r9SUmvzrtwnq7GozLP7wY8i+QS+WYj9SlwVWE4CCzi6xvNI+UbqlDmuKe2hLhpql59DF0DSyk/fDlwdV+fg1fm+qbfTG879FmSwtSfA1/Ou548XY3DI/W/JanQ5fKtmxy4yjUqcA1EfCN3+CpLm0LcQuGrz4EraynlhC8Hrv7oc/Biw+ubAvxV5r0A3pFnJXm6GrNXsF8EPBK4d742Wl84dJVrUugamEf4KksdIW5U+HLg2thSioUvh65+6XPwiohdJS0C9o6Ib826njxdjdmEtwa4GnjprBu0bnHgKleewJXV5vBVFncrFreU6cOXA5f1UUSsk/RekjMaZ5IneD00Im7PTpB01zwrl7QKuAVYC6zJ3p9J0lHAe4DtIuLGoeXuRnLZirumbfxCRByTZ5tWH4euck0bumw6x+WY58iK29BkS8kXvhy4rK8Vr4yvSXoW8MX0mmJTyRO8/gd4xNC0b4+YNs5+I4LVziRXjv3JmGV+DzwhIm6VdBfgfElfiYgLcm7TKuTAVa6igctVr3xep+CfFqh6HVfSto4saT1N49Blfe5qzPgbYHNgjaTbSXoEIyK2zLPw2OAl6d7AfYG7S3o46weTbQlsVqjJ8D7gDYy5V1KaIG9NX94lffgTP2cOXOUqs8Ll8JVPnvBVhuNKXNeRJa5rIUsZXfVy4LIBBy+IiC2KLD+p4vVnwF+S3N37nzPTbwHelHP9QVKSC+DDEXG8pIOBn0XEpZrwh1zSYpLxZQ8EPhgR38m5TauAQ1e5quhWdPjKp67wVZbjSlzXkTnmWcr68OXAZTaapHsCu5FcZguAiDgvz7Jjg1dEfAz4mKRnRcQpM7Ztn4hYLWl74GxJVwJvBvZfaMGIWAsslbQ1cKqkPSJi5fB8kg4DDgPYZZddZmymjePAVa6qx3E5fOXTtvBVluMWeH95+nPr9OfVErs6fFmGK14g6WUkd/TZieT/KY8hGYKV68LyY08HkvSC9OkSSX8z/Miz8ohYnf68nuRej48HdgUuTQfe7wRcnHZrjlvHr4FzgAPGvH98RCyLiGXbbbddnmZZTg5d5VnE12sbPB/xjVq203av68C9Osu0fN4NsFYYBK9ZHx1xBPAo4JqI2A94OHBD3oUndTVunv68x4j3FvzGkrQ5sCgibkmf7w+8PSK2z8yzClg2YvD9dsAdEfFrSXcHngS8e6FtWjkcuMrlsxWtyZYv8L6rXjasQwFqVrdHxO2SkHTXiLhS0oPzLjypq/HD6dOvD18oTNI+Oda9A0kX4WA7n46Is8bNLGlH4ISIOBC4D0k352KSqtznIuKMHNu0Ahy4yjXPwOUux3z62uUI01W4HL5swF2NAFybDoP6T5JhVDcBq/MunOdyEv/CxpeOGDVtAxFxFbDnAvMsyTxfDRyYPr+MpHRnNXHoKlcTqlwOX/n0MXwtn2EZhy+zREQ8I316rKRvAlsBYwtLwyZdTmJv4E+A7YbGdG0JLJ6hrdZADlzlakLgynL4yqcv4Wt5weUdvswVrw1FxNT3rp50r41NScZ3bQJskXncDDx7lgZac4Tk0FWiOgfPT8uD7fPp+mD75SWt52p/b/SaB9cXN2mM17nAuZJOjohramyTVcyBq1xNDVxZrnzl08XK1/IK1unKV3+54lVcnjFet0l6D/BHbHihsFzXq7DmcOAqVxsCV5bDVz5dCV/L590A6ywHr2ImdTUOfAq4kuT6W28DVgEXVtgmq4BDV3ma3K1oBvWELnc5ms0mT/DaJiJOJLmu1rkR8RKSq7RaC3gsV7naHrg83iufto73Wk69lS6Hr/7xGK/i8nQ13pH+vE7SU0muVbFTdU2yMjhslavtgSvLXY75tKnLcfkct+3xXv3iMV7F5al4/Z2krYDXAUcBJ5DvXqs2Jw5d5epS6Bpw5SufNlS+ls+7Abjy1SeueBW3YPCKiDMi4jcRsTIi9ouIRwIPqKFtNiV3K5ar62O5HL7yaWr4Wk4zQteAw5dZPnkqXqPkukm21cOBq1xdD1xZDl/5NCl8LadZgcv6xRWv4vKM8RrFf+UbwoGrXH0JXFke89Uey+fdgAV4vFf3eYxXcbMGL3+y5syBq1x9DFw2nXkOtl8+l63OxuGr+xy8ipl0r8ZbGB2wBNy9shaZ1ciBK+GqVz7zCF/La91aORy+ussVr+Im3TJoizobYtNRwS81V8wcuoY5fOVTV/haXvkWquXwZTbarF2N1nJFg9uwNgU5B67xHL7yqTJ8La9krfPh8NU9rngVN+tZjWYbUERpjyo5dC3MZzrmU8WZjstLX+P8+TIT3eKzGotzxcsap8zw1aZKXJO48pVPWZWv5cWbYlYLV7yKc/CyTtPatRu8Xrd4caH19ali5vBVveXzbkBN3OXYLQ5exTh4WXetW7fRJK1dSxQIX+t4UpEWbaBPIa7LZq16LS+/KY3m8GWWcPCy7hkRuLKKhq+ytCHEueqVzzTha3m1TWk0h6/2c1djcQ5e1i0LhK6BpoSvslQZ4o4JcSzHzbQu6YgSWtQOC4Wv5fU1pdEcvtrNwas4By/rhpyByxa2jifx9qFpx3LkTOEr4v2ltAnaEeLGha/l9Tel0Ry+2svBqzgHL2u3AoGra1WvMgwHrqxZw1dZ2hLisuFreWVbMbO2cvCy9iqhyuXwtd6k0DUw7/BVlqpD3OsU/N+c7uvYFq56tZMrXsU5eFn7lNyt2PfwlSdwZXUlfJVlVIiLta8B1m488wRX9/B30OGrnRy8inHwsvaocBxXH8PXtIHL8lu0ySLWrZnu93XXtdMFtUnaFOIcvtrFFa/iHLysHWoYPN+n8FU0dLnqNVpTTgAoK8TVFeAcvtrDwas4By9rtprPVux6+CqzyuXwtd6owDVL1atp6qzCOXxZXzh4WXP5EhGlqapb0eFrcpWrC+GrLGWGOJsfV7yKWzTvBphtZN26uYau4fs7tl3VY7mO5ciKt9BM0hG5uhYXbeKv2VwW+Ti1wSB4zfowBy9rkjkHrqwuhK+3U98A+r6Fr2nHcjl8LcChq1UcvIrxb7s1Q0MCV1abw9c8zljsQ/jKW+UaxeFrhEWLHLqsdzzGy+argYErq22D7X2JiGo05WzFznDYaq15jvGSdC/gP4AlwCrguRFx04j5jgBeDgj4SEQcl07fE/gQcI90+edHxM2SNgU+DCwD1gFHRMQ5Ve2Hf/ttPhrUrbiQNlS+6uxWnKSLVa8yQ5erXjh0tdycx3gdDXwjInYDvpG+3oCkPUhC117AnsBBknZL3z4BODoi/hg4FXh9Ov3lyb7FHwNPBv5JUmW/qP4EWP1aEriymhy+mhC4sroSvop0K07S2/DlbsVOmHPwejrwsfT5xxh9O9SHAhdExG0RsQY4F3hG+t6DgfPS52cDz0qf704S5IiI64Ffk1S/KuFPgdWnRVWuNmhKlWuUNoevqgJXVq/ClwNXp5QQvLaVtCLzOGyKze8QEdcl7YjrgO1HzLMSeJykbSRtBhwI7Jx57+D0+XMy0y8Fni5pE0m7Ao/MvFc6j/GyenQgcDVlvFdTw9awNl7jq86xXL24xpcDl23sxogYW02S9HXg3iPeenOelUfEFZLeTVLRupUkVA1qbS8BPiDprcBpwB/S6R8lqZStAK4B/iezTOkcvKxaHQhcWfMOX20JXQNtCV/zGjzf2fDlwNVZVQ+uj4gnjXtP0i8k3ScirpN0H+D6Mes4ETgxXeadwLXp9CuB/dPpDwKemk5fA7w2s53/AX5Uyg6N4OBl1ehY4MqaR/hqW+Bqiyacrdip8OXA1QtzvB7XacCLgHelP780aiZJ20fE9ZJ2AZ4J7D00fRHwFpIzHEm7JBURv5X0ZGBNRFxe1U74U2Ll63DoGqhzsH3bQ1dTx3s1IXR1ikNXL8x5cP27gCdL+hHJ2YfvApC0o6QzM/OdIuly4HTg8MwlJw6R9L/AlcBq4KR0+vbAxZKuAN4IvLBwSydwxcvK04PAlVV15avtgSurSV2OTQxcra56OXD1yjyv4xURvwSeOGL6apJB9IPXjx2z/PuB94+YvorkjMda+BNj5ehZ6BqoovLV5LMVi2hC5auJoWuglWc6OnSZTc2fGivGl4goVRcDV9a8wlcdl4goQ2vCly8R0Vu+SXZx7mq02Ths3amMLseuB66sOrsd2xC2hjW629Fhq/fm2dXYFf4U2fQcujYya5djV7sVF1JH5auNoWugkZUvhy5LueJVjCtelp8D10TTVr76GLjq0ObA1UgOXGalqjR4SVoF3AKsJbkuxrLMe0cB7wG2i4gbh5bbGfg4ydVr1wHHp2cj2ByVfQZfk+9/OKs84cuBK1F2l2PXAtfcuxwduGwEdzUWV0fFa78xwerJwE/GLLMGeF1EXCxpC+AiSWdXeUEzW5giCKm09ZUZ5JoU4iaFL4euDZUVvroWugbmFr4cumwMB6/i5tXV+D7gDYy56mx688vBjTBvSS9qdl/AwWvOyg5fZWlaiBsOXw5c4xUJX10NXFm1hi8HLluAg1dxVQevAL4mKYAPR8Txkg4GfhYRlyrHH3BJS4CHA98Z8/5hwGEAu+yyS1nttgmaGr7KUmaIc+DKZ5bw1YfQNVB5+HLgspwcvIqr+tO2T0Q8AngKcLikx5HcYfyteRaWdA/gFODIiLh51DwRcXxELIuIZdttt11Z7TYrrEndn22Q90zHtlyTq2yVneno0GVWq0orXull/ElvSnkq8HhgV2BQ7dqJ5P5Ie0XEz7PLSroLSej6VER8scp22vS6XvUqIhu4jsk8L/qH85jo/vGeVPnqY9gaVmrly4HLZuSKVzGVBS9JmwOL0jFamwP7A2+PiO0z86wClo0YfC/gROCKiPjnqtpoxTh8bWihCte6NesKha+3KWZedljbQpxDV8kcumxG7mosrsqK1w7AqWllaxPg0xFx1riZJe0InBARBwL7kNwd/PuSLklneVNEnDlueZsPh69E27oVmxzislUvB66NFap6OXBZQQ5exVUWvCLiKmDPBeZZknl+593FI+J8wH/NW6LP4WvawFW06tVEVYS4WPuadMrs3WpdO85ZU4cvBy4riYNXcb5yvZWij+Fr1ipXF8NXUetDRHmVwzLPAmziv1fu8OXQZdYoDl5Wmr6ErzK6FR2+1mvsDaEzmhriJoYvBy6rgCtexTl4meVU9jiuvoevNgSuKpQd4jYKXw5cVjEHr2IcvKxUXa16VTV4vo/hq6+BqwobHUuHLquYK17FOXhZ6boUvuo4W7FP4cuhqxrZuy0oyjvZwczK5+BllehC+GrbJSKazIGrOsO3uArJ4csqFeHPcxEOXlaZtoaveQSuLle9HLqqMemeog5fVp2gzLOP+8jByyrVpvA17wpX18KXA1c18t7E3eHLquPgVYSDl1WuDeFr3qFroAvhy4GrOnlDl1l1XPEqysHLeq0pgSurzeHLoasaswYuV73MmsfBy2rRtKpXEwNXVtvClwNXNcqocDl8Wfn8eS/Cwctq05Tw1fTQNdCW8OXQVY0yuxUdvqw87mosysHLajXP8NWWwNUWDlzVqGocl8OXlcPBqygHL6vdPMJXW0NXE6teDlzVqGPgvMOXlaOd36dN0axvdOuNur78tXZta0PXQJOCTpPa0iU+W9GsP1zxsrmpsvLV9rA1bN6VLweuaswjcLnqZcW4q7EoBy/rnK6FroF5hC8HrurMs8rl8GXF+HuhCAcvm6syq15dDVxZdYYvh65qNKVb0eHLZuOKV1EOXjZ3RcNXHwJXVtXhy4GrGk0JXFkOX2b1c/CyRpg1fPUtdFXNoasaTQxdAw5fNh1XvIpy8LLGmCZ89T1wlV31cuCqRpMDV5bDl02n39+/RTl4WaPkCV99D10DZYQvB65qtCVwmU3PFa+iHLysccaFLweujRUJXw5d1Whr6HLVy/Lzd0cRDl7WeA5ck00bvhy4qtHWwJXl8GVWPQcva6RB1cuhK5884cuBqzpdCF0DDl82mbsai3LwssZSBIsyWcLBYbJJ4cvHrhpdClxZDl82mYNXEQ5e1mjr1nFn+Cr72lV9CCN92Md56GrgynL4stFc8SrKwcsaLxu+ytTFyzFkq15NaVPX9CF0mY3n4FWUg5e1QlXhqyxNCnEOXNXoY+By1cusfA5e1hpND19lKSPErY3kchw+OaG4PgauLIcv25j/c1eEg5dZh6xLvw/T3FVqaOhjiOt76Bpw+LL13NVYlIOXtUpfql7TWjf0H9CiNx4fpU8hzoFrYw5ftl6zP79N5z9h1jrDIaPvxh2PJv+RjMWLS3uU5X3puhy6xis7zJv1kSte1kqufOULoFVUvpqmivBV1JGlrMWsidzVWJSDl7VWn8OXq37lubMyWGJAPa60NTUvxLnL0Ry8inHwslbrW/iaJXD1oeo1q2yAeG0E72vgcTquxHUdWdJ6HL76LJjXWY2SngMcCzwU2CsiVoyZ7wjg5YCAj0TEcen0PYEPAfcAVgHPj4ibJd0FOAF4BEku+nhE/ENV++HgZa3Xh/BVtMLl8LWhcaGhqeGrLMeVtJ4jcfjqt7lVvFYCzwQ+PG4GSXuQhK69gD8AZ0n6ckT8iCRcHRUR50p6CfB64G+B5wB3jYg/lrQZcLmkz0TEqip2ouN/rszar6xuRf+RTI7BQsfhtT5OCzqOcitxZnlExBUR8cMFZnsocEFE3BYRa4BzgWek7z0YOC99fjbwrMGqgc0lbQLcnSSw3Vxq4zMcvKwTujjmad268verz+Grz/teBQfUvhoMrp/1wbaSVmQeh5XcwJXA4yRtk1avDgR2zrx3cPr8OZnpXwB+C1wH/AR4b0T8quR23cldjdYZXepyrDJI9q3bcZbA1fUuxyIcuPqu8FmNN0bEsnFvSvo6cO8Rb705Ir600Moj4gpJ7yapaN0KXAqsSd9+CfABSW8FTiOpbEHSLbkW2BG4J/Dfkr4eEVfl3KepOHhZp7Q9fNVVuetL+CpS5XL42pADl61X3RdVRDyphHWcCJwIIOmdwLXp9CuB/dPpDwKemi7yF8BZEXEHcL2kbwHLgEqCV4v/RJmN1sZuxyq6Ffssz1iuPBw2Ej4Otl7hrsbKSdo+/bkLyWD8zwxNXwS8heQMR0i6F5+gxObAY4Arq2qfg5d1UptCzLza2sUxT2UFrqw+h47XRvR6/61ZJD1D0rXA3sCXJX01nb6jpDMzs54i6XLgdODwiLgpnX6IpP8lCVWrgZPS6R8kucTESuBC4KSIuKyy/YgOfaiWLVsWK1aMvKyH9VSTux2bEg670uVYdZDsU7ejw1Z7SLpo0pip8rf3gIAil7j681rb20QN/rNk1k1N61Zse+WriirXKH0JI33ZT5tV87sam86D663TmjbYvkmBK6uNg+3bHhibxoHL8nOAKqLSP0mSVkn6vqRLJK0Yeu8oSSFp2zHLflTS9ZJWVtlG674mhJ2mVblGaVOQmVdbuxpOurpfZk1URy1gv4hYmu3TlbQz8GSSMwnGORk4oOK2WU/MM/Q0PXBlNT181dWtOEmXQooHz9v0BvdqnPVh8+qEeR/wBpJ/wZEi4jygsivHWv/UHYDaUOVqk3kHrqy2hxUHLpudx3gVVXXwCuBrki4a3BZA0sHAzyLi0jI2IOmwwa0HbrjhhjJWaR1WRxBqe+BqUsCBZlS5RmlrcGlru61JHLyKqHpw/T4RsTq9aNnZkq4E3kx65dgyRMTxwPGQXE6irPWazaLNgSurCYPtmxi2hrXp6vYOXFaOwrcM6r1Kg1dErE5/Xi/pVODxwK7ApUq+rHYCLpa0V0T8vMq2mA1UcaZjVwJX1jzDVxtCV1s4cJk1S2VdjZI2l7TF4DlJlevCiNg+IpZExBKS+yc9wqHL6lZmUOpi6BqoOwA1tVtxkiYHmya3zdrMXY1FVDnGawfgfEmXAt8FvhwRZ42befiS/5I+A3wbeLCkayW9tMK2Wg8VDUxtH8uVVx1BqI2BK6tpAceD5606PquxqMq6GiPiKmDPBeZZknm+Gjgw8/qQqtpmNjBLt2Mfwlad2hy4spow3sthy+rhylURDbqmt9l8TBOk+hq6qghHba9yjTLP4OPQZdYOvmWQGQtXvvoauLLKHGzftcCVVXfly4HL6uWzGotyxctsgr6M48qraGDqYpVrlLrCkEOX1c8XUC3KFS+z1HDVy4FrtFkqX30IW3Vy4LL5coAqwsHLLMNhK59pwldfQ1cVXY4OXDZ/7mosyl2NZjaThQJVX7oVJykzKDl0mXWDK15mVqq+h61hRStfDlzWPO4aKMLBy8xmNtzl6NA12izhy4HLmsldjUW5q9HMChl0KTp0TTZNkHLosmbzWY1FuOJlZtYQDlzWfK54FeWKl5lZTSYFK4cus35wxcvMrEbD470cuKx9PLi+CAcvM7OaOWxZe7mrsSgHLzMzM8vJwasoj/EyMzMzq4krXmZmZjYFV7yKcPAyMzOznNzVWJSDl5mZmU3BZzUW4eBlZmZmObniVZQH15uZmZnVxBUvMzMzm4IrXkU4eJmZmVlO7mosysHLzMzMcnLwKsrBy8zMzKbg4FWEB9ebmZmZ1cQVLzMzM8sp8HW8inHwMjMzsym4q7EIBy8zMzPLyYPri/IYLzMzM7OauOJlZmZmObniVZSDl5mZmU3Bg+uLUETMuw2lkXQDcE1m0rbAjXNqTpP4OCR8HHwMBnwcEj4OiTYfh/tFxHZ1bUzSWSTHa1Y3RsQBZbWnjToVvIZJWhERy+bdjnnzcUj4OPgYDPg4JHwcEj4OVicPrjczMzOriYOXmZmZWU26HryOn3cDGsLHIeHj4GMw4OOQ8HFI+DhYbTo9xsvMzMysSbpe8TIzMzNrjNYHL0lHSFop6QeSjhzx/laSTpd0aTrPi+fQzMrlOA73lHSqpMskfVfSHnNoZiUkfVTS9ZJWZqbdS9LZkn6U/rznmGUPkPRDST+WdHR9rS5XwWOw0bJtNetxkLSzpG9KuiL9DB1Rb8vLVeA43C39fhh8X76t3paXq8jnIp13saTvSTqjnhZbH7Q6eKXh4eXAXsCewEGSdhua7XDg8ojYE9gX+CdJm9ba0IrlPA5vAi6JiIcBhwLvr7eVlToZGL4uzNHANyJiN+Ab6esNSFoMfBB4CrA7cIik3attamVOZoZjMGHZtjqZ2Y7DGuB1EfFQ4DHA4S3+XYDZj8PvgSek35dLgQMkPabCdlbtZGb/XAAcAVxRTdOsr1odvICHAhdExG0RsQY4F3jG0DwBbCFJwD2AX5F8yXZJnuOwO8mXDBFxJbBE0g71NrMaEXEeyb9r1tOBj6XPPwYsH7HoXsCPI+KqiPgD8Nl0udYpcAzGLdtKsx6HiLguIi5On99C8sf2vtW1tFoFjkNExK3py7ukj9YOBC7yuZC0E/BU4ISq2mf91PbgtRJ4nKRtJG0GHAjsPDTPv5IEk9XA94EjIqJr9zvIcxwuBZ4JIGkv4H7ATrW2sl47RMR1kPxRBbYfMc99gZ9mXl9Li//YjpDnGPTBVMdB0hLg4cB3qm9arXIdh7R77RLgeuDsiOjlcQCOA96A749jJWt18IqIK4B3A2cDZ5GEi+Fq1p8BlwA7kpTO/1XSlvW1sno5j8O7gHumX6ivAb43Yp6+0Yhprf3fvRUn6R7AKcCREXHzvNszDxGxNiKWkvzHbK8ujQfNS9JBwPURcdG822Ld0+rgBRARJ0bEIyLicSQl5R8NzfJi4ItpCf3HwNXAQ+puZ9UWOg4RcXNEvDj9Qj0U2I7kWHTVLyTdByD9ef2Iea5lw8rgTiSV0a7Icwz6INdxkHQXktD1qYj4Yo3tq8tUvw8R8WvgHLoz/m8gz3HYBzhY0iqSIQhPkPTJ+ppoXdb64CVp+/TnLiRdaZ8ZmuUnwBPTeXYAHgxcVWcb67DQcZC0deakgpcB53X8f/SnAS9Kn78I+NKIeS4EdpO0a3psnpcu1xV5jkEfLHgc0jGgJwJXRMQ/19i2OuU5DttJ2jp9fnfgScCVdTWwJgseh4j4fxGxU0QsIfle+K+IeEF9TbROi4hWP4D/Bi4n6V57YjrtFcAr0uc7Al8jGd+1EnjBvNs8p+OwN0kV7Ergi8A9593mEvf9M8B1wB0kVayXAtuQnEzwo/TnvTK/D2dmlj0Q+F/g/4A3z3tf5nQMNlp23vtT93EA/pSkm/kykqEJlwAHznt/5nAcHkYyDOGy9PvyrfPel3kch6F17AucMe998aM7D1+53szMzKwmre9qNDMzM2sLBy8zMzOzmjh4mZmZmdXEwcvMzMysJg5eZmZmZjVx8DJrEUm3LjxXofWfmV7zbWtJr5ph+X0lnTHDcmdJGnu7JklLJK2cdr1mZk3j4GVmd4qIAyO5YvnWwNTBaxbphTrvFRE/q2N7Zmbz5OBl1nKSlkq6QNJlkk6VdM90+jmS3i3pu5L+V9Jj0+mbSfpcOv9/SPqOpGXpe6skbUtyb88HSLpE0nuGK1mS/lXSX6bPD5B0paTzSW/Enk7fXNJHJV0o6XuSnj5mF/YluTXN8H49UtKlkr4NHJ6Zvjht04XpPvxVOn2RpH+T9ANJZ6TVu2cXOLRmZqVz8DJrv48Db4yIh5HcoeGYzHubRMRewJGZ6a8CbkrnfwfwyBHrPBr4v4hYGhGvH7dhSXcDPgI8DXgscO/M228mudXKo4D9gPdI2nzEap5CcnP3YScBfx0Rew9Nfynwm3S9jwJeLmlXktC3BPhjkttiDS9nZjZ3Dl5mLSZpK2DriDg3nfQx4HGZWQY3e76IJJRAcnuczwJExEqS28PM6iHA1RHxo0hug5G9kfD+wNGSLiGpaN0N2GXEOvYBzs9OGLFfnxha76Hper9DcguY3dL9+nxErIuInwPfLLBfZmaV2GTeDTCzSv0+/bmW9Z93zbCeNWz4H7W7ZZ6Pu++YgGdFxA/HrVTS/YGfRsQfRiw7ab2viYivDq3rqeO2Y2bWFK54mbVYRPwGuGkwfgt4IXDuhEUgqS49F0DS7iRdc8NuAbbIvL4G2F3SXdNq1BPT6VcCu0p6QPr6kMwyXwVeI0npth4+YjsjuxnTAf6/kfSn6aTnD633lZLukq73QWkX5vnAs9KxXjuQjB0zM2sUV7zM2mUzSddmXv8z8CLgQ5I2A64CXrzAOv4N+Jiky4DvkXQ1/iY7Q0T8UtK30ks4fCUiXi/pc+m8P0qXIyJul3QY8GVJN5KEnz3S1bwDOA64LA1fq4CDhtpyAPCaMe18MfBRSbeRhK2BE0i6TS9O13sDsBw4hSQQrgT+l6QbcoP9MjObNyXDMsysLyQtBu6ShqYHAN8AHjSiu6/qdtwV+FZELCtxnfeIiFslbQN8F9gnHe9lZtYIrniZ9c9mwDfTrjoBr6w7dAFExO+B0kJX6gxJWwObAu9w6DKzpnHFy8zMzKwmHlxvZmZmVhMHLzMzM7OaOHiZmZmZ1cTBy8zMzKwmDl5mZmZmNXHwMjMzM6vJ/wcBNi3eVhvxdwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "voc_valid = voc[valid]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "im = plt.tripcolor(vlon, vlat, voc_valid, dtestdlon, cmap=plt.cm.get_cmap(\"seismic\"))\n",
    "cbar = fig.colorbar(im)\n",
    "\n",
    "cbar.set_label(\"arb. unit\")\n",
    "ax.set_title(\"Longitudinal Derivative of Testfield\")\n",
    "ax.set_xlabel(\"Longitude / deg\")\n",
    "ax.set_ylabel(\"Latitude / deg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...so we simply round to the 12th digit after the decimal point and get a white area with the corresponding color scheme. What we get is a derivative approximately equal to `1` for the whole area of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dtestdlon_rounded = np.round(dtestdlon, 12)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "im = plt.tripcolor(\n",
    "    vlon, vlat, voc_valid, dtestdlon_rounded, cmap=plt.cm.get_cmap(\"seismic\")\n",
    ")\n",
    "cbar = fig.colorbar(im)\n",
    "\n",
    "cbar.set_label(\"arb. unit\")\n",
    "ax.set_title(\"Longitudinal Derivative of Testfield\")\n",
    "ax.set_xlabel(\"Longitude / deg\")\n",
    "ax.set_ylabel(\"Latitude / deg\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is exactly what we expected. Because, if you have been paying attention, you will have seen that we have chosen as `test_field` the longitudinal coordinate of the corresponding cell, namely `test_field = np.rad2deg(new_grid.clon)`. This means that for every `1 deg` change in position along the west-east axis, the value of our test field has changed by exactly `1`. The corresponding derivation along the chosen axis then inevitably results in `1` - voilà ! <br>\n",
    "\n",
    "The same can of course still be done and checked along the latitudinal axis. For this purpose, a corresponding `test_field` must be generated, but we leave this to you as a small task. Enjoy !"
   ]
  }
 ],
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