neighborhood_filter.ipynb

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   "source": [
    "import os\n",
    "from functools import partial\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import uxarray\n",
    "import xarray\n",
    "\n",
    "\n",
    "def xtime(ds: xarray.Dataset):\n",
    "    \"\"\"convert xtime variable to datetime and assign to coordinate\"\"\"\n",
    "    Time = pd.to_datetime(\n",
    "        ds[\"xtime\"].load().item().decode(\"utf-8\").strip(),\n",
    "        format=\"%Y-%m-%d_%H:%M:%S\",\n",
    "    )\n",
    "    ds = ds.assign(Time=[Time])\n",
    "    ds = ds.drop_vars(\"xtime\")\n",
    "    return ds"
   ]
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.UxDataArray &#x27;bottomDepth&#x27; (n_face: 970)&gt; Size: 8kB\n",
       "dask.array&lt;getitem, shape=(970,), dtype=float64, chunksize=(970,), chunktype=numpy.ndarray&gt;\n",
       "Dimensions without coordinates: n_face</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray</div><div class='xr-array-name'>'bottomDepth'</div><ul class='xr-dim-list'><li><span>n_face</span>: 970</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b0f5c9b3-93a7-4395-b255-0bdbcb73709c' class='xr-array-in' type='checkbox' checked><label for='section-b0f5c9b3-93a7-4395-b255-0bdbcb73709c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(970,), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
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       "                        <th> Bytes </th>\n",
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       "                        <td> 7.58 kiB </td>\n",
       "                    </tr>\n",
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       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;uxarray.Grid&gt;\n",
       "Original Grid Type: MPAS\n",
       "Grid Dimensions:\n",
       "  * n_node: 2194\n",
       "  * n_edge: 3164\n",
       "  * n_face: 970\n",
       "  * n_max_face_nodes: 6\n",
       "  * two: 2\n",
       "  * n_nodes_per_face: (970,)\n",
       "Grid Coordinates (Spherical):\n",
       "  * node_lon: (2194,)\n",
       "  * node_lat: (2194,)\n",
       "  * edge_lon: (3164,)\n",
       "  * edge_lat: (3164,)\n",
       "  * face_lon: (970,)\n",
       "  * face_lat: (970,)\n",
       "Grid Coordinates (Cartesian):\n",
       "  * node_x: (2194,)\n",
       "  * node_y: (2194,)\n",
       "  * node_z: (2194,)\n",
       "  * edge_x: (3164,)\n",
       "  * edge_y: (3164,)\n",
       "  * edge_z: (3164,)\n",
       "  * face_x: (970,)\n",
       "  * face_y: (970,)\n",
       "  * face_z: (970,)\n",
       "Grid Connectivity Variables:\n",
       "  * face_node_connectivity: (970, 6)\n",
       "  * edge_node_connectivity: (3164, 2)\n",
       "Grid Descriptor Variables:\n",
       "  * n_nodes_per_face: (970,)\n",
       "  * edge_face_distances: (3164,)\n",
       "  * edge_node_distances: (3164,)\n",
       "</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>uxarray.UxDataArray.uxgrid</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0d6f9333-7f51-4477-8bd3-06c7d9e7b473' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0d6f9333-7f51-4477-8bd3-06c7d9e7b473' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>n_node</span>: 2194</li><li><span>n_face</span>: 970</li><li><span>n_edge</span>: 3164</li><li><span>n_max_face_nodes</span>: 6</li><li><span>two</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-06ff7981-f131-4c7b-bec3-a9dacd861456' class='xr-section-summary-in' type='checkbox'  ><label for='section-06ff7981-f131-4c7b-bec3-a9dacd861456' class='xr-section-summary' >Spherical Coordinates: <span>(6)</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>node_lon</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-172.5 -173.4 ... -103.0 -175.0</div><input id='attrs-35b33f57-bc20-4cea-a728-9f9d5711f8dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35b33f57-bc20-4cea-a728-9f9d5711f8dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b32d935b-b0d6-497a-8e69-7007d3b86d5e' class='xr-var-data-in' type='checkbox'><label for='data-b32d935b-b0d6-497a-8e69-7007d3b86d5e' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long name :</span></dt><dd>Longitude of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-172.5318284 , -173.42204784,    6.57795216, ...,   41.04705481,\n",
       "       -102.95294492, -174.9529447 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_lat</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>25.84 28.41 ... -52.62 -52.62</div><input id='attrs-1022dacc-7de7-4ecd-afb5-9aa49c01800f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1022dacc-7de7-4ecd-afb5-9aa49c01800f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e11a30ef-6303-4617-a2a8-f7dc2cfe1274' class='xr-var-data-in' type='checkbox'><label for='data-e11a30ef-6303-4617-a2a8-f7dc2cfe1274' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long name :</span></dt><dd>Latitude of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([ 25.83662184,  28.41042985, -28.41042985, ..., -52.62263187,\n",
       "       -52.62263157, -52.62263191])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_lon</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-173.1 -103.0 ... -120.8 -113.0</div><input id='attrs-45fda2a1-e1b0-488f-8110-4f03f4b5b6ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45fda2a1-e1b0-488f-8110-4f03f4b5b6ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de0030d6-f37d-484d-94bb-3faa67283270' class='xr-var-data-in' type='checkbox'><label for='data-de0030d6-f37d-484d-94bb-3faa67283270' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long name :</span></dt><dd>Longitude of the center of each edge</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-173.12967054, -102.95294493,   39.22378065, ..., -161.10860309,\n",
       "       -120.7574067 , -113.02625979])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_lat</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-53.24 -51.36 ... -11.07 -6.11</div><input id='attrs-992301ec-2045-4861-8e48-c28c4ab65145' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-992301ec-2045-4861-8e48-c28c4ab65145' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5809ed8-a16e-412b-b0eb-9d50082b60db' class='xr-var-data-in' type='checkbox'><label for='data-c5809ed8-a16e-412b-b0eb-9d50082b60db' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long name :</span></dt><dd>Latitude of the center of each edge</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-53.23874448, -51.3627372 , -53.23874445, ..., -50.6652819 ,\n",
       "       -11.06951516,  -6.11034278])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lon</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.047 -30.95 ... -99.46 -171.5</div><input id='attrs-2d764071-6e17-4411-b20c-04c6d198800d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d764071-6e17-4411-b20c-04c6d198800d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2b6243e-2ce0-4e47-b04f-6d76b4b85452' class='xr-var-data-in' type='checkbox'><label for='data-a2b6243e-2ce0-4e47-b04f-6d76b4b85452' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long name :</span></dt><dd>Longitude of the center of each face</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([ 5.04705476e+00, -3.09529448e+01, -1.38952945e+02, -1.56952945e+02,\n",
       "       -1.38952945e+02, -1.20952945e+02, -8.49529451e+01, -6.69529449e+01,\n",
       "       -3.09529448e+01, -1.29529451e+01, -3.09529453e+01,  4.10470548e+01,\n",
       "        5.90470548e+01, -1.02952945e+02, -4.89529450e+01, -1.65675405e+02,\n",
       "       -1.57888174e+02, -1.20017717e+02, -1.12230485e+02, -9.36754049e+01,\n",
       "       -4.23048530e+00, -1.20177168e+01,  5.04705471e+00,  5.99822834e+01,\n",
       "       -8.40177167e+01, -4.98881737e+01, -4.02304850e+01, -2.16754048e+01,\n",
       "       -1.38881733e+01, -3.09529448e+01, -4.80177163e+01,  5.03245950e+01,\n",
       "       -1.29675405e+02, -1.48230485e+02, -1.56017716e+02, -1.38952945e+02,\n",
       "       -1.21888174e+02, -1.38952945e+02, -1.47877406e+02, -1.66028484e+02,\n",
       "       -1.26319259e+02, -1.51586632e+02, -1.30028484e+02, -1.11877406e+02,\n",
       "       -1.02952945e+02, -9.40284844e+01, -7.58774057e+01, -5.80284841e+01,\n",
       "       -5.43192583e+01, -7.58663123e+00,  5.04705488e+00, -3.09529450e+01,\n",
       "       -2.20284844e+01, -4.35866318e+01, -1.83192589e+01,  2.84133683e+01,\n",
       "        5.36807413e+01, -1.15586631e+02, -9.03192586e+01, -1.62319258e+02,\n",
       "       -1.66779083e+02, -1.70234483e+02, -1.07671407e+02, -9.47790832e+01,\n",
       "        3.28592470e-01, -3.12680703e+00,  5.04705473e+00,  1.32209165e+01,\n",
       "        9.76551710e+00, -7.16714075e+01, -7.51268069e+01, -3.91268066e+01,\n",
       "       -3.56714072e+01, -2.62344826e+01, -2.27790831e+01, -3.09529448e+01,\n",
       "       -1.43671407e+02, -1.47126807e+02, -1.38952945e+02, -1.30779083e+02,\n",
       "...\n",
       "        2.09378386e+01,  5.04705485e+00,  7.36842964e+00,  2.72568002e+00,\n",
       "       -1.52990419e+01, -1.08727183e+01, -1.29214142e+01, -1.08437292e+01,\n",
       "       -9.69927546e+00, -5.35809329e+00,  5.67009582e+01,  6.11272818e+01,\n",
       "        5.90785859e+01,  6.11562711e+01,  6.23007248e+01, -8.28727182e+01,\n",
       "       -8.49214141e+01, -8.72990418e+01, -8.28437290e+01, -8.16992753e+01,\n",
       "       -7.73580932e+01, -5.10621614e+01, -5.65477973e+01, -5.22066151e+01,\n",
       "       -4.89214139e+01, -4.68727179e+01, -5.12990416e+01, -3.09529450e+01,\n",
       "       -3.32743198e+01, -2.86315701e+01, -1.50621609e+01, -1.62066146e+01,\n",
       "       -2.05477968e+01, -4.68437286e+01, -4.13580928e+01, -4.56992750e+01,\n",
       "        5.69668279e+01,  6.13931515e+01, -1.20984476e+02, -1.23033172e+02,\n",
       "       -1.18606848e+02, -1.38952945e+02, -1.36631570e+02, -1.41274320e+02,\n",
       "       -1.59299042e+02, -1.54872718e+02, -1.56921414e+02, -1.54843729e+02,\n",
       "       -1.53699275e+02, -1.49358093e+02, -1.23062161e+02, -1.28547797e+02,\n",
       "       -1.24206615e+02, -1.36722700e+02, -1.38952945e+02, -1.41183191e+02,\n",
       "       -1.38952945e+02, -1.35462605e+02, -1.42443285e+02, -1.00722700e+02,\n",
       "       -1.05183191e+02, -1.02952945e+02, -6.47226996e+01, -6.91831903e+01,\n",
       "        1.55671548e+00,  5.04705533e+00,  4.32773002e+01,  4.10470548e+01,\n",
       "       -3.31831905e+01, -3.09529451e+01, -2.87226998e+01, -3.44432851e+01,\n",
       "       -2.74626055e+01,  4.45373946e+01,  3.75567150e+01, -1.06443285e+02,\n",
       "       -9.94626052e+01, -1.71462605e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_lat</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-26.57 26.57 ... -51.31 -51.31</div><input id='attrs-217f4b9a-713c-47cf-a6d6-1cae60069b8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-217f4b9a-713c-47cf-a6d6-1cae60069b8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b61ac738-b669-4165-b0ec-120e4ba10a7e' class='xr-var-data-in' type='checkbox'><label for='data-b61ac738-b669-4165-b0ec-120e4ba10a7e' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long name :</span></dt><dd>Latitude of the center of each face</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-2.65650511e+01,  2.65650512e+01, -2.65650510e+01,  6.31019962e-08,\n",
       "        3.17174745e+01,  1.95184205e-07,  2.25351676e-07,  3.17174745e+01,\n",
       "        5.82825256e+01,  1.53403071e-08, -3.17174743e+01, -3.17174745e+01,\n",
       "       -1.95184204e-07, -3.17174741e+01,  1.37933900e-07,  1.37864114e+01,\n",
       "        3.03101168e+01,  3.03101169e+01,  1.37864115e+01,  1.37864116e+01,\n",
       "       -1.37864114e+01, -3.03101168e+01, -4.20138378e+01, -3.03101169e+01,\n",
       "       -3.03101165e+01, -3.03101166e+01,  1.37864115e+01,  1.37864114e+01,\n",
       "        3.03101168e+01,  4.20138378e+01,  3.03101169e+01,  1.37864112e+01,\n",
       "       -1.37864112e+01, -1.37864113e+01, -3.03101168e+01, -4.20138376e+01,\n",
       "       -3.03101165e+01,  8.78915307e-01,  1.56345586e+01, -1.56345585e+01,\n",
       "        4.69183973e+01,  4.69183973e+01,  1.56345586e+01, -1.56345582e+01,\n",
       "       -8.78914935e-01, -1.56345582e+01,  1.56345586e+01,  1.56345586e+01,\n",
       "        4.69183973e+01,  4.69183973e+01,  8.78915168e-01, -8.78915108e-01,\n",
       "       -1.56345584e+01, -4.69183971e+01, -4.69183971e+01, -4.69183973e+01,\n",
       "       -4.69183973e+01, -4.69183970e+01, -4.69183969e+01, -4.69183973e+01,\n",
       "        2.86596731e+01,  2.03911515e+01,  2.03911517e+01,  2.86596732e+01,\n",
       "       -2.03911515e+01, -2.86596730e+01, -3.41027622e+01, -2.86596731e+01,\n",
       "       -2.03911515e+01, -2.03911513e+01, -2.86596728e+01,  2.86596731e+01,\n",
       "        2.03911516e+01,  2.03911515e+01,  2.86596731e+01,  3.41027623e+01,\n",
       "       -2.03911514e+01, -2.86596730e+01, -3.41027621e+01, -2.86596729e+01,\n",
       "...\n",
       "       -4.20578676e+01, -6.33076360e+00, -9.88286260e+00, -9.88286258e+00,\n",
       "       -1.89062771e+01, -1.83536654e+01, -2.25053352e+01, -4.20578675e+01,\n",
       "       -3.79190996e+01, -4.10338826e+01, -1.89062772e+01, -1.83536655e+01,\n",
       "       -2.25053353e+01, -4.20578677e+01, -3.79190997e+01, -1.83536651e+01,\n",
       "       -2.25053349e+01, -1.89062768e+01, -4.20578673e+01, -3.79190993e+01,\n",
       "       -4.10338823e+01, -4.20578674e+01, -4.10338824e+01, -3.79190994e+01,\n",
       "        2.25053353e+01,  1.83536655e+01,  1.89062772e+01,  6.33076363e+00,\n",
       "        9.88286263e+00,  9.88286261e+00,  4.20578677e+01,  3.79190997e+01,\n",
       "        4.10338827e+01,  4.20578677e+01,  4.10338827e+01,  3.79190997e+01,\n",
       "        1.83536652e+01,  1.89062768e+01, -2.25053350e+01, -1.83536652e+01,\n",
       "       -1.89062768e+01, -6.33076344e+00, -9.88286241e+00, -9.88286244e+00,\n",
       "       -1.89062771e+01, -1.83536654e+01, -2.25053352e+01, -4.20578676e+01,\n",
       "       -3.79190996e+01, -4.10338826e+01, -4.20578674e+01, -4.10338824e+01,\n",
       "       -3.79190994e+01,  1.20633348e+01,  8.29374559e+00,  1.20633348e+01,\n",
       "        5.51412034e+01,  5.13108445e+01,  5.13108445e+01, -1.20633344e+01,\n",
       "       -1.20633344e+01, -8.29374520e+00,  1.20633349e+01,  1.20633349e+01,\n",
       "        5.13108445e+01,  5.51412034e+01, -1.20633348e+01, -8.29374559e+00,\n",
       "       -1.20633346e+01, -8.29374539e+00, -1.20633346e+01, -5.13108443e+01,\n",
       "       -5.13108443e+01, -5.13108445e+01, -5.13108445e+01, -5.13108442e+01,\n",
       "       -5.13108441e+01, -5.13108445e+01])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-de35b82d-ef4e-4003-8a6d-c659b441e254' class='xr-section-summary-in' type='checkbox'  ><label for='section-de35b82d-ef4e-4003-8a6d-c659b441e254' class='xr-section-summary' >Cartesian 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>node_x</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.686e+06 ... -3.853e+06</div><input id='attrs-a30c6ddf-5101-4dd2-a298-f98f538bc701' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a30c6ddf-5101-4dd2-a298-f98f538bc701' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad4cb6c2-4f94-457b-8f5d-2100be1ab04b' class='xr-var-data-in' type='checkbox'><label for='data-ad4cb6c2-4f94-457b-8f5d-2100be1ab04b' 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>standard_name :</span></dt><dd>x</dd><dt><span>long name :</span></dt><dd>Cartesian x location of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-5685720.13738219, -5566999.92358776,  5566999.92358774, ...,\n",
       "        2916928.74293144,  -866954.85647526, -3852734.97402842])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_y</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-7.453e+05 -6.42e+05 ... -3.403e+05</div><input id='attrs-5101d69c-9c1b-4bd4-9791-2f14b52a4755' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5101d69c-9c1b-4bd4-9791-2f14b52a4755' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fe14dc5-ec05-434e-8579-9d73cf80c798' class='xr-var-data-in' type='checkbox'><label for='data-7fe14dc5-ec05-434e-8579-9d73cf80c798' 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>standard_name :</span></dt><dd>y</dd><dt><span>long name :</span></dt><dd>Cartesian y location of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ -745326.27060765,  -641953.06270647,   641953.06270664, ...,\n",
       "        2539856.26570134, -3769314.609438  ,  -340259.21827198])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>node_z</span></div><div class='xr-var-dims'>(n_node)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.777e+06 3.031e+06 ... -5.063e+06</div><input id='attrs-6a745394-64ae-4041-a983-4accfcf36d5d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a745394-64ae-4041-a983-4accfcf36d5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d17f8b4-b8f7-4bf9-a84a-071c0de363d9' class='xr-var-data-in' type='checkbox'><label for='data-9d17f8b4-b8f7-4bf9-a84a-071c0de363d9' 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>standard_name :</span></dt><dd>z</dd><dt><span>long name :</span></dt><dd>Cartesian z location of the corner nodes of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ 2776622.81200557,  3031330.91009488, -3031330.91009488, ...,\n",
       "       -5062925.61950885, -5062925.5991326 , -5062925.6220806 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_x</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.786e+06 ... -2.478e+06</div><input id='attrs-0ee2f5cd-3a39-4df5-a2b5-2c33e4f34619' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ee2f5cd-3a39-4df5-a2b5-2c33e4f34619' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8cbaf39-0b1a-42f6-9c7d-5412e8d94150' class='xr-var-data-in' type='checkbox'><label for='data-c8cbaf39-0b1a-42f6-9c7d-5412e8d94150' 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>standard_name :</span></dt><dd>x</dd><dt><span>long name :</span></dt><dd>Cartesian x location of the center of each edge</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-3785685.80531731,  -891698.00758265,  2953913.83372714, ...,\n",
       "       -3820868.75526419, -3197652.82546307, -2477966.7682748 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_y</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.561e+05 -3.877e+06 ... -5.83e+06</div><input id='attrs-b62167f4-dde1-4e9f-ae3c-2187f859fed9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b62167f4-dde1-4e9f-ae3c-2187f859fed9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-924592c1-7b0d-40f8-ae3f-47962ef752bf' class='xr-var-data-in' type='checkbox'><label for='data-924592c1-7b0d-40f8-ae3f-47962ef752bf' 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>standard_name :</span></dt><dd>y</dd><dt><span>long name :</span></dt><dd>Cartesian y location of the center of each edge</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ -456129.3234269 , -3876891.97452953,  2411195.56679867, ...,\n",
       "       -1307534.83897474, -5373190.29110637, -5830293.00724777])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_z</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.104e+06 ... -6.782e+05</div><input id='attrs-d5b95ce9-e57d-4b15-9ba2-b88f09ae98e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5b95ce9-e57d-4b15-9ba2-b88f09ae98e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-636b23af-9b5a-4f79-8f8f-7f6eaea939f0' class='xr-var-data-in' type='checkbox'><label for='data-636b23af-9b5a-4f79-8f8f-7f6eaea939f0' 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>standard_name :</span></dt><dd>z</dd><dt><span>long name :</span></dt><dd>Cartesian z location of the center of each edge</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-5104222.56510922, -4976659.74841988, -5104222.56293815, ...,\n",
       "       -4927867.040653  , -1223274.89707315,  -678176.31586817])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_x</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.677e+06 4.887e+06 ... -3.938e+06</div><input id='attrs-01fab410-5861-4834-ae59-1500167802d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01fab410-5861-4834-ae59-1500167802d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70026394-9284-41fa-92f0-08de995a5f65' class='xr-var-data-in' type='checkbox'><label for='data-70026394-9284-41fa-92f0-08de995a5f65' 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>standard_name :</span></dt><dd>x</dd><dt><span>long name :</span></dt><dd>Cartesian x location of the center of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ 5676505.75757369,  4887062.74237108, -4297716.52262798,\n",
       "       -5862700.76017412, -4087371.30329181, -3276939.3320647 ,\n",
       "         560501.55507757,  2121738.48225658,  2872543.404921  ,\n",
       "        6209109.76691178,  4647872.85128423,  4087371.30329142,\n",
       "        3276939.332064  , -1214827.90694381,  4183849.89070037,\n",
       "       -5995301.81648857, -5095779.5912954 , -2751634.32985296,\n",
       "       -2341005.43478855,  -396654.55983735,  6170819.99956203,\n",
       "        5379773.97752548,  4715362.46848145,  2751634.32985234,\n",
       "         573248.83343086,  3543756.43568671,  4723999.0843322 ,\n",
       "        5750155.81586547,  5339526.91579827,  4059587.57254499,\n",
       "        3679170.45308539,  3950446.30863379, -3950446.30863438,\n",
       "       -5260597.42939364, -5025486.70757353, -3570029.16879666,\n",
       "       -2905617.66452976, -4804427.82114898, -5196225.98262972,\n",
       "       -5953981.50449334, -2577501.51866091, -3827571.38020056,\n",
       "       -3946156.12659044, -2286219.52529654, -1427947.82856994,\n",
       "        -431033.22986436,  1497045.10723887,  3248729.72730005,\n",
       "        2538266.47551153,  4313705.68684895,  6345779.67132113,\n",
       "        5463259.38399553,  5687588.32107689,  3152151.0449389 ,\n",
       "        4131250.0082866 ,  3827571.38020042,  2577501.51866052,\n",
       "       -1879434.88731116,   -24248.59744256, -4146236.45430083,\n",
       "...\n",
       "        1051816.77888329,  2972970.73970474,  2649240.10244112,\n",
       "        3080092.28508134,  3867666.50452335,  4133947.79587372,\n",
       "        3768729.00989255,  5430582.78134202,  5247643.08586913,\n",
       "        5509165.72394531,  4567920.97884913,  4826399.4342791 ,\n",
       "        4500198.6668474 ,  3235574.69908163,  3607323.61254926,\n",
       "        3510371.86490268,  3296439.1287045 ,  2885947.86913396,\n",
       "       -3030157.83414856, -3296439.12870514, -2885947.86913464,\n",
       "       -4775691.79017461, -4562855.54931121, -4896755.9825384 ,\n",
       "       -5638353.58151152, -5474870.85012759, -5414951.37179796,\n",
       "       -4281763.96628079, -4505829.58748526, -4134896.87976851,\n",
       "       -2580683.68473214, -2994913.85011561, -2825584.30822882,\n",
       "       -4536105.67091206, -4754740.32895354, -4854546.31985231,\n",
       "       -2746322.31156915, -2838785.13687223, -3157225.78747705,\n",
       "       -1159227.65216468, -1631814.62453413, -1413179.96588262,\n",
       "        2660435.94394316,  2214214.81093373,  3981153.06059923,\n",
       "        3627394.7528053 ,  4536105.67091158,  4754740.32895308,\n",
       "        5214489.42162082,  5406758.24123795,  5463903.40950677,\n",
       "        3284415.19430205,  3533829.18348669,  2838785.13687197,\n",
       "        3157225.78747686, -1127345.55624184,  -654758.58555543,\n",
       "       -3938492.23563034])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_y</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.013e+05 -2.931e+06 ... -5.912e+05</div><input id='attrs-06b39c10-6934-4fc2-91d7-b5d86dae9f5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06b39c10-6934-4fc2-91d7-b5d86dae9f5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5fdca18-0696-44d5-8efb-b9182eef9ae6' class='xr-var-data-in' type='checkbox'><label for='data-c5fdca18-0696-44d5-8efb-b9182eef9ae6' 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>standard_name :</span></dt><dd>y</dd><dt><span>long name :</span></dt><dd>Cartesian y location of the center of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([ 5.01327814e+05, -2.93098361e+06, -3.74214911e+06, -2.49425315e+06,\n",
       "       -3.55899528e+06, -5.46390223e+06, -6.34652637e+06, -4.98711112e+06,\n",
       "       -1.72278894e+06, -1.42811585e+06, -2.78753110e+06,  3.55899528e+06,\n",
       "        5.46390223e+06, -5.28178426e+06, -4.80499314e+06, -1.53092434e+06,\n",
       "       -2.07040686e+06, -4.76256892e+06, -5.72774534e+06, -6.17495250e+06,\n",
       "       -4.56457831e+05, -1.14524505e+06,  4.16443220e+05,  4.76256892e+06,\n",
       "       -5.47036929e+06, -4.20658349e+06, -3.99639911e+06, -2.28540616e+06,\n",
       "       -1.32022972e+06, -2.43471084e+06, -4.08867448e+06,  4.76249381e+06,\n",
       "       -4.76249381e+06, -3.25783485e+06, -2.23562913e+06, -3.10853020e+06,\n",
       "       -4.67021845e+06, -4.18335762e+06, -3.26244252e+06, -1.48135071e+06,\n",
       "       -3.50637231e+06, -2.07071441e+06, -4.69810041e+06, -5.69363645e+06,\n",
       "       -6.20837923e+06, -6.12033546e+06, -5.95005475e+06, -5.20481035e+06,\n",
       "       -3.53487823e+06, -5.74546825e+05,  5.60435604e+05, -3.27655377e+06,\n",
       "       -2.30122463e+06, -3.00035078e+06, -1.36782100e+06,  2.07071441e+06,\n",
       "        3.50637231e+06, -3.92503319e+06, -4.35173219e+06, -1.32169743e+06,\n",
       "       -1.27861698e+06, -1.01294600e+06, -5.69018173e+06, -5.57121437e+06,\n",
       "        3.42492462e+04, -3.04947621e+05,  4.64113937e+05,  1.27861698e+06,\n",
       "        1.01294600e+06, -5.66901454e+06, -5.40334356e+06, -3.52791792e+06,\n",
       "       -3.48247644e+06, -2.63988900e+06, -2.16458282e+06, -2.71341487e+06,\n",
       "       -3.53789292e+06, -3.03450237e+06, -3.46436707e+06, -4.23342862e+06,\n",
       "...\n",
       "        1.69044499e+06,  5.57083547e+05,  8.04979508e+05,  2.98482390e+05,\n",
       "       -1.59039768e+06, -1.14065730e+06, -1.31619915e+06, -8.89941786e+05,\n",
       "       -8.46786955e+05, -4.48780664e+05,  5.03788449e+06,  5.29543939e+06,\n",
       "        5.04945798e+06,  4.14357367e+06,  4.45013343e+06, -6.00040438e+06,\n",
       "       -5.86291380e+06, -6.02080432e+06, -4.69358795e+06, -4.97347656e+06,\n",
       "       -4.68944389e+06, -3.67946818e+06, -4.00982910e+06, -3.97177784e+06,\n",
       "       -4.43693578e+06, -4.41341881e+06, -4.70398150e+06, -3.25695619e+06,\n",
       "       -3.44369132e+06, -3.00763377e+06, -1.22928389e+06, -1.40280290e+06,\n",
       "       -1.68683558e+06, -3.45081111e+06, -3.17559737e+06, -3.59712063e+06,\n",
       "        5.06964290e+06,  5.29169778e+06, -5.04612593e+06, -5.06964290e+06,\n",
       "       -5.29169778e+06, -4.15833631e+06, -4.31011800e+06, -3.92664599e+06,\n",
       "       -2.13066404e+06, -2.56779656e+06, -2.30728086e+06, -2.01085513e+06,\n",
       "       -2.22699063e+06, -2.44945508e+06, -3.96448141e+06, -3.75868242e+06,\n",
       "       -4.15668871e+06, -4.27121795e+06, -4.14009325e+06, -3.90550092e+06,\n",
       "       -2.39130419e+06, -2.79331068e+06, -2.42759365e+06, -6.12174393e+06,\n",
       "       -6.01304736e+06, -6.14417205e+06, -5.63397178e+06, -5.82381406e+06,\n",
       "        1.08193799e+05,  3.20358010e+05,  4.27121795e+06,  4.14009325e+06,\n",
       "       -3.41008175e+06, -3.24266759e+06, -2.99421392e+06, -2.25253248e+06,\n",
       "       -1.83666465e+06,  2.79331068e+06,  2.42759365e+06, -3.81973531e+06,\n",
       "       -3.92843188e+06, -5.91239806e+05])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_z</span></div><div class='xr-var-dims'>(n_face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.849e+06 2.849e+06 ... -4.973e+06</div><input id='attrs-de759223-44be-4c72-9d9d-2529a108d4e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de759223-44be-4c72-9d9d-2529a108d4e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c763d1d-f6b4-47b8-9a4f-c83765ae7bb8' class='xr-var-data-in' type='checkbox'><label for='data-5c763d1d-f6b4-47b8-9a4f-c83765ae7bb8' 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>standard_name :</span></dt><dd>z</dd><dt><span>long name :</span></dt><dd>Cartesian z location of the center of each face</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([-2.84930023e+06,  2.84930023e+06, -2.84930021e+06,  7.01687405e-03,\n",
       "        3.34955331e+06,  2.17042735e-02,  2.50588638e-02,  3.34955332e+06,\n",
       "        5.41969110e+06,  1.70582563e-03, -3.34955330e+06, -3.34955331e+06,\n",
       "       -2.17042734e-02, -3.34955328e+06,  1.53381012e-02,  1.51828382e+06,\n",
       "        3.21543228e+06,  3.21543229e+06,  1.51828384e+06,  1.51828384e+06,\n",
       "       -1.51828382e+06, -3.21543227e+06, -4.26432771e+06, -3.21543229e+06,\n",
       "       -3.21543225e+06, -3.21543226e+06,  1.51828383e+06,  1.51828382e+06,\n",
       "        3.21543228e+06,  4.26432771e+06,  3.21543229e+06,  1.51828380e+06,\n",
       "       -1.51828380e+06, -1.51828381e+06, -3.21543228e+06, -4.26432770e+06,\n",
       "       -3.21543225e+06,  9.77306029e+04,  1.71705076e+06, -1.71705075e+06,\n",
       "        4.65342864e+06,  4.65342864e+06,  1.71705076e+06, -1.71705072e+06,\n",
       "       -9.77305615e+04, -1.71705072e+06,  1.71705077e+06,  1.71705076e+06,\n",
       "        4.65342865e+06,  4.65342865e+06,  9.77305875e+04, -9.77305808e+04,\n",
       "       -1.71705074e+06, -4.65342863e+06, -4.65342863e+06, -4.65342864e+06,\n",
       "       -4.65342864e+06, -4.65342862e+06, -4.65342862e+06, -4.65342864e+06,\n",
       "        3.05567972e+06,  2.21991008e+06,  2.21991009e+06,  3.05567973e+06,\n",
       "       -2.21991008e+06, -3.05567972e+06, -3.57221376e+06, -3.05567972e+06,\n",
       "       -2.21991008e+06, -2.21991005e+06, -3.05567969e+06,  3.05567972e+06,\n",
       "        2.21991008e+06,  2.21991008e+06,  3.05567972e+06,  3.57221377e+06,\n",
       "       -2.21991007e+06, -3.05567971e+06, -3.57221375e+06, -3.05567970e+06,\n",
       "...\n",
       "       -4.26796415e+06, -7.02542544e+05, -1.09352234e+06, -1.09352233e+06,\n",
       "       -2.06441241e+06, -2.00618269e+06, -2.43871188e+06, -4.26796414e+06,\n",
       "       -3.91542736e+06, -4.18274510e+06, -2.06441242e+06, -2.00618270e+06,\n",
       "       -2.43871189e+06, -4.26796415e+06, -3.91542737e+06, -2.00618266e+06,\n",
       "       -2.43871185e+06, -2.06441238e+06, -4.26796412e+06, -3.91542734e+06,\n",
       "       -4.18274508e+06, -4.26796413e+06, -4.18274509e+06, -3.91542735e+06,\n",
       "        2.43871189e+06,  2.00618270e+06,  2.06441242e+06,  7.02542548e+05,\n",
       "        1.09352234e+06,  1.09352234e+06,  4.26796415e+06,  3.91542737e+06,\n",
       "        4.18274511e+06,  4.26796415e+06,  4.18274511e+06,  3.91542737e+06,\n",
       "        2.00618267e+06,  2.06441238e+06, -2.43871186e+06, -2.00618267e+06,\n",
       "       -2.06441238e+06, -7.02542527e+05, -1.09352232e+06, -1.09352232e+06,\n",
       "       -2.06441241e+06, -2.00618269e+06, -2.43871188e+06, -4.26796415e+06,\n",
       "       -3.91542736e+06, -4.18274510e+06, -4.26796413e+06, -4.18274509e+06,\n",
       "       -3.91542734e+06,  1.33154105e+06,  9.19038210e+05,  1.33154105e+06,\n",
       "        5.22799550e+06,  4.97305473e+06,  4.97305473e+06, -1.33154100e+06,\n",
       "       -1.33154100e+06, -9.19038166e+05,  1.33154105e+06,  1.33154105e+06,\n",
       "        4.97305473e+06,  5.22799551e+06, -1.33154105e+06, -9.19038210e+05,\n",
       "       -1.33154102e+06, -9.19038188e+05, -1.33154103e+06, -4.97305472e+06,\n",
       "       -4.97305472e+06, -4.97305473e+06, -4.97305473e+06, -4.97305471e+06,\n",
       "       -4.97305471e+06, -4.97305473e+06])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-52c15469-1d3a-4b37-afe0-d14be2aee16a' class='xr-section-summary-in' type='checkbox'  ><label for='section-52c15469-1d3a-4b37-afe0-d14be2aee16a' class='xr-section-summary' >Connectivity: <span>(2)</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>edge_node_connectivity</span></div><div class='xr-var-dims'>(n_edge, two)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2193 1636 2192 ... 2097 2098 651</div><input id='attrs-5fd69bfd-b67b-48c0-857b-12efa2aac500' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5fd69bfd-b67b-48c0-857b-12efa2aac500' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3e1bf9e-dd4f-41dc-b507-2a0d89f3b121' class='xr-var-data-in' type='checkbox'><label for='data-a3e1bf9e-dd4f-41dc-b507-2a0d89f3b121' 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>cf_role :</span></dt><dd>edge_node_connectivity</dd><dt><span>long name :</span></dt><dd>Maps every edge to the two nodes that it connects.</dd><dt><span>start_index :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><pre>array([[2193, 1636],\n",
       "       [2192, 1627],\n",
       "       [2191, 1615],\n",
       "       ...,\n",
       "       [2052,  402],\n",
       "       [1387, 2097],\n",
       "       [2098,  651]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>face_node_connectivity</span></div><div class='xr-var-dims'>(n_face, n_max_face_nodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>6 2 3 4 5 ... 2053 1639 1642 2193</div><input id='attrs-d8b7a436-c5a2-44e1-b8ac-f72b9b422dd5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8b7a436-c5a2-44e1-b8ac-f72b9b422dd5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5af5a017-6d79-426f-bb28-a88fc7baa3f9' class='xr-var-data-in' type='checkbox'><label for='data-5af5a017-6d79-426f-bb28-a88fc7baa3f9' 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>cf_role :</span></dt><dd>face_node_connectivity</dd><dt><span>long name :</span></dt><dd>Maps every face to its corner nodes.</dd><dt><span>start_index :</span></dt><dd>0</dd><dt><span>_FillValue :</span></dt><dd>-9223372036854775808</dd></dl></div><div class='xr-var-data'><pre>array([[                   6,                    2,                    3,\n",
       "                           4,                    5, -9223372036854775808],\n",
       "       [                  10,                   11,                    7,\n",
       "                           8,                    9, -9223372036854775808],\n",
       "       [                  12,                   13,                   14,\n",
       "                          15,                   16, -9223372036854775808],\n",
       "       ...,\n",
       "       [                1627,                 1632,                 2041,\n",
       "                        1625,                 1624,                 2192],\n",
       "       [                2192,                 1634,                 1633,\n",
       "                        2047,                 1628,                 1627],\n",
       "       [                1636,                 1638,                 2053,\n",
       "                        1639,                 1642,                 2193]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e8cb0a44-c7af-4833-b0a7-9725df16eb06' class='xr-section-summary-in' type='checkbox'  ><label for='section-e8cb0a44-c7af-4833-b0a7-9725df16eb06' class='xr-section-summary' >Descriptors: <span>(2)</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>edge_face_distances</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.85e+05 4.85e+05 ... 4.973e+05</div><input id='attrs-00105c00-f11d-4ca0-94da-0523a3070fcf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00105c00-f11d-4ca0-94da-0523a3070fcf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce06301c-bc25-4bae-9a02-e2958ea916d3' class='xr-var-data-in' type='checkbox'><label for='data-ce06301c-bc25-4bae-9a02-e2958ea916d3' 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>cf_role :</span></dt><dd>edge_face_distances</dd><dt><span>long_name :</span></dt><dd>Distances between the face centers that saddle each edge</dd></dl></div><div class='xr-var-data'><pre>array([485043.30497902, 485043.29817844, 485043.30506492, ...,\n",
       "       485257.26806516, 487744.75389715, 497267.02740464])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>edge_node_distances</span></div><div class='xr-var-dims'>(n_edge)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.853e+05 2.853e+05 ... 2.62e+05</div><input id='attrs-353df14d-9cc3-47de-ac47-84bed43c6925' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-353df14d-9cc3-47de-ac47-84bed43c6925' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2277a5b-0e9f-4060-a564-7f9d3bf38f23' class='xr-var-data-in' type='checkbox'><label for='data-a2277a5b-0e9f-4060-a564-7f9d3bf38f23' 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>cf_role :</span></dt><dd>edge_node_distances</dd><dt><span>long_name :</span></dt><dd>Distances between the nodes that make up each edge.</dd></dl></div><div class='xr-var-data'><pre>array([285298.42467823, 285298.39522781, 285298.42484597, ...,\n",
       "       283573.13698969, 274517.22789552, 261978.54516178])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-36c3e36d-90ea-4226-8ba9-4f264bba0a47' class='xr-section-summary-in' type='checkbox'  ><label for='section-36c3e36d-90ea-4226-8ba9-4f264bba0a47' class='xr-section-summary' >Attributes: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>on_a_sphere :</span></dt><dd>YES</dd><dt><span>sphere_radius :</span></dt><dd>6371229.0</dd><dt><span>is_periodic :</span></dt><dd>NO</dd><dt><span>parent_id :</span></dt><dd>kufh9o2jwx\n",
       "lsd2k42w1r\n",
       "a4x6sqhkwb</dd><dt><span>history :</span></dt><dd>Tue Oct 10 16:52:25 2023: ./convert.py\n",
       "MpasMeshConverter.x ocean.QU.480km.151209.nc ocean.QU.480km.20231010.nc\n",
       "mpirun -n 2 ./ocean_model</dd><dt><span>mesh_spec :</span></dt><dd>1.0</dd><dt><span>Conventions :</span></dt><dd>MPAS</dd><dt><span>source :</span></dt><dd>MpasMeshConverter.x</dd><dt><span>file_id :</span></dt><dd>85scxk6tmk</dd></dl></div></li></ul></div></div></details></div></div>"
      ],
      "text/plain": [
       "<xarray.UxDataArray 'bottomDepth' (n_face: 970)> Size: 8kB\n",
       "dask.array<getitem, shape=(970,), dtype=float64, chunksize=(970,), chunktype=numpy.ndarray>\n",
       "Dimensions without coordinates: n_face"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import uxarray\n",
    "\n",
    "grid_path = \"/glade/campaign/mmm/wmr/weiwang/cps/irma3/2020/tk707_conus/init.nc\"\n",
    "data_path = \"/glade/campaign/mmm/wmr/weiwang/cps/irma3/mp6/tk707/diag.2017-09-07_09.00.00.nc\"\n",
    "grid_path = data_path = \"../uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc\"\n",
    "uxds = uxarray.open_mfdataset(grid_path, data_path)\n",
    "\n",
    "# Trim domain\n",
    "lon_bounds = (-170, 60)\n",
    "lat_bounds = (-51, 60)\n",
    "uxda = uxds[\"bottomDepth\"].subset.bounding_box(lon_bounds, lat_bounds)\n",
    "\n",
    "uxda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9464102-ce94-4164-926f-c75af47b1fcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import partial\n",
    "\n",
    "import numpy as np\n",
    "import uxarray\n",
    "\n",
    "# TODO: use uxarray mesh examples instead. They are much smaller.\n",
    "grid_path = \"/glade/campaign/mmm/wmr/weiwang/cps/irma3/2020/tk707_conus/init.nc\"\n",
    "data_path = \"/glade/campaign/mmm/wmr/weiwang/cps/irma3/mp6/tk707/diag.2017-09-07_09.00.00.nc\"\n",
    "grid_path = os.path.basename(grid_path)\n",
    "data_path = os.path.basename(data_path)\n",
    "uxds = uxarray.open_mfdataset(grid_path, data_path)\n",
    "\n",
    "# Trim domain\n",
    "lon_bounds = (-74, -64)\n",
    "lat_bounds = (18, 24)\n",
    "uxda = uxds[\"refl10cm_max\"].isel(Time=0).subset.bounding_box(lon_bounds, lat_bounds)\n",
    "\n",
    "# this is how you use this function to smooth with 0.25-deg filter.\n",
    "uxda_mean = uxda.neighborhood_filter(func=np.mean, r=0.25)\n",
    "\n",
    "\n",
    "# this is another way to use this function with np.percentile\n",
    "uxda_max = uxda.neighborhood_filter(func=partial(np.percentile, q=90), r=0.25)\n",
    "\n",
    "(uxda.plot.rasterize() + uxda_mean.plot.rasterize() + uxda_max.plot.rasterize()).cols(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "200b104c-bf48-4805-be58-79f80aa873bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is how you use this function\n",
    "uxda_mean = uxda.neighborhood_filter(func=partial(np.median, axis=-1), r=5)\n",
    "\n",
    "# this is another way to use this function with a maximum filter\n",
    "uxda_max = uxda.neighborhood_filter(func=partial(np.percentile, q=50), r=5)\n",
    "\n",
    "(uxda.plot.rasterize() + uxda_mean.plot.rasterize() + uxda_max.plot.rasterize()).cols(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5886458d-21bc-4bd0-b34e-95f302f71c05",
   "metadata": {},
   "outputs": [],
   "source": [
    "if True:\n",
    "    if True:\n",
    "        if (\n",
    "            self._ball_tree is None\n",
    "            or coordinates != self._ball_tree._coordinates\n",
    "            or reconstruct\n",
    "        ):\n",
    "            self._ball_tree = BallTree(\n",
    "                self,\n",
    "                coordinates=coordinates,\n",
    "                distance_metric=distance_metric,\n",
    "                coordinate_system=coordinate_system,\n",
    "                reconstruct=reconstruct,\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ceb46df9-e397-4b59-95ff-9f66b2de0bed",
   "metadata": {},
   "outputs": [],
   "source": [
    "grid_path = \"/glade/campaign/mmm/parc/schwartz/MPAS_regional/15km_mesh_regional/mpas_init/regional_15km_mesh_5500km.static.nc\"\n",
    "data_path = \"/glade/campaign/mmm/parc/schwartz/MPAS_regional/15km_mesh_regional/precip_3hrly_5500km/native_grid/ens_4/mpas_precip_2017050200_f006_3hr_pcp.nc\"\n",
    "uxds = uxarray.open_dataset(grid_path, data_path)\n",
    "uxds = xtime(uxds)\n",
    "\n",
    "uxds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9b20958-4b51-4a12-933c-e1cff979a99e",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds[\"rainnc\"].neighborhood_filter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bdc34656-bde1-4a75-b2cb-3b89e517a05b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f49339f8-f6d4-4454-aefe-86ce22df9fe7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Trim domain\n",
    "uxda = uxds[\"rainnc\"].isel(Time=0).subset.bounding_circle((-75, 42), r=0.5)\n",
    "uxda.plot.rasterize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "859e4c62-3a65-4143-a5b5-cee8f37ad367",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxda.neighborhood_filter(func=np.mean, r=0.02).plot.rasterize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0258ccba-9841-4456-9efc-cf9c1090e0c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = uxda.uxgrid.get_ball_tree(coordinates=\"face centers\")\n",
    "dir(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb5574d0-dbd8-477b-9022-1b3e90160f6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [1, 4, 7, 9]\n",
    "y = [2, 4, 7, 13]\n",
    "z = [0, -1, 3, 0]\n",
    "np.c_[x, y, z]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "052e9bdf-a298-4932-b9c5-a1bfd24bb631",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.array([x, y, z]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6de626f4-eaf3-4e7b-8db2-6cca57412a65",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is how you use this function to smooth with 0.125-deg filter.\n",
    "\n",
    "uxds[\"rainnc\"].isel(Time=0, n_face=[2, 56])\n",
    "# .plot.rasterize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbd7d37d-e5af-4535-84a9-c39631fb9211",
   "metadata": {},
   "outputs": [],
   "source": [
    "fas, j = uxds[\"rainnc\"].isel(Time=0).uxgrid.compute_face_areas(latlon=True)\n",
    "np.sum(fas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7afa0635-a0ed-42a1-ad89-9f8b7c39388f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "grid_path = data_path = (\n",
    "    os.getenv(\"SCRATCH\") + \"/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc\"\n",
    ")\n",
    "uxds = uxarray.open_dataset(grid_path, data_path)\n",
    "uxds = uxds.assign(Time=[14])\n",
    "uxds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a568dac1-5d14-4aa3-8f37-46b4d206de6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.ssh.isel(Time=0).plot.polygons()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8916856e-fc7b-4073-ac1c-ae357c49e071",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.ssh.isel(Time=0).neighborhood_filter(r=80).plot.polygons()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53febcb0-aaa5-48bf-b82f-79ee64802bfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "grid_path = os.getenv(\"SCRATCH\") + \"/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc\"\n",
    "data_path = Path(os.getenv(\"SCRATCH\") + \"/uxarray/test/meshfiles/ugrid/geoflow-small\").glob(\n",
    "    \"v?.nc\"\n",
    ")\n",
    "uxds = uxarray.open_mfdataset(grid_path, data_path)\n",
    "uxds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd95682f-8ed2-480d-88ef-bc3b02f042a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "grid_path = os.getenv(\"SCRATCH\") + \"/uxarray/test/meshfiles/exodus/outCSne8/outCSne8.g\"\n",
    "data_path = grid_path  # Path(os.getenv(\"SCRATCH\") + \"/uxarray/test/meshfiles/ugrid/fesom\").glob(\"[ss]*.nc\")\n",
    "uxds = uxarray.open_mfdataset(grid_path, data_path)\n",
    "uxds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb392fec-de7c-4dbf-ba21-5dfcd1b4736c",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.uxgrid.get_ball_tree(\n",
    "    coordinates=\"face centers\",\n",
    "    coordinate_system=\"cartesian\",\n",
    "    distance_metric=\"minkowski\",\n",
    "    reconstruct=True,\n",
    ").coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bfb4e184-1121-4e1d-94af-6189b58f9a9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.uxgrid.get_ball_tree(reconstruct=True).coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b299c6de-2d56-4b30-9ac2-12857ab7b6b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.uxgrid.get_ball_tree(coordinates=\"face centers\").distance_metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4aefa3de-5950-4660-b192-f50a3937bb9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "uxds.global_id1.plot.polygons()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5eb672e2-1a21-476f-b766-c6d8fd7c1340",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = uxds[\"global_id1\"]\n",
    "a[:] = 0\n",
    "a[10] = 500\n",
    "uxds[\"global_id2\"] = a\n",
    "uxds.global_id2.plot.polygons()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3167a565-f6e1-4a53-9df4-153b3ed35fa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5e830af-fa72-4a7b-989b-aabee78b11d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.uxgrid.get_ball_tree(coordinates=\"face centers\").coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6fe8f2e-5fe2-4211-8de4-a4e504646810",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.uxgrid.get_ball_tree(reconstruct=False).coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ec26f40-19a7-450a-8729-81f4b5974580",
   "metadata": {},
   "outputs": [],
   "source": [
    "from uxarray.constants import GRID_DIMS\n",
    "\n",
    "grid_dims = [d for d in uxds.attrib1.dims if d in GRID_DIMS]\n",
    "uxds.attrib1.transpose(..., grid_dims[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bfd9858-34bd-4044-ba62-314f87d36eb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.neighborhood_filter(r=45).global_id2.plot.polygons()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c802abcb-9b49-4323-ad07-a72d53b83123",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.neighborhood_filter(r=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b22a593-6295-4bf8-a118-3e821df2453c",
   "metadata": {},
   "outputs": [],
   "source": [
    "uxds.attrib1.transpose(*uxds.attrib1.dims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e64d4a2-0c41-4f7d-93a6-e1d921ad605d",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.random(1000000)\n",
    "y = np.random.random(1000000)\n",
    "z = np.random.random(1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4171e7e5-7a5c-4a44-b971-308e4ac6bbba",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.c_[x, y, z]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14bb5b86-0a94-462d-9799-4129bf827060",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.vstack((x, y, z)).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74bf701d-e24e-4fbc-80e0-2ea44a365080",
   "metadata": {},
   "outputs": [],
   "source": [
    "(np.c_[x, y, z] == np.vstack((x, y, z)).T).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0145882d-a5ff-479e-af4f-3fe131cbf436",
   "metadata": {},
   "outputs": [],
   "source": [
    "%timeit np.vstack((x,y,z)).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9acb416b-1410-499a-b4ac-3026cfe49dd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%timeit np.c_[x,y,z]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc834432-09f8-4a44-8151-c4f18949ca97",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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