make_movies.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d4cf579-3d22-4587-86fc-4adaa5a030e6",
   "metadata": {},
   "source": [
    "# Make a movie"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4083ac2e-2b37-43ab-a37b-fcbc120bcc47",
   "metadata": {},
   "source": [
    "### Open data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "22e492a3-a7c7-44d0-b282-1c177d448871",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CESM_POP_hires_control', 'CESM_POP_hires_RCP8_5']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from intake import open_catalog\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cat = open_catalog(\"https://raw.githubusercontent.com/pangeo-data/pangeo-datastore/master/intake-catalogs/ocean/CESM_POP.yaml\")\n",
    "list(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4cee54b1-abb1-4e05-bca5-57859b387702",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cat['CESM_POP_hires_RCP8_5'].to_dask()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "783e28ad-c676-4d66-a3c3-04de7c588181",
   "metadata": {},
   "outputs": [
    {
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       "    ...                  ...\n",
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       "  * time                (time) object 2006-01-02 00:00:00 ... 2051-01-01 00:0...\n",
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       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'SSH_2'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 16401</li><li><span>nlat</span>: 2400</li><li><span>nlon</span>: 3600</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e2f83f00-6d85-4715-9568-8a8c433b9a7d' class='xr-array-in' type='checkbox' checked><label for='section-e2f83f00-6d85-4715-9568-8a8c433b9a7d' 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=(1, 2400, 3600), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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       "                    <th> Type </th>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "                    <th> Type </th>\n",
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       "                <thead>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "                    <th> Type </th>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
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       "                        <td> 65.92 MiB </td>\n",
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       "                        <td> (2400, 3600) </td>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>DYU</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-37e1f3c8-1a8f-404a-9455-7a284d0888d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37e1f3c8-1a8f-404a-9455-7a284d0888d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-098dc214-5425-42fe-8bbb-7a260e3f8dc3' class='xr-var-data-in' type='checkbox'><label for='data-098dc214-5425-42fe-8bbb-7a260e3f8dc3' 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>y-spacing centered at U points</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-57ddae77-19ad-4a67-8fed-5bbaf2d793ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57ddae77-19ad-4a67-8fed-5bbaf2d793ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ab11d46-4221-46bb-97b0-9dd4bd6fd94b' class='xr-var-data-in' type='checkbox'><label for='data-4ab11d46-4221-46bb-97b0-9dd4bd6fd94b' 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>ocean depth at T points</dd><dt><span>units :</span></dt><dd>centimeter</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HTE</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-e89b6a03-9ca4-4aee-9889-57f61d7fd594' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e89b6a03-9ca4-4aee-9889-57f61d7fd594' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12453dab-95bd-4105-a0b1-14b168f129c2' class='xr-var-data-in' type='checkbox'><label for='data-12453dab-95bd-4105-a0b1-14b168f129c2' 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 widths on East sides of T cell</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HTN</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-e36b63e5-50f7-4ba3-b6d1-bca7282764b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e36b63e5-50f7-4ba3-b6d1-bca7282764b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50945749-27ee-4820-ad00-9489c40c3df7' class='xr-var-data-in' type='checkbox'><label for='data-50945749-27ee-4820-ad00-9489c40c3df7' 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 widths on North sides of T cell</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HU</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-5401ceff-4186-4e7c-9b1f-34156420fedf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5401ceff-4186-4e7c-9b1f-34156420fedf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-985b64fe-e816-42e0-b7db-b07974f2304d' class='xr-var-data-in' type='checkbox'><label for='data-985b64fe-e816-42e0-b7db-b07974f2304d' 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>ocean depth at U points</dd><dt><span>units :</span></dt><dd>centimeter</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HUS</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-3ee10be0-779b-48b6-951b-f4276bc99373' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ee10be0-779b-48b6-951b-f4276bc99373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78174cea-46cb-41cc-9519-d32d47b5e1a7' class='xr-var-data-in' type='checkbox'><label for='data-78174cea-46cb-41cc-9519-d32d47b5e1a7' 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 widths on South sides of U cell</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HUW</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-676a099e-d2a1-4c84-b91b-f6e8c04350ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-676a099e-d2a1-4c84-b91b-f6e8c04350ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf571f95-ab70-4bed-994e-681bbfeb3bda' class='xr-var-data-in' type='checkbox'><label for='data-bf571f95-ab70-4bed-994e-681bbfeb3bda' 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 widths on West sides of U cell</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KMT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-8c6f4d28-b788-427e-9544-f5bdce62b2c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8c6f4d28-b788-427e-9544-f5bdce62b2c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f93b193-9227-40ee-a377-75a1b4f3c62b' class='xr-var-data-in' type='checkbox'><label for='data-1f93b193-9227-40ee-a377-75a1b4f3c62b' 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>k Index of Deepest Grid Cell on T Grid</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "            </table>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KMU</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-417b6593-d70f-4fb8-a0dd-5c980bb2be2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-417b6593-d70f-4fb8-a0dd-5c980bb2be2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4d29f6c-16ab-4322-ab8f-b568a33eaa43' class='xr-var-data-in' type='checkbox'><label for='data-f4d29f6c-16ab-4322-ab8f-b568a33eaa43' 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>k Index of Deepest Grid Cell on U Grid</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>REGION_MASK</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-4657f7a4-495f-4554-b7c5-45f30d65068c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4657f7a4-495f-4554-b7c5-45f30d65068c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fa8826e-265f-48ba-be4f-3b0717cf0f85' class='xr-var-data-in' type='checkbox'><label for='data-4fa8826e-265f-48ba-be4f-3b0717cf0f85' 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>basin index number (signed integers)</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>T0_Kelvin</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3942f417-5608-4237-a0a4-401b83b6386b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3942f417-5608-4237-a0a4-401b83b6386b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b7af0d0-9d59-42b0-a91d-f0dcf822371e' class='xr-var-data-in' type='checkbox'><label for='data-1b7af0d0-9d59-42b0-a91d-f0dcf822371e' 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>Zero Point for Celsius</dd><dt><span>units :</span></dt><dd>degK</dd></dl></div><div class='xr-var-data'><pre>array(273.15)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TAREA</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-6e4754fe-9553-4fc9-a849-5eaf4adc5d6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e4754fe-9553-4fc9-a849-5eaf4adc5d6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11a11ade-9559-492e-abc9-5b9e0316f465' class='xr-var-data-in' type='checkbox'><label for='data-11a11ade-9559-492e-abc9-5b9e0316f465' 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 T cells</dd><dt><span>units :</span></dt><dd>centimeter^2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-e2f20b32-3d56-452b-ab4a-f514796012a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2f20b32-3d56-452b-ab4a-f514796012a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e5b5d53-a663-4e0a-a6b2-425b4446c12b' class='xr-var-data-in' type='checkbox'><label for='data-8e5b5d53-a663-4e0a-a6b2-425b4446c12b' 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>array of t-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TLONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-9dfc1be8-25b9-4d19-aa31-867321c75398' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9dfc1be8-25b9-4d19-aa31-867321c75398' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f280b794-abb5-4c49-a07f-fcffc4744d1c' class='xr-var-data-in' type='checkbox'><label for='data-f280b794-abb5-4c49-a07f-fcffc4744d1c' 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>array of t-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>UAREA</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-8247eebf-2b73-46ce-8add-e2a58ac82f86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8247eebf-2b73-46ce-8add-e2a58ac82f86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7cc27554-f0cf-4cb9-a14f-ba08c872e78b' class='xr-var-data-in' type='checkbox'><label for='data-7cc27554-f0cf-4cb9-a14f-ba08c872e78b' 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 U cells</dd><dt><span>units :</span></dt><dd>centimeter^2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
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       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULAT</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-671696ea-ab2e-4d89-bd1e-e816cf6dca54' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-671696ea-ab2e-4d89-bd1e-e816cf6dca54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-838ba9d1-987f-4b46-b8d5-73c879d49d4e' class='xr-var-data-in' type='checkbox'><label for='data-838ba9d1-987f-4b46-b8d5-73c879d49d4e' 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>array of u-grid latitudes</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
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       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ULONG</span></div><div class='xr-var-dims'>(nlat, nlon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2400, 3600), meta=np.ndarray&gt;</div><input id='attrs-2c819ea9-fa61-4e3e-8374-191b0e92f329' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c819ea9-fa61-4e3e-8374-191b0e92f329' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-995294e5-aa63-4d2a-86e5-96a927fa8ef3' class='xr-var-data-in' type='checkbox'><label for='data-995294e5-aa63-4d2a-86e5-96a927fa8ef3' 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>array of u-grid longitudes</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                        <td> 65.92 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                        <td> (2400, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 2 Graph Layers </td>\n",
       "                        <td> 1 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float64 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
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       "</svg>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_air</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-541b6324-5975-46ba-b05c-1c9453ebdff0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-541b6324-5975-46ba-b05c-1c9453ebdff0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eba1d41-f91a-4f4f-a60e-bfe74387980e' class='xr-var-data-in' type='checkbox'><label for='data-0eba1d41-f91a-4f4f-a60e-bfe74387980e' 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>Heat Capacity of Air</dd><dt><span>units :</span></dt><dd>joule/kg/degK</dd></dl></div><div class='xr-var-data'><pre>array(1004.64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_sw</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-59fb4c9a-b93e-4376-87a0-2d97f0ac7f64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59fb4c9a-b93e-4376-87a0-2d97f0ac7f64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-489f279b-ec05-40cb-888f-c6f71fcf3a3a' class='xr-var-data-in' type='checkbox'><label for='data-489f279b-ec05-40cb-888f-c6f71fcf3a3a' 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>Specific Heat of Sea Water</dd><dt><span>units :</span></dt><dd>erg/g/K</dd></dl></div><div class='xr-var-data'><pre>array(39960000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>days_in_norm_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-15474fc6-8531-40b8-a794-b068b9c3f86a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15474fc6-8531-40b8-a794-b068b9c3f86a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3e6b8fe-56d2-4fd6-801d-7b15c4cdece4' class='xr-var-data-in' type='checkbox'><label for='data-e3e6b8fe-56d2-4fd6-801d-7b15c4cdece4' 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>Calendar Length</dd></dl></div><div class='xr-var-data'><pre>array(31536000000000000, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fwflux_factor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8e9fa201-15b0-423d-a9cc-7200764b4604' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e9fa201-15b0-423d-a9cc-7200764b4604' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-839a0166-8cfd-4c13-a4b7-237d324e1669' class='xr-var-data-in' type='checkbox'><label for='data-839a0166-8cfd-4c13-a4b7-237d324e1669' 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>Convert Net Fresh Water Flux to Salt Flux (in model units)</dd></dl></div><div class='xr-var-data'><pre>array(0.0001)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>grav</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5398a90e-c24c-4897-a27f-86ba6d841180' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5398a90e-c24c-4897-a27f-86ba6d841180' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539594a0-5143-4969-8212-386fca02fd08' class='xr-var-data-in' type='checkbox'><label for='data-539594a0-5143-4969-8212-386fca02fd08' 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>Acceleration Due to Gravity</dd><dt><span>units :</span></dt><dd>centimeter/s^2</dd></dl></div><div class='xr-var-data'><pre>array(980.616)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heat_to_PW</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-03d8a866-fce4-4e05-b236-0ef7e5a0d291' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03d8a866-fce4-4e05-b236-0ef7e5a0d291' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1da7ce7d-b192-498c-b849-5d4dca484cc4' class='xr-var-data-in' type='checkbox'><label for='data-1da7ce7d-b192-498c-b849-5d4dca484cc4' 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>Convert Heat Flux to Petawatts</dd></dl></div><div class='xr-var-data'><pre>array(4.186e-15)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hflux_factor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c344063d-2ee2-45e9-8b00-fed68180e0eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c344063d-2ee2-45e9-8b00-fed68180e0eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b502097c-d3d3-46ac-996e-0e34ca2bf850' class='xr-var-data-in' type='checkbox'><label for='data-b502097c-d3d3-46ac-996e-0e34ca2bf850' 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>Convert Heat and Solar Flux to Temperature Flux</dd></dl></div><div class='xr-var-data'><pre>array(2.439086e-05)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latent_heat_fusion</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b0f9999f-d5ef-49ac-9415-0cfbe3dd8e78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0f9999f-d5ef-49ac-9415-0cfbe3dd8e78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a12cf189-775f-411a-98f0-424a1f5f00d1' class='xr-var-data-in' type='checkbox'><label for='data-a12cf189-775f-411a-98f0-424a1f5f00d1' 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>Latent Heat of Fusion</dd><dt><span>units :</span></dt><dd>erg/g</dd></dl></div><div class='xr-var-data'><pre>array(3.337e+09)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latent_heat_vapor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8e8019b4-712b-44ce-b9ef-7463f03f0be8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e8019b4-712b-44ce-b9ef-7463f03f0be8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2582dba8-adc0-4131-a14a-844d2dd0e452' class='xr-var-data-in' type='checkbox'><label for='data-2582dba8-adc0-4131-a14a-844d2dd0e452' 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>Latent Heat of Vaporization</dd><dt><span>units :</span></dt><dd>J/kg</dd></dl></div><div class='xr-var-data'><pre>array(2501000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mass_to_Sv</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8a10796d-0f74-479c-a886-6de7237da3ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a10796d-0f74-479c-a886-6de7237da3ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9c15dcd-ff98-41bb-8cac-7ed39b14707b' class='xr-var-data-in' type='checkbox'><label for='data-f9c15dcd-ff98-41bb-8cac-7ed39b14707b' 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>Convert Mass Flux to Sverdrups</dd></dl></div><div class='xr-var-data'><pre>array(1.e-12)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>momentum_factor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-96eaab1c-32db-4663-abe3-776e22ac92e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-96eaab1c-32db-4663-abe3-776e22ac92e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e3e2965-d9c5-42dd-9347-a2060f64238a' class='xr-var-data-in' type='checkbox'><label for='data-6e3e2965-d9c5-42dd-9347-a2060f64238a' 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>Convert Windstress to Velocity Flux</dd></dl></div><div class='xr-var-data'><pre>array(10.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nsurface_t</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1afb0dcc-8147-40b4-a824-70745e721b14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1afb0dcc-8147-40b4-a824-70745e721b14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e098942-1a31-44d5-ab74-83cb4f2be8ca' class='xr-var-data-in' type='checkbox'><label for='data-2e098942-1a31-44d5-ab74-83cb4f2be8ca' 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 Ocean T Points at Surface</dd></dl></div><div class='xr-var-data'><pre>array(5413142.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nsurface_u</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-249e212d-069a-4982-ab12-dc1fefcc53f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-249e212d-069a-4982-ab12-dc1fefcc53f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96d0ef14-64a9-4314-81f5-725e4dc0a3df' class='xr-var-data-in' type='checkbox'><label for='data-96d0ef14-64a9-4314-81f5-725e4dc0a3df' 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 Ocean U Points at Surface</dd></dl></div><div class='xr-var-data'><pre>array(5371534.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ocn_ref_salinity</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a393db4e-d82d-48d1-93e2-6c180dd90854' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a393db4e-d82d-48d1-93e2-6c180dd90854' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-515e6a80-2c62-473d-b674-1470b6814117' class='xr-var-data-in' type='checkbox'><label for='data-515e6a80-2c62-473d-b674-1470b6814117' 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>Ocean Reference Salinity</dd><dt><span>units :</span></dt><dd>g/kg</dd></dl></div><div class='xr-var-data'><pre>array(34.7)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>omega</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02403c4f-b34b-4d2f-940b-e05cd4c017ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02403c4f-b34b-4d2f-940b-e05cd4c017ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab2e1de5-d6e2-4fa3-8a8a-dfa62ccdb3b2' class='xr-var-data-in' type='checkbox'><label for='data-ab2e1de5-d6e2-4fa3-8a8a-dfa62ccdb3b2' 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>Earths Angular Velocity</dd><dt><span>units :</span></dt><dd>1/second</dd></dl></div><div class='xr-var-data'><pre>array(7.292124e-05)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ppt_to_salt</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ca858071-7847-4b70-af8a-10795008bfa1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca858071-7847-4b70-af8a-10795008bfa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5006948e-4a6b-482c-a9dc-7f6b6f8fa288' class='xr-var-data-in' type='checkbox'><label for='data-5006948e-4a6b-482c-a9dc-7f6b6f8fa288' 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>Convert Salt in g/kg to gram/gram</dd></dl></div><div class='xr-var-data'><pre>array(0.001)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>radius</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3cd6dfb9-fdbe-4dbe-ba0c-366eb6cc0313' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cd6dfb9-fdbe-4dbe-ba0c-366eb6cc0313' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6525194a-d037-4fb4-ac86-dfdf6326b1c7' class='xr-var-data-in' type='checkbox'><label for='data-6525194a-d037-4fb4-ac86-dfdf6326b1c7' 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>Earths Radius</dd><dt><span>units :</span></dt><dd>centimeters</dd></dl></div><div class='xr-var-data'><pre>array(6.37122e+08)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rho_air</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e6460f16-5e8c-4f54-9861-8d568304f512' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6460f16-5e8c-4f54-9861-8d568304f512' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2d0d932-2617-48ba-acd0-68d485d55240' class='xr-var-data-in' type='checkbox'><label for='data-a2d0d932-2617-48ba-acd0-68d485d55240' 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>Ambient Air Density</dd><dt><span>units :</span></dt><dd>kg/m^3</dd></dl></div><div class='xr-var-data'><pre>array(1.292318)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rho_fw</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d596f702-ec84-497d-ac3c-2faf7d7d9120' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d596f702-ec84-497d-ac3c-2faf7d7d9120' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7443f48c-09c6-4555-939b-9d7f1d4d23eb' class='xr-var-data-in' type='checkbox'><label for='data-7443f48c-09c6-4555-939b-9d7f1d4d23eb' 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>Density of Fresh Water</dd><dt><span>units :</span></dt><dd>gram/centimeter^3</dd></dl></div><div class='xr-var-data'><pre>array(1.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rho_sw</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-363885b1-5075-447c-8386-bcc545a861a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-363885b1-5075-447c-8386-bcc545a861a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b76797a-58f0-4eda-9ee7-6d6a13ff324a' class='xr-var-data-in' type='checkbox'><label for='data-8b76797a-58f0-4eda-9ee7-6d6a13ff324a' 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>Density of Sea Water</dd><dt><span>units :</span></dt><dd>gram/centimeter^3</dd></dl></div><div class='xr-var-data'><pre>array(1.026)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salinity_factor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2eaff2c4-f4a5-4d03-9fd7-6ff5d2d6f172' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2eaff2c4-f4a5-4d03-9fd7-6ff5d2d6f172' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15873059-d735-4986-907e-8d2c47fa6104' class='xr-var-data-in' type='checkbox'><label for='data-15873059-d735-4986-907e-8d2c47fa6104' 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(-0.00347)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salt_to_Svppt</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-733f961e-77fc-4130-9d4f-6e648462db96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-733f961e-77fc-4130-9d4f-6e648462db96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83e63705-04f8-4cfc-b66e-ecb8112e9e63' class='xr-var-data-in' type='checkbox'><label for='data-83e63705-04f8-4cfc-b66e-ecb8112e9e63' 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>Convert Salt Flux to Sverdrups*g/kg</dd></dl></div><div class='xr-var-data'><pre>array(1.e-09)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salt_to_mmday</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d4664345-efbf-4e1a-842b-4c5d6ab901df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4664345-efbf-4e1a-842b-4c5d6ab901df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68d15df8-d106-4d65-9023-f759ed75d200' class='xr-var-data-in' type='checkbox'><label for='data-68d15df8-d106-4d65-9023-f759ed75d200' 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>Convert Salt to Water (millimeters/day)</dd></dl></div><div class='xr-var-data'><pre>array(315360.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salt_to_ppt</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6ab6fcb6-9fa8-4776-85d4-29e32615098b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ab6fcb6-9fa8-4776-85d4-29e32615098b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31e19794-dcd8-48f5-b213-956879a90d18' class='xr-var-data-in' type='checkbox'><label for='data-31e19794-dcd8-48f5-b213-956879a90d18' 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>Convert Salt in gram/gram to g/kg</dd></dl></div><div class='xr-var-data'><pre>array(1000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sea_ice_salinity</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d28b0ed0-5525-4382-b16a-d125ae1fb8ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d28b0ed0-5525-4382-b16a-d125ae1fb8ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a4d2b97-93d1-4fc2-9645-a8b717b5d358' class='xr-var-data-in' type='checkbox'><label for='data-3a4d2b97-93d1-4fc2-9645-a8b717b5d358' 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>Salinity of Sea Ice</dd><dt><span>units :</span></dt><dd>g/kg</dd></dl></div><div class='xr-var-data'><pre>array(4.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sflux_factor</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1b8526fd-6afa-477d-a7a4-ba814b8bb071' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b8526fd-6afa-477d-a7a4-ba814b8bb071' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea2597b5-4a1e-4674-b62c-c0ecac5f5fe5' class='xr-var-data-in' type='checkbox'><label for='data-ea2597b5-4a1e-4674-b62c-c0ecac5f5fe5' 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>Convert Salt Flux to Salt Flux (in model units)</dd></dl></div><div class='xr-var-data'><pre>array(0.1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sound</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13842cba-ae3d-41a4-b9d4-c5c8a79279b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13842cba-ae3d-41a4-b9d4-c5c8a79279b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbb655da-7840-46cf-b633-33a114f4b907' class='xr-var-data-in' type='checkbox'><label for='data-dbb655da-7840-46cf-b633-33a114f4b907' 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>Speed of Sound</dd><dt><span>units :</span></dt><dd>centimeter/s</dd></dl></div><div class='xr-var-data'><pre>array(150000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stefan_boltzmann</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-830c8288-4a72-497c-8706-1524f0676620' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-830c8288-4a72-497c-8706-1524f0676620' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b68f503a-cc27-45f9-87f9-6d0767f8ff66' class='xr-var-data-in' type='checkbox'><label for='data-b68f503a-cc27-45f9-87f9-6d0767f8ff66' 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>Stefan-Boltzmann Constant</dd><dt><span>units :</span></dt><dd>watt/m^2/degK^4</dd></dl></div><div class='xr-var-data'><pre>array(5.67e-08)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2006-01-02 00:00:00 ... 2051-01-...</div><input id='attrs-326c666e-24b9-4a08-822a-d171a2410e44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-326c666e-24b9-4a08-822a-d171a2410e44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c0fbb22-39a3-4fd2-94fb-c489a1042d37' class='xr-var-data-in' type='checkbox'><label for='data-0c0fbb22-39a3-4fd2-94fb-c489a1042d37' 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>bounds :</span></dt><dd>time_bound</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(2006, 1, 2, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2006, 1, 3, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2006, 1, 4, 0, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2050, 12, 30, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2050, 12, 31, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2051, 1, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vonkar</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b4cb7b08-d64f-4451-98c1-809230cd6b67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4cb7b08-d64f-4451-98c1-809230cd6b67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ebf2726-66fe-43b3-b8c6-c75d5aa43631' class='xr-var-data-in' type='checkbox'><label for='data-5ebf2726-66fe-43b3-b8c6-c75d5aa43631' 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>von Karman Constant</dd></dl></div><div class='xr-var-data'><pre>array(0.4)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4ec31679-96de-433b-8148-77f4ddaa7d1d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4ec31679-96de-433b-8148-77f4ddaa7d1d' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>grid_loc :</span></dt><dd>2110</dd><dt><span>long_name :</span></dt><dd>Sea Surface Height</dd><dt><span>units :</span></dt><dd>centimeter</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'SSH_2' (time: 16401, nlat: 2400, nlon: 3600)>\n",
       "dask.array<open_dataset-2494ce1c0983ef12b1841f1611a7bc5dSSH_2, shape=(16401, 2400, 3600), dtype=float32, chunksize=(1, 2400, 3600), chunktype=numpy.ndarray>\n",
       "Coordinates: (12/52)\n",
       "    ANGLE               (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    ANGLET              (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    DXT                 (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    DXU                 (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    DYT                 (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    DYU                 (nlat, nlon) float64 dask.array<chunksize=(2400, 3600), meta=np.ndarray>\n",
       "    ...                  ...\n",
       "    sea_ice_salinity    float64 ...\n",
       "    sflux_factor        float64 ...\n",
       "    sound               float64 ...\n",
       "    stefan_boltzmann    float64 ...\n",
       "  * time                (time) object 2006-01-02 00:00:00 ... 2051-01-01 00:0...\n",
       "    vonkar              float64 ...\n",
       "Dimensions without coordinates: nlat, nlon\n",
       "Attributes:\n",
       "    cell_methods:  time: mean\n",
       "    grid_loc:      2110\n",
       "    long_name:     Sea Surface Height\n",
       "    units:         centimeter"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssh = ds.SSH_2\n",
    "ssh = ssh.chunk({'nlat': len(ds.nlat), 'nlon': len(ds.nlon)})  # 1 chunk in nlon and nlat direction\n",
    "ssh"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d645664-1a48-4d62-a775-8cd0bedcb6a2",
   "metadata": {},
   "source": [
    "**ssh is a dask array wrapped in xarray!**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afba340d-e93a-4438-8bae-84a3d85e4be1",
   "metadata": {},
   "source": [
    "### Next: make a movie with global SSH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7a932155-49a7-482a-8b43-0e8fb8835ec3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xmovie\n",
    "from xmovie import Movie\n",
    "# here is the full documentation: https://xmovie.readthedocs.io/en/latest/index.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ba823f07-02a9-4d66-a944-541781855766",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/.conda/envs/gcm-filters-env/lib/python3.9/site-packages/xmovie/core.py:46: UserWarning: No `vmin` provided. Data limits are calculated from input. Depending on the input this can take long. Pass `vmin` to avoid this step\n",
      "  warnings.warn(\n",
      "/home/jovyan/.conda/envs/gcm-filters-env/lib/python3.9/site-packages/xmovie/core.py:53: UserWarning: No `vmax` provided. Data limits are calculated from input. Depending on the input this can take long. Pass `vmax` to avoid this step\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "mov = Movie(ssh.isel(time=slice(None, 10)))  # only make a movie from the first 10 time slices; this happens all \"lazily\" because we use dask input data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41dcd26b-08fc-4e18-9359-04c52d65b1df",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### Let's get a view of the first time slice before we go for the full movie!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "710125be-0753-49ce-92bf-adda17ecd5e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov.preview(0)  \n",
    "plt.savefig(\"movie_preview.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25e1ae85-65f2-44d3-943f-4eb5b87f8d50",
   "metadata": {},
   "source": [
    "#### The following will make one figure for each time slice and at the end concatenate them together to a full movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d79a1702-fef8-43cc-a49c-a99144d5c527",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie created at movie.mp4\n"
     ]
    }
   ],
   "source": [
    "mov.save('movie.mp4')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b397a2c-ac08-4d6f-8007-93fe70d54df5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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