Open_llc4320_surface_velocities.ipynb

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    "# Opening llc4320 data and grid from the Open Storage Network\n",
    "\n",
    "## C Spencer Jones (Texas A&M University), Chris Hill (Massachusetts Institute of Technology) and Thomas Haine (Johns Hopkins University)\n",
    "\n",
    "Eta, U, V, W, T and S at the surface are available: these variables are grouped together with one file for each face and time. \n",
    "\n",
    "KPPhbl, PhiBot, oceTAUX, oceTAUY and SIarea: these variables are grouped together with one file for each face and time.\n",
    "\n",
    "More fields may be available in the future. "
   ]
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5ff15e40",
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   "source": [
    "import s3fs\n",
    "import xarray as xr\n",
    "import ujson\n",
    "import dask\n",
    "import numpy as np\n",
    "from xmitgcm import llcreader\n",
    "\n",
    "from xarray.core.combine import _nested_combine\n",
    "from functools import partial\n",
    "\n",
    "\n",
    "def _multi_file_closer(closers):\n",
    "    for closer in closers:\n",
    "        closer()"
   ]
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   "id": "85b44f6c",
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    "First, I need you to decide how much of the data you want to use. I do not recommend loading all of the metadata at once, because that involves loading a huge number of json files. It will take a long time and use quite a lot of RAM. Experiment on your own machine (and with your own connection). "
   ]
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    "# You (the user) should edit this for your use case. \n",
    "# Define which face or faces you are using\n",
    "face_range = range(10,11)\n",
    "#possible values are from 0 to 12\n",
    "\n",
    "#define which iterations you want. \n",
    "start_from = 1180 # 0 is the first record of Eta, ~1180 is the first record for wind\n",
    "length_in_hours = 12\n",
    "time_step_in_hours = 3 # the minimum timestep between files is one hour\n",
    "\n",
    "\n",
    "start_iter = 10368 + start_from*144\n",
    "end_iter = 10368 + start_from*144 + length_in_hours*144\n",
    "iter_range = np.arange(start_iter,end_iter,time_step_in_hours*144)\n",
    "\n",
    "get_Eta_files = True\n",
    "#Note that some of the early times do not have wind data uploaded. "
   ]
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   "execution_count": 3,
   "id": "7231784e",
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   "source": [
    "#code to create a lazily loaded xarray dataset with pointers to the data on OSN\n",
    "\n",
    "endpoint_url = 'https://mghp.osn.xsede.org'\n",
    "fs = s3fs.S3FileSystem(anon=True,\n",
    "    client_kwargs={'endpoint_url': endpoint_url}\n",
    ")\n",
    "\n",
    "\n",
    "if (get_Eta_files):\n",
    "    filelist = ['cnh-bucket-1/llc_surf/kerchunk_files/llc4320_Eta-U-V-W-Theta-Salt_f' + str(var1) + '_k0_iter_' + \n",
    "            str(var) + '.json' for var1 in face_range for var in iter_range]\n",
    "else:\n",
    "    filelist = ['cnh-bucket-1/llc_wind/kerchunk_files/llc4320_KPPhbl-PhiBot-oceTAUX-oceTAUY-SIarea_f' + str(var1) + '_k0_iter_' + \n",
    "            str(var) + '.json' for var1 in face_range for var in iter_range]\n",
    "\n",
    "\n",
    "mapper = [fs.open(file, mode='rb') for file in filelist]\n",
    "\n",
    "\n",
    "reflist = [ujson.load(mapper1)for mapper1 in mapper]\n",
    "\n",
    "open_ = dask.delayed(xr.open_dataset)\n",
    "getattr_ = dask.delayed(getattr)\n",
    "\n",
    "dict_list = [{\"storage_options\": {\"fo\": p,\"remote_protocol\": \"s3\",\n",
    "    \"remote_options\": {\"client_kwargs\":{'endpoint_url': endpoint_url}, \"anon\": True}},\"consolidated\": False} for p in reflist]\n",
    "datasets = [open_(\"reference://\",engine=\"zarr\",backend_kwargs=p,chunks={'i':720, 'j':720}) for p in dict_list]\n",
    "closers = [getattr_(ds, \"_close\") for ds in datasets]\n",
    "datasets, closers = dask.compute(datasets, closers)\n",
    "\n",
    "\n",
    "ds = xr.combine_by_coords([dataset for dataset in datasets],compat=\"override\", coords='minimal', combine_attrs='override')\n",
    "\n",
    "\n",
    "for ds1 in datasets:\n",
    "            ds1.close()\n",
    "\n",
    "ds.set_close(partial(_multi_file_closer, closers))"
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       "  * time     (time) datetime64[ns] 32B 2011-11-01T04:00:00 ... 2011-11-01T13:...\n",
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       "    W        (time, k_l, face, j, i) float32 299MB dask.array&lt;chunksize=(1, 1, 1, 720, 720), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    history:  Created by C. Spencer Jones using https://github.com/cspencerjo...\n",
       "    source:   MITgcm\n",
       "    title:    Chunked netcdf created from MITgcm LLC4320 surface output</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cab7d5ab-a98f-4e0e-a707-5415bb5916e2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cab7d5ab-a98f-4e0e-a707-5415bb5916e2' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4</li><li><span class='xr-has-index'>face</span>: 1</li><li><span class='xr-has-index'>j</span>: 4320</li><li><span class='xr-has-index'>i</span>: 4320</li><li><span class='xr-has-index'>k</span>: 1</li><li><span class='xr-has-index'>i_g</span>: 4320</li><li><span class='xr-has-index'>j_g</span>: 4320</li><li><span class='xr-has-index'>k_l</span>: 1</li><li><span class='xr-has-index'>k_p1</span>: 2</li><li><span class='xr-has-index'>k_u</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5db49952-3259-4b6e-adaf-9565fdfa84b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5db49952-3259-4b6e-adaf-9565fdfa84b2' class='xr-section-summary' >Coordinates: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>face</span></div><div class='xr-var-dims'>(face)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0</div><input id='attrs-22249560-17b4-4390-acd3-518b3a2426c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22249560-17b4-4390-acd3-518b3a2426c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cd153e4-cdeb-4b5b-bd24-bc4dede70b57' class='xr-var-data-in' type='checkbox'><label for='data-9cd153e4-cdeb-4b5b-bd24-bc4dede70b57' title='Show/Hide data 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([10.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 4.318e+03 4.319e+03</div><input id='attrs-d4a25223-3152-4c59-a4f5-120b10ffb747' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4a25223-3152-4c59-a4f5-120b10ffb747' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ecbe6e0-29c1-4dc2-bf53-a199a574e021' class='xr-var-data-in' type='checkbox'><label for='data-5ecbe6e0-29c1-4dc2-bf53-a199a574e021' title='Show/Hide data 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>x_grid_index</dd><dt><span>swap_dim :</span></dt><dd>XC</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 4.317e+03, 4.318e+03, 4.319e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i_g</span></div><div class='xr-var-dims'>(i_g)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 4.318e+03 4.319e+03</div><input id='attrs-8284f0b9-e5f8-4570-a368-87d87fc56c7d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8284f0b9-e5f8-4570-a368-87d87fc56c7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd48ab9e-aad9-4bad-870c-da4a64b19e46' class='xr-var-data-in' type='checkbox'><label for='data-dd48ab9e-aad9-4bad-870c-da4a64b19e46' title='Show/Hide data 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>axis :</span></dt><dd>X</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>x-dimension of the u grid</dd><dt><span>standard_name :</span></dt><dd>x_grid_index_at_u_location</dd><dt><span>swap_dim :</span></dt><dd>XG</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 4.317e+03, 4.318e+03, 4.319e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 4.318e+03 4.319e+03</div><input id='attrs-bb3c1d67-9715-4d76-84b5-d39e27284e9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb3c1d67-9715-4d76-84b5-d39e27284e9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6855c489-c614-46c8-8bc6-1fa4a704f74a' class='xr-var-data-in' type='checkbox'><label for='data-6855c489-c614-46c8-8bc6-1fa4a704f74a' title='Show/Hide data 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>y_grid_index</dd><dt><span>swap_dim :</span></dt><dd>YC</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 4.317e+03, 4.318e+03, 4.319e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j_g</span></div><div class='xr-var-dims'>(j_g)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 4.318e+03 4.319e+03</div><input id='attrs-15e3333a-8638-4b7c-8b7c-d14aeb4c2400' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15e3333a-8638-4b7c-8b7c-d14aeb4c2400' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad1939b9-d346-48c0-8d9f-c571d6a06791' class='xr-var-data-in' type='checkbox'><label for='data-ad1939b9-d346-48c0-8d9f-c571d6a06791' title='Show/Hide data 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>axis :</span></dt><dd>Y</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>y-dimension of the v grid</dd><dt><span>standard_name :</span></dt><dd>y_grid_index_at_v_location</dd><dt><span>swap_dim :</span></dt><dd>YG</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 4.317e+03, 4.318e+03, 4.319e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-aa4dbc3f-4820-4ebd-b17f-78bdee9fac59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa4dbc3f-4820-4ebd-b17f-78bdee9fac59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-315115d8-815e-4148-9b3e-8621ad05d29a' class='xr-var-data-in' type='checkbox'><label for='data-315115d8-815e-4148-9b3e-8621ad05d29a' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>z-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index</dd><dt><span>swap_dim :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k_l</span></div><div class='xr-var-dims'>(k_l)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-84acfaac-b76f-4deb-b189-943f22357c61' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-84acfaac-b76f-4deb-b189-943f22357c61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e9d9899-1d22-40f8-a2b9-3ae092bcd048' class='xr-var-data-in' type='checkbox'><label for='data-6e9d9899-1d22-40f8-a2b9-3ae092bcd048' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_lower_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zl</dd></dl></div><div class='xr-var-data'><pre>array([0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k_p1</span></div><div class='xr-var-dims'>(k_p1)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0</div><input id='attrs-737898a8-eecd-4fe0-99f2-e6967e9dad9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-737898a8-eecd-4fe0-99f2-e6967e9dad9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63c690a4-71bb-40a5-8e4e-05666e123f1f' class='xr-var-data-in' type='checkbox'><label for='data-63c690a4-71bb-40a5-8e4e-05666e123f1f' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>[-0.5, 0.5]</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zp1</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 class='xr-has-index'>k_u</span></div><div class='xr-var-dims'>(k_u)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-9f34fa4b-7a9c-4543-9433-074fbcab4f8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f34fa4b-7a9c-4543-9433-074fbcab4f8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86b861c1-04ea-426b-9380-17a88a69d9ab' class='xr-var-data-in' type='checkbox'><label for='data-86b861c1-04ea-426b-9380-17a88a69d9ab' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>0.5</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_upper_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zu</dd></dl></div><div class='xr-var-data'><pre>array([0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>niter</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-52bae832-1d61-4d2f-8d6f-5bcc2720c57b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52bae832-1d61-4d2f-8d6f-5bcc2720c57b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11f7407e-2520-47c1-b1cf-800d16eb6bf8' class='xr-var-data-in' type='checkbox'><label for='data-11f7407e-2520-47c1-b1cf-800d16eb6bf8' title='Show/Hide data 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 32 B </td>\n",
       "                        <td> 8 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (4,) </td>\n",
       "                        <td> (1,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"92\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"42\" x2=\"120\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"30\" y1=\"0\" x2=\"30\" y2=\"42\" />\n",
       "  <line x1=\"60\" y1=\"0\" x2=\"60\" y2=\"42\" />\n",
       "  <line x1=\"90\" y1=\"0\" x2=\"90\" y2=\"42\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"42\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,42.89879552186203 0.0,42.89879552186203\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"62.898796\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >4</text>\n",
       "  <text x=\"140.000000\" y=\"21.449398\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,21.449398)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-11-01T04:00:00 ... 2011-11-...</div><input id='attrs-4e94864d-d91c-409a-85e7-de233c6ff581' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e94864d-d91c-409a-85e7-de233c6ff581' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66168b69-cb74-4fb5-8266-7075fa2d2140' class='xr-var-data-in' type='checkbox'><label for='data-66168b69-cb74-4fb5-8266-7075fa2d2140' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2011-11-01T04:00:00.000000000&#x27;, &#x27;2011-11-01T07:00:00.000000000&#x27;,\n",
       "       &#x27;2011-11-01T10:00:00.000000000&#x27;, &#x27;2011-11-01T13:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f11e7a2b-ef2d-4e5b-8bd6-15a5c8fbc2c3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f11e7a2b-ef2d-4e5b-8bd6-15a5c8fbc2c3' class='xr-section-summary' >Data variables: <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>Eta</span></div><div class='xr-var-dims'>(time, face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 720, 720), meta=np.ndarray&gt;</div><input id='attrs-c2ccfd45-8224-49da-bc9b-206fbe92c2b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2ccfd45-8224-49da-bc9b-206fbe92c2b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c004742-96de-4c07-93bf-88c28cd82684' class='xr-var-data-in' type='checkbox'><label for='data-2c004742-96de-4c07-93bf-88c28cd82684' title='Show/Hide data 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>Surface Height Anomaly</dd><dt><span>standard_name :</span></dt><dd>ETAN</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 284.77 MiB </td>\n",
       "                        <td> 1.98 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (4, 1, 4320, 4320) </td>\n",
       "                        <td> (1, 1, 720, 720) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 144 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "                        <td> 284.77 MiB </td>\n",
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       "                        <td> 284.77 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>W</span></div><div class='xr-var-dims'>(time, k_l, face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 1, 720, 720), meta=np.ndarray&gt;</div><input id='attrs-ffdc581c-59fc-4e05-b145-870be8aa58e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffdc581c-59fc-4e05-b145-870be8aa58e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0ae3c62-779b-40de-8270-dc317f134386' class='xr-var-data-in' type='checkbox'><label for='data-c0ae3c62-779b-40de-8270-dc317f134386' title='Show/Hide data 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>Vertical Component of Velocity</dd><dt><span>standard_name :</span></dt><dd>sea_water_z_velocity</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 284.77 MiB </td>\n",
       "                        <td> 1.98 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
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       "                        <th> Shape </th>\n",
       "                        <td> (4, 1, 1, 4320, 4320) </td>\n",
       "                        <td> (1, 1, 1, 720, 720) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 144 chunks in 9 graph layers </td>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ae164e09-bc88-4668-b32d-571c92ae2861' class='xr-section-summary-in' type='checkbox'  ><label for='section-ae164e09-bc88-4668-b32d-571c92ae2861' class='xr-section-summary' >Indexes: <span>(10)</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-index-name'><div>face</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-20275647-8e9c-4a46-ab20-c9623bd85a9e' class='xr-index-data-in' type='checkbox'/><label for='index-20275647-8e9c-4a46-ab20-c9623bd85a9e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([10.0], dtype=&#x27;float64&#x27;, name=&#x27;face&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d80369cf-5fd0-4597-8fd5-6d44911175cd' class='xr-index-data-in' type='checkbox'/><label for='index-d80369cf-5fd0-4597-8fd5-6d44911175cd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0.0,    1.0,    2.0,    3.0,    4.0,    5.0,    6.0,    7.0,    8.0,\n",
       "          9.0,\n",
       "       ...\n",
       "       4310.0, 4311.0, 4312.0, 4313.0, 4314.0, 4315.0, 4316.0, 4317.0, 4318.0,\n",
       "       4319.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;i&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i_g</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6a456b13-43f1-44a5-af1a-5d1d1a0e3f6a' class='xr-index-data-in' type='checkbox'/><label for='index-6a456b13-43f1-44a5-af1a-5d1d1a0e3f6a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0.0,    1.0,    2.0,    3.0,    4.0,    5.0,    6.0,    7.0,    8.0,\n",
       "          9.0,\n",
       "       ...\n",
       "       4310.0, 4311.0, 4312.0, 4313.0, 4314.0, 4315.0, 4316.0, 4317.0, 4318.0,\n",
       "       4319.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;i_g&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5893775d-ace3-468e-814f-808af2a11fe3' class='xr-index-data-in' type='checkbox'/><label for='index-5893775d-ace3-468e-814f-808af2a11fe3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0.0,    1.0,    2.0,    3.0,    4.0,    5.0,    6.0,    7.0,    8.0,\n",
       "          9.0,\n",
       "       ...\n",
       "       4310.0, 4311.0, 4312.0, 4313.0, 4314.0, 4315.0, 4316.0, 4317.0, 4318.0,\n",
       "       4319.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;j&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j_g</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-422bb669-8f7a-49f9-8a32-66331872e9f6' class='xr-index-data-in' type='checkbox'/><label for='index-422bb669-8f7a-49f9-8a32-66331872e9f6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0.0,    1.0,    2.0,    3.0,    4.0,    5.0,    6.0,    7.0,    8.0,\n",
       "          9.0,\n",
       "       ...\n",
       "       4310.0, 4311.0, 4312.0, 4313.0, 4314.0, 4315.0, 4316.0, 4317.0, 4318.0,\n",
       "       4319.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;j_g&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>k</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b14510f3-adf5-4184-b4fd-fecd2f449cb5' class='xr-index-data-in' type='checkbox'/><label for='index-b14510f3-adf5-4184-b4fd-fecd2f449cb5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0.0], dtype=&#x27;float64&#x27;, name=&#x27;k&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>k_l</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9c56b288-48c4-4275-916b-8b1aa7f5801d' class='xr-index-data-in' type='checkbox'/><label for='index-9c56b288-48c4-4275-916b-8b1aa7f5801d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0.0], dtype=&#x27;float64&#x27;, name=&#x27;k_l&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>k_p1</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-74f17a87-3bc2-4174-a878-2f4ed37cf1a2' class='xr-index-data-in' type='checkbox'/><label for='index-74f17a87-3bc2-4174-a878-2f4ed37cf1a2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0.0, 1.0], dtype=&#x27;float64&#x27;, name=&#x27;k_p1&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>k_u</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-775f3c80-e29d-4f87-842b-1f0fd492c8ae' class='xr-index-data-in' type='checkbox'/><label for='index-775f3c80-e29d-4f87-842b-1f0fd492c8ae' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0.0], dtype=&#x27;float64&#x27;, name=&#x27;k_u&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1582ad64-8d69-466a-b636-969065492a88' class='xr-index-data-in' type='checkbox'/><label for='index-1582ad64-8d69-466a-b636-969065492a88' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2011-11-01 04:00:00&#x27;, &#x27;2011-11-01 07:00:00&#x27;,\n",
       "               &#x27;2011-11-01 10:00:00&#x27;, &#x27;2011-11-01 13:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-918ad90e-379a-418a-a0b0-6e6cd8c0d3d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-918ad90e-379a-418a-a0b0-6e6cd8c0d3d4' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>history :</span></dt><dd>Created by C. Spencer Jones using https://github.com/cspencerjones/pleiades_llc_recipes/blob/master/python_cli_data_export/surf_extract/extract_llc_surf.py</dd><dt><span>source :</span></dt><dd>MITgcm</dd><dt><span>title :</span></dt><dd>Chunked netcdf created from MITgcm LLC4320 surface output</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 2GB\n",
       "Dimensions:  (time: 4, face: 1, j: 4320, i: 4320, k: 1, i_g: 4320, j_g: 4320,\n",
       "              k_l: 1, k_p1: 2, k_u: 1)\n",
       "Coordinates:\n",
       "  * face     (face) float64 8B 10.0\n",
       "  * i        (i) float64 35kB 0.0 1.0 2.0 3.0 ... 4.317e+03 4.318e+03 4.319e+03\n",
       "  * i_g      (i_g) float64 35kB 0.0 1.0 2.0 ... 4.317e+03 4.318e+03 4.319e+03\n",
       "  * j        (j) float64 35kB 0.0 1.0 2.0 3.0 ... 4.317e+03 4.318e+03 4.319e+03\n",
       "  * j_g      (j_g) float64 35kB 0.0 1.0 2.0 ... 4.317e+03 4.318e+03 4.319e+03\n",
       "  * k        (k) float64 8B 0.0\n",
       "  * k_l      (k_l) float64 8B 0.0\n",
       "  * k_p1     (k_p1) float64 16B 0.0 1.0\n",
       "  * k_u      (k_u) float64 8B 0.0\n",
       "    niter    (time) float64 32B dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "  * time     (time) datetime64[ns] 32B 2011-11-01T04:00:00 ... 2011-11-01T13:...\n",
       "Data variables:\n",
       "    Eta      (time, face, j, i) float32 299MB dask.array<chunksize=(1, 1, 720, 720), meta=np.ndarray>\n",
       "    Salt     (time, k, face, j, i) float32 299MB dask.array<chunksize=(1, 1, 1, 720, 720), meta=np.ndarray>\n",
       "    Theta    (time, k, face, j, i) float32 299MB dask.array<chunksize=(1, 1, 1, 720, 720), meta=np.ndarray>\n",
       "    U        (time, k, face, j, i_g) float32 299MB dask.array<chunksize=(1, 1, 1, 720, 360), meta=np.ndarray>\n",
       "    V        (time, k, face, j_g, i) float32 299MB dask.array<chunksize=(1, 1, 1, 360, 720), meta=np.ndarray>\n",
       "    W        (time, k_l, face, j, i) float32 299MB dask.array<chunksize=(1, 1, 1, 720, 720), meta=np.ndarray>\n",
       "Attributes:\n",
       "    history:  Created by C. Spencer Jones using https://github.com/cspencerjo...\n",
       "    source:   MITgcm\n",
       "    title:    Chunked netcdf created from MITgcm LLC4320 surface output"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Here's your dataset! Remember it's not loaded, and the data is still out there on open storage network. \n",
    "#If you load, the data will be downloaded to your local machine\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ad0945a",
   "metadata": {},
   "source": [
    "The dataset is more useful if you have the grid as well: here is how to get that. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a24855fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#code to create a lazily loaded xarray dataset of the llc4320 grid with pointers to the data on OSN\n",
    "\n",
    "endpoint_url = 'https://mghp.osn.xsede.org'\n",
    "fs = s3fs.S3FileSystem(anon=True,\n",
    "    client_kwargs={'endpoint_url': endpoint_url}\n",
    ")\n",
    "\n",
    "\n",
    "filelist = ['cnh-bucket-1/llc_surf/kerchunk_files/llc4320_grid_f' + str(var1) + '.json' for var1 in range(0,13)]\n",
    "\n",
    "\n",
    "mapper = [fs.open(file, mode='rb') for file in filelist]\n",
    "\n",
    "\n",
    "reflist = [ujson.load(mapper1)for mapper1 in mapper]\n",
    "\n",
    "open_ = dask.delayed(xr.open_dataset)\n",
    "getattr_ = dask.delayed(getattr)\n",
    "\n",
    "dict_list = [{\"storage_options\": {\"fo\": p,\"remote_protocol\": \"s3\",\n",
    "    \"remote_options\": {\"client_kwargs\":{'endpoint_url': endpoint_url}, \"anon\": True}},\"consolidated\": False} for p in reflist]\n",
    "datasets = [open_(\"reference://\",engine=\"zarr\",backend_kwargs=p,chunks={}) for p in dict_list]\n",
    "closers = [getattr_(ds, \"_close\") for ds in datasets]\n",
    "datasets, closers = dask.compute(datasets, closers)\n",
    "\n",
    "\n",
    "co = xr.combine_by_coords([dataset for dataset in datasets],compat=\"override\", coords='minimal', combine_attrs='override')\n",
    "\n",
    "\n",
    "for ds1 in datasets:\n",
    "            ds1.close()\n",
    "\n",
    "co.set_close(partial(_multi_file_closer, closers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "804d9324",
   "metadata": {},
   "outputs": [
    {
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
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       "}\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",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 17GB\n",
       "Dimensions:  (face: 13, j: 4320, i: 4320, j_g: 4320, i_g: 4320, time: 10312)\n",
       "Coordinates: (12/38)\n",
       "    CS       (face, j, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    Depth    (face, j, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    PHrefC   float32 4B ...\n",
       "    PHrefF   float32 4B ...\n",
       "    SN       (face, j, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    XC       (face, j, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    ...       ...\n",
       "    rA       (face, j, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    rAs      (face, j_g, i) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    rAw      (face, j, i_g) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    rAz      (face, j_g, i_g) float32 970MB dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;\n",
       "    rhoRef   float32 4B ...\n",
       "  * time     (time) datetime64[ns] 82kB 2011-09-13 ... 2012-11-15T15:00:00\n",
       "Data variables:\n",
       "    *empty*</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0c1f9a50-e546-429c-87b6-318b40f80a0f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0c1f9a50-e546-429c-87b6-318b40f80a0f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>face</span>: 13</li><li><span class='xr-has-index'>j</span>: 4320</li><li><span class='xr-has-index'>i</span>: 4320</li><li><span class='xr-has-index'>j_g</span>: 4320</li><li><span class='xr-has-index'>i_g</span>: 4320</li><li><span class='xr-has-index'>time</span>: 10312</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fb4f4b92-c963-48f3-9d61-39a6a5846482' class='xr-section-summary-in' type='checkbox'  ><label for='section-fb4f4b92-c963-48f3-9d61-39a6a5846482' class='xr-section-summary' >Coordinates: <span>(38)</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>CS</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-68388c1d-5c2d-4682-8032-1259e0ac1cee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68388c1d-5c2d-4682-8032-1259e0ac1cee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0653bea-3c9d-4b21-ba3e-c20b7f4e5789' class='xr-var-data-in' type='checkbox'><label for='data-b0653bea-3c9d-4b21-ba3e-c20b7f4e5789' title='Show/Hide data 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>coordinate :</span></dt><dd>YC XC</dd><dt><span>long_name :</span></dt><dd>AngleCS</dd><dt><span>standard_name :</span></dt><dd>Cos of grid orientation angle</dd><dt><span>units :</span></dt><dd> </dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Depth</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-50aa6ac3-3a50-4c13-81ce-bba5a420ae16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50aa6ac3-3a50-4c13-81ce-bba5a420ae16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f78d346f-45bf-4a9b-a856-d53985068309' class='xr-var-data-in' type='checkbox'><label for='data-f78d346f-45bf-4a9b-a856-d53985068309' title='Show/Hide data 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>coordinate :</span></dt><dd>XC YC</dd><dt><span>long_name :</span></dt><dd>ocean depth</dd><dt><span>standard_name :</span></dt><dd>ocean_depth</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                <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> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (1, 360, 360) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PHrefC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e41005ab-d50c-44a7-bae5-6fe911ca3e06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e41005ab-d50c-44a7-bae5-6fe911ca3e06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27f30d72-94ae-46d6-846e-4ec32badf91f' class='xr-var-data-in' type='checkbox'><label for='data-27f30d72-94ae-46d6-846e-4ec32badf91f' title='Show/Hide data 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>Reference Hydrostatic Pressure</dd><dt><span>standard_name :</span></dt><dd>cell_reference_pressure</dd><dt><span>units :</span></dt><dd>m2 s-2</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PHrefF</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ba53ac1a-4c06-45f8-b11e-5bc132be71fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba53ac1a-4c06-45f8-b11e-5bc132be71fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0af87ef7-cb49-4d46-b312-1323b01d0c30' class='xr-var-data-in' type='checkbox'><label for='data-0af87ef7-cb49-4d46-b312-1323b01d0c30' title='Show/Hide data 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>Reference Hydrostatic Pressure</dd><dt><span>standard_name :</span></dt><dd>cell_reference_pressure</dd><dt><span>units :</span></dt><dd>m2 s-2</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SN</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-54dcaeaf-d57f-46e4-a9a7-9bf84494982c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54dcaeaf-d57f-46e4-a9a7-9bf84494982c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e49beb9-0806-4d58-9c52-a49b9221fc3d' class='xr-var-data-in' type='checkbox'><label for='data-7e49beb9-0806-4d58-9c52-a49b9221fc3d' title='Show/Hide data 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>coordinate :</span></dt><dd>YC XC</dd><dt><span>long_name :</span></dt><dd>AngleSN</dd><dt><span>standard_name :</span></dt><dd>Sin of grid orientation angle</dd><dt><span>units :</span></dt><dd> </dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (1, 360, 360) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>XC</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-3dcd4ce5-ca0a-4aec-ba7a-8f0b6a6ed2f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3dcd4ce5-ca0a-4aec-ba7a-8f0b6a6ed2f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd33beb5-0634-4788-a4bb-e709bd96b5eb' class='xr-var-data-in' type='checkbox'><label for='data-bd33beb5-0634-4788-a4bb-e709bd96b5eb' title='Show/Hide data 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>coordinate :</span></dt><dd>YC XC</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Bytes </th>\n",
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       "    <tr>\n",
       "        <td>\n",
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       "                        <th> Array </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "  <text x=\"7.474299\" y=\"147.474299\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,7.474299,147.474299)\">13</text>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>YG</span></div><div class='xr-var-dims'>(face, j_g, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-6f290197-8771-4529-93c0-d14425afd2c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f290197-8771-4529-93c0-d14425afd2c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51080356-fe77-49b8-99f4-1ba3fe8e5d96' class='xr-var-data-in' type='checkbox'><label for='data-51080356-fe77-49b8-99f4-1ba3fe8e5d96' title='Show/Hide data 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>coordinate :</span></dt><dd>YG XG</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude_at_f_location</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Z</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-31115e2d-9cc0-49e3-b894-2839c3fb4804' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31115e2d-9cc0-49e3-b894-2839c3fb4804' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a0857da-c5c9-4c3b-a4a7-52248c5dda7c' class='xr-var-data-in' type='checkbox'><label for='data-8a0857da-c5c9-4c3b-a4a7-52248c5dda7c' title='Show/Hide data 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>vertical coordinate of cell center</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Zl</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-46b82e13-dc0e-416e-b86a-88b65cf6b8c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46b82e13-dc0e-416e-b86a-88b65cf6b8c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a831567c-be21-46cc-845b-8c3516a30f9d' class='xr-var-data-in' type='checkbox'><label for='data-a831567c-be21-46cc-845b-8c3516a30f9d' title='Show/Hide data 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>vertical coordinate of lower cell interface</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth_at_lower_w_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Zp1</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30ba22db-f77a-4a9e-afc3-f564847dfdb5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30ba22db-f77a-4a9e-afc3-f564847dfdb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b46da081-003f-4a22-a1e2-41818aca0fd1' class='xr-var-data-in' type='checkbox'><label for='data-b46da081-003f-4a22-a1e2-41818aca0fd1' title='Show/Hide data 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>vertical coordinate of cell interface</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth_at_w_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Zu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f8e5e80d-e497-4a14-8b7a-bd55140a9c6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8e5e80d-e497-4a14-8b7a-bd55140a9c6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b4232d5-2e07-4239-bf51-daa9e7719461' class='xr-var-data-in' type='checkbox'><label for='data-6b4232d5-2e07-4239-bf51-daa9e7719461' title='Show/Hide data 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>vertical coordinate of upper cell interface</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth_at_upper_w_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>drC</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e5a98a98-ddf7-4016-b80e-6e346e049c25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5a98a98-ddf7-4016-b80e-6e346e049c25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4813b6f2-3303-49f1-89c3-4e5c9dceb682' class='xr-var-data-in' type='checkbox'><label for='data-4813b6f2-3303-49f1-89c3-4e5c9dceb682' title='Show/Hide data 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 z size</dd><dt><span>standard_name :</span></dt><dd>cell_z_size_at_w_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>drF</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cee88962-a74b-4e50-aa16-05655d7793bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cee88962-a74b-4e50-aa16-05655d7793bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8884f74-e5f4-4441-81df-4e87947f0477' class='xr-var-data-in' type='checkbox'><label for='data-b8884f74-e5f4-4441-81df-4e87947f0477' title='Show/Hide data 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 z size</dd><dt><span>standard_name :</span></dt><dd>cell_z_size</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dxC</span></div><div class='xr-var-dims'>(face, j, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-0373485c-6765-4461-a058-c808c95b71df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0373485c-6765-4461-a058-c808c95b71df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16d7711e-71e6-43b9-929e-f21737eb4eba' class='xr-var-data-in' type='checkbox'><label for='data-16d7711e-71e6-43b9-929e-f21737eb4eba' title='Show/Hide data 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>coordinate :</span></dt><dd>YC XG</dd><dt><span>long_name :</span></dt><dd>cell x size</dd><dt><span>standard_name :</span></dt><dd>cell_x_size_at_u_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dxG</span></div><div class='xr-var-dims'>(face, j_g, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-4f79eba0-53ea-4c8f-afb0-5fc03a92b386' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f79eba0-53ea-4c8f-afb0-5fc03a92b386' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25a409fe-9660-4d57-b0c0-f22b545116d0' class='xr-var-data-in' type='checkbox'><label for='data-25a409fe-9660-4d57-b0c0-f22b545116d0' title='Show/Hide data 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>coordinate :</span></dt><dd>YG XC</dd><dt><span>long_name :</span></dt><dd>cell x size</dd><dt><span>standard_name :</span></dt><dd>cell_x_size_at_v_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dyC</span></div><div class='xr-var-dims'>(face, j_g, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-6971a04f-0e1f-4dc9-b0e9-b91d2990303f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6971a04f-0e1f-4dc9-b0e9-b91d2990303f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87840287-4255-4683-8d91-7bb446f2cb2a' class='xr-var-data-in' type='checkbox'><label for='data-87840287-4255-4683-8d91-7bb446f2cb2a' title='Show/Hide data 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>coordinate :</span></dt><dd>YG XC</dd><dt><span>long_name :</span></dt><dd>cell y size</dd><dt><span>standard_name :</span></dt><dd>cell_y_size_at_v_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
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       "                        <th> Data type </th>\n",
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       "                <tbody>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
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       "                    \n",
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       "                        <th> Shape </th>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>face</span></div><div class='xr-var-dims'>(face)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-3d7c2108-8b92-4e58-a754-a711809a5684' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d7c2108-8b92-4e58-a754-a711809a5684' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ead7384-2b3e-4b2e-b2de-866c81937140' class='xr-var-data-in' type='checkbox'><label for='data-7ead7384-2b3e-4b2e-b2de-866c81937140' title='Show/Hide data 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,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hFacC</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-4fcfb516-6ed8-4e74-9120-199e461ae654' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4fcfb516-6ed8-4e74-9120-199e461ae654' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21af16a8-ff5d-4fcc-a699-24977a61b732' class='xr-var-data-in' type='checkbox'><label for='data-21af16a8-ff5d-4fcc-a699-24977a61b732' title='Show/Hide data 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>vertical fraction of open cell</dd><dt><span>standard_name :</span></dt><dd>cell_vertical_fraction</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hFacS</span></div><div class='xr-var-dims'>(face, j_g, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-7d22c04e-1f5b-487f-9c8b-b525fc07a5f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d22c04e-1f5b-487f-9c8b-b525fc07a5f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed282d44-87da-461e-bd96-ff71901bb938' class='xr-var-data-in' type='checkbox'><label for='data-ed282d44-87da-461e-bd96-ff71901bb938' title='Show/Hide data 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>vertical fraction of open cell</dd><dt><span>standard_name :</span></dt><dd>cell_vertical_fraction_at_v_location</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hFacW</span></div><div class='xr-var-dims'>(face, j, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-8997ed40-1855-43e6-b148-cc558bbf9a99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8997ed40-1855-43e6-b148-cc558bbf9a99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fe1174a-5e23-4733-b8c6-3a80dd2582bb' class='xr-var-data-in' type='checkbox'><label for='data-7fe1174a-5e23-4733-b8c6-3a80dd2582bb' title='Show/Hide data 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>vertical fraction of open cell</dd><dt><span>standard_name :</span></dt><dd>cell_vertical_fraction_at_u_location</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-4fed7c0e-0fd6-4f08-976f-03ea38a265a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4fed7c0e-0fd6-4f08-976f-03ea38a265a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d747abd3-a950-468b-85f3-ffbf5fb8f5dd' class='xr-var-data-in' type='checkbox'><label for='data-d747abd3-a950-468b-85f3-ffbf5fb8f5dd' title='Show/Hide data 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>x_grid_index</dd><dt><span>swap_dim :</span></dt><dd>XC</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i_g</span></div><div class='xr-var-dims'>(i_g)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-587dc2e0-9078-46a7-a2f0-592c92cab4a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-587dc2e0-9078-46a7-a2f0-592c92cab4a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06e4fe2e-a857-4a71-8f30-4c7a4ad8c099' class='xr-var-data-in' type='checkbox'><label for='data-06e4fe2e-a857-4a71-8f30-4c7a4ad8c099' title='Show/Hide data 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>axis :</span></dt><dd>X</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>x-dimension of the u grid</dd><dt><span>standard_name :</span></dt><dd>x_grid_index_at_u_location</dd><dt><span>swap_dim :</span></dt><dd>XG</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-32b3ee3b-74cb-4646-b889-cc1bd0f9c02d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32b3ee3b-74cb-4646-b889-cc1bd0f9c02d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f415c948-56f4-44fe-8b99-85d3e8603070' class='xr-var-data-in' type='checkbox'><label for='data-f415c948-56f4-44fe-8b99-85d3e8603070' title='Show/Hide data 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>y_grid_index</dd><dt><span>swap_dim :</span></dt><dd>YC</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j_g</span></div><div class='xr-var-dims'>(j_g)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-16642bd8-c1dd-4547-a13d-7a8ec719cec0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16642bd8-c1dd-4547-a13d-7a8ec719cec0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98f03d0a-ec74-41fe-b487-8209dd509ac9' class='xr-var-data-in' type='checkbox'><label for='data-98f03d0a-ec74-41fe-b487-8209dd509ac9' title='Show/Hide data 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>axis :</span></dt><dd>Y</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>y-dimension of the v grid</dd><dt><span>standard_name :</span></dt><dd>y_grid_index_at_v_location</dd><dt><span>swap_dim :</span></dt><dd>YG</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>k</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-a34e1cb9-9afc-49a3-97b1-fc0b147edcac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a34e1cb9-9afc-49a3-97b1-fc0b147edcac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46b1bc63-4c44-4a53-85a0-da50e57b71d2' class='xr-var-data-in' type='checkbox'><label for='data-46b1bc63-4c44-4a53-85a0-da50e57b71d2' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>z-dimension of the t grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index</dd><dt><span>swap_dim :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>k_l</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-c00a62cc-48a2-4230-8534-14e8b8d26dd2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c00a62cc-48a2-4230-8534-14e8b8d26dd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afd4387d-219f-48b7-bc53-fa6445f511a3' class='xr-var-data-in' type='checkbox'><label for='data-afd4387d-219f-48b7-bc53-fa6445f511a3' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>-0.5</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_lower_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zl</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>k_p1</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-832d683d-9619-456e-865a-72dfaff75a81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-832d683d-9619-456e-865a-72dfaff75a81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-430e88af-07f9-4a16-ba7d-16e8a3ab1ce8' class='xr-var-data-in' type='checkbox'><label for='data-430e88af-07f9-4a16-ba7d-16e8a3ab1ce8' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>[-0.5, 0.5]</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zp1</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>k_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-9b5be141-c4ad-4324-b007-8c44dd9ff2f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b5be141-c4ad-4324-b007-8c44dd9ff2f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3be7584-e3ac-408a-9990-ab1aab1a4a80' class='xr-var-data-in' type='checkbox'><label for='data-c3be7584-e3ac-408a-9990-ab1aab1a4a80' title='Show/Hide data 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>axis :</span></dt><dd>Z</dd><dt><span>c_grid_axis_shift :</span></dt><dd>0.5</dd><dt><span>long_name :</span></dt><dd>z-dimension of the w grid</dd><dt><span>standard_name :</span></dt><dd>z_grid_index_at_upper_w_location</dd><dt><span>swap_dim :</span></dt><dd>Zu</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>niter</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(10312,), meta=np.ndarray&gt;</div><input id='attrs-b0201661-f987-4f30-a537-b1537d7550ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b0201661-f987-4f30-a537-b1537d7550ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe3d087e-27a1-4ac4-b300-07924b9bebec' class='xr-var-data-in' type='checkbox'><label for='data-fe3d087e-27a1-4ac4-b300-07924b9bebec' title='Show/Hide data 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'><table>\n",
       "    <tr>\n",
       "        <td>\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> 80.56 kiB </td>\n",
       "                        <td> 80.56 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (10312,) </td>\n",
       "                        <td> (10312,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int64 numpy.ndarray </td>\n",
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       "            </table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rA</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-4a7129c2-4e0a-418e-a791-d819c38372f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a7129c2-4e0a-418e-a791-d819c38372f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50be7aec-3476-4c0a-bcbd-497fdec11d9a' class='xr-var-data-in' type='checkbox'><label for='data-50be7aec-3476-4c0a-bcbd-497fdec11d9a' title='Show/Hide data 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>coordinate :</span></dt><dd>YC XC</dd><dt><span>long_name :</span></dt><dd>cell area</dd><dt><span>standard_name :</span></dt><dd>cell_area</dd><dt><span>units :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (1, 360, 360) </td>\n",
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       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rAs</span></div><div class='xr-var-dims'>(face, j_g, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-6cb5823e-1490-493b-a0a8-c42c5c3d4fb0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cb5823e-1490-493b-a0a8-c42c5c3d4fb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c75eb141-f931-4223-91ff-f9978fdf776a' class='xr-var-data-in' type='checkbox'><label for='data-c75eb141-f931-4223-91ff-f9978fdf776a' title='Show/Hide data 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>coordinate :</span></dt><dd>YG XC</dd><dt><span>long_name :</span></dt><dd>cell area</dd><dt><span>standard_name :</span></dt><dd>cell_area_at_v_location</dd><dt><span>units :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
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       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rAz</span></div><div class='xr-var-dims'>(face, j_g, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 360, 360), meta=np.ndarray&gt;</div><input id='attrs-a685bbec-1939-4b9f-8b84-acbe6ef67ac7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a685bbec-1939-4b9f-8b84-acbe6ef67ac7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f254d1f3-676c-49b8-858b-0e0a0c2cc819' class='xr-var-data-in' type='checkbox'><label for='data-f254d1f3-676c-49b8-858b-0e0a0c2cc819' title='Show/Hide data 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>coordinate :</span></dt><dd>YG XG</dd><dt><span>long_name :</span></dt><dd>cell area</dd><dt><span>standard_name :</span></dt><dd>cell_area_at_f_location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 0.90 GiB </td>\n",
       "                        <td> 506.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (13, 4320, 4320) </td>\n",
       "                        <td> (1, 360, 360) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1872 chunks in 27 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rhoRef</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f741eba2-1dc3-4e9d-bafc-09c699bc4f5a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f741eba2-1dc3-4e9d-bafc-09c699bc4f5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a80a163b-0de4-416d-a791-72f66fa90381' class='xr-var-data-in' type='checkbox'><label for='data-a80a163b-0de4-416d-a791-72f66fa90381' title='Show/Hide data 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>coordinate :</span></dt><dd>Z</dd><dt><span>long_name :</span></dt><dd>1D, vertical reference density profile</dd><dt><span>standard_name :</span></dt><dd>reference_density_profile</dd><dt><span>units :</span></dt><dd>kg m-3</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-09-13 ... 2012-11-15T15:00:00</div><input id='attrs-8a78c0a2-bbe4-4418-a143-40a51a3c2149' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a78c0a2-bbe4-4418-a143-40a51a3c2149' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f3e3d74-c8d2-4cb7-8729-33076eaae4e0' class='xr-var-data-in' type='checkbox'><label for='data-2f3e3d74-c8d2-4cb7-8729-33076eaae4e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2011-09-13T00:00:00.000000000&#x27;, &#x27;2011-09-13T01:00:00.000000000&#x27;,\n",
       "       &#x27;2011-09-13T02:00:00.000000000&#x27;, ..., &#x27;2012-11-15T13:00:00.000000000&#x27;,\n",
       "       &#x27;2012-11-15T14:00:00.000000000&#x27;, &#x27;2012-11-15T15:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f80809a4-e4c3-4888-9501-d575d4f42f8c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f80809a4-e4c3-4888-9501-d575d4f42f8c' class='xr-section-summary'  title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-51dabd81-d499-4ac6-ba32-53f8595e5f5f' class='xr-section-summary-in' type='checkbox'  ><label for='section-51dabd81-d499-4ac6-ba32-53f8595e5f5f' class='xr-section-summary' >Indexes: <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-index-name'><div>face</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-15b07a88-1baf-4471-aa16-e6d611c388ff' class='xr-index-data-in' type='checkbox'/><label for='index-15b07a88-1baf-4471-aa16-e6d611c388ff' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;face&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ecf0762d-b063-4e0e-afc6-de5b237bbe2a' class='xr-index-data-in' type='checkbox'/><label for='index-ecf0762d-b063-4e0e-afc6-de5b237bbe2a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,\n",
       "       ...\n",
       "       4310, 4311, 4312, 4313, 4314, 4315, 4316, 4317, 4318, 4319],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;i&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>i_g</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b776968a-f936-4a03-8f57-f853ab163956' class='xr-index-data-in' type='checkbox'/><label for='index-b776968a-f936-4a03-8f57-f853ab163956' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,\n",
       "       ...\n",
       "       4310, 4311, 4312, 4313, 4314, 4315, 4316, 4317, 4318, 4319],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;i_g&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c20688c0-49b5-460b-b083-5e26c1db5d67' class='xr-index-data-in' type='checkbox'/><label for='index-c20688c0-49b5-460b-b083-5e26c1db5d67' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,\n",
       "       ...\n",
       "       4310, 4311, 4312, 4313, 4314, 4315, 4316, 4317, 4318, 4319],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;j&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>j_g</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc7f829e-153b-4913-8cdc-b9306c481544' class='xr-index-data-in' type='checkbox'/><label for='index-fc7f829e-153b-4913-8cdc-b9306c481544' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,\n",
       "       ...\n",
       "       4310, 4311, 4312, 4313, 4314, 4315, 4316, 4317, 4318, 4319],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;j_g&#x27;, length=4320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-32f39e4c-e8f9-433e-877d-2300bca793d0' class='xr-index-data-in' type='checkbox'/><label for='index-32f39e4c-e8f9-433e-877d-2300bca793d0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2011-09-13 00:00:00&#x27;, &#x27;2011-09-13 01:00:00&#x27;,\n",
       "               &#x27;2011-09-13 02:00:00&#x27;, &#x27;2011-09-13 03:00:00&#x27;,\n",
       "               &#x27;2011-09-13 04:00:00&#x27;, &#x27;2011-09-13 05:00:00&#x27;,\n",
       "               &#x27;2011-09-13 06:00:00&#x27;, &#x27;2011-09-13 07:00:00&#x27;,\n",
       "               &#x27;2011-09-13 08:00:00&#x27;, &#x27;2011-09-13 09:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2012-11-15 06:00:00&#x27;, &#x27;2012-11-15 07:00:00&#x27;,\n",
       "               &#x27;2012-11-15 08:00:00&#x27;, &#x27;2012-11-15 09:00:00&#x27;,\n",
       "               &#x27;2012-11-15 10:00:00&#x27;, &#x27;2012-11-15 11:00:00&#x27;,\n",
       "               &#x27;2012-11-15 12:00:00&#x27;, &#x27;2012-11-15 13:00:00&#x27;,\n",
       "               &#x27;2012-11-15 14:00:00&#x27;, &#x27;2012-11-15 15:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10312, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-33690c59-5062-4940-a765-1a5cfe61f793' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-33690c59-5062-4940-a765-1a5cfe61f793' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 17GB\n",
       "Dimensions:  (face: 13, j: 4320, i: 4320, j_g: 4320, i_g: 4320, time: 10312)\n",
       "Coordinates: (12/38)\n",
       "    CS       (face, j, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    Depth    (face, j, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    PHrefC   float32 4B ...\n",
       "    PHrefF   float32 4B ...\n",
       "    SN       (face, j, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    XC       (face, j, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    ...       ...\n",
       "    rA       (face, j, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    rAs      (face, j_g, i) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    rAw      (face, j, i_g) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    rAz      (face, j_g, i_g) float32 970MB dask.array<chunksize=(1, 360, 360), meta=np.ndarray>\n",
       "    rhoRef   float32 4B ...\n",
       "  * time     (time) datetime64[ns] 82kB 2011-09-13 ... 2012-11-15T15:00:00\n",
       "Data variables:\n",
       "    *empty*"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc415814",
   "metadata": {},
   "source": [
    "CSJ acknowledges funding from NASA’s SWOT Science Team program, grant number 80NSSC20K1142. The data provided here is hosted on a pod in XSEDE's Open Storage Network, and may disappear if the underlying hardware fails: we will make every effort to keep this data online, but we cannot guarantee continued access to this data. We thanks XSEDE for providing this storage. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0c8f4b9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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