examples/model_architecture.ipynb

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   "source": [
    "# Clearwater Modules Architecture\n",
    "\n",
    "**Author:** Xavier Nogueira"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95a96e20",
   "metadata": {},
   "source": [
    "# Installation and Setup"
   ]
  },
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   "source": [
    "## Install\n",
    "\n",
    "Carefully follow our **[Installation Instructions](README.md#getting-started)**, especially including:\n",
    "- Creating a virtual environment for this repository (step 3)"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Import Python Dependancies"
   ]
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     "output_type": "display_data"
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   ],
   "source": [
    "import clearwater_modules as cwm\n",
    "import clearwater_modules.sorter as sorter\n",
    "import numba\n",
    "import random\n",
    "import hvplot.xarray\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01c71150",
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    "tags": []
   },
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       "['__builtins__',\n",
       " '__cached__',\n",
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       " '__file__',\n",
       " '__loader__',\n",
       " '__name__',\n",
       " '__package__',\n",
       " '__path__',\n",
       " '__spec__',\n",
       " '__version__',\n",
       " 'base',\n",
       " 'nsm1',\n",
       " 'shared',\n",
       " 'sorter',\n",
       " 'tsm',\n",
       " 'utils']"
      ]
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     "metadata": {},
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   "source": [
    "# Confirm that sub-modules are imported\n",
    "dir(cwm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "234fa8ec",
   "metadata": {},
   "source": [
    "### If you get `ModuleNotFoundError`:\n",
    "\n",
    "If you get this error:\n",
    "```python\n",
    "ModuleNotFoundError: No module named 'clearwater_modules'\n",
    "```\n",
    "Then:\n",
    "1. Run the following terminal command with your local absolute path to this repo.\n",
    "    - NOTE: Here we use Jupyter `!` magic command to run from the terminal via this notebook. \n",
    "2. Restart the kernel.\n",
    "3. Rerun the import statements above.\n",
    "\n",
    "See [4. Add your `ClearWater-modules-python` Path to Miniconda/Anaconda sites-packages](..ReadMe.md#4-add-your-clearwater-modules-python-path-to-minicondaanaconda-sites-packages)."
   ]
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   "cell_type": "markdown",
   "id": "de2f2cd1-a5dc-4536-8b1c-5f4fbf866601",
   "metadata": {},
   "source": [
    "# Writing/using a simple `Model` sub-class example\n",
    "\n",
    "In this example we will be writing a `base.Model` sub-class that calculates the annual carbon sequestration in a forest for a given year timestep.\n",
    "\n",
    "**Note:** Do not take the calculation too literally! I got it off ChatGPT in order to find a good, simple example for the code."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a52584bf-13af-4527-87ff-dbfa1010ddc1",
   "metadata": {},
   "source": [
    "## Start by inheriting `base.Model` -> `CarbonSequestration(cwm.base.Model)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5d34d2d-03a6-41e1-92fc-9e6fba72d6f5",
   "metadata": {
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   },
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing from dicts...\n",
      "Model initialized from input dicts successfully!.\n"
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       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 nan nan\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 nan nan\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 nan nan\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 nan nan\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 nan nan\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 nan nan\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 nan nan\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 nan nan\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 nan nan</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-6092ad06-cc0a-4b7b-bd25-ff64c0e87085' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6092ad06-cc0a-4b7b-bd25-ff64c0e87085' 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'>seconds</span>: 4</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b72c8460-bd01-46e4-809b-79fbb44ab57b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b72c8460-bd01-46e4-809b-79fbb44ab57b' class='xr-section-summary' >Coordinates: <span>(3)</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'>seconds</span></div><div class='xr-var-dims'>(seconds)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-f1c68fe4-6bfa-447f-82a5-7108bdb1eb04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1c68fe4-6bfa-447f-82a5-7108bdb1eb04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3fb190b-e2a9-450f-a128-4c6a76128a94' class='xr-var-data-in' type='checkbox'><label for='data-e3fb190b-e2a9-450f-a128-4c6a76128a94' title='Show/Hide data 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])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-4775a7c2-43e9-4502-aa08-ba77a174e062' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4775a7c2-43e9-4502-aa08-ba77a174e062' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f849567-48c3-4b7e-a3e8-4a0a1aab1ae7' class='xr-var-data-in' type='checkbox'><label for='data-2f849567-48c3-4b7e-a3e8-4a0a1aab1ae7' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-0d5120f9-b2a5-442a-bbf6-ea7e1aa781d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0d5120f9-b2a5-442a-bbf6-ea7e1aa781d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a893d4df-86c8-46e1-8109-9f49f334699b' class='xr-var-data-in' type='checkbox'><label for='data-a893d4df-86c8-46e1-8109-9f49f334699b' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-671b2eea-3727-46d7-9b60-53fc319d2704' class='xr-section-summary-in' type='checkbox'  ><label for='section-671b2eea-3727-46d7-9b60-53fc319d2704' class='xr-section-summary' >Data variables: <span>(52)</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>water_temp_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.0 20.0 nan nan</div><input id='attrs-4e3dc632-6f89-4283-9441-154d2c315fea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e3dc632-6f89-4283-9441-154d2c315fea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d9b33ac-6edc-4f98-85d9-f73965fdab79' class='xr-var-data-in' type='checkbox'><label for='data-9d9b33ac-6edc-4f98-85d9-f73965fdab79' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>TSM state variable for water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[20.        ]],\n",
       "\n",
       "       [[19.99996381]],\n",
       "\n",
       "       [[        nan]],\n",
       "\n",
       "       [[        nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface_area</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 nan nan</div><input id='attrs-48edad15-9afa-4ffd-871f-d2c92f551585' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48edad15-9afa-4ffd-871f-d2c92f551585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca3ee84f-98cf-4cd2-92a0-ce69dde16488' class='xr-var-data-in' type='checkbox'><label for='data-ca3ee84f-98cf-4cd2-92a0-ce69dde16488' title='Show/Hide data 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 area</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Surface area</dd></dl></div><div class='xr-var-data'><pre>array([[[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 nan nan</div><input id='attrs-bde39522-7a2a-40c1-b660-765f925ba530' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bde39522-7a2a-40c1-b660-765f925ba530' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9d5e62d-0481-4df8-ae4c-c783e719a8d5' class='xr-var-data-in' type='checkbox'><label for='data-e9d5e62d-0481-4df8-ae4c-c783e719a8d5' title='Show/Hide data 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>Volume</dd><dt><span>units :</span></dt><dd>m^3</dd><dt><span>description :</span></dt><dd>Volume</dd></dl></div><div class='xr-var-data'><pre>array([[[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>use_sed_temp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-ec55d07e-5bad-4700-bd06-28e5b2791ca8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec55d07e-5bad-4700-bd06-28e5b2791ca8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7c8e1f9-7067-43df-b307-7dc73744db9e' class='xr-var-data-in' type='checkbox'><label for='data-a7c8e1f9-7067-43df-b307-7dc73744db9e' title='Show/Hide data 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>Use Sediment Temperature?</dd><dt><span>units :</span></dt><dd>boolean</dd><dt><span>description :</span></dt><dd>Controls whether to use/calculate sediment temperature or not.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stefan_boltzmann</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.67e-08</div><input id='attrs-c274b1b6-b906-4198-aede-523bf7e72b0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c274b1b6-b906-4198-aede-523bf7e72b0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d71b65a-4c85-4bcb-af8b-8accf60ece39' class='xr-var-data-in' type='checkbox'><label for='data-3d71b65a-4c85-4bcb-af8b-8accf60ece39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Stefan-Boltzmann Constant</dd><dt><span>units :</span></dt><dd>W m-2 K-4</dd><dt><span>description :</span></dt><dd>The Stefan-Boltzmann constant.</dd></dl></div><div class='xr-var-data'><pre>array([[5.67e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_air</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1005</div><input id='attrs-6fe33ab0-1967-4d71-989c-66f9107ef94e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fe33ab0-1967-4d71-989c-66f9107ef94e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25d528e9-5b78-48cb-aa2b-a51b187c67ec' class='xr-var-data-in' type='checkbox'><label for='data-25d528e9-5b78-48cb-aa2b-a51b187c67ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific Heat Capacity of Air</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The specific heat capacity of air.</dd></dl></div><div class='xr-var-data'><pre>array([[1005]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_water</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.97</div><input id='attrs-7c6300dc-c41e-4ac0-801c-76cfda533a49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c6300dc-c41e-4ac0-801c-76cfda533a49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f82ae958-7867-4768-a2cc-08154086d0ce' class='xr-var-data-in' type='checkbox'><label for='data-f82ae958-7867-4768-a2cc-08154086d0ce' title='Show/Hide data 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>Emissivity of Water</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>description :</span></dt><dd>The emissivity of water.</dd></dl></div><div class='xr-var-data'><pre>array([[0.97]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gravity</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.806</div><input id='attrs-f0680880-ee7c-40d1-9c59-fa52f1a8fc3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0680880-ee7c-40d1-9c59-fa52f1a8fc3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca21a55e-d92f-4126-a36e-8b3dfe5302d7' class='xr-var-data-in' type='checkbox'><label for='data-ca21a55e-d92f-4126-a36e-8b3dfe5302d7' title='Show/Hide data 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>Gravity</dd><dt><span>units :</span></dt><dd>m s-2</dd><dt><span>description :</span></dt><dd>The acceleration due to gravity.</dd></dl></div><div class='xr-var-data'><pre>array([[9.806]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a0</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.985e+03</div><input id='attrs-b5cbdd84-3e76-444b-983e-89aa98404f53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5cbdd84-3e76-444b-983e-89aa98404f53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0bd22715-65fe-4c76-ab8d-48d75af4e251' class='xr-var-data-in' type='checkbox'><label for='data-0bd22715-65fe-4c76-ab8d-48d75af4e251' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6984.505294]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-188.9</div><input id='attrs-89db4657-657c-4c79-a529-460b7250c4a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89db4657-657c-4c79-a529-460b7250c4a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-586944ff-357f-4210-8586-5e051584ac56' class='xr-var-data-in' type='checkbox'><label for='data-586944ff-357f-4210-8586-5e051584ac56' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-188.903931]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.133</div><input id='attrs-b39a1afd-1d5f-42aa-b236-d9ea823ae90e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b39a1afd-1d5f-42aa-b236-d9ea823ae90e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6491d9b0-560a-4f6d-a4c7-eec2e96f04dc' class='xr-var-data-in' type='checkbox'><label for='data-6491d9b0-560a-4f6d-a4c7-eec2e96f04dc' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[2.13335768]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a3</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.01289</div><input id='attrs-52152dd8-dd51-4115-bfd0-bd70d2016685' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52152dd8-dd51-4115-bfd0-bd70d2016685' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccc65780-5b69-4c77-a449-910fadc6599f' class='xr-var-data-in' type='checkbox'><label for='data-ccc65780-5b69-4c77-a449-910fadc6599f' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-0.01288581]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a4</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.394e-05</div><input id='attrs-db1cf249-ff19-4da6-ac31-b7844d2a75ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db1cf249-ff19-4da6-ac31-b7844d2a75ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89381d14-c8d6-4784-83b0-854263a132af' class='xr-var-data-in' type='checkbox'><label for='data-89381d14-c8d6-4784-83b0-854263a132af' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[4.39359e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a5</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.024e-08</div><input id='attrs-e4585bd0-476c-4487-b55f-c1022c9f4e0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4585bd0-476c-4487-b55f-c1022c9f4e0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea3620af-b5ef-4085-8af8-577b7a992128' class='xr-var-data-in' type='checkbox'><label for='data-ea3620af-b5ef-4085-8af8-577b7a992128' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-8.02392e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a6</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.137e-11</div><input id='attrs-03441e9d-f5c8-4e21-8fd1-dfba0a22b188' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03441e9d-f5c8-4e21-8fd1-dfba0a22b188' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42cec4f5-1254-4317-aa02-bf1777adf6b4' class='xr-var-data-in' type='checkbox'><label for='data-42cec4f5-1254-4317-aa02-bf1777adf6b4' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6.13682e-11]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1600</div><input id='attrs-20af37e8-fb5e-4a2c-83f2-9c23cd68f15f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20af37e8-fb5e-4a2c-83f2-9c23cd68f15f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1769bf86-e4c5-4516-9828-2cfa2cdd2a42' class='xr-var-data-in' type='checkbox'><label for='data-1769bf86-e4c5-4516-9828-2cfa2cdd2a42' title='Show/Hide data 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>Bulk Density of Sediment</dd><dt><span>units :</span></dt><dd>kg m-3</dd><dt><span>description :</span></dt><dd>The bulk density of sediment.</dd></dl></div><div class='xr-var-data'><pre>array([[1600]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cps</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1673</div><input id='attrs-9fff7602-e99a-4530-8c5f-7e57ec414b57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9fff7602-e99a-4530-8c5f-7e57ec414b57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffb5a453-914f-40e1-9e83-c2c752ba0371' class='xr-var-data-in' type='checkbox'><label for='data-ffb5a453-914f-40e1-9e83-c2c752ba0371' title='Show/Hide data 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>CPS</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The CPS.</dd></dl></div><div class='xr-var-data'><pre>array([[1673]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-375480c4-321e-4d6f-8846-9f6cbe076ab0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-375480c4-321e-4d6f-8846-9f6cbe076ab0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b416221-c587-4de6-8c75-fb04aa4f4584' class='xr-var-data-in' type='checkbox'><label for='data-2b416221-c587-4de6-8c75-fb04aa4f4584' title='Show/Hide data 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>H2</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>The H2.</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>alphas</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0432</div><input id='attrs-56bd21c1-8bf0-4570-802e-409d1295d8bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56bd21c1-8bf0-4570-802e-409d1295d8bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a14229e5-b4d9-4996-a407-2e85a2611080' class='xr-var-data-in' type='checkbox'><label for='data-a14229e5-b4d9-4996-a407-2e85a2611080' title='Show/Hide data 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>Alphas</dd><dt><span>units :</span></dt><dd>m-1</dd><dt><span>description :</span></dt><dd>The alphas.</dd></dl></div><div class='xr-var-data'><pre>array([[0.0432]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>richardson_option</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-03c43503-735d-43dc-89e3-211f69f05399' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03c43503-735d-43dc-89e3-211f69f05399' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3338ec5f-01e6-4ff6-aa55-44492b3eff7b' class='xr-var-data-in' type='checkbox'><label for='data-3338ec5f-01e6-4ff6-aa55-44492b3eff7b' title='Show/Hide data 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>Richardson Option</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The Richardson option.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>20</div><input id='attrs-09d2fe59-f7a8-4380-baa1-fc09dbf9429a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09d2fe59-f7a8-4380-baa1-fc09dbf9429a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78887c5c-f08a-495d-a3a5-160da2225ee2' class='xr-var-data-in' type='checkbox'><label for='data-78887c5c-f08a-495d-a3a5-160da2225ee2' title='Show/Hide data 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>Air Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The air temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[20]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_solar</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>400</div><input id='attrs-9fcd1406-e5df-4fd4-8161-ed8eb2848c20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9fcd1406-e5df-4fd4-8161-ed8eb2848c20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd70d489-1e35-43c3-93d6-9c6640adce96' class='xr-var-data-in' type='checkbox'><label for='data-fd70d489-1e35-43c3-93d6-9c6640adce96' title='Show/Hide data 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>Solar Heat Flux</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>description :</span></dt><dd>The solar heat flux.</dd></dl></div><div class='xr-var-data'><pre>array([[400]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sed_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>5</div><input id='attrs-38c8aeef-537e-4740-8753-234ab73eaedc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38c8aeef-537e-4740-8753-234ab73eaedc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c66aae0-6fed-4712-84db-5908c800b922' class='xr-var-data-in' type='checkbox'><label for='data-8c66aae0-6fed-4712-84db-5908c800b922' title='Show/Hide data 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>Sediment Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The sediment temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eair_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-be6e754f-43e2-475f-86a9-e2136c35c079' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be6e754f-43e2-475f-86a9-e2136c35c079' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19f73e6d-5c7c-4e2c-9080-7c81eca40fed' class='xr-var-data-in' type='checkbox'><label for='data-19f73e6d-5c7c-4e2c-9080-7c81eca40fed' title='Show/Hide data 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>Vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1013</div><input id='attrs-d3a0779f-80f3-4cc7-9eb8-333131a854de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3a0779f-80f3-4cc7-9eb8-333131a854de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd1d21ac-1b16-4db0-b098-3fc0e4c68762' class='xr-var-data-in' type='checkbox'><label for='data-fd1d21ac-1b16-4db0-b098-3fc0e4c68762' title='Show/Hide data 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>Pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>The pressure.</dd></dl></div><div class='xr-var-data'><pre>array([[1013]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cloudiness</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-c1b290c0-c834-475d-9b85-582e37dedee3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1b290c0-c834-475d-9b85-582e37dedee3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2e5e0c4-86ce-4e42-8b5b-59c4a58222f5' class='xr-var-data-in' type='checkbox'><label for='data-a2e5e0c4-86ce-4e42-8b5b-59c4a58222f5' title='Show/Hide data 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>Cloudiness</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The cloudiness.</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>wind_speed</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3</div><input id='attrs-f2f18323-c562-4c76-96fc-e9723d4fd2a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2f18323-c562-4c76-96fc-e9723d4fd2a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44984539-2d0e-4c0f-aca8-400d27f485d2' class='xr-var-data-in' type='checkbox'><label for='data-44984539-2d0e-4c0f-aca8-400d27f485d2' title='Show/Hide data 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>Wind Speed</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind speed.</dd></dl></div><div class='xr-var-data'><pre>array([[3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_a</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3</div><input id='attrs-cb786893-a0b8-4aee-a4b6-be204db89baa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb786893-a0b8-4aee-a4b6-be204db89baa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b210e83-5b68-49a7-b5a3-7621a813fcbe' class='xr-var-data-in' type='checkbox'><label for='data-9b210e83-5b68-49a7-b5a3-7621a813fcbe' title='Show/Hide data 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>Wind A</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind A.</dd></dl></div><div class='xr-var-data'><pre>array([[0.3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_b</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-c037cf87-a228-4945-9c84-067112beb70c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c037cf87-a228-4945-9c84-067112beb70c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20e26663-a914-4059-beac-98b1d4be46c7' class='xr-var-data-in' type='checkbox'><label for='data-20e26663-a914-4059-beac-98b1d4be46c7' title='Show/Hide data 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>Wind B</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind B.</dd></dl></div><div class='xr-var-data'><pre>array([[1.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-e3d33c27-ea5c-49d9-be30-ede25bd5b629' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3d33c27-ea5c-49d9-be30-ede25bd5b629' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49d79777-680c-4b4a-9411-57425e460b3d' class='xr-var-data-in' type='checkbox'><label for='data-49d79777-680c-4b4a-9411-57425e460b3d' title='Show/Hide data 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>Wind C</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind C.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_kh_kw</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-cbcce3e2-2100-4ed8-b4b8-dcffca136faa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbcce3e2-2100-4ed8-b4b8-dcffca136faa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-954b7ebe-430b-4e37-82b6-6042bb3294c5' class='xr-var-data-in' type='checkbox'><label for='data-954b7ebe-430b-4e37-82b6-6042bb3294c5' title='Show/Hide data 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>Wind KH KW</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind KH KW.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dt</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.157e-05</div><input id='attrs-19750558-0faf-4762-9c95-ec17cefd0c2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19750558-0faf-4762-9c95-ec17cefd0c2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9d4fe95-c7e8-41ac-a13e-50bcff23d0e0' class='xr-var-data-in' type='checkbox'><label for='data-d9d4fe95-c7e8-41ac-a13e-50bcff23d0e0' title='Show/Hide data 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>dt</dd><dt><span>units :</span></dt><dd>d</dd><dt><span>description :</span></dt><dd>calculation dt</dd></dl></div><div class='xr-var-data'><pre>array([[1.15740741e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 nan nan</div><input id='attrs-832ba436-9cd7-495b-99e6-a755443874d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-832ba436-9cd7-495b-99e6-a755443874d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ccf5d07-8b77-4006-9e96-55f20a01212b' class='xr-var-data-in' type='checkbox'><label for='data-3ccf5d07-8b77-4006-9e96-55f20a01212b' title='Show/Hide data 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>Air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Air temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[   nan]],\n",
       "\n",
       "       [[   nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 nan nan</div><input id='attrs-d0390d9a-392c-49eb-9010-fee551e275d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0390d9a-392c-49eb-9010-fee551e275d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04f77711-f3e3-4d8f-bcf2-84520410debc' class='xr-var-data-in' type='checkbox'><label for='data-04f77711-f3e3-4d8f-bcf2-84520410debc' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[   nan]],\n",
       "\n",
       "       [[   nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mixing_ratio_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0006146 nan nan</div><input id='attrs-a22b3c95-ab22-4eb6-b957-544ef74118b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a22b3c95-ab22-4eb6-b957-544ef74118b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a09e9f6-c92d-40b3-8030-2394b91f099f' class='xr-var-data-in' type='checkbox'><label for='data-2a09e9f6-c92d-40b3-8030-2394b91f099f' title='Show/Hide data 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>Mixing ratio of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Mixing ratio of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.202 nan nan</div><input id='attrs-3d3649c6-6611-4f82-886a-cc77c952b089' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d3649c6-6611-4f82-886a-cc77c952b089' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f3f6948-8342-4aa6-a2c8-b3c2e8d30bec' class='xr-var-data-in' type='checkbox'><label for='data-7f3f6948-8342-4aa6-a2c8-b3c2e8d30bec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 998.2 nan nan</div><input id='attrs-a0bb2283-467e-45f4-bccd-a4a4f7a23ad8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0bb2283-467e-45f4-bccd-a4a4f7a23ad8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f60d508b-d447-4608-bb54-c4480a49482e' class='xr-var-data-in' type='checkbox'><label for='data-f60d508b-d447-4608-bb54-c4480a49482e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of water</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of water</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[998.20668383]],\n",
       "\n",
       "       [[         nan]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>esat_mb</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 23.63 nan nan</div><input id='attrs-6c02d314-e7f7-4643-ac80-475e12c48d10' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c02d314-e7f7-4643-ac80-475e12c48d10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-566ef9fe-45d6-4ac9-a0eb-e8ee01ed54ab' class='xr-var-data-in' type='checkbox'><label for='data-566ef9fe-45d6-4ac9-a0eb-e8ee01ed54ab' title='Show/Hide data 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>Saturation vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Saturation vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[23.62941518]],\n",
       "\n",
       "       [[        nan]],\n",
       "\n",
       "       [[        nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air_sat</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.192 nan nan</div><input id='attrs-9f46868d-7687-4487-b8d8-e116292357e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f46868d-7687-4487-b8d8-e116292357e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75f627d5-bbfc-4238-a7da-7e70bab251d1' class='xr-var-data-in' type='checkbox'><label for='data-75f627d5-bbfc-4238-a7da-7e70bab251d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air at saturation</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air at saturation</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.19185468]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_number</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.01848 nan nan</div><input id='attrs-8e0e19b4-3b87-4c3b-b961-06113dab797e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e0e19b4-3b87-4c3b-b961-06113dab797e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-512b51da-89b4-4ad8-b8ed-b9afc34a390a' class='xr-var-data-in' type='checkbox'><label for='data-512b51da-89b4-4ad8-b8ed-b9afc34a390a' title='Show/Hide data 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>Richardson number</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson number</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.01847614]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.6771 nan nan</div><input id='attrs-408d6a66-f2e8-438a-8827-89907cee36f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-408d6a66-f2e8-438a-8827-89907cee36f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1624e8cc-df3c-44b0-bae0-47fa28986136' class='xr-var-data-in' type='checkbox'><label for='data-1624e8cc-df3c-44b0-bae0-47fa28986136' title='Show/Hide data 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>Richardson function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson function</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.67707413]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lv</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.801e+06 nan nan</div><input id='attrs-00d7eab9-44e5-40fa-8cc9-601d8d9f982d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00d7eab9-44e5-40fa-8cc9-601d8d9f982d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c873127-fee0-4978-be47-f97978845325' class='xr-var-data-in' type='checkbox'><label for='data-0c873127-fee0-4978-be47-f97978845325' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat of vaporization</dd><dt><span>units :</span></dt><dd>J/kg</dd><dt><span>description :</span></dt><dd>Latent heat of vaporization</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[1800595.4616]],\n",
       "\n",
       "       [[         nan]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 4.182e+03 nan nan</div><input id='attrs-bb5f02de-677a-4f52-a825-a065f4e1edd9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb5f02de-677a-4f52-a825-a065f4e1edd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a186101-d3ec-4d26-be14-e41def12e2fa' class='xr-var-data-in' type='checkbox'><label for='data-8a186101-d3ec-4d26-be14-e41def12e2fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific heat of water</dd><dt><span>units :</span></dt><dd>J/kg/K</dd><dt><span>description :</span></dt><dd>Specific heat of water</dd></dl></div><div class='xr-var-data'><pre>array([[[  nan]],\n",
       "\n",
       "       [[4182.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.8053 nan nan</div><input id='attrs-e3044a62-4928-415b-bb81-d609ac9485b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3044a62-4928-415b-bb81-d609ac9485b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff02e8b2-78d2-419b-90ec-d200453a409f' class='xr-var-data-in' type='checkbox'><label for='data-ff02e8b2-78d2-419b-90ec-d200453a409f' title='Show/Hide data 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>Emissivity of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Emissivity of air</dd></dl></div><div class='xr-var-data'><pre>array([[[      nan]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[      nan]],\n",
       "\n",
       "       [[      nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 3.25e-06 nan nan</div><input id='attrs-c63e724f-3ed1-43fb-8cce-721fd5f2713d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c63e724f-3ed1-43fb-8cce-721fd5f2713d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92a10113-39be-44bf-8023-eafe509edf61' class='xr-var-data-in' type='checkbox'><label for='data-92a10113-39be-44bf-8023-eafe509edf61' title='Show/Hide data 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>Wind function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Wind function</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[3.2499558e-06]],\n",
       "\n",
       "       [[          nan]],\n",
       "\n",
       "       [[          nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_latent</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 81.16 nan nan</div><input id='attrs-af8d73ea-c63e-4efe-9f58-b5995f6a76de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af8d73ea-c63e-4efe-9f58-b5995f6a76de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1410298c-b7a7-4a32-af31-257f4df3e38d' class='xr-var-data-in' type='checkbox'><label for='data-1410298c-b7a7-4a32-af31-257f4df3e38d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Latent heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[81.1649171]],\n",
       "\n",
       "       [[       nan]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sensible</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0 nan nan</div><input id='attrs-1fe05432-cec7-43c2-84c7-56a450b73ce9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fe05432-cec7-43c2-84c7-56a450b73ce9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-077e05bf-6326-42b0-a4e8-bd60ed0a76e8' class='xr-var-data-in' type='checkbox'><label for='data-077e05bf-6326-42b0-a4e8-bd60ed0a76e8' title='Show/Hide data 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>Sensible heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sensible heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
       "\n",
       "       [[ 0.]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sediment</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -401.5 nan nan</div><input id='attrs-6e73a1d3-b7ca-4761-b76b-5dbf91ef1d92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e73a1d3-b7ca-4761-b76b-5dbf91ef1d92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a82d0044-7994-4306-84f9-f838a64ae791' class='xr-var-data-in' type='checkbox'><label for='data-a82d0044-7994-4306-84f9-f838a64ae791' title='Show/Hide data 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>Sediment heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sediment heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[    nan]],\n",
       "\n",
       "       [[-401.52]],\n",
       "\n",
       "       [[    nan]],\n",
       "\n",
       "       [[    nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_net</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -151.1 nan nan</div><input id='attrs-098432a5-14c0-4542-a675-1f44b7496f96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-098432a5-14c0-4542-a675-1f44b7496f96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d4d076a-2291-4309-910a-8e3433c2225a' class='xr-var-data-in' type='checkbox'><label for='data-5d4d076a-2291-4309-910a-8e3433c2225a' title='Show/Hide data 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>Net heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Net heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[-151.09393929]],\n",
       "\n",
       "       [[          nan]],\n",
       "\n",
       "       [[          nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_down</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 337.8 nan nan</div><input id='attrs-dae94763-d5c9-4594-b332-50e75b6fba2d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dae94763-d5c9-4594-b332-50e75b6fba2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48ccb296-52f5-4884-8950-7aaa46399089' class='xr-var-data-in' type='checkbox'><label for='data-48ccb296-52f5-4884-8950-7aaa46399089' title='Show/Hide data 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>Downwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Downwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[         nan]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_up</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 406.2 nan nan</div><input id='attrs-31f4276b-c4fa-428f-9d82-c61915bdcc64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31f4276b-c4fa-428f-9d82-c61915bdcc64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb9c4738-1a3b-49cc-9abd-2713fbe4cbd2' class='xr-var-data-in' type='checkbox'><label for='data-cb9c4738-1a3b-49cc-9abd-2713fbe4cbd2' title='Show/Hide data 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>Upwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Upwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[406.23154566]],\n",
       "\n",
       "       [[         nan]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dTdt_water_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -3.619e-05 nan nan</div><input id='attrs-c67156b7-7093-47e4-91a0-4b0a1c3cf28a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c67156b7-7093-47e4-91a0-4b0a1c3cf28a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dc0b324-ee2f-45b1-9ff5-5e978981d78e' class='xr-var-data-in' type='checkbox'><label for='data-3dc0b324-ee2f-45b1-9ff5-5e978981d78e' title='Show/Hide data 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>Water temperature change</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>Water temperature change</dd></dl></div><div class='xr-var-data'><pre>array([[[            nan]],\n",
       "\n",
       "       [[-3.61944967e-05]],\n",
       "\n",
       "       [[            nan]],\n",
       "\n",
       "       [[            nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1671256b-0205-47e6-8044-b3404db276e5' class='xr-section-summary-in' type='checkbox'  ><label for='section-1671256b-0205-47e6-8044-b3404db276e5' class='xr-section-summary' >Indexes: <span>(3)</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>seconds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d7d1b812-2cc3-4bb3-805e-ca526315c17e' class='xr-index-data-in' type='checkbox'/><label for='index-d7d1b812-2cc3-4bb3-805e-ca526315c17e' 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], dtype=&#x27;int32&#x27;, name=&#x27;seconds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e5868e28-c09a-4c54-92d0-a4c9fcaf9bce' class='xr-index-data-in' type='checkbox'/><label for='index-e5868e28-c09a-4c54-92d0-a4c9fcaf9bce' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5df290a-0435-483a-bf31-92db0bc8ff3e' class='xr-index-data-in' type='checkbox'/><label for='index-f5df290a-0435-483a-bf31-92db0bc8ff3e' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-27c25502-1915-440e-8f1b-469837c619bc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-27c25502-1915-440e-8f1b-469837c619bc' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 nan nan\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 nan nan\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 nan nan\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 nan nan\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 nan nan\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 nan nan\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 nan nan\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 nan nan\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 nan nan"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import clearwater_modules as cwm\n",
    "import clearwater_modules.sorter as sorter\n",
    "import numba\n",
    "import random\n",
    "import hvplot.xarray\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "initial_state_values = {'water_temp_c': 20, 'surface_area': 1, 'volume': 1}\n",
    "meteo_parameters = {\n",
    "    'air_temp_c': 20,\n",
    "    'q_solar': 400,\n",
    "    'sed_temp_c': 5,\n",
    "    'eair_mb': 1,\n",
    "    'pressure_mb': 1013,\n",
    "    'cloudiness': .1,\n",
    "    'wind_speed': 3,\n",
    "    'wind_a': .3,\n",
    "    'wind_b': 1.5,\n",
    "    'wind_c': 1,\n",
    "    'wind_kh_kw': 1\n",
    "}\n",
    "\n",
    "temp_parameters = {\n",
    "    'use_sed_temp': False,\n",
    "    'stefan_boltzmann': 0.0000000567,\n",
    "    'cp_air': 1005,\n",
    "    'emissivity_water': 0.97,\n",
    "    'gravity': 9.806,\n",
    "    'a0': 6984.505294,\n",
    "    'a1': -188.903931,\n",
    "    'a2': 2.133357675,\n",
    "    'a3': -0.01288581,\n",
    "    'a4': 0.0000439359,\n",
    "    'a5': -.0000000802392,\n",
    "    'a6': .0000000000613682,\n",
    "    'pb': 1600,\n",
    "    'cps': 1673,\n",
    "    'h2': 0.1,\n",
    "    'alphas': 0.0432,\n",
    "    'richardson_option': True,\n",
    "    'dt': 1/86400,\n",
    "}\n",
    "\n",
    "time_step = 3\n",
    "\n",
    "tsm_model = cwm.tsm.EnergyBudget(\n",
    "    time_steps=time_step,\n",
    "    initial_state_values=initial_state_values,  # mandatory\n",
    "    temp_parameters=temp_parameters,\n",
    "    meteo_parameters=meteo_parameters,\n",
    "    track_dynamic_variables=True,  # default is true\n",
    "    hotstart_dataset=None,  # default is None\n",
    "    time_dim='seconds',  # default is \"timestep\"\n",
    ")\n",
    "\n",
    "tsm_model.increment_timestep()\n",
    "tsm_model.dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "644f6baf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 20.0 nan\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 1.0 nan\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 1.0 nan\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 0.000118 nan\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 -401.5 nan\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 -151.1 nan\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 337.8 nan\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 406.2 nan\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 -3.619e-05 nan</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-4831a1b2-ae35-48c6-bb3f-a3225e7100af' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4831a1b2-ae35-48c6-bb3f-a3225e7100af' 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'>seconds</span>: 4</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1ccf5698-a294-4752-9c8b-837c0470ec84' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1ccf5698-a294-4752-9c8b-837c0470ec84' class='xr-section-summary' >Coordinates: <span>(3)</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'>seconds</span></div><div class='xr-var-dims'>(seconds)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-9a73b9c9-0fa6-4c83-99f8-e76a472c4ff4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a73b9c9-0fa6-4c83-99f8-e76a472c4ff4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cff35ab8-0d16-432c-8b50-346787df3ec3' class='xr-var-data-in' type='checkbox'><label for='data-cff35ab8-0d16-432c-8b50-346787df3ec3' title='Show/Hide data 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])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-d8b13445-338f-46fe-ac48-2b4e8544ee75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8b13445-338f-46fe-ac48-2b4e8544ee75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d91a7f51-4ff2-4a68-aa8d-e65d278bd397' class='xr-var-data-in' type='checkbox'><label for='data-d91a7f51-4ff2-4a68-aa8d-e65d278bd397' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-65faedc1-f6a4-4236-8173-51e42ed178cd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65faedc1-f6a4-4236-8173-51e42ed178cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f09251dc-c2ac-4f42-9e19-cb0c0fc747e4' class='xr-var-data-in' type='checkbox'><label for='data-f09251dc-c2ac-4f42-9e19-cb0c0fc747e4' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-77d197c5-9564-4c8a-a874-cb35ad80a2d8' class='xr-section-summary-in' type='checkbox'  ><label for='section-77d197c5-9564-4c8a-a874-cb35ad80a2d8' class='xr-section-summary' >Data variables: <span>(52)</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>water_temp_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.0 20.0 20.0 nan</div><input id='attrs-bedce4b9-da95-43c1-97a8-3c74e6394c38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bedce4b9-da95-43c1-97a8-3c74e6394c38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5d76408-eb0e-4370-8b5c-a13a97069896' class='xr-var-data-in' type='checkbox'><label for='data-a5d76408-eb0e-4370-8b5c-a13a97069896' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>TSM state variable for water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[20.        ]],\n",
       "\n",
       "       [[19.99996381]],\n",
       "\n",
       "       [[19.99992761]],\n",
       "\n",
       "       [[        nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface_area</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 nan</div><input id='attrs-6e993631-0df7-49df-8c7a-b56e637eb633' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e993631-0df7-49df-8c7a-b56e637eb633' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e80ee2b2-6d8d-4d50-acc4-379c72e9e7c7' class='xr-var-data-in' type='checkbox'><label for='data-e80ee2b2-6d8d-4d50-acc4-379c72e9e7c7' title='Show/Hide data 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 area</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Surface area</dd></dl></div><div class='xr-var-data'><pre>array([[[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 nan</div><input id='attrs-bae5a478-8bf8-448b-ae02-53e779b785d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bae5a478-8bf8-448b-ae02-53e779b785d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b8b957e-44eb-4ef7-a060-a014ee616888' class='xr-var-data-in' type='checkbox'><label for='data-4b8b957e-44eb-4ef7-a060-a014ee616888' title='Show/Hide data 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>Volume</dd><dt><span>units :</span></dt><dd>m^3</dd><dt><span>description :</span></dt><dd>Volume</dd></dl></div><div class='xr-var-data'><pre>array([[[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[ 1.]],\n",
       "\n",
       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>use_sed_temp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-91b7cc69-1ef6-4f65-bed8-dddf015b46ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91b7cc69-1ef6-4f65-bed8-dddf015b46ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c01e1dfe-398a-45b6-84fb-4ac877ea501e' class='xr-var-data-in' type='checkbox'><label for='data-c01e1dfe-398a-45b6-84fb-4ac877ea501e' title='Show/Hide data 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>Use Sediment Temperature?</dd><dt><span>units :</span></dt><dd>boolean</dd><dt><span>description :</span></dt><dd>Controls whether to use/calculate sediment temperature or not.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stefan_boltzmann</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.67e-08</div><input id='attrs-8f4cb969-7bfa-4b99-8e95-a0687e76a636' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f4cb969-7bfa-4b99-8e95-a0687e76a636' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05f146c2-516e-4e24-8c55-5d23753b2f0f' class='xr-var-data-in' type='checkbox'><label for='data-05f146c2-516e-4e24-8c55-5d23753b2f0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Stefan-Boltzmann Constant</dd><dt><span>units :</span></dt><dd>W m-2 K-4</dd><dt><span>description :</span></dt><dd>The Stefan-Boltzmann constant.</dd></dl></div><div class='xr-var-data'><pre>array([[5.67e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_air</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1005</div><input id='attrs-230e9838-5c6c-4bb0-8a5a-836266cd0fab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-230e9838-5c6c-4bb0-8a5a-836266cd0fab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-074021ec-ee8d-40f3-80b5-15922934d940' class='xr-var-data-in' type='checkbox'><label for='data-074021ec-ee8d-40f3-80b5-15922934d940' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific Heat Capacity of Air</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The specific heat capacity of air.</dd></dl></div><div class='xr-var-data'><pre>array([[1005]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_water</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.97</div><input id='attrs-7b15db27-df5b-43eb-b56e-77b0c94cf60b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b15db27-df5b-43eb-b56e-77b0c94cf60b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62ee1858-07ce-4679-8134-0573bd818450' class='xr-var-data-in' type='checkbox'><label for='data-62ee1858-07ce-4679-8134-0573bd818450' title='Show/Hide data 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>Emissivity of Water</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>description :</span></dt><dd>The emissivity of water.</dd></dl></div><div class='xr-var-data'><pre>array([[0.97]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gravity</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.806</div><input id='attrs-7064786b-d7da-4148-837e-5269589ff5c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7064786b-d7da-4148-837e-5269589ff5c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-397b7987-cd1f-4218-8714-0fa30a495b91' class='xr-var-data-in' type='checkbox'><label for='data-397b7987-cd1f-4218-8714-0fa30a495b91' title='Show/Hide data 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>Gravity</dd><dt><span>units :</span></dt><dd>m s-2</dd><dt><span>description :</span></dt><dd>The acceleration due to gravity.</dd></dl></div><div class='xr-var-data'><pre>array([[9.806]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a0</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.985e+03</div><input id='attrs-e9df3829-13ec-4880-9f30-d1e05b101604' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9df3829-13ec-4880-9f30-d1e05b101604' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-874711a5-7a3c-4865-b1d4-7ad504f59c73' class='xr-var-data-in' type='checkbox'><label for='data-874711a5-7a3c-4865-b1d4-7ad504f59c73' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6984.505294]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-188.9</div><input id='attrs-26fc009e-f4fb-4234-8b06-248555477ce4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26fc009e-f4fb-4234-8b06-248555477ce4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70615321-db79-4aad-9652-d80fc77cc424' class='xr-var-data-in' type='checkbox'><label for='data-70615321-db79-4aad-9652-d80fc77cc424' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-188.903931]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.133</div><input id='attrs-3233047a-04d4-4e0a-9713-067402f220a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3233047a-04d4-4e0a-9713-067402f220a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d58a02c1-bf32-4b30-a0d1-ef161d13b178' class='xr-var-data-in' type='checkbox'><label for='data-d58a02c1-bf32-4b30-a0d1-ef161d13b178' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[2.13335768]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a3</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.01289</div><input id='attrs-bd110be5-2498-4661-8485-8bf5575c7a6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd110be5-2498-4661-8485-8bf5575c7a6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c46bb53-abef-4df5-9ed4-05f157786453' class='xr-var-data-in' type='checkbox'><label for='data-4c46bb53-abef-4df5-9ed4-05f157786453' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-0.01288581]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a4</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.394e-05</div><input id='attrs-bf324a5a-19b8-48f0-b360-c810336d0558' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf324a5a-19b8-48f0-b360-c810336d0558' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecefb409-71c9-4c6d-9834-43aa61fd3f75' class='xr-var-data-in' type='checkbox'><label for='data-ecefb409-71c9-4c6d-9834-43aa61fd3f75' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[4.39359e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a5</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.024e-08</div><input id='attrs-2b5b9c2e-3f87-4c5e-8bb7-dbec4b57c55b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b5b9c2e-3f87-4c5e-8bb7-dbec4b57c55b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e6a6c58-08ce-4016-a422-469e440cb0ec' class='xr-var-data-in' type='checkbox'><label for='data-2e6a6c58-08ce-4016-a422-469e440cb0ec' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-8.02392e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a6</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.137e-11</div><input id='attrs-88ed3279-03be-4ad0-8e8f-01096378c778' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88ed3279-03be-4ad0-8e8f-01096378c778' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-302a6618-81d7-4f55-876b-9dc9d622cca6' class='xr-var-data-in' type='checkbox'><label for='data-302a6618-81d7-4f55-876b-9dc9d622cca6' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6.13682e-11]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1600</div><input id='attrs-731953dd-d988-43f0-8024-83f0b72bc528' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-731953dd-d988-43f0-8024-83f0b72bc528' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76676313-9bb2-4b37-9f3e-1109cb911f25' class='xr-var-data-in' type='checkbox'><label for='data-76676313-9bb2-4b37-9f3e-1109cb911f25' title='Show/Hide data 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>Bulk Density of Sediment</dd><dt><span>units :</span></dt><dd>kg m-3</dd><dt><span>description :</span></dt><dd>The bulk density of sediment.</dd></dl></div><div class='xr-var-data'><pre>array([[1600]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cps</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1673</div><input id='attrs-eb4fca7f-75d7-4ad3-a021-d519f2c8cd40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb4fca7f-75d7-4ad3-a021-d519f2c8cd40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37a6216b-9e07-425d-9885-12c798b1040b' class='xr-var-data-in' type='checkbox'><label for='data-37a6216b-9e07-425d-9885-12c798b1040b' title='Show/Hide data 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>CPS</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The CPS.</dd></dl></div><div class='xr-var-data'><pre>array([[1673]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-7571d775-ea30-4d7d-ad77-78327c0811df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7571d775-ea30-4d7d-ad77-78327c0811df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88164929-4661-4a68-972d-d7f221dcfce5' class='xr-var-data-in' type='checkbox'><label for='data-88164929-4661-4a68-972d-d7f221dcfce5' title='Show/Hide data 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>H2</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>The H2.</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>alphas</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0432</div><input id='attrs-4b855314-ed84-486f-85d7-10c0065ed6a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b855314-ed84-486f-85d7-10c0065ed6a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5be21e0e-99eb-4b45-90e1-2c3cca0b3f70' class='xr-var-data-in' type='checkbox'><label for='data-5be21e0e-99eb-4b45-90e1-2c3cca0b3f70' title='Show/Hide data 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>Alphas</dd><dt><span>units :</span></dt><dd>m-1</dd><dt><span>description :</span></dt><dd>The alphas.</dd></dl></div><div class='xr-var-data'><pre>array([[0.0432]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>richardson_option</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-378196bb-7138-4b5d-91f8-7c5f97fa6179' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-378196bb-7138-4b5d-91f8-7c5f97fa6179' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94c956fa-302c-4103-a55f-ab89ac8dcc61' class='xr-var-data-in' type='checkbox'><label for='data-94c956fa-302c-4103-a55f-ab89ac8dcc61' title='Show/Hide data 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>Richardson Option</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The Richardson option.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>20</div><input id='attrs-da2f991d-7a72-4672-8e79-d6a1c01bd5e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da2f991d-7a72-4672-8e79-d6a1c01bd5e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3b330bc-01cd-418b-b0ce-bc9739f1ade6' class='xr-var-data-in' type='checkbox'><label for='data-a3b330bc-01cd-418b-b0ce-bc9739f1ade6' title='Show/Hide data 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>Air Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The air temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[20]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_solar</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>400</div><input id='attrs-c17589e2-1a3c-4d84-98eb-cadc1dcbf8c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c17589e2-1a3c-4d84-98eb-cadc1dcbf8c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9654743-8bd8-4687-a0e8-56bee364a574' class='xr-var-data-in' type='checkbox'><label for='data-e9654743-8bd8-4687-a0e8-56bee364a574' title='Show/Hide data 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>Solar Heat Flux</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>description :</span></dt><dd>The solar heat flux.</dd></dl></div><div class='xr-var-data'><pre>array([[400]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sed_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>5</div><input id='attrs-566f62b1-187f-4e4b-98c5-0094ca5ff21d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-566f62b1-187f-4e4b-98c5-0094ca5ff21d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-608ec989-44dc-44ec-86eb-42f0dafb7a5c' class='xr-var-data-in' type='checkbox'><label for='data-608ec989-44dc-44ec-86eb-42f0dafb7a5c' title='Show/Hide data 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>Sediment Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The sediment temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eair_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-3a063ddc-6d67-49da-a7fa-22bf0bdd7177' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a063ddc-6d67-49da-a7fa-22bf0bdd7177' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78c883be-e58c-424a-a519-f26893943da0' class='xr-var-data-in' type='checkbox'><label for='data-78c883be-e58c-424a-a519-f26893943da0' title='Show/Hide data 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>Vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1013</div><input id='attrs-d9370a75-751f-4f6b-bd72-feb994f9997e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9370a75-751f-4f6b-bd72-feb994f9997e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-812f0f90-f20a-4cce-8dc6-1fcc14fc38f3' class='xr-var-data-in' type='checkbox'><label for='data-812f0f90-f20a-4cce-8dc6-1fcc14fc38f3' title='Show/Hide data 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>Pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>The pressure.</dd></dl></div><div class='xr-var-data'><pre>array([[1013]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cloudiness</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-636df8e4-065c-4aa7-86c7-9350c5e973cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-636df8e4-065c-4aa7-86c7-9350c5e973cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-843044a7-e383-41a5-bcce-eaf68a103ff4' class='xr-var-data-in' type='checkbox'><label for='data-843044a7-e383-41a5-bcce-eaf68a103ff4' title='Show/Hide data 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>Cloudiness</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The cloudiness.</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>wind_speed</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3</div><input id='attrs-02cfa61f-07c9-4969-8a0a-8e278886a627' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02cfa61f-07c9-4969-8a0a-8e278886a627' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f8774d4-40e7-437c-a466-e9d33b022b5b' class='xr-var-data-in' type='checkbox'><label for='data-5f8774d4-40e7-437c-a466-e9d33b022b5b' title='Show/Hide data 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>Wind Speed</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind speed.</dd></dl></div><div class='xr-var-data'><pre>array([[3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_a</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3</div><input id='attrs-057d1dc2-bce3-4c92-a1d1-a2c626cf940a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-057d1dc2-bce3-4c92-a1d1-a2c626cf940a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-621b773f-f70f-4336-a56d-3eb245fbbd90' class='xr-var-data-in' type='checkbox'><label for='data-621b773f-f70f-4336-a56d-3eb245fbbd90' title='Show/Hide data 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>Wind A</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind A.</dd></dl></div><div class='xr-var-data'><pre>array([[0.3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_b</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-b1790d42-f893-4df0-ae17-9f43a1a9fb06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1790d42-f893-4df0-ae17-9f43a1a9fb06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-beb25a79-4359-49e3-b8bb-d14e7f3dcd85' class='xr-var-data-in' type='checkbox'><label for='data-beb25a79-4359-49e3-b8bb-d14e7f3dcd85' title='Show/Hide data 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>Wind B</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind B.</dd></dl></div><div class='xr-var-data'><pre>array([[1.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-4e11a511-5cd3-475c-b616-e223bcec47e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e11a511-5cd3-475c-b616-e223bcec47e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-836904c9-9387-4cab-bfc1-49980e9fb2c4' class='xr-var-data-in' type='checkbox'><label for='data-836904c9-9387-4cab-bfc1-49980e9fb2c4' title='Show/Hide data 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>Wind C</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind C.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_kh_kw</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-6ac752a4-85e4-4232-a75c-81dd5557f58b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ac752a4-85e4-4232-a75c-81dd5557f58b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d19b2a8-d9dd-4871-9424-8c5683760bc4' class='xr-var-data-in' type='checkbox'><label for='data-0d19b2a8-d9dd-4871-9424-8c5683760bc4' title='Show/Hide data 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>Wind KH KW</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind KH KW.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dt</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.157e-05</div><input id='attrs-344b763a-b728-4a60-91ce-1ae304abd974' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-344b763a-b728-4a60-91ce-1ae304abd974' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e64f4e9-ff81-40f2-8077-594c36e17da7' class='xr-var-data-in' type='checkbox'><label for='data-6e64f4e9-ff81-40f2-8077-594c36e17da7' title='Show/Hide data 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>dt</dd><dt><span>units :</span></dt><dd>d</dd><dt><span>description :</span></dt><dd>calculation dt</dd></dl></div><div class='xr-var-data'><pre>array([[1.15740741e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 293.2 nan</div><input id='attrs-09c9d36f-e68e-4a11-8be8-86ad5a8d213e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09c9d36f-e68e-4a11-8be8-86ad5a8d213e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07abfdbe-27e5-482c-b6fa-ca1f7d11b01d' class='xr-var-data-in' type='checkbox'><label for='data-07abfdbe-27e5-482c-b6fa-ca1f7d11b01d' title='Show/Hide data 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>Air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Air temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[   nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 293.2 nan</div><input id='attrs-0dd215bd-d4e0-4777-a2d9-96e138ca4e2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dd215bd-d4e0-4777-a2d9-96e138ca4e2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7c36680-1227-48fc-ade9-d5d34e7fd872' class='xr-var-data-in' type='checkbox'><label for='data-a7c36680-1227-48fc-ade9-d5d34e7fd872' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[293.16      ]],\n",
       "\n",
       "       [[293.15996381]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mixing_ratio_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0006146 0.0006146 nan</div><input id='attrs-6c3d0d50-9715-4c7d-aca0-4e0367206dc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c3d0d50-9715-4c7d-aca0-4e0367206dc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5559c2a2-4c52-4f7c-bc8c-0d36eb5964bb' class='xr-var-data-in' type='checkbox'><label for='data-5559c2a2-4c52-4f7c-bc8c-0d36eb5964bb' title='Show/Hide data 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>Mixing ratio of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Mixing ratio of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.202 1.202 nan</div><input id='attrs-d22a7e60-fe4b-4f99-b128-d29f9a9aec29' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d22a7e60-fe4b-4f99-b128-d29f9a9aec29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5295006-9d23-4362-9ce5-713a930b5ac5' class='xr-var-data-in' type='checkbox'><label for='data-b5295006-9d23-4362-9ce5-713a930b5ac5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 998.2 998.2 nan</div><input id='attrs-795d9ab6-aba7-4396-bd62-ab5184b45a29' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-795d9ab6-aba7-4396-bd62-ab5184b45a29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44526b20-3d96-4e37-b4e0-9e8bc71ff89e' class='xr-var-data-in' type='checkbox'><label for='data-44526b20-3d96-4e37-b4e0-9e8bc71ff89e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of water</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of water</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[998.20668383]],\n",
       "\n",
       "       [[998.2066913 ]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>esat_mb</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 23.63 23.63 nan</div><input id='attrs-b15b8832-a3be-4cd1-830e-4191ffa464e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b15b8832-a3be-4cd1-830e-4191ffa464e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e849addb-5f19-497e-907d-0a948c20d130' class='xr-var-data-in' type='checkbox'><label for='data-e849addb-5f19-497e-907d-0a948c20d130' title='Show/Hide data 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>Saturation vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Saturation vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[23.62941518]],\n",
       "\n",
       "       [[23.62936265]],\n",
       "\n",
       "       [[        nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air_sat</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.192 1.192 nan</div><input id='attrs-55f1f0ae-c758-4c42-9f67-9914b98b5891' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55f1f0ae-c758-4c42-9f67-9914b98b5891' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2767d7b-ada5-4393-b8ed-f16fa4d9a4a2' class='xr-var-data-in' type='checkbox'><label for='data-c2767d7b-ada5-4393-b8ed-f16fa4d9a4a2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air at saturation</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air at saturation</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.19185468]],\n",
       "\n",
       "       [[1.19185485]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_number</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.01848 0.01848 nan</div><input id='attrs-f8940419-0d47-45e7-b257-6b5900126090' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8940419-0d47-45e7-b257-6b5900126090' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f411ca92-fde2-4785-9827-fb413c0b4aed' class='xr-var-data-in' type='checkbox'><label for='data-f411ca92-fde2-4785-9827-fb413c0b4aed' title='Show/Hide data 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>Richardson number</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson number</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.01847614]],\n",
       "\n",
       "       [[0.01847583]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.6771 0.6771 nan</div><input id='attrs-bfb19297-a862-4096-b863-f239a2c1aa3a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfb19297-a862-4096-b863-f239a2c1aa3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35f38af1-734d-4637-8fa2-e16196a0907f' class='xr-var-data-in' type='checkbox'><label for='data-35f38af1-734d-4637-8fa2-e16196a0907f' title='Show/Hide data 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>Richardson function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson function</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.67707413]],\n",
       "\n",
       "       [[0.67707763]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lv</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.801e+06 1.801e+06 nan</div><input id='attrs-913c58b9-6fd8-490a-8eb8-6b98227ec461' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-913c58b9-6fd8-490a-8eb8-6b98227ec461' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5c94694-dcff-4c3d-973b-9358e8b8a621' class='xr-var-data-in' type='checkbox'><label for='data-e5c94694-dcff-4c3d-973b-9358e8b8a621' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat of vaporization</dd><dt><span>units :</span></dt><dd>J/kg</dd><dt><span>description :</span></dt><dd>Latent heat of vaporization</dd></dl></div><div class='xr-var-data'><pre>array([[[             nan]],\n",
       "\n",
       "       [[1800595.4616    ]],\n",
       "\n",
       "       [[1800595.54795066]],\n",
       "\n",
       "       [[             nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 4.182e+03 4.182e+03 nan</div><input id='attrs-63456b9c-a3b3-4d87-9072-4d8e3e2863be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63456b9c-a3b3-4d87-9072-4d8e3e2863be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-587ae1d4-acaa-4df3-aef5-a4007c22e8fb' class='xr-var-data-in' type='checkbox'><label for='data-587ae1d4-acaa-4df3-aef5-a4007c22e8fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific heat of water</dd><dt><span>units :</span></dt><dd>J/kg/K</dd><dt><span>description :</span></dt><dd>Specific heat of water</dd></dl></div><div class='xr-var-data'><pre>array([[[  nan]],\n",
       "\n",
       "       [[4182.]],\n",
       "\n",
       "       [[4182.]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.8053 0.8053 nan</div><input id='attrs-8e0e8674-ba41-402d-bc5a-eb60d34ce44b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e0e8674-ba41-402d-bc5a-eb60d34ce44b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-410ffd57-708e-4ccb-9cb4-1614279b2b3d' class='xr-var-data-in' type='checkbox'><label for='data-410ffd57-708e-4ccb-9cb4-1614279b2b3d' title='Show/Hide data 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>Emissivity of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Emissivity of air</dd></dl></div><div class='xr-var-data'><pre>array([[[      nan]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[      nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 3.25e-06 3.25e-06 nan</div><input id='attrs-2b113988-e788-40f2-9538-afa93ccaa9d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b113988-e788-40f2-9538-afa93ccaa9d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b18d7ae2-5bd5-4e61-9a27-66f749f8e43f' class='xr-var-data-in' type='checkbox'><label for='data-b18d7ae2-5bd5-4e61-9a27-66f749f8e43f' title='Show/Hide data 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>Wind function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Wind function</dd></dl></div><div class='xr-var-data'><pre>array([[[           nan]],\n",
       "\n",
       "       [[3.24995580e-06]],\n",
       "\n",
       "       [[3.24997261e-06]],\n",
       "\n",
       "       [[           nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_latent</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 81.16 81.17 nan</div><input id='attrs-60b65383-1aea-44e7-9ff5-2adc56ff7d6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60b65383-1aea-44e7-9ff5-2adc56ff7d6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc1c39f3-0908-4d9c-98f9-a89a3feebf45' class='xr-var-data-in' type='checkbox'><label for='data-bc1c39f3-0908-4d9c-98f9-a89a3feebf45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Latent heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[81.1649171 ]],\n",
       "\n",
       "       [[81.16515303]],\n",
       "\n",
       "       [[        nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sensible</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0 0.000118 nan</div><input id='attrs-2f9985a0-f8e7-4408-9436-5a80d8523039' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f9985a0-f8e7-4408-9436-5a80d8523039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecd25e78-4af7-43b6-a256-f5b7faed904e' class='xr-var-data-in' type='checkbox'><label for='data-ecd25e78-4af7-43b6-a256-f5b7faed904e' title='Show/Hide data 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>Sensible heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sensible heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.        ]],\n",
       "\n",
       "       [[0.00011801]],\n",
       "\n",
       "       [[       nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sediment</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -401.5 -401.5 nan</div><input id='attrs-9609d1bb-73bb-4c9e-8145-51565ac55e55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9609d1bb-73bb-4c9e-8145-51565ac55e55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07537d3c-8618-4455-8549-4cc5ae564c16' class='xr-var-data-in' type='checkbox'><label for='data-07537d3c-8618-4455-8549-4cc5ae564c16' title='Show/Hide data 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>Sediment heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sediment heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[-401.52      ]],\n",
       "\n",
       "       [[-401.51903115]],\n",
       "\n",
       "       [[          nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_net</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -151.1 -151.1 nan</div><input id='attrs-283dbed6-2482-47da-b7b5-10aa53a9e93a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-283dbed6-2482-47da-b7b5-10aa53a9e93a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea19c51a-ea5b-402b-9dd6-c70ecb209d29' class='xr-var-data-in' type='checkbox'><label for='data-ea19c51a-ea5b-402b-9dd6-c70ecb209d29' title='Show/Hide data 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>Net heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Net heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[-151.09393929]],\n",
       "\n",
       "       [[-151.09288774]],\n",
       "\n",
       "       [[          nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_down</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 337.8 337.8 nan</div><input id='attrs-4ac14b9b-e915-40e4-8a8a-7f867a3d8c05' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ac14b9b-e915-40e4-8a8a-7f867a3d8c05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebce4ebb-66c3-4814-843b-547e7bd37f30' class='xr-var-data-in' type='checkbox'><label for='data-ebce4ebb-66c3-4814-843b-547e7bd37f30' title='Show/Hide data 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>Downwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Downwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_up</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 406.2 406.2 nan</div><input id='attrs-eb6410a4-3d63-455b-9bee-371be87e67b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb6410a4-3d63-455b-9bee-371be87e67b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4637fe56-e685-4f76-acda-cee1f7fe92ea' class='xr-var-data-in' type='checkbox'><label for='data-4637fe56-e685-4f76-acda-cee1f7fe92ea' title='Show/Hide data 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>Upwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Upwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[406.23154566]],\n",
       "\n",
       "       [[406.23134504]],\n",
       "\n",
       "       [[         nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dTdt_water_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -3.619e-05 -3.619e-05 nan</div><input id='attrs-0a822fc7-f27a-47bb-99af-2c0cf39dea5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a822fc7-f27a-47bb-99af-2c0cf39dea5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55dca5ee-4ba8-4c18-be81-b8a30484c7a3' class='xr-var-data-in' type='checkbox'><label for='data-55dca5ee-4ba8-4c18-be81-b8a30484c7a3' title='Show/Hide data 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>Water temperature change</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>Water temperature change</dd></dl></div><div class='xr-var-data'><pre>array([[[            nan]],\n",
       "\n",
       "       [[-3.61944967e-05]],\n",
       "\n",
       "       [[-3.61942446e-05]],\n",
       "\n",
       "       [[            nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-60fce699-36bd-40ab-9347-de4ef8d300e3' class='xr-section-summary-in' type='checkbox'  ><label for='section-60fce699-36bd-40ab-9347-de4ef8d300e3' class='xr-section-summary' >Indexes: <span>(3)</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>seconds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-339b2dde-b17d-4ca6-ba9f-c2e9540e9889' class='xr-index-data-in' type='checkbox'/><label for='index-339b2dde-b17d-4ca6-ba9f-c2e9540e9889' 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], dtype=&#x27;int32&#x27;, name=&#x27;seconds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dc08efb9-e280-40f1-9a86-1014e44a4a6f' class='xr-index-data-in' type='checkbox'/><label for='index-dc08efb9-e280-40f1-9a86-1014e44a4a6f' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e7c5c8b1-bef4-4524-ae1b-07659c6c82e3' class='xr-index-data-in' type='checkbox'/><label for='index-e7c5c8b1-bef4-4524-ae1b-07659c6c82e3' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cd49f483-7a0b-484b-825d-db03c2c5e70b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd49f483-7a0b-484b-825d-db03c2c5e70b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 20.0 nan\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 1.0 nan\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 1.0 nan\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 0.000118 nan\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 -401.5 nan\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 -151.1 nan\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 337.8 nan\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 406.2 nan\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 -3.619e-05 nan"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsm_model.increment_timestep()\n",
    "tsm_model.dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "664a7267",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='water_temp_c', long_name='Water temperature', units='degC', description='TSM state variable for water temperature', use='state', process=<function t_water_c at 0x0000029C254C0040>),\n",
       " Variable(name='surface_area', long_name='Surface area', units='m^2', description='Surface area', use='state', process=<function mock_surface_area at 0x0000029C22385DA0>),\n",
       " Variable(name='volume', long_name='Volume', units='m^3', description='Volume', use='state', process=<function mock_volume at 0x0000029C254C0180>)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsm_model.get_state_variables()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "76906763",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variable | Inputs\n",
      "------------------\n",
      "air_temp_k | ['air_temp_c']\n",
      "water_temp_k | ['water_temp_c']\n",
      "mixing_ratio_air | ['eair_mb', 'pressure_mb']\n",
      "density_air | ['pressure_mb', 'air_temp_k', 'mixing_ratio_air']\n",
      "density_water | ['water_temp_c']\n",
      "esat_mb | ['water_temp_k', 'a0', 'a1', 'a2', 'a3', 'a4', 'a5', 'a6']\n",
      "density_air_sat | ['water_temp_k', 'esat_mb', 'pressure_mb']\n",
      "ri_number | ['gravity', 'density_air', 'density_air_sat', 'wind_speed']\n",
      "ri_function | ['ri_number']\n",
      "lv | ['water_temp_k']\n",
      "cp_water | ['water_temp_c']\n",
      "emissivity_air | ['air_temp_k']\n",
      "wind_function | ['ri_function', 'wind_a', 'wind_b', 'wind_c', 'wind_speed']\n",
      "q_latent | ['pressure_mb', 'density_water', 'lv', 'wind_function', 'esat_mb', 'eair_mb']\n",
      "q_sensible | ['wind_kh_kw', 'cp_air', 'density_water', 'wind_function', 'air_temp_k', 'water_temp_k']\n",
      "q_sediment | ['use_sed_temp', 'pb', 'cps', 'alphas', 'h2', 'sed_temp_c', 'water_temp_c']\n",
      "q_longwave_down | ['air_temp_k', 'emissivity_air', 'cloudiness', 'stefan_boltzmann']\n",
      "q_longwave_up | ['water_temp_k', 'emissivity_water', 'stefan_boltzmann']\n",
      "surface_area | ['surface_area']\n",
      "volume | ['volume']\n",
      "q_net | ['q_sensible', 'q_latent', 'q_longwave_up', 'q_longwave_down', 'q_solar', 'q_sediment', 'dt']\n",
      "dTdt_water_c | ['q_net', 'surface_area', 'volume', 'density_water', 'cp_water']\n",
      "water_temp_c | ['water_temp_c', 'dTdt_water_c']\n"
     ]
    }
   ],
   "source": [
    "print('Variable | Inputs\\n------------------')\n",
    "for i in tsm_model.computation_order:\n",
    "    print(f'{i.name} | {sorter.get_process_args(i.process)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "af03305c",
   "metadata": {},
   "outputs": [
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       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 20.0 20.0\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 1.0 1.0\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 1.0 1.0\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 0.000118 0.000236\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 -401.5 -401.5\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 -151.1 -151.1\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 337.8 337.8\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 406.2 406.2\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 ... -3.619e-05</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-6467209b-c9ad-4c47-b625-9a572d32fb12' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6467209b-c9ad-4c47-b625-9a572d32fb12' 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'>seconds</span>: 4</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-810f1273-5425-46de-ab29-e22e0463a79b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-810f1273-5425-46de-ab29-e22e0463a79b' class='xr-section-summary' >Coordinates: <span>(3)</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'>seconds</span></div><div class='xr-var-dims'>(seconds)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-b0fb8aae-5724-489f-be96-1615af220c1d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b0fb8aae-5724-489f-be96-1615af220c1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06c9b9ea-bd87-4c5e-8e56-d89f9b8ed317' class='xr-var-data-in' type='checkbox'><label for='data-06c9b9ea-bd87-4c5e-8e56-d89f9b8ed317' title='Show/Hide data 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])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-4f21fbec-4c37-483f-84ba-9a69254ccb9d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f21fbec-4c37-483f-84ba-9a69254ccb9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d6f13a0-a105-4892-b698-056c437d2dc4' class='xr-var-data-in' type='checkbox'><label for='data-7d6f13a0-a105-4892-b698-056c437d2dc4' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-97b7a4e0-f5e1-4281-92c0-3ac360762547' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97b7a4e0-f5e1-4281-92c0-3ac360762547' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f816c0e-a18a-4229-9e68-407a7588e116' class='xr-var-data-in' type='checkbox'><label for='data-5f816c0e-a18a-4229-9e68-407a7588e116' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4a6a3994-d42c-4722-813e-82c80db209f2' class='xr-section-summary-in' type='checkbox'  ><label for='section-4a6a3994-d42c-4722-813e-82c80db209f2' class='xr-section-summary' >Data variables: <span>(52)</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>water_temp_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.0 20.0 20.0 20.0</div><input id='attrs-9c5c7785-117f-44a4-b014-f426429a491a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c5c7785-117f-44a4-b014-f426429a491a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35fa42de-227e-4828-bfd0-8b96ab837f91' class='xr-var-data-in' type='checkbox'><label for='data-35fa42de-227e-4828-bfd0-8b96ab837f91' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>TSM state variable for water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[20.        ]],\n",
       "\n",
       "       [[19.99996381]],\n",
       "\n",
       "       [[19.99992761]],\n",
       "\n",
       "       [[19.99989142]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface_area</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0</div><input id='attrs-a1ac8d44-aa55-456c-891e-62e02a8c5e5e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1ac8d44-aa55-456c-891e-62e02a8c5e5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b856058-5a5e-45a4-92ef-6e821a2709ec' class='xr-var-data-in' type='checkbox'><label for='data-0b856058-5a5e-45a4-92ef-6e821a2709ec' title='Show/Hide data 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 area</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Surface area</dd></dl></div><div class='xr-var-data'><pre>array([[[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0</div><input id='attrs-a0db9c3e-fe82-4fbf-a932-14f5d6375657' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0db9c3e-fe82-4fbf-a932-14f5d6375657' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0baff64-8de5-4a98-b632-afabddec8089' class='xr-var-data-in' type='checkbox'><label for='data-a0baff64-8de5-4a98-b632-afabddec8089' title='Show/Hide data 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>Volume</dd><dt><span>units :</span></dt><dd>m^3</dd><dt><span>description :</span></dt><dd>Volume</dd></dl></div><div class='xr-var-data'><pre>array([[[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>use_sed_temp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-690fe5aa-32ae-4b5e-8c41-bbf6c4ee1608' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-690fe5aa-32ae-4b5e-8c41-bbf6c4ee1608' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5685c3e-2c3f-48cf-8a1d-f635b236f816' class='xr-var-data-in' type='checkbox'><label for='data-c5685c3e-2c3f-48cf-8a1d-f635b236f816' title='Show/Hide data 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>Use Sediment Temperature?</dd><dt><span>units :</span></dt><dd>boolean</dd><dt><span>description :</span></dt><dd>Controls whether to use/calculate sediment temperature or not.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stefan_boltzmann</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.67e-08</div><input id='attrs-cd3fb78a-ee7f-40f6-b0a5-bf87a8885272' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd3fb78a-ee7f-40f6-b0a5-bf87a8885272' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ef52837-bd73-4c56-a96a-9fd274902ae3' class='xr-var-data-in' type='checkbox'><label for='data-1ef52837-bd73-4c56-a96a-9fd274902ae3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Stefan-Boltzmann Constant</dd><dt><span>units :</span></dt><dd>W m-2 K-4</dd><dt><span>description :</span></dt><dd>The Stefan-Boltzmann constant.</dd></dl></div><div class='xr-var-data'><pre>array([[5.67e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_air</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1005</div><input id='attrs-d6290e96-b70c-4c25-a877-6ae1777e8c6f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6290e96-b70c-4c25-a877-6ae1777e8c6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f55060b-cfe8-4274-9f82-a5932fd0e7bf' class='xr-var-data-in' type='checkbox'><label for='data-8f55060b-cfe8-4274-9f82-a5932fd0e7bf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific Heat Capacity of Air</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The specific heat capacity of air.</dd></dl></div><div class='xr-var-data'><pre>array([[1005]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_water</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.97</div><input id='attrs-cc9904a6-fe70-4c06-821e-2d2124cc8393' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc9904a6-fe70-4c06-821e-2d2124cc8393' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2646d00-01e9-4dd2-97ca-4a02a55c91ba' class='xr-var-data-in' type='checkbox'><label for='data-a2646d00-01e9-4dd2-97ca-4a02a55c91ba' title='Show/Hide data 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>Emissivity of Water</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>description :</span></dt><dd>The emissivity of water.</dd></dl></div><div class='xr-var-data'><pre>array([[0.97]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gravity</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.806</div><input id='attrs-1303723a-caf0-4e7e-a43c-6ea714335ba5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1303723a-caf0-4e7e-a43c-6ea714335ba5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb188ab0-1c57-4cd4-a00e-d36a5b277c21' class='xr-var-data-in' type='checkbox'><label for='data-eb188ab0-1c57-4cd4-a00e-d36a5b277c21' title='Show/Hide data 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>Gravity</dd><dt><span>units :</span></dt><dd>m s-2</dd><dt><span>description :</span></dt><dd>The acceleration due to gravity.</dd></dl></div><div class='xr-var-data'><pre>array([[9.806]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a0</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.985e+03</div><input id='attrs-c373a5ae-755e-404c-91a1-0d1a686cf088' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c373a5ae-755e-404c-91a1-0d1a686cf088' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-914f16dc-7fe6-4c94-ace3-17c901679f05' class='xr-var-data-in' type='checkbox'><label for='data-914f16dc-7fe6-4c94-ace3-17c901679f05' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6984.505294]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-188.9</div><input id='attrs-29d2196f-0067-4d29-b5c7-7a364be77693' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29d2196f-0067-4d29-b5c7-7a364be77693' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86aa793b-2105-4fef-a831-e67e3d159ea7' class='xr-var-data-in' type='checkbox'><label for='data-86aa793b-2105-4fef-a831-e67e3d159ea7' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-188.903931]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.133</div><input id='attrs-b321cd23-589d-4ea3-bc72-eff1f30dffae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b321cd23-589d-4ea3-bc72-eff1f30dffae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7677751d-aaa2-41ad-a18e-13ff1ff149dc' class='xr-var-data-in' type='checkbox'><label for='data-7677751d-aaa2-41ad-a18e-13ff1ff149dc' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[2.13335768]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a3</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.01289</div><input id='attrs-9e1550c9-fc59-4276-994f-effef20c56e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9e1550c9-fc59-4276-994f-effef20c56e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8646de3-c6f8-4ed3-b6ae-d5d5f74a81fd' class='xr-var-data-in' type='checkbox'><label for='data-b8646de3-c6f8-4ed3-b6ae-d5d5f74a81fd' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-0.01288581]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a4</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.394e-05</div><input id='attrs-e027c366-0f5c-4950-b342-48bd4ae47266' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e027c366-0f5c-4950-b342-48bd4ae47266' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7705024-5a09-48fa-9bec-73d22c91a50a' class='xr-var-data-in' type='checkbox'><label for='data-a7705024-5a09-48fa-9bec-73d22c91a50a' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[4.39359e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a5</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.024e-08</div><input id='attrs-d1bf1b7a-9a6f-4136-94a0-0fc06693febd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1bf1b7a-9a6f-4136-94a0-0fc06693febd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f49b30fe-d56d-4e2b-bc72-744671e54908' class='xr-var-data-in' type='checkbox'><label for='data-f49b30fe-d56d-4e2b-bc72-744671e54908' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-8.02392e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a6</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.137e-11</div><input id='attrs-f0a0635c-3e73-4c63-b640-588d85093a65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0a0635c-3e73-4c63-b640-588d85093a65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cc2c04b-ba98-4ee9-a3f3-6c40648ea7e3' class='xr-var-data-in' type='checkbox'><label for='data-6cc2c04b-ba98-4ee9-a3f3-6c40648ea7e3' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6.13682e-11]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1600</div><input id='attrs-a2eb7f06-899a-4d08-a815-80b1ee881a8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2eb7f06-899a-4d08-a815-80b1ee881a8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-366bbcac-455b-4a7d-8379-cfaa986c306d' class='xr-var-data-in' type='checkbox'><label for='data-366bbcac-455b-4a7d-8379-cfaa986c306d' title='Show/Hide data 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>Bulk Density of Sediment</dd><dt><span>units :</span></dt><dd>kg m-3</dd><dt><span>description :</span></dt><dd>The bulk density of sediment.</dd></dl></div><div class='xr-var-data'><pre>array([[1600]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cps</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1673</div><input id='attrs-818f5660-4235-48eb-a327-512882b2c9eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-818f5660-4235-48eb-a327-512882b2c9eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ad5e52e-38d9-4c74-a8cd-87f0451cc0cc' class='xr-var-data-in' type='checkbox'><label for='data-4ad5e52e-38d9-4c74-a8cd-87f0451cc0cc' title='Show/Hide data 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>CPS</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The CPS.</dd></dl></div><div class='xr-var-data'><pre>array([[1673]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-ce12c6fd-37e0-4221-b436-793fd01ddc40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce12c6fd-37e0-4221-b436-793fd01ddc40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29bd00c1-3284-4ec3-8b42-bd43fff001c1' class='xr-var-data-in' type='checkbox'><label for='data-29bd00c1-3284-4ec3-8b42-bd43fff001c1' title='Show/Hide data 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>H2</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>The H2.</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>alphas</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0432</div><input id='attrs-f88e6a3a-9a0a-48dd-88b9-eb808c924526' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f88e6a3a-9a0a-48dd-88b9-eb808c924526' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f5abd0f-283f-43fe-a59e-aec188ba17c6' class='xr-var-data-in' type='checkbox'><label for='data-1f5abd0f-283f-43fe-a59e-aec188ba17c6' title='Show/Hide data 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>Alphas</dd><dt><span>units :</span></dt><dd>m-1</dd><dt><span>description :</span></dt><dd>The alphas.</dd></dl></div><div class='xr-var-data'><pre>array([[0.0432]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>richardson_option</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-0633baf5-08ab-4289-803c-c926106db2d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0633baf5-08ab-4289-803c-c926106db2d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03f0a333-c0ef-4fb8-8385-9cd7516b2eee' class='xr-var-data-in' type='checkbox'><label for='data-03f0a333-c0ef-4fb8-8385-9cd7516b2eee' title='Show/Hide data 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>Richardson Option</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The Richardson option.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>20</div><input id='attrs-6e303ec2-ceeb-4f52-b27c-85f3c82f9d4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e303ec2-ceeb-4f52-b27c-85f3c82f9d4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6214e901-97ec-457a-a692-ceb23ec4ed2a' class='xr-var-data-in' type='checkbox'><label for='data-6214e901-97ec-457a-a692-ceb23ec4ed2a' title='Show/Hide data 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>Air Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The air temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[20]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_solar</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>400</div><input id='attrs-23d74a4e-ef4e-4e78-81cd-59b9b19511bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23d74a4e-ef4e-4e78-81cd-59b9b19511bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57d685f0-d784-452e-b847-c65caf0d8614' class='xr-var-data-in' type='checkbox'><label for='data-57d685f0-d784-452e-b847-c65caf0d8614' title='Show/Hide data 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>Solar Heat Flux</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>description :</span></dt><dd>The solar heat flux.</dd></dl></div><div class='xr-var-data'><pre>array([[400]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sed_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>5</div><input id='attrs-5bfc4d92-3176-4207-856e-f2df2f4f0b52' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5bfc4d92-3176-4207-856e-f2df2f4f0b52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9ac396e-3ca3-44e7-af83-429b08cfee38' class='xr-var-data-in' type='checkbox'><label for='data-e9ac396e-3ca3-44e7-af83-429b08cfee38' title='Show/Hide data 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>Sediment Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The sediment temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eair_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-08a32af6-96c5-4958-a6ca-98619f13a83f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08a32af6-96c5-4958-a6ca-98619f13a83f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4237ebb-cac1-4d5f-b0c8-c5ecb7857baa' class='xr-var-data-in' type='checkbox'><label for='data-a4237ebb-cac1-4d5f-b0c8-c5ecb7857baa' title='Show/Hide data 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>Vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1013</div><input id='attrs-819c0e4b-a123-4efc-95f2-509f42f5f6ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-819c0e4b-a123-4efc-95f2-509f42f5f6ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7366ee8e-7eb4-43cb-9a7a-1543f181a2a7' class='xr-var-data-in' type='checkbox'><label for='data-7366ee8e-7eb4-43cb-9a7a-1543f181a2a7' title='Show/Hide data 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>Pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>The pressure.</dd></dl></div><div class='xr-var-data'><pre>array([[1013]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cloudiness</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-ea517cd5-cb20-4604-9df6-4f1e23025bb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea517cd5-cb20-4604-9df6-4f1e23025bb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa2e4c4b-62a4-4a42-b25e-24b73176924c' class='xr-var-data-in' type='checkbox'><label for='data-aa2e4c4b-62a4-4a42-b25e-24b73176924c' title='Show/Hide data 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>Cloudiness</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The cloudiness.</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>wind_speed</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3</div><input id='attrs-8ed9ec84-a5a8-48ad-81c0-5778dee45119' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ed9ec84-a5a8-48ad-81c0-5778dee45119' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7a5b01e-20d9-4437-92d8-48f9c31c494c' class='xr-var-data-in' type='checkbox'><label for='data-a7a5b01e-20d9-4437-92d8-48f9c31c494c' title='Show/Hide data 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>Wind Speed</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind speed.</dd></dl></div><div class='xr-var-data'><pre>array([[3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_a</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3</div><input id='attrs-d5276b5e-1839-4f2d-9fb1-aa4973695416' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5276b5e-1839-4f2d-9fb1-aa4973695416' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bb65eef-110c-4d4e-bfff-7f2e7f4de709' class='xr-var-data-in' type='checkbox'><label for='data-1bb65eef-110c-4d4e-bfff-7f2e7f4de709' title='Show/Hide data 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>Wind A</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind A.</dd></dl></div><div class='xr-var-data'><pre>array([[0.3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_b</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-c77bd606-c51b-4886-aa41-bbffd995ab54' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c77bd606-c51b-4886-aa41-bbffd995ab54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca135516-0eaa-4208-931a-3b3251790b4a' class='xr-var-data-in' type='checkbox'><label for='data-ca135516-0eaa-4208-931a-3b3251790b4a' title='Show/Hide data 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>Wind B</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind B.</dd></dl></div><div class='xr-var-data'><pre>array([[1.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-56640310-d44d-43f9-aeba-75c95ac12ebd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56640310-d44d-43f9-aeba-75c95ac12ebd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb8fc392-f7fc-454f-952d-b3c565472e0c' class='xr-var-data-in' type='checkbox'><label for='data-cb8fc392-f7fc-454f-952d-b3c565472e0c' title='Show/Hide data 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>Wind C</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind C.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_kh_kw</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-13c56b22-8001-4278-8390-1609a08b1ed1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13c56b22-8001-4278-8390-1609a08b1ed1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc291bee-f70b-4630-ae89-cf15cb24392f' class='xr-var-data-in' type='checkbox'><label for='data-dc291bee-f70b-4630-ae89-cf15cb24392f' title='Show/Hide data 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>Wind KH KW</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind KH KW.</dd></dl></div><div class='xr-var-data'><pre>array([[1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dt</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.157e-05</div><input id='attrs-3462f928-5444-4986-9f39-db615fd345c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3462f928-5444-4986-9f39-db615fd345c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ed08c3a-30a9-4c81-9c04-cb22103a2feb' class='xr-var-data-in' type='checkbox'><label for='data-7ed08c3a-30a9-4c81-9c04-cb22103a2feb' title='Show/Hide data 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>dt</dd><dt><span>units :</span></dt><dd>d</dd><dt><span>description :</span></dt><dd>calculation dt</dd></dl></div><div class='xr-var-data'><pre>array([[1.15740741e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 293.2 293.2</div><input id='attrs-3cec2650-1768-4a30-98a6-3e14b6c511cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cec2650-1768-4a30-98a6-3e14b6c511cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a88f52c-cb7e-4c2d-b6f9-da00bbd5a138' class='xr-var-data-in' type='checkbox'><label for='data-5a88f52c-cb7e-4c2d-b6f9-da00bbd5a138' title='Show/Hide data 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>Air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Air temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp_k</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 293.2 293.2</div><input id='attrs-50d5381f-0d4d-4f03-90bf-1ea02fd01ed1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50d5381f-0d4d-4f03-90bf-1ea02fd01ed1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27fa86fa-89c0-43c7-8d7a-39215741c97a' class='xr-var-data-in' type='checkbox'><label for='data-27fa86fa-89c0-43c7-8d7a-39215741c97a' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[293.16      ]],\n",
       "\n",
       "       [[293.15996381]],\n",
       "\n",
       "       [[293.15992761]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mixing_ratio_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0006146 0.0006146 0.0006146</div><input id='attrs-81573d0c-8350-4bd4-bd6d-25e514c18a2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81573d0c-8350-4bd4-bd6d-25e514c18a2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6433dfe-bf4a-41df-89ff-fffeab71dc8f' class='xr-var-data-in' type='checkbox'><label for='data-a6433dfe-bf4a-41df-89ff-fffeab71dc8f' title='Show/Hide data 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>Mixing ratio of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Mixing ratio of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.202 1.202 1.202</div><input id='attrs-26f69ba3-d46c-499c-bf4a-6d21cb312fdc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26f69ba3-d46c-499c-bf4a-6d21cb312fdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40d2a1db-b1a7-46af-a3a6-69622dcad82c' class='xr-var-data-in' type='checkbox'><label for='data-40d2a1db-b1a7-46af-a3a6-69622dcad82c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 998.2 998.2 998.2</div><input id='attrs-41eec1fb-7fa0-49c4-8f19-cce77a918c9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41eec1fb-7fa0-49c4-8f19-cce77a918c9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a784d26b-481c-4809-a6ba-2d4fee8220eb' class='xr-var-data-in' type='checkbox'><label for='data-a784d26b-481c-4809-a6ba-2d4fee8220eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of water</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of water</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[998.20668383]],\n",
       "\n",
       "       [[998.2066913 ]],\n",
       "\n",
       "       [[998.20669876]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>esat_mb</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 23.63 23.63 23.63</div><input id='attrs-60713e7a-d9be-4138-9c06-3cd1bfcc6d59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60713e7a-d9be-4138-9c06-3cd1bfcc6d59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c6645a1-9325-4b4f-ab77-3ff9325fc3ba' class='xr-var-data-in' type='checkbox'><label for='data-2c6645a1-9325-4b4f-ab77-3ff9325fc3ba' title='Show/Hide data 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>Saturation vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Saturation vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[23.62941518]],\n",
       "\n",
       "       [[23.62936265]],\n",
       "\n",
       "       [[23.62931011]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air_sat</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.192 1.192 1.192</div><input id='attrs-08cde4ec-dc9e-4486-ba91-04eaca88b519' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08cde4ec-dc9e-4486-ba91-04eaca88b519' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b5ee08e-143e-4942-b893-c7d6c1943490' class='xr-var-data-in' type='checkbox'><label for='data-7b5ee08e-143e-4942-b893-c7d6c1943490' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air at saturation</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air at saturation</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.19185468]],\n",
       "\n",
       "       [[1.19185485]],\n",
       "\n",
       "       [[1.19185502]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_number</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.01848 0.01848 0.01848</div><input id='attrs-ea9d4738-22e6-4b4b-b198-7f85930da752' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea9d4738-22e6-4b4b-b198-7f85930da752' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a071ffd1-f012-4a44-b92e-b4de3c7f6dda' class='xr-var-data-in' type='checkbox'><label for='data-a071ffd1-f012-4a44-b92e-b4de3c7f6dda' title='Show/Hide data 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>Richardson number</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson number</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.01847614]],\n",
       "\n",
       "       [[0.01847583]],\n",
       "\n",
       "       [[0.01847552]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.6771 0.6771 0.6771</div><input id='attrs-54cfe5ad-3c67-4966-aed1-c3dcb6f5575b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54cfe5ad-3c67-4966-aed1-c3dcb6f5575b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9297d6ab-2827-420a-b7af-82feb6c1f5f4' class='xr-var-data-in' type='checkbox'><label for='data-9297d6ab-2827-420a-b7af-82feb6c1f5f4' title='Show/Hide data 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>Richardson function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson function</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.67707413]],\n",
       "\n",
       "       [[0.67707763]],\n",
       "\n",
       "       [[0.67708113]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lv</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.801e+06 1.801e+06 1.801e+06</div><input id='attrs-dfe70255-acb2-4edf-9bee-894c7e081fd5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfe70255-acb2-4edf-9bee-894c7e081fd5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a741896-7c00-4da5-96dc-21a636c9144e' class='xr-var-data-in' type='checkbox'><label for='data-7a741896-7c00-4da5-96dc-21a636c9144e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat of vaporization</dd><dt><span>units :</span></dt><dd>J/kg</dd><dt><span>description :</span></dt><dd>Latent heat of vaporization</dd></dl></div><div class='xr-var-data'><pre>array([[[             nan]],\n",
       "\n",
       "       [[1800595.4616    ]],\n",
       "\n",
       "       [[1800595.54795066]],\n",
       "\n",
       "       [[1800595.63430072]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_water</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 4.182e+03 4.182e+03 4.182e+03</div><input id='attrs-370a3032-ad0a-432b-bcee-26ce395ea7b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-370a3032-ad0a-432b-bcee-26ce395ea7b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cde32b6-a106-4b64-82b4-6122a3a332b0' class='xr-var-data-in' type='checkbox'><label for='data-1cde32b6-a106-4b64-82b4-6122a3a332b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific heat of water</dd><dt><span>units :</span></dt><dd>J/kg/K</dd><dt><span>description :</span></dt><dd>Specific heat of water</dd></dl></div><div class='xr-var-data'><pre>array([[[  nan]],\n",
       "\n",
       "       [[4182.]],\n",
       "\n",
       "       [[4182.]],\n",
       "\n",
       "       [[4182.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_air</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.8053 0.8053 0.8053</div><input id='attrs-b84626a1-6db6-46af-8099-846e868a7fd8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b84626a1-6db6-46af-8099-846e868a7fd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa1d85d5-0ed2-43a2-b422-21c028340671' class='xr-var-data-in' type='checkbox'><label for='data-aa1d85d5-0ed2-43a2-b422-21c028340671' title='Show/Hide data 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>Emissivity of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Emissivity of air</dd></dl></div><div class='xr-var-data'><pre>array([[[      nan]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_function</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 3.25e-06 3.25e-06 3.25e-06</div><input id='attrs-ce721769-ce33-4470-a390-0e318db4993e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce721769-ce33-4470-a390-0e318db4993e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d72cff61-9916-40a0-a29d-1c1df7b32afe' class='xr-var-data-in' type='checkbox'><label for='data-d72cff61-9916-40a0-a29d-1c1df7b32afe' title='Show/Hide data 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>Wind function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Wind function</dd></dl></div><div class='xr-var-data'><pre>array([[[           nan]],\n",
       "\n",
       "       [[3.24995580e-06]],\n",
       "\n",
       "       [[3.24997261e-06]],\n",
       "\n",
       "       [[3.24998943e-06]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_latent</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 81.16 81.17 81.17</div><input id='attrs-ec62bf08-c3bc-480c-9e5f-e045813e36e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec62bf08-c3bc-480c-9e5f-e045813e36e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35323469-7b7e-4ec8-8124-19d828cffc7b' class='xr-var-data-in' type='checkbox'><label for='data-35323469-7b7e-4ec8-8124-19d828cffc7b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Latent heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[81.1649171 ]],\n",
       "\n",
       "       [[81.16515303]],\n",
       "\n",
       "       [[81.16538896]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sensible</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0 0.000118 0.000236</div><input id='attrs-02558239-4183-4ff9-8d84-2cfd6ea7a2e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02558239-4183-4ff9-8d84-2cfd6ea7a2e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2faa8372-42bb-4fec-b1e2-b7f5f4842e03' class='xr-var-data-in' type='checkbox'><label for='data-2faa8372-42bb-4fec-b1e2-b7f5f4842e03' title='Show/Hide data 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>Sensible heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sensible heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.        ]],\n",
       "\n",
       "       [[0.00011801]],\n",
       "\n",
       "       [[0.00023601]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sediment</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -401.5 -401.5 -401.5</div><input id='attrs-00566480-99f9-429a-9d89-c1e1f4aebe98' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00566480-99f9-429a-9d89-c1e1f4aebe98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc1a9173-7f26-4edb-959a-d379bd5c04bc' class='xr-var-data-in' type='checkbox'><label for='data-dc1a9173-7f26-4edb-959a-d379bd5c04bc' title='Show/Hide data 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>Sediment heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sediment heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[-401.52      ]],\n",
       "\n",
       "       [[-401.51903115]],\n",
       "\n",
       "       [[-401.5180623 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_net</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -151.1 -151.1 -151.1</div><input id='attrs-2395cbd6-49b7-49c2-84bb-c84fca8d3631' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2395cbd6-49b7-49c2-84bb-c84fca8d3631' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91b813ac-604a-49a1-b7c1-a04342c39dba' class='xr-var-data-in' type='checkbox'><label for='data-91b813ac-604a-49a1-b7c1-a04342c39dba' title='Show/Hide data 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>Net heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Net heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[-151.09393929]],\n",
       "\n",
       "       [[-151.09288774]],\n",
       "\n",
       "       [[-151.0918362 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_down</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 337.8 337.8 337.8</div><input id='attrs-dbf5849d-8710-4811-80f6-9004db5072ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dbf5849d-8710-4811-80f6-9004db5072ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a4e28d0-bbca-43a8-b6b8-25f65b66a18d' class='xr-var-data-in' type='checkbox'><label for='data-5a4e28d0-bbca-43a8-b6b8-25f65b66a18d' title='Show/Hide data 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>Downwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Downwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_up</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 406.2 406.2 406.2</div><input id='attrs-8d84a47e-0f1c-470e-8f7f-18e4921fc63e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d84a47e-0f1c-470e-8f7f-18e4921fc63e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca5adac4-9134-4618-a103-74cf8a0afedb' class='xr-var-data-in' type='checkbox'><label for='data-ca5adac4-9134-4618-a103-74cf8a0afedb' title='Show/Hide data 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>Upwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Upwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[406.23154566]],\n",
       "\n",
       "       [[406.23134504]],\n",
       "\n",
       "       [[406.23114442]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dTdt_water_c</span></div><div class='xr-var-dims'>(seconds, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -3.619e-05 ... -3.619e-05</div><input id='attrs-1647af99-ee50-4479-8594-59e29d3d6c62' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1647af99-ee50-4479-8594-59e29d3d6c62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa281f63-6b6d-46f3-aa59-b8a6d369edcd' class='xr-var-data-in' type='checkbox'><label for='data-fa281f63-6b6d-46f3-aa59-b8a6d369edcd' title='Show/Hide data 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>Water temperature change</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>Water temperature change</dd></dl></div><div class='xr-var-data'><pre>array([[[            nan]],\n",
       "\n",
       "       [[-3.61944967e-05]],\n",
       "\n",
       "       [[-3.61942446e-05]],\n",
       "\n",
       "       [[-3.61939924e-05]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-07d092be-7ee7-4ffe-a169-30f71f69cfd4' class='xr-section-summary-in' type='checkbox'  ><label for='section-07d092be-7ee7-4ffe-a169-30f71f69cfd4' class='xr-section-summary' >Indexes: <span>(3)</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>seconds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f81a3cd9-97c4-4013-ad13-0d5c7999e9f9' class='xr-index-data-in' type='checkbox'/><label for='index-f81a3cd9-97c4-4013-ad13-0d5c7999e9f9' 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], dtype=&#x27;int32&#x27;, name=&#x27;seconds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-60f85e6a-66ac-428f-beb1-c0d427138731' class='xr-index-data-in' type='checkbox'/><label for='index-60f85e6a-66ac-428f-beb1-c0d427138731' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-af603d6e-0efa-4f09-a0c3-3225b190a049' class='xr-index-data-in' type='checkbox'/><label for='index-af603d6e-0efa-4f09-a0c3-3225b190a049' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b3a30eab-61fc-4259-b6bd-bc3f6c95558e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b3a30eab-61fc-4259-b6bd-bc3f6c95558e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (seconds: 4, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * seconds            (seconds) int32 0 1 2 3\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (seconds, x, y) float64 20.0 20.0 20.0 20.0\n",
       "    surface_area       (seconds, x, y) float64 1.0 1.0 1.0 1.0\n",
       "    volume             (seconds, x, y) float64 1.0 1.0 1.0 1.0\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) int32 1005\n",
       "    ...                 ...\n",
       "    q_sensible         (seconds, x, y) float64 nan 0.0 0.000118 0.000236\n",
       "    q_sediment         (seconds, x, y) float64 nan -401.5 -401.5 -401.5\n",
       "    q_net              (seconds, x, y) float64 nan -151.1 -151.1 -151.1\n",
       "    q_longwave_down    (seconds, x, y) float64 nan 337.8 337.8 337.8\n",
       "    q_longwave_up      (seconds, x, y) float64 nan 406.2 406.2 406.2\n",
       "    dTdt_water_c       (seconds, x, y) float64 nan -3.619e-05 ... -3.619e-05"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsm_model.increment_timestep()\n",
    "tsm_model.dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b3b4c00-7a20-4446-bad9-e67577cddf87",
   "metadata": {},
   "source": [
    "## Next, use the `register_variable` decorator to add a few variables\n",
    "\n",
    "To do this, make a sub-class of `base.Variable` but with the decorator pointed at the model(s) you want to add the variables too. Note that the `models` argument of the decorator must be either a single sub-class of `base.Model`, or a list of them.\n",
    "\n",
    "Next, just write instances of the new `base.Variable` sub-class. Each variable's `use` attribute must be set to `static`, `dynamic`, and `state`. Read below about what this means / how you should split up your variables.\n",
    "\n",
    "Note that anything that needs to be calculated or input into a model should be encapsulated by a variable!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0b00f982-d1b8-46bd-8060-fe95799eab30",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'CarbonSequestration' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;129m@cwm\u001b[39m\u001b[38;5;241m.\u001b[39mbase\u001b[38;5;241m.\u001b[39mregister_variable(models\u001b[38;5;241m=\u001b[39m\u001b[43mCarbonSequestration\u001b[49m)\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01mVariable\u001b[39;00m(cwm\u001b[38;5;241m.\u001b[39mbase\u001b[38;5;241m.\u001b[39mVariable):\n\u001b[0;32m      3\u001b[0m     \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'CarbonSequestration' is not defined"
     ]
    }
   ],
   "source": [
    "@cwm.base.register_variable(models=CarbonSequestration)\n",
    "class Variable(cwm.base.Variable):\n",
    "    ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0775943a-06fc-4fbe-b3f0-f8605cab58f7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['npp', 'carbon_content']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Variable(\n",
    "    name='npp',\n",
    "    long_name='Net Primary Productivity (NPP)',\n",
    "    units='g/m^2/year',\n",
    "    description='The annual average NPP of the forest ecosystem.',\n",
    "    use='static',\n",
    ")\n",
    "Variable(\n",
    "    name='carbon_content',\n",
    "    long_name='Carbon Content ratio',\n",
    "    units='ratio',\n",
    "    description='The fraction of NPP that is composed of carbon (usually around 50%, but it can vary).',\n",
    "    use='static',\n",
    ")\n",
    "\n",
    "# display the variables we have registered so far\n",
    "display(CarbonSequestration.get_variable_names())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da67c500-7980-4241-acda-cbcc746608ab",
   "metadata": {},
   "source": [
    "### Add our static variables\n",
    "\n",
    "**Working Definition:** Static variables are any variables that will not change across the course of a simulation, regardless of how many time-steps are run.\n",
    "\n",
    "Note that one can update static variables if they really want to by re-initializing the model class and providing new static variable inputs.\n",
    "\n",
    "Here we will use the following static variables:\n",
    "1. **Net Primary Productivity (NPP)**: The average annual NPP of the forest ecosystem (g/m²/year).\n",
    "2. **Carbon Content**: The fraction of NPP that is composed of carbon (usually around 50%, but it can vary)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "619d0f25-5048-4b50-a3f6-d36b468abb77",
   "metadata": {},
   "source": [
    "### Add our dynamic variables\n",
    "\n",
    "**Working Definition:** Dynamic variables are any intermediate variable calculation that don't need to be passed to the next timestep. All dynamic variables need to be associated with a function via the optional `Variable.process` attribute. This \"process\" function is used to calculate them. **Importantly, the arguments of said function should match the variable names that will be passed in!**\n",
    "\n",
    "In this simple example we will have only one dynamic variable:\n",
    "1. **Annual carbon sequestration** (delta_C_annual):\n",
    "\n",
    "   `delta_C_annual = npp * carbon_content * forest_area`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f622cae1-4e0b-493e-8458-d441f5d125a2",
   "metadata": {
    "tags": []
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   "source": [
    "@numba.njit\n",
    "def delta_C_annual(\n",
    "    npp: float,\n",
    "    carbon_content: float,\n",
    "    forest_area: float,\n",
    ") -> float:\n",
    "    return npp * carbon_content * forest_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "774efcc3-3a9a-4f74-a1a9-3663daf21dd5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['npp', 'carbon_content', 'delta_C_annual']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Variable(\n",
    "    name='delta_C_annual',\n",
    "    long_name='Annual Carbon Delta',\n",
    "    units='g',\n",
    "    description='Annual change in forest carbon content',\n",
    "    use='dynamic',\n",
    "    process=delta_C_annual,\n",
    ")\n",
    "\n",
    "# display the variables we have registered so far\n",
    "display(CarbonSequestration.get_variable_names())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5af6cb2f-50c4-4cd9-91a9-a8d159595df9",
   "metadata": {},
   "source": [
    "### Add our state variable\n",
    "\n",
    "**Working Definition:** A state variable is the main input/output to each timestep. Notably, it can be updated between timesteps to allow interaction with other models. Our model needs to be initialized with state variable values, and no matter what settings are used in initialization, the state variable is stored in our main dataset (keep reading to see this).\n",
    "\n",
    "Our state variable is the total carbon stock of the forest, which is updated each year:\n",
    "1. **Total carbon stock** (C_total):\n",
    "\n",
    "    `C_total = C_total + delta_C_annual`\n",
    "    \n",
    "State variables also require a process function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ac6f26ee-56d2-493f-9478-01407020b34c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "@numba.njit\n",
    "def C_total(\n",
    "    C_total: float,\n",
    "    delta_C_annual: float,\n",
    ") -> float:\n",
    "    return C_total + delta_C_annual\n",
    "\n",
    "def forest_area(\n",
    "    forest_area: float,\n",
    ") -> float:\n",
    "    return forest_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b8b9ba47-3c9a-4b8f-92b0-7a44182d7813",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['npp', 'carbon_content', 'delta_C_annual', 'C_total', 'forest_area']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Variable(\n",
    "    name='C_total',\n",
    "    long_name='Carbon total',\n",
    "    units='g',\n",
    "    description='Total forest carbon content',\n",
    "    use='state',\n",
    "    process=C_total,\n",
    ")\n",
    "\n",
    "Variable(\n",
    "    name='forest_area',\n",
    "    long_name='Area of the forest',\n",
    "    units='m^2',\n",
    "    description='Area of the forest, may change year by year with deforestation.',\n",
    "    use='state',\n",
    "    process=forest_area,\n",
    ")\n",
    "\n",
    "# display the variables we have registered so far\n",
    "display(CarbonSequestration.get_variable_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "98b447fb-65fa-46bf-a52c-4a4b1390ba08",
   "metadata": {
    "tags": []
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='C_total', long_name='Carbon total', units='g', description='Total forest carbon content', use='state', process=CPUDispatcher(<function C_total at 0x0000023BF7C7A340>)),\n",
       " Variable(name='forest_area', long_name='Area of the forest', units='m^2', description='Area of the forest, may change year by year with deforestation.', use='state', process=<function forest_area at 0x0000023BFDB05800>)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for state variables we can see them before initialization\n",
    "display(CarbonSequestration.get_state_variables())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95d04864-2b19-4081-a688-f6729b37a8fd",
   "metadata": {},
   "source": [
    "## Now let's instantiate our new model\n",
    "\n",
    "To instantiate a model we need to pass in a dictionary with our initial state variable values, any non-default changes to our static variables, and any other optional config settings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f489f488-42e6-4e1d-b403-01ebf5738582",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing from dicts...\n",
      "Model initialized from input dicts successfully!.\n"
     ]
    }
   ],
   "source": [
    "initial_state_values = {'C_total': 1000, 'forest_area': 1000}\n",
    "static_variable_values = {\n",
    "    'carbon_content': 0.5,\n",
    "    'npp': 10,\n",
    "}\n",
    "\n",
    "carbon_model = CarbonSequestration(\n",
    "    time_steps = 100, # mandatory\n",
    "    initial_state_values=initial_state_values,  # mandatory\n",
    "    static_variable_values=static_variable_values,  # mandatory/optional depending on defaults\n",
    "    track_dynamic_variables=True,  # default is false\n",
    "    hotstart_dataset=None,  # default is None\n",
    "    time_dim='year',  # default is \"timestep\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f058c597-d808-4c1f-8c57-249ee0ba859f",
   "metadata": {
    "tags": []
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   "source": [
    "### All instantiated models have static, dynamic, and state variable properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b9316ecd-5372-4eab-8d0c-87c80c20ce90",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='C_total', long_name='Carbon total', units='g', description='Total forest carbon content', use='state', process=CPUDispatcher(<function C_total at 0x0000023BF7C7A340>)),\n",
       " Variable(name='forest_area', long_name='Area of the forest', units='m^2', description='Area of the forest, may change year by year with deforestation.', use='state', process=<function forest_area at 0x0000023BFDB05800>)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(carbon_model.state_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c131bccf-eb39-4abf-8e35-cfb6027c8df6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='npp', long_name='Net Primary Productivity (NPP)', units='g/m^2/year', description='The annual average NPP of the forest ecosystem.', use='static', process=None),\n",
       " Variable(name='carbon_content', long_name='Carbon Content ratio', units='ratio', description='The fraction of NPP that is composed of carbon (usually around 50%, but it can vary).', use='static', process=None)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(carbon_model.static_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "37e64e74-9ec2-4d43-83ff-0f2bfdac7445",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='delta_C_annual', long_name='Annual Carbon Delta', units='g', description='Annual change in forest carbon content', use='dynamic', process=CPUDispatcher(<function delta_C_annual at 0x0000023BFDB063E0>))]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(carbon_model.dynamic_variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97639e68-ffcc-4d53-b315-4c79ce873139",
   "metadata": {
    "tags": []
   },
   "source": [
    "### One can access their \"computation order\" which is calculated using a \"dependency tree\" approach in `sorter.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "188344ee-ff6a-4ee0-8cde-cf0ab7817735",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='delta_C_annual', long_name='Annual Carbon Delta', units='g', description='Annual change in forest carbon content', use='dynamic', process=CPUDispatcher(<function delta_C_annual at 0x0000023BFDB063E0>)),\n",
       " Variable(name='C_total', long_name='Carbon total', units='g', description='Total forest carbon content', use='state', process=CPUDispatcher(<function C_total at 0x0000023BF7C7A340>)),\n",
       " Variable(name='forest_area', long_name='Area of the forest', units='m^2', description='Area of the forest, may change year by year with deforestation.', use='state', process=<function forest_area at 0x0000023BFDB05800>)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carbon_model.computation_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2bbcfe5-5c23-4224-a505-f1fb79c2e661",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variable | Inputs\n",
      "------------------\n",
      "delta_C_annual | ['npp', 'carbon_content', 'forest_area']\n",
      "C_total | ['C_total', 'delta_C_annual']\n",
      "forest_area | ['forest_area']\n"
     ]
    }
   ],
   "source": [
    "print('Variable | Inputs\\n------------------')\n",
    "for i in carbon_model.computation_order:\n",
    "    print(f'{i.name} | {sorter.get_process_args(i.process)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5be835a7-8a2b-4200-a962-e24147aa2e35",
   "metadata": {},
   "source": [
    "### Data is stored in `self.dataset`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2897c1a4-520f-4a31-928e-038756da36af",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 nan nan nan ... nan nan nan nan\n",
       "    forest_area     (year, x, y) float64 1e+03 nan nan nan ... nan nan nan nan\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan nan nan nan nan ... nan nan nan nan</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-0a7c2ff2-a43c-406b-b760-5efeba908f87' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0a7c2ff2-a43c-406b-b760-5efeba908f87' 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'>year</span>: 101</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-afddd4b6-a1e3-46a0-8738-174c1cc1539a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-afddd4b6-a1e3-46a0-8738-174c1cc1539a' class='xr-section-summary' >Coordinates: <span>(3)</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'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-e2d14ba9-619b-45ba-828c-17d1315c3373' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2d14ba9-619b-45ba-828c-17d1315c3373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d2b7670-e5c8-4b1a-b296-b3f75b40ee3a' class='xr-var-data-in' type='checkbox'><label for='data-5d2b7670-e5c8-4b1a-b296-b3f75b40ee3a' title='Show/Hide data 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,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-12b3d6cc-da6e-44a2-9b0b-80f4836897e8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12b3d6cc-da6e-44a2-9b0b-80f4836897e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39f2d3cc-34d0-4cd9-a7ee-51bd63ee4282' class='xr-var-data-in' type='checkbox'><label for='data-39f2d3cc-34d0-4cd9-a7ee-51bd63ee4282' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-69d370b0-6ba8-434e-bbcd-e2766484f377' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69d370b0-6ba8-434e-bbcd-e2766484f377' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9c86f1b-9747-4b97-bd62-76f24e98a94b' class='xr-var-data-in' type='checkbox'><label for='data-e9c86f1b-9747-4b97-bd62-76f24e98a94b' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-08761ceb-37e8-4281-84c1-9a7e4e3effa9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-08761ceb-37e8-4281-84c1-9a7e4e3effa9' class='xr-section-summary' >Data variables: <span>(5)</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>C_total</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 nan nan nan ... nan nan nan</div><input id='attrs-b1d42c6c-4a2e-4068-9912-29960d47e734' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1d42c6c-4a2e-4068-9912-29960d47e734' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd9d9385-bf2b-4c78-8aaa-9693c0f3fa2f' class='xr-var-data-in' type='checkbox'><label for='data-fd9d9385-bf2b-4c78-8aaa-9693c0f3fa2f' title='Show/Hide data 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>Carbon total</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Total forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[1000.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>forest_area</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 nan nan nan ... nan nan nan</div><input id='attrs-4ddd5368-e11c-4056-bcd9-f55b29da6241' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ddd5368-e11c-4056-bcd9-f55b29da6241' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37226df9-bfd2-42b0-8f42-1b4bab4563e8' class='xr-var-data-in' type='checkbox'><label for='data-37226df9-bfd2-42b0-8f42-1b4bab4563e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Area of the forest</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Area of the forest, may change year by year with deforestation.</dd></dl></div><div class='xr-var-data'><pre>array([[[1000.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>npp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10</div><input id='attrs-1e3d3d5d-c803-4116-9b12-69aa0b84e322' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e3d3d5d-c803-4116-9b12-69aa0b84e322' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9bd778d-ebc2-4b46-acc8-948a1f497b22' class='xr-var-data-in' type='checkbox'><label for='data-b9bd778d-ebc2-4b46-acc8-948a1f497b22' title='Show/Hide data 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>Net Primary Productivity (NPP)</dd><dt><span>units :</span></dt><dd>g/m^2/year</dd><dt><span>description :</span></dt><dd>The annual average NPP of the forest ecosystem.</dd></dl></div><div class='xr-var-data'><pre>array([[10]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>carbon_content</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5</div><input id='attrs-c52d548f-f1b0-420a-a515-bcfb4a790162' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c52d548f-f1b0-420a-a515-bcfb4a790162' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-444b7589-14ef-4c1a-b23e-008955b88ed3' class='xr-var-data-in' type='checkbox'><label for='data-444b7589-14ef-4c1a-b23e-008955b88ed3' title='Show/Hide data 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>Carbon Content ratio</dd><dt><span>units :</span></dt><dd>ratio</dd><dt><span>description :</span></dt><dd>The fraction of NPP that is composed of carbon (usually around 50%, but it can vary).</dd></dl></div><div class='xr-var-data'><pre>array([[0.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>delta_C_annual</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-460f5bb6-2382-4e5a-b24c-d529e8580534' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-460f5bb6-2382-4e5a-b24c-d529e8580534' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-490be788-9864-41fe-89c7-27ff10f78eb3' class='xr-var-data-in' type='checkbox'><label for='data-490be788-9864-41fe-89c7-27ff10f78eb3' title='Show/Hide data 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>Annual Carbon Delta</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Annual change in forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]],\n",
       "\n",
       "       [[nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-09f076ab-6b18-4a23-9e26-34132e65df16' class='xr-section-summary-in' type='checkbox'  ><label for='section-09f076ab-6b18-4a23-9e26-34132e65df16' class='xr-section-summary' >Indexes: <span>(3)</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>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-59b7a1aa-8178-4015-81e0-551a110bde4f' class='xr-index-data-in' type='checkbox'/><label for='index-59b7a1aa-8178-4015-81e0-551a110bde4f' 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",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100],\n",
       "      dtype=&#x27;int32&#x27;, name=&#x27;year&#x27;, length=101))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-264694c0-4989-46ff-b41b-a859a980d92b' class='xr-index-data-in' type='checkbox'/><label for='index-264694c0-4989-46ff-b41b-a859a980d92b' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b2ca80f4-78db-4e54-b9d3-764e451079f7' class='xr-index-data-in' type='checkbox'/><label for='index-b2ca80f4-78db-4e54-b9d3-764e451079f7' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d9b9275f-ccb4-4bfd-b7c7-61e841485e85' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d9b9275f-ccb4-4bfd-b7c7-61e841485e85' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 nan nan nan ... nan nan nan nan\n",
       "    forest_area     (year, x, y) float64 1e+03 nan nan nan ... nan nan nan nan\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan nan nan nan nan ... nan nan nan nan"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carbon_model.dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74526933",
   "metadata": {},
   "source": [
    "We can see that the dataset is initialized with a time dimension for any state variables, from years 0 (initial conditions) to 100 (final timestep). State variables (`C_total` and `forest_area`) have a value filled in for initial conditions based on what we provided during the model instantiation step. Static variables (`npp`, `carbon_content`) do not have a time dimension since they do not vary temporally. In this case, since we opt to track dynamic variables, we can see that our dynamic variable (`delta_C_annual`) also has a time dimension. If we had set `track_dynamic_variables` to `False` during model instantiation, this variable would be excluded from our model output. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7f8dabd-1f2b-4610-8280-29be9f18b016",
   "metadata": {},
   "source": [
    "## Running a timestep\n",
    "All timesteps can be run independently. Optionally, one can update the state values with a float or a `xarray.DataArray`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "09bb7808-dbca-4508-ba86-b0cb23b8f5e8",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 6e+03 nan nan ... nan nan nan nan\n",
       "    forest_area     (year, x, y) float64 1e+03 1e+03 nan nan ... nan nan nan nan\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan 5e+03 nan nan ... nan nan nan nan</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-7e46e7b3-23d7-4f5c-bf3b-9d6c4145462a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e46e7b3-23d7-4f5c-bf3b-9d6c4145462a' 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'>year</span>: 101</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-16b2e14c-877a-4e72-81ce-0f46604a07b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-16b2e14c-877a-4e72-81ce-0f46604a07b8' class='xr-section-summary' >Coordinates: <span>(3)</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'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-5da8ba86-5d31-4eb6-90f0-69e107a57c71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5da8ba86-5d31-4eb6-90f0-69e107a57c71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30ae38cf-1522-4988-a8af-bd2f646efc31' class='xr-var-data-in' type='checkbox'><label for='data-30ae38cf-1522-4988-a8af-bd2f646efc31' title='Show/Hide data 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,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-9f5aefa7-ac5a-4028-be75-d6352d479c6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f5aefa7-ac5a-4028-be75-d6352d479c6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f395c5f-1d67-42e3-bb7a-875c19b90bde' class='xr-var-data-in' type='checkbox'><label for='data-1f395c5f-1d67-42e3-bb7a-875c19b90bde' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-e28457cc-23db-4328-bf6f-08334ef5a360' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e28457cc-23db-4328-bf6f-08334ef5a360' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca21b707-aa09-4309-b508-23d3150a2bf6' class='xr-var-data-in' type='checkbox'><label for='data-ca21b707-aa09-4309-b508-23d3150a2bf6' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56cd4652-6144-4f26-9c90-3f1ab2eda502' class='xr-section-summary-in' type='checkbox'  checked><label for='section-56cd4652-6144-4f26-9c90-3f1ab2eda502' class='xr-section-summary' >Data variables: <span>(5)</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>C_total</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 6e+03 nan nan ... nan nan nan</div><input id='attrs-b1c9ab33-73c9-4568-9cd3-8da8e35a7dd8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1c9ab33-73c9-4568-9cd3-8da8e35a7dd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ab9cda3-b235-4715-9542-8bec9aecb38b' class='xr-var-data-in' type='checkbox'><label for='data-1ab9cda3-b235-4715-9542-8bec9aecb38b' title='Show/Hide data 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>Carbon total</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Total forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[1000.]],\n",
       "\n",
       "       [[6000.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>forest_area</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 1e+03 nan nan ... nan nan nan</div><input id='attrs-ed3e2dd7-5552-4716-a416-4ebbf5cd7aec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed3e2dd7-5552-4716-a416-4ebbf5cd7aec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60998a70-e35d-4b04-9f0b-0caed0dfac7d' class='xr-var-data-in' type='checkbox'><label for='data-60998a70-e35d-4b04-9f0b-0caed0dfac7d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Area of the forest</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Area of the forest, may change year by year with deforestation.</dd></dl></div><div class='xr-var-data'><pre>array([[[1000.]],\n",
       "\n",
       "       [[1000.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>npp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10</div><input id='attrs-bb0abf79-db58-49af-8f19-4424b2ae9840' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb0abf79-db58-49af-8f19-4424b2ae9840' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10dc71d9-c614-4e72-93a1-c7956069e0a5' class='xr-var-data-in' type='checkbox'><label for='data-10dc71d9-c614-4e72-93a1-c7956069e0a5' title='Show/Hide data 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>Net Primary Productivity (NPP)</dd><dt><span>units :</span></dt><dd>g/m^2/year</dd><dt><span>description :</span></dt><dd>The annual average NPP of the forest ecosystem.</dd></dl></div><div class='xr-var-data'><pre>array([[10]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>carbon_content</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5</div><input id='attrs-5d751bd4-4420-4544-941a-5810e7c3ae91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d751bd4-4420-4544-941a-5810e7c3ae91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71b13bef-cd4c-4558-84e2-b41a8cdd5a46' class='xr-var-data-in' type='checkbox'><label for='data-71b13bef-cd4c-4558-84e2-b41a8cdd5a46' title='Show/Hide data 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>Carbon Content ratio</dd><dt><span>units :</span></dt><dd>ratio</dd><dt><span>description :</span></dt><dd>The fraction of NPP that is composed of carbon (usually around 50%, but it can vary).</dd></dl></div><div class='xr-var-data'><pre>array([[0.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>delta_C_annual</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 5e+03 nan nan ... nan nan nan</div><input id='attrs-4031a710-a93f-42bc-b02b-ba391100119e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4031a710-a93f-42bc-b02b-ba391100119e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8783711b-c04e-4103-84d5-d56079dee090' class='xr-var-data-in' type='checkbox'><label for='data-8783711b-c04e-4103-84d5-d56079dee090' title='Show/Hide data 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>Annual Carbon Delta</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Annual change in forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[  nan]],\n",
       "\n",
       "       [[5000.]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]],\n",
       "\n",
       "       [[  nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-162cdd0f-d5ba-42ec-8042-349d8708d820' class='xr-section-summary-in' type='checkbox'  ><label for='section-162cdd0f-d5ba-42ec-8042-349d8708d820' class='xr-section-summary' >Indexes: <span>(3)</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>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-24205284-6287-4390-abcd-e86435e60386' class='xr-index-data-in' type='checkbox'/><label for='index-24205284-6287-4390-abcd-e86435e60386' 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",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100],\n",
       "      dtype=&#x27;int32&#x27;, name=&#x27;year&#x27;, length=101))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fa98b211-7e15-461c-ae5f-4dfa229bf1f2' class='xr-index-data-in' type='checkbox'/><label for='index-fa98b211-7e15-461c-ae5f-4dfa229bf1f2' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-65004ffa-73ae-46c5-944f-1426fa2282c3' class='xr-index-data-in' type='checkbox'/><label for='index-65004ffa-73ae-46c5-944f-1426fa2282c3' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d82d094-2d4b-4d15-b13b-578a4e8c0ad7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3d82d094-2d4b-4d15-b13b-578a4e8c0ad7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 6e+03 nan nan ... nan nan nan nan\n",
       "    forest_area     (year, x, y) float64 1e+03 1e+03 nan nan ... nan nan nan nan\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan 5e+03 nan nan ... nan nan nan nan"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carbon_model.increment_timestep()\n",
    "carbon_model.dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e45ce420",
   "metadata": {},
   "source": [
    "Now we can see that the second timestep value has been filled in for our state and dynamic variables in the dataset above."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b824cec0-7385-4b21-937e-64af96bb10b7",
   "metadata": {},
   "source": [
    "## Running a loop of timesteps\n",
    "\n",
    "Here we run 100 years of our model with the following hypothetical:\n",
    "* For the first 50 years deforestation reduces forest area incrementally.\n",
    "* 50 years in, a program begins that ends deforestation, and the forest grows back incrementally.\n",
    "\n",
    "**This demonstrates how we can update state variables to interact with other models!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "aec534de-846d-40d8-9d25-e4cf2e24c1b1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 1.06 s\n",
      "Wall time: 1.13 s\n"
     ]
    },
    {
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       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 6e+03 ... 3.197e+05 3.241e+05\n",
       "    forest_area     (year, x, y) float64 1e+03 1e+03 989.5 ... 865.0 866.3 867.4\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan 5e+03 ... 4.331e+03 4.337e+03</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-572cfe0d-5da4-4adc-a982-b8b3f9e2d545' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-572cfe0d-5da4-4adc-a982-b8b3f9e2d545' 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'>year</span>: 101</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-67eda32f-f954-4d42-b866-a72b26c5d716' class='xr-section-summary-in' type='checkbox'  checked><label for='section-67eda32f-f954-4d42-b866-a72b26c5d716' class='xr-section-summary' >Coordinates: <span>(3)</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'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-10d08c80-7f84-4f01-b56e-1fb6ea4acfb8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10d08c80-7f84-4f01-b56e-1fb6ea4acfb8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49d8344f-dcbf-460d-bc20-414dfd946c47' class='xr-var-data-in' type='checkbox'><label for='data-49d8344f-dcbf-460d-bc20-414dfd946c47' title='Show/Hide data 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,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-be7e2da0-f6d4-496c-b606-658751d4642b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be7e2da0-f6d4-496c-b606-658751d4642b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86cc8bd5-15d9-42fb-a63e-11770b0aef0c' class='xr-var-data-in' type='checkbox'><label for='data-86cc8bd5-15d9-42fb-a63e-11770b0aef0c' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-3c2b2642-7056-4458-b133-45c8051430ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c2b2642-7056-4458-b133-45c8051430ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cd6ee3c-f4c9-4488-8983-91951554fe02' class='xr-var-data-in' type='checkbox'><label for='data-9cd6ee3c-f4c9-4488-8983-91951554fe02' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1d22c294-0809-4d45-bd78-85b82d4e420c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d22c294-0809-4d45-bd78-85b82d4e420c' class='xr-section-summary' >Data variables: <span>(5)</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>C_total</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 6e+03 ... 3.197e+05 3.241e+05</div><input id='attrs-4c6aa8c4-82f4-4847-ae44-b98fc211ccac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c6aa8c4-82f4-4847-ae44-b98fc211ccac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e29d3a74-6a0f-4682-8aba-6dae24022c0a' class='xr-var-data-in' type='checkbox'><label for='data-e29d3a74-6a0f-4682-8aba-6dae24022c0a' title='Show/Hide data 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>Carbon total</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Total forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[  1000.        ]],\n",
       "\n",
       "       [[  6000.        ]],\n",
       "\n",
       "       [[ 10947.64773882]],\n",
       "\n",
       "       [[ 15880.42123331]],\n",
       "\n",
       "       [[ 20754.84951748]],\n",
       "\n",
       "       [[ 25584.86421578]],\n",
       "\n",
       "       [[ 30310.58818982]],\n",
       "\n",
       "       [[ 34940.61366782]],\n",
       "\n",
       "       [[ 39518.85039361]],\n",
       "\n",
       "       [[ 44076.88440258]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[286667.98944886]],\n",
       "\n",
       "       [[290640.6772867 ]],\n",
       "\n",
       "       [[294631.22353021]],\n",
       "\n",
       "       [[298644.04148616]],\n",
       "\n",
       "       [[302741.23015183]],\n",
       "\n",
       "       [[306868.81904529]],\n",
       "\n",
       "       [[311080.10724346]],\n",
       "\n",
       "       [[315404.8869387 ]],\n",
       "\n",
       "       [[319736.38612295]],\n",
       "\n",
       "       [[324073.22301408]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>forest_area</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 1e+03 989.5 ... 866.3 867.4</div><input id='attrs-ba8df7dc-8e45-4b0c-a36d-f656b9e5200f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba8df7dc-8e45-4b0c-a36d-f656b9e5200f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fa0b9eb-5022-4e5a-82a2-df4e9fa1913c' class='xr-var-data-in' type='checkbox'><label for='data-1fa0b9eb-5022-4e5a-82a2-df4e9fa1913c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Area of the forest</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Area of the forest, may change year by year with deforestation.</dd></dl></div><div class='xr-var-data'><pre>array([[[1000.        ]],\n",
       "\n",
       "       [[1000.        ]],\n",
       "\n",
       "       [[ 989.52954776]],\n",
       "\n",
       "       [[ 986.5546989 ]],\n",
       "\n",
       "       [[ 974.88565683]],\n",
       "\n",
       "       [[ 966.00293966]],\n",
       "\n",
       "       [[ 945.14479481]],\n",
       "\n",
       "       [[ 926.0050956 ]],\n",
       "\n",
       "       [[ 915.64734516]],\n",
       "\n",
       "       [[ 911.60680179]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[ 781.25031624]],\n",
       "\n",
       "       [[ 794.53756757]],\n",
       "\n",
       "       [[ 798.1092487 ]],\n",
       "\n",
       "       [[ 802.56359119]],\n",
       "\n",
       "       [[ 819.43773313]],\n",
       "\n",
       "       [[ 825.51777869]],\n",
       "\n",
       "       [[ 842.25763964]],\n",
       "\n",
       "       [[ 864.95593905]],\n",
       "\n",
       "       [[ 866.29983685]],\n",
       "\n",
       "       [[ 867.36737823]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>npp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10</div><input id='attrs-92a99517-d6d9-46b5-bf50-4150fce50025' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92a99517-d6d9-46b5-bf50-4150fce50025' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d362b818-93b2-4283-8cbb-08622496730c' class='xr-var-data-in' type='checkbox'><label for='data-d362b818-93b2-4283-8cbb-08622496730c' title='Show/Hide data 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>Net Primary Productivity (NPP)</dd><dt><span>units :</span></dt><dd>g/m^2/year</dd><dt><span>description :</span></dt><dd>The annual average NPP of the forest ecosystem.</dd></dl></div><div class='xr-var-data'><pre>array([[10]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>carbon_content</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5</div><input id='attrs-bad8f57c-7006-4093-b9a2-0555bbab0a17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bad8f57c-7006-4093-b9a2-0555bbab0a17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-819c7d68-56f2-470f-9d81-7292daa27492' class='xr-var-data-in' type='checkbox'><label for='data-819c7d68-56f2-470f-9d81-7292daa27492' title='Show/Hide data 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>Carbon Content ratio</dd><dt><span>units :</span></dt><dd>ratio</dd><dt><span>description :</span></dt><dd>The fraction of NPP that is composed of carbon (usually around 50%, but it can vary).</dd></dl></div><div class='xr-var-data'><pre>array([[0.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>delta_C_annual</span></div><div class='xr-var-dims'>(year, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 5e+03 ... 4.331e+03 4.337e+03</div><input id='attrs-1b6d4039-02ae-4389-8427-b51df0aa26c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b6d4039-02ae-4389-8427-b51df0aa26c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ae1e027-fe8d-412a-a34f-309f704c2f8f' class='xr-var-data-in' type='checkbox'><label for='data-2ae1e027-fe8d-412a-a34f-309f704c2f8f' title='Show/Hide data 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>Annual Carbon Delta</dd><dt><span>units :</span></dt><dd>g</dd><dt><span>description :</span></dt><dd>Annual change in forest carbon content</dd></dl></div><div class='xr-var-data'><pre>array([[[          nan]],\n",
       "\n",
       "       [[5000.        ]],\n",
       "\n",
       "       [[4947.64773882]],\n",
       "\n",
       "       [[4932.77349448]],\n",
       "\n",
       "       [[4874.42828417]],\n",
       "\n",
       "       [[4830.01469831]],\n",
       "\n",
       "       [[4725.72397404]],\n",
       "\n",
       "       [[4630.02547799]],\n",
       "\n",
       "       [[4578.23672579]],\n",
       "\n",
       "       [[4558.03400897]],\n",
       "\n",
       "...\n",
       "\n",
       "       [[3906.25158119]],\n",
       "\n",
       "       [[3972.68783785]],\n",
       "\n",
       "       [[3990.54624351]],\n",
       "\n",
       "       [[4012.81795595]],\n",
       "\n",
       "       [[4097.18866567]],\n",
       "\n",
       "       [[4127.58889345]],\n",
       "\n",
       "       [[4211.28819818]],\n",
       "\n",
       "       [[4324.77969523]],\n",
       "\n",
       "       [[4331.49918425]],\n",
       "\n",
       "       [[4336.83689113]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-49c600d1-e2c1-4313-91e3-cab4ee44c9e4' class='xr-section-summary-in' type='checkbox'  ><label for='section-49c600d1-e2c1-4313-91e3-cab4ee44c9e4' class='xr-section-summary' >Indexes: <span>(3)</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>year</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-29deb9d2-21a6-488d-a631-636104820425' class='xr-index-data-in' type='checkbox'/><label for='index-29deb9d2-21a6-488d-a631-636104820425' 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",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100],\n",
       "      dtype=&#x27;int32&#x27;, name=&#x27;year&#x27;, length=101))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-238186d3-9f16-4937-a499-d382f2fb05d7' class='xr-index-data-in' type='checkbox'/><label for='index-238186d3-9f16-4937-a499-d382f2fb05d7' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6b7e9005-05b7-4a7c-b7d9-cac71fd1180f' class='xr-index-data-in' type='checkbox'/><label for='index-6b7e9005-05b7-4a7c-b7d9-cac71fd1180f' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-423aa811-ddab-40d6-88dd-b1d1caab6095' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-423aa811-ddab-40d6-88dd-b1d1caab6095' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:         (year: 101, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * year            (year) int32 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
       "  * x               (x) float64 1.0\n",
       "  * y               (y) float64 1.0\n",
       "Data variables:\n",
       "    C_total         (year, x, y) float64 1e+03 6e+03 ... 3.197e+05 3.241e+05\n",
       "    forest_area     (year, x, y) float64 1e+03 1e+03 989.5 ... 865.0 866.3 867.4\n",
       "    npp             (x, y) int32 10\n",
       "    carbon_content  (x, y) float64 0.5\n",
       "    delta_C_annual  (year, x, y) float64 nan 5e+03 ... 4.331e+03 4.337e+03"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "for i in range(2,101):\n",
    "    forest_area_change = random.uniform(0.0, 25)\n",
    "    if i < 50:\n",
    "        forest_area_change = -forest_area_change\n",
    "    new_forest_area = (carbon_model.dataset.forest_area + forest_area_change).isel(year=i-1)\n",
    "    carbon_model.increment_timestep(update_state_values={'forest_area': new_forest_area})\n",
    "carbon_model.dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6b35b04a-9dfa-4af1-a7d3-f13e84019c3b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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       "  var render_items = [{\"docid\":\"b36d17c4-7298-4f07-b8df-67ffaf75400b\",\"roots\":{\"p1004\":\"a227bc9f-846b-4c50-8b62-182206995693\"},\"root_ids\":[\"p1004\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
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       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
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       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":DynamicMap   [y,x]\n",
       "   :Curve   [year]   (delta_C_annual)"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1004"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carbon_model.dataset.hvplot(x='year', y='delta_C_annual', title='delta_C_annual')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "49e9cb85-9d90-49c1-a308-dcb31a6f6092",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"6f52039d-a9f5-4286-b0af-333c7e5c42e4\",\"roots\":{\"p1073\":\"e76ecd98-78bb-40b7-b57e-143d6c1c4445\"},\"root_ids\":[\"p1073\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":DynamicMap   [y,x]\n",
       "   :Curve   [year]   (C_total)"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1073"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carbon_model.dataset.hvplot(x='year', y='C_total', title='C_total')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be48713d-1170-4195-b95d-35ee1c99dd3d",
   "metadata": {
    "tags": []
   },
   "source": [
    "# TSM `EnergyBudget` Example\n",
    "\n",
    "Now that we understand how the code architecture works, we can explore a real example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d02e421d-e478-4c14-b08b-fbd8ffc82a5d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from clearwater_modules.tsm.model import EnergyBudget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a963a7f9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['EnergyBudget',\n",
       " '__builtins__',\n",
       " '__cached__',\n",
       " '__doc__',\n",
       " '__file__',\n",
       " '__loader__',\n",
       " '__name__',\n",
       " '__package__',\n",
       " '__path__',\n",
       " '__spec__',\n",
       " 'constants',\n",
       " 'dynamic_variables',\n",
       " 'model',\n",
       " 'processes',\n",
       " 'state_variables',\n",
       " 'static_variables']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Confirm that sub-modules are imported\n",
    "dir(cwm.tsm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28e4266d-424e-47dc-bc26-5c2e66819b0a",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Start by instantiating a `EnergyBudget`\n",
    "\n",
    "Initial state variable values are always required. To see the names/info of a model's state variables, we can use `Model.get_state_variables()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f6942a19-df9c-48c7-afc3-37e98d44c0d0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='water_temp_c', long_name='Water temperature', units='degC', description='TSM state variable for water temperature', use='state', process=CPUDispatcher(<function t_water_c at 0x0000023BF8322980>)),\n",
       " Variable(name='surface_area', long_name='Surface area', units='m^2', description='Surface area', use='state', process=<function mock_surface_area at 0x0000023BF51B6E80>),\n",
       " Variable(name='volume', long_name='Volume', units='m^3', description='Volume', use='state', process=<function mock_volume at 0x0000023BF8322E80>)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EnergyBudget.get_state_variables()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "be877b70-073a-4877-af10-c1ad3c386165",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "initial_state_values = {\n",
    "    'water_temp_c': 1.0,\n",
    "    'volume': 1.0,\n",
    "    'surface_area': 1.0,\n",
    "}\n",
    "\n",
    "time_steps = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "299d062c-b981-45e6-a437-156c4a3d8388",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing from dicts...\n",
      "Model initialized from input dicts successfully!.\n"
     ]
    }
   ],
   "source": [
    "my_model = EnergyBudget(\n",
    "    time_steps,\n",
    "    initial_state_values,\n",
    "    time_dim='my_time_step'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5ee305a3-5990-47aa-885e-2771dda9fa5f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['all_variables',\n",
       " 'computation_order',\n",
       " 'dataset',\n",
       " 'dynamic_variables',\n",
       " 'dynamic_variables_names',\n",
       " 'get_state_variables',\n",
       " 'get_variable',\n",
       " 'get_variable_names',\n",
       " 'hotstart_dataset',\n",
       " 'increment_timestep',\n",
       " 'initial_state_values',\n",
       " 'met_parameters',\n",
       " 'register_variable',\n",
       " 'state_variables',\n",
       " 'state_variables_names',\n",
       " 'static_variable_values',\n",
       " 'static_variables',\n",
       " 'static_variables_names',\n",
       " 'temp_parameters',\n",
       " 'temporal_variables',\n",
       " 'time_dim',\n",
       " 'time_steps',\n",
       " 'timestep',\n",
       " 'track_dynamic_variables',\n",
       " 'unregister_variables',\n",
       " 'updateable_static_variables']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i for i in dir(my_model) if i[0] != '_']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "825e288f-b51a-4590-91f0-dd706c118725",
   "metadata": {},
   "source": [
    "## TSM can be initialized with alternative met/temp parameter\n",
    "**This is an example of a model specific `__init__`**. As of now we are using the defaults."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ac36bc9f-aa8f-4e35-946e-1c69f32a3d27",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'air_temp_c': 20.0,\n",
       " 'q_solar': 400.0,\n",
       " 'sed_temp_c': 5.0,\n",
       " 'eair_mb': 1.0,\n",
       " 'pressure_mb': 1013.0,\n",
       " 'cloudiness': 0.1,\n",
       " 'wind_speed': 3.0,\n",
       " 'wind_a': 0.3,\n",
       " 'wind_b': 1.5,\n",
       " 'wind_c': 3.0,\n",
       " 'wind_kh_kw': 1.0}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.met_parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7411afa5-83ac-4ff7-9e95-a73a4d3a2aa8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'stefan_boltzmann': 5.67e-08,\n",
       " 'cp_air': 1005.0,\n",
       " 'emissivity_water': 0.97,\n",
       " 'gravity': -9.806,\n",
       " 'a0': 6984.505294,\n",
       " 'a1': -188.903931,\n",
       " 'a2': 2.133357675,\n",
       " 'a3': -0.01288580973,\n",
       " 'a4': 4.393587233e-05,\n",
       " 'a5': -8.023923082e-08,\n",
       " 'a6': 6.136820929e-11,\n",
       " 'pb': 1600.0,\n",
       " 'cps': 1673.0,\n",
       " 'h2': 0.1,\n",
       " 'alphas': 0.0432,\n",
       " 'richardson_option': True}"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.temp_parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a8da8894-a6ad-42dc-9618-dc899a1525ea",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'my_time_step'"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.time_dim"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f74682c6-096c-4f41-b929-09027a6e335d",
   "metadata": {},
   "source": [
    "## All models have static, dynamic, and state variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2d0c2856-9012-4ebb-bb23-457f209c4e0f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='use_sed_temp', long_name='Use Sediment Temperature?', units='boolean', description='Controls whether to use/calculate sediment temperature or not.', use='static', process=None),\n",
       " Variable(name='stefan_boltzmann', long_name='Stefan-Boltzmann Constant', units='W m-2 K-4', description='The Stefan-Boltzmann constant.', use='static', process=None),\n",
       " Variable(name='cp_air', long_name='Specific Heat Capacity of Air', units='J kg-1 K-1', description='The specific heat capacity of air.', use='static', process=None),\n",
       " Variable(name='emissivity_water', long_name='Emissivity of Water', units='1', description='The emissivity of water.', use='static', process=None),\n",
       " Variable(name='gravity', long_name='Gravity', units='m s-2', description='The acceleration due to gravity.', use='static', process=None),\n",
       " Variable(name='a0', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a1', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a2', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a3', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a4', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a5', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='a6', long_name='Albedo of Water', units='unitless', description='The albedo of water.', use='static', process=None),\n",
       " Variable(name='pb', long_name='Bulk Density of Sediment', units='kg m-3', description='The bulk density of sediment.', use='static', process=None),\n",
       " Variable(name='cps', long_name='CPS', units='J kg-1 K-1', description='The CPS.', use='static', process=None),\n",
       " Variable(name='h2', long_name='H2', units='m', description='The H2.', use='static', process=None),\n",
       " Variable(name='alphas', long_name='Alphas', units='m-1', description='The alphas.', use='static', process=None),\n",
       " Variable(name='richardson_option', long_name='Richardson Option', units='unitless', description='The Richardson option.', use='static', process=None),\n",
       " Variable(name='air_temp_c', long_name='Air Temperature', units='C', description='The air temperature.', use='static', process=None),\n",
       " Variable(name='q_solar', long_name='Solar Heat Flux', units='W m-2', description='The solar heat flux.', use='static', process=None),\n",
       " Variable(name='sed_temp_c', long_name='Sediment Temperature', units='C', description='The sediment temperature.', use='static', process=None),\n",
       " Variable(name='eair_mb', long_name='Eair MB', units='mb', description='The eair MB.', use='static', process=None),\n",
       " Variable(name='pressure_mb', long_name='Pressure', units='mb', description='The pressure.', use='static', process=None),\n",
       " Variable(name='cloudiness', long_name='Cloudiness', units='unitless', description='The cloudiness.', use='static', process=None),\n",
       " Variable(name='wind_speed', long_name='Wind Speed', units='m s-1', description='The wind speed.', use='static', process=None),\n",
       " Variable(name='wind_a', long_name='Wind A', units='m s-1', description='The wind A.', use='static', process=None),\n",
       " Variable(name='wind_b', long_name='Wind B', units='m s-1', description='The wind B.', use='static', process=None),\n",
       " Variable(name='wind_c', long_name='Wind C', units='m s-1', description='The wind C.', use='static', process=None),\n",
       " Variable(name='wind_kh_kw', long_name='Wind KH KW', units='m s-1', description='The wind KH KW.', use='static', process=None)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(my_model.static_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8f082754-055e-4c58-af74-2e2c73a023fb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='air_temp_k', long_name='Air temperature', units='K', description='Air temperature', use='dynamic', process=CPUDispatcher(<function air_temp_k at 0x0000023BF8303240>)),\n",
       " Variable(name='water_temp_k', long_name='Water temperature', units='K', description='Water temperature', use='dynamic', process=CPUDispatcher(<function water_temp_k at 0x0000023BF83032E0>)),\n",
       " Variable(name='mixing_ratio_air', long_name='Mixing ratio of air', units='unitless', description='Mixing ratio of air', use='dynamic', process=CPUDispatcher(<function mixing_ratio_air at 0x0000023BF8303420>)),\n",
       " Variable(name='density_air', long_name='Density of air', units='kg/m^3', description='Density of air', use='dynamic', process=CPUDispatcher(<function density_air at 0x0000023BF83025C0>)),\n",
       " Variable(name='density_water', long_name='Density of water', units='kg/m^3', description='Density of water', use='dynamic', process=CPUDispatcher(<function mf_density_water at 0x0000023BF8321DA0>)),\n",
       " Variable(name='esat_mb', long_name='Saturation vapor pressure', units='mb', description='Saturation vapor pressure', use='dynamic', process=CPUDispatcher(<function mf_esat_mb at 0x0000023BF8321580>)),\n",
       " Variable(name='density_air_sat', long_name='Density of air at saturation', units='kg/m^3', description='Density of air at saturation', use='dynamic', process=CPUDispatcher(<function mf_density_air_sat at 0x0000023BF83220C0>)),\n",
       " Variable(name='ri_number', long_name='Richardson number', units='unitless', description='Richardson number', use='dynamic', process=CPUDispatcher(<function ri_number at 0x0000023BF8321800>)),\n",
       " Variable(name='ri_function', long_name='Richardson function', units='unitless', description='Richardson function', use='dynamic', process=<function ri_function at 0x0000023BF8321A80>),\n",
       " Variable(name='lv', long_name='Latent heat of vaporization', units='J/kg', description='Latent heat of vaporization', use='dynamic', process=CPUDispatcher(<function mf_latent_heat_vaporization at 0x0000023BF8321D00>)),\n",
       " Variable(name='cp_water', long_name='Specific heat of water', units='J/kg/K', description='Specific heat of water', use='dynamic', process=<function mf_cp_water at 0x0000023BF8322340>),\n",
       " Variable(name='emissivity_air', long_name='Emissivity of air', units='unitless', description='Emissivity of air', use='dynamic', process=CPUDispatcher(<function emissivity_air at 0x0000023BF8303740>)),\n",
       " Variable(name='wind_function', long_name='Wind function', units='unitless', description='Wind function', use='dynamic', process=CPUDispatcher(<function wind_function at 0x0000023BF8303B00>)),\n",
       " Variable(name='q_latent', long_name='Latent heat flux', units='W/m^2', description='Latent heat flux', use='dynamic', process=CPUDispatcher(<function q_latent at 0x0000023BF8320040>)),\n",
       " Variable(name='q_sensible', long_name='Sensible heat flux', units='W/m^2', description='Sensible heat flux', use='dynamic', process=CPUDispatcher(<function q_sensible at 0x0000023BF83200E0>)),\n",
       " Variable(name='q_sediment', long_name='Sediment heat flux', units='W/m^2', description='Sediment heat flux', use='dynamic', process=CPUDispatcher(<function q_sediment at 0x0000023BF8320360>)),\n",
       " Variable(name='dTdt_sediment_c', long_name='Sediment temperature change', units='degC', description='Sediment temperature change', use='dynamic', process=CPUDispatcher(<function dTdt_sediment_c at 0x0000023BF83205E0>)),\n",
       " Variable(name='q_net', long_name='Net heat flux', units='W/m^2', description='Net heat flux', use='dynamic', process=CPUDispatcher(<function q_net at 0x0000023BF8322660>)),\n",
       " Variable(name='q_longwave_down', long_name='Downwelling longwave radiation', units='W/m2', description='Downwelling longwave radiation', use='dynamic', process=CPUDispatcher(<function mf_q_longwave_down at 0x0000023BF8320FE0>)),\n",
       " Variable(name='q_longwave_up', long_name='Upwelling longwave radiation', units='W/m2', description='Upwelling longwave radiation', use='dynamic', process=CPUDispatcher(<function mf_q_longwave_up at 0x0000023BF8321260>)),\n",
       " Variable(name='dTdt_water_c', long_name='Water temperature change', units='degC', description='Water temperature change', use='dynamic', process=CPUDispatcher(<function dTdt_water_c at 0x0000023BF8322840>))]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(my_model.dynamic_variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e672a66-3649-4d49-9616-232959fc3d40",
   "metadata": {},
   "source": [
    "## One can access their \"computation order\" which is calculated using a \"dependency tree\" approach in `sorter.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "301e91eb-fb88-468d-9a5c-5baba31cd21f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Variable(name='air_temp_k', long_name='Air temperature', units='K', description='Air temperature', use='dynamic', process=CPUDispatcher(<function air_temp_k at 0x0000023BF8303240>)),\n",
       " Variable(name='water_temp_k', long_name='Water temperature', units='K', description='Water temperature', use='dynamic', process=CPUDispatcher(<function water_temp_k at 0x0000023BF83032E0>)),\n",
       " Variable(name='mixing_ratio_air', long_name='Mixing ratio of air', units='unitless', description='Mixing ratio of air', use='dynamic', process=CPUDispatcher(<function mixing_ratio_air at 0x0000023BF8303420>)),\n",
       " Variable(name='density_air', long_name='Density of air', units='kg/m^3', description='Density of air', use='dynamic', process=CPUDispatcher(<function density_air at 0x0000023BF83025C0>)),\n",
       " Variable(name='density_water', long_name='Density of water', units='kg/m^3', description='Density of water', use='dynamic', process=CPUDispatcher(<function mf_density_water at 0x0000023BF8321DA0>)),\n",
       " Variable(name='esat_mb', long_name='Saturation vapor pressure', units='mb', description='Saturation vapor pressure', use='dynamic', process=CPUDispatcher(<function mf_esat_mb at 0x0000023BF8321580>)),\n",
       " Variable(name='density_air_sat', long_name='Density of air at saturation', units='kg/m^3', description='Density of air at saturation', use='dynamic', process=CPUDispatcher(<function mf_density_air_sat at 0x0000023BF83220C0>)),\n",
       " Variable(name='ri_number', long_name='Richardson number', units='unitless', description='Richardson number', use='dynamic', process=CPUDispatcher(<function ri_number at 0x0000023BF8321800>)),\n",
       " Variable(name='ri_function', long_name='Richardson function', units='unitless', description='Richardson function', use='dynamic', process=<function ri_function at 0x0000023BF8321A80>),\n",
       " Variable(name='lv', long_name='Latent heat of vaporization', units='J/kg', description='Latent heat of vaporization', use='dynamic', process=CPUDispatcher(<function mf_latent_heat_vaporization at 0x0000023BF8321D00>)),\n",
       " Variable(name='cp_water', long_name='Specific heat of water', units='J/kg/K', description='Specific heat of water', use='dynamic', process=<function mf_cp_water at 0x0000023BF8322340>),\n",
       " Variable(name='emissivity_air', long_name='Emissivity of air', units='unitless', description='Emissivity of air', use='dynamic', process=CPUDispatcher(<function emissivity_air at 0x0000023BF8303740>)),\n",
       " Variable(name='wind_function', long_name='Wind function', units='unitless', description='Wind function', use='dynamic', process=CPUDispatcher(<function wind_function at 0x0000023BF8303B00>)),\n",
       " Variable(name='q_latent', long_name='Latent heat flux', units='W/m^2', description='Latent heat flux', use='dynamic', process=CPUDispatcher(<function q_latent at 0x0000023BF8320040>)),\n",
       " Variable(name='q_sensible', long_name='Sensible heat flux', units='W/m^2', description='Sensible heat flux', use='dynamic', process=CPUDispatcher(<function q_sensible at 0x0000023BF83200E0>)),\n",
       " Variable(name='q_sediment', long_name='Sediment heat flux', units='W/m^2', description='Sediment heat flux', use='dynamic', process=CPUDispatcher(<function q_sediment at 0x0000023BF8320360>)),\n",
       " Variable(name='dTdt_sediment_c', long_name='Sediment temperature change', units='degC', description='Sediment temperature change', use='dynamic', process=CPUDispatcher(<function dTdt_sediment_c at 0x0000023BF83205E0>)),\n",
       " Variable(name='q_longwave_down', long_name='Downwelling longwave radiation', units='W/m2', description='Downwelling longwave radiation', use='dynamic', process=CPUDispatcher(<function mf_q_longwave_down at 0x0000023BF8320FE0>)),\n",
       " Variable(name='q_longwave_up', long_name='Upwelling longwave radiation', units='W/m2', description='Upwelling longwave radiation', use='dynamic', process=CPUDispatcher(<function mf_q_longwave_up at 0x0000023BF8321260>)),\n",
       " Variable(name='surface_area', long_name='Surface area', units='m^2', description='Surface area', use='state', process=<function mock_surface_area at 0x0000023BF51B6E80>),\n",
       " Variable(name='volume', long_name='Volume', units='m^3', description='Volume', use='state', process=<function mock_volume at 0x0000023BF8322E80>),\n",
       " Variable(name='q_net', long_name='Net heat flux', units='W/m^2', description='Net heat flux', use='dynamic', process=CPUDispatcher(<function q_net at 0x0000023BF8322660>)),\n",
       " Variable(name='dTdt_water_c', long_name='Water temperature change', units='degC', description='Water temperature change', use='dynamic', process=CPUDispatcher(<function dTdt_water_c at 0x0000023BF8322840>)),\n",
       " Variable(name='water_temp_c', long_name='Water temperature', units='degC', description='TSM state variable for water temperature', use='state', process=CPUDispatcher(<function t_water_c at 0x0000023BF8322980>))]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.computation_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "aca8eace-0ee4-4a3f-bb82-e3794098dbf5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "air_temp_k | ['air_temp_c']\n",
      "water_temp_k | ['water_temp_c']\n",
      "mixing_ratio_air | ['eair_mb', 'pressure_mb']\n",
      "density_air | ['pressure_mb', 'air_temp_k', 'mixing_ratio_air']\n",
      "density_water | ['water_temp_c']\n",
      "esat_mb | ['water_temp_k', 'a0', 'a1', 'a2', 'a3', 'a4', 'a5', 'a6']\n",
      "density_air_sat | ['water_temp_k', 'esat_mb', 'pressure_mb']\n",
      "ri_number | ['gravity', 'density_air', 'density_air_sat', 'wind_speed']\n",
      "ri_function | ['ri_number']\n",
      "lv | ['water_temp_k']\n",
      "cp_water | ['water_temp_c']\n",
      "emissivity_air | ['air_temp_k']\n",
      "wind_function | ['ri_function', 'wind_a', 'wind_b', 'wind_c', 'wind_speed']\n",
      "q_latent | ['pressure_mb', 'density_water', 'lv', 'wind_function', 'esat_mb', 'eair_mb']\n",
      "q_sensible | ['wind_kh_kw', 'cp_air', 'density_water', 'wind_function', 'air_temp_k', 'water_temp_k']\n",
      "q_sediment | ['use_sed_temp', 'pb', 'cps', 'alphas', 'h2', 'sed_temp_c', 'water_temp_c']\n",
      "dTdt_sediment_c | ['use_sed_temp', 'alphas', 'h2', 'water_temp_c', 'sed_temp_c']\n",
      "q_longwave_down | ['air_temp_k', 'emissivity_air', 'cloudiness', 'stefan_boltzmann']\n",
      "q_longwave_up | ['water_temp_k', 'emissivity_water', 'stefan_boltzmann']\n",
      "surface_area | ['surface_area']\n",
      "volume | ['volume']\n",
      "q_net | ['q_sensible', 'q_latent', 'q_longwave_up', 'q_longwave_down', 'q_solar', 'q_sediment']\n",
      "dTdt_water_c | ['q_net', 'surface_area', 'volume', 'density_water', 'cp_water']\n",
      "water_temp_c | ['water_temp_c', 'dTdt_water_c']\n"
     ]
    }
   ],
   "source": [
    "for i in my_model.computation_order:\n",
    "    print(f'{i.name} | {sorter.get_process_args(i.process)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b2234a-38b5-4ffc-a180-cf126be22544",
   "metadata": {},
   "source": [
    "## Run 5 timesteps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "bb7f2291-3df9-4464-b256-45abc8b225d0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "@numba.jit(forceobj=True)\n",
    "def run_n_timesteps(time_steps: int, model: EnergyBudget):\n",
    "    for i in range(time_steps):\n",
    "        model.increment_timestep()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "b4ed28c4-301f-4fd2-9e70-e443b4ef909a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 6.47 s\n",
      "Wall time: 7.12 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "run_n_timesteps(time_steps, my_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "df2bd00b-4dc0-4f1f-b527-c537c72a454a",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (my_time_step: 6, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * my_time_step       (my_time_step) int32 0 1 2 3 4 5\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.001 1.001\n",
       "    volume             (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.0 1.0\n",
       "    surface_area       (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.0 1.0\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) float64 1.005e+03\n",
       "    ...                 ...\n",
       "    q_sediment         (my_time_step, x, y) float64 nan 107.1 ... 107.1 107.1\n",
       "    dTdt_sediment_c    (my_time_step, x, y) float64 nan -34.56 ... -34.56 -34.55\n",
       "    q_net              (my_time_step, x, y) float64 nan 659.1 ... 659.1 659.1\n",
       "    q_longwave_down    (my_time_step, x, y) float64 nan 337.8 ... 337.8 337.8\n",
       "    q_longwave_up      (my_time_step, x, y) float64 nan 310.7 ... 310.7 310.7\n",
       "    dTdt_water_c       (my_time_step, x, y) float64 nan 0.0001569 ... 0.0001569</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-83fe41c2-82b7-40e8-975d-5c184891c7ac' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-83fe41c2-82b7-40e8-975d-5c184891c7ac' 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'>my_time_step</span>: 6</li><li><span class='xr-has-index'>x</span>: 1</li><li><span class='xr-has-index'>y</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2ef158a2-71d8-4cbc-afea-a6d8c009edfe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ef158a2-71d8-4cbc-afea-a6d8c009edfe' class='xr-section-summary' >Coordinates: <span>(3)</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'>my_time_step</span></div><div class='xr-var-dims'>(my_time_step)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5</div><input id='attrs-2569e2e5-b58a-4477-8028-df15865ae488' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2569e2e5-b58a-4477-8028-df15865ae488' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b73da01-b169-4b83-84d9-87c297a1e74d' class='xr-var-data-in' type='checkbox'><label for='data-7b73da01-b169-4b83-84d9-87c297a1e74d' title='Show/Hide data 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])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-c0210b2a-3d3b-43c4-9d4e-068bd252ab77' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c0210b2a-3d3b-43c4-9d4e-068bd252ab77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-233a81e3-4a54-49fe-a779-b7e641dedecb' class='xr-var-data-in' type='checkbox'><label for='data-233a81e3-4a54-49fe-a779-b7e641dedecb' title='Show/Hide data 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([1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-d0e81d5a-5406-4afe-9ec5-0959ebb89d62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0e81d5a-5406-4afe-9ec5-0959ebb89d62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c687d40-1546-42f1-ad61-4d02d830e306' class='xr-var-data-in' type='checkbox'><label for='data-7c687d40-1546-42f1-ad61-4d02d830e306' title='Show/Hide data 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([1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b4b1378-17ee-49f1-ba07-e1feb21b0e40' class='xr-section-summary-in' type='checkbox'  ><label for='section-3b4b1378-17ee-49f1-ba07-e1feb21b0e40' class='xr-section-summary' >Data variables: <span>(52)</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>water_temp_c</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 1.001 1.001</div><input id='attrs-95400ddd-3a62-4bf8-9597-e80b17bd5f27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95400ddd-3a62-4bf8-9597-e80b17bd5f27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7554fb6-7123-4dae-be50-09f465e30088' class='xr-var-data-in' type='checkbox'><label for='data-a7554fb6-7123-4dae-be50-09f465e30088' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>TSM state variable for water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[1.        ]],\n",
       "\n",
       "       [[1.00015687]],\n",
       "\n",
       "       [[1.00031373]],\n",
       "\n",
       "       [[1.0004706 ]],\n",
       "\n",
       "       [[1.00062746]],\n",
       "\n",
       "       [[1.00078432]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 1.0 1.0</div><input id='attrs-b41d3bb0-d770-46f4-a445-4b5c086a5997' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b41d3bb0-d770-46f4-a445-4b5c086a5997' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26b0447d-5d66-49de-9889-4136b824614a' class='xr-var-data-in' type='checkbox'><label for='data-26b0447d-5d66-49de-9889-4136b824614a' title='Show/Hide data 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>Volume</dd><dt><span>units :</span></dt><dd>m^3</dd><dt><span>description :</span></dt><dd>Volume</dd></dl></div><div class='xr-var-data'><pre>array([[[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface_area</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 1.0 1.0</div><input id='attrs-28397c46-813e-4029-9533-058d3f79507b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28397c46-813e-4029-9533-058d3f79507b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e35e1cb3-e891-4249-b6b4-2b2b8638dbd3' class='xr-var-data-in' type='checkbox'><label for='data-e35e1cb3-e891-4249-b6b4-2b2b8638dbd3' title='Show/Hide data 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 area</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>description :</span></dt><dd>Surface area</dd></dl></div><div class='xr-var-data'><pre>array([[[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]],\n",
       "\n",
       "       [[1.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>use_sed_temp</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-b9e94467-baaf-4cdf-902b-4f787134ab52' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9e94467-baaf-4cdf-902b-4f787134ab52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39a4d83f-b95b-4fd8-ae66-728c0cf5d16c' class='xr-var-data-in' type='checkbox'><label for='data-39a4d83f-b95b-4fd8-ae66-728c0cf5d16c' title='Show/Hide data 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>Use Sediment Temperature?</dd><dt><span>units :</span></dt><dd>boolean</dd><dt><span>description :</span></dt><dd>Controls whether to use/calculate sediment temperature or not.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stefan_boltzmann</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.67e-08</div><input id='attrs-acf1ab90-be7b-4903-ac72-b71a8022a1f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-acf1ab90-be7b-4903-ac72-b71a8022a1f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bd95c7b-5a89-416d-b892-a0479042044b' class='xr-var-data-in' type='checkbox'><label for='data-1bd95c7b-5a89-416d-b892-a0479042044b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Stefan-Boltzmann Constant</dd><dt><span>units :</span></dt><dd>W m-2 K-4</dd><dt><span>description :</span></dt><dd>The Stefan-Boltzmann constant.</dd></dl></div><div class='xr-var-data'><pre>array([[5.67e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_air</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.005e+03</div><input id='attrs-342af692-e8d8-4478-a152-55b37d18e88a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-342af692-e8d8-4478-a152-55b37d18e88a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67da3183-8130-4557-a393-3afbe04d78e2' class='xr-var-data-in' type='checkbox'><label for='data-67da3183-8130-4557-a393-3afbe04d78e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific Heat Capacity of Air</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The specific heat capacity of air.</dd></dl></div><div class='xr-var-data'><pre>array([[1005.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_water</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.97</div><input id='attrs-7890e9c8-f107-4e91-a0a4-159a9a4db963' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7890e9c8-f107-4e91-a0a4-159a9a4db963' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-824ddccb-522f-406a-a27f-57b9d24d3815' class='xr-var-data-in' type='checkbox'><label for='data-824ddccb-522f-406a-a27f-57b9d24d3815' title='Show/Hide data 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>Emissivity of Water</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>description :</span></dt><dd>The emissivity of water.</dd></dl></div><div class='xr-var-data'><pre>array([[0.97]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gravity</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.806</div><input id='attrs-ebae1a24-b613-4b84-b613-929a4dcaa380' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ebae1a24-b613-4b84-b613-929a4dcaa380' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bad8735f-d909-4813-af60-85d9ba2f3974' class='xr-var-data-in' type='checkbox'><label for='data-bad8735f-d909-4813-af60-85d9ba2f3974' title='Show/Hide data 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>Gravity</dd><dt><span>units :</span></dt><dd>m s-2</dd><dt><span>description :</span></dt><dd>The acceleration due to gravity.</dd></dl></div><div class='xr-var-data'><pre>array([[-9.806]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a0</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.985e+03</div><input id='attrs-e1af33b1-baec-4b66-8cb3-de00cdadda49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1af33b1-baec-4b66-8cb3-de00cdadda49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a42e3fd-7521-42f7-9c6a-5202a5313f17' class='xr-var-data-in' type='checkbox'><label for='data-2a42e3fd-7521-42f7-9c6a-5202a5313f17' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6984.505294]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-188.9</div><input id='attrs-8a50e7fe-f780-41a6-aa24-00c9dd6ce5b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a50e7fe-f780-41a6-aa24-00c9dd6ce5b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fe64f98-b54f-46e5-9434-07bb4b556e05' class='xr-var-data-in' type='checkbox'><label for='data-8fe64f98-b54f-46e5-9434-07bb4b556e05' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-188.903931]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.133</div><input id='attrs-dcfa9be9-52e5-4688-8abe-ed7c8be1f076' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dcfa9be9-52e5-4688-8abe-ed7c8be1f076' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-130e8512-7786-4159-8b08-299b2e0851c8' class='xr-var-data-in' type='checkbox'><label for='data-130e8512-7786-4159-8b08-299b2e0851c8' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[2.13335768]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a3</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.01289</div><input id='attrs-b29c1e41-bead-4e8f-ac1c-804e63987735' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b29c1e41-bead-4e8f-ac1c-804e63987735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-579c0204-303e-4310-bece-9fc0066603ae' class='xr-var-data-in' type='checkbox'><label for='data-579c0204-303e-4310-bece-9fc0066603ae' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-0.01288581]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a4</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.394e-05</div><input id='attrs-ea01842c-13cd-4311-93ce-b939861fc35b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea01842c-13cd-4311-93ce-b939861fc35b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f43d65de-c929-40cf-a09b-1f6676e3cc0d' class='xr-var-data-in' type='checkbox'><label for='data-f43d65de-c929-40cf-a09b-1f6676e3cc0d' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[4.39358723e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a5</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.024e-08</div><input id='attrs-047ac458-c347-47c2-bd71-8605d5c3285d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-047ac458-c347-47c2-bd71-8605d5c3285d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5986aaad-63d7-4b73-b248-686363eafb5d' class='xr-var-data-in' type='checkbox'><label for='data-5986aaad-63d7-4b73-b248-686363eafb5d' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[-8.02392308e-08]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a6</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.137e-11</div><input id='attrs-72c45589-fc04-4b14-a3c9-5852e1bfb8c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72c45589-fc04-4b14-a3c9-5852e1bfb8c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84630a45-f592-42e6-ad93-d7901749237d' class='xr-var-data-in' type='checkbox'><label for='data-84630a45-f592-42e6-ad93-d7901749237d' title='Show/Hide data 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>Albedo of Water</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The albedo of water.</dd></dl></div><div class='xr-var-data'><pre>array([[6.13682093e-11]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.6e+03</div><input id='attrs-b02d5aae-6c9c-4add-b69f-c8182debecdf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b02d5aae-6c9c-4add-b69f-c8182debecdf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54c0edb5-a879-454d-be23-374681a122ae' class='xr-var-data-in' type='checkbox'><label for='data-54c0edb5-a879-454d-be23-374681a122ae' title='Show/Hide data 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>Bulk Density of Sediment</dd><dt><span>units :</span></dt><dd>kg m-3</dd><dt><span>description :</span></dt><dd>The bulk density of sediment.</dd></dl></div><div class='xr-var-data'><pre>array([[1600.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cps</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.673e+03</div><input id='attrs-da9326be-be5f-42b2-93ed-c4d581302e8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da9326be-be5f-42b2-93ed-c4d581302e8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b278624-ef58-4331-b46d-2ef35036c437' class='xr-var-data-in' type='checkbox'><label for='data-5b278624-ef58-4331-b46d-2ef35036c437' title='Show/Hide data 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>CPS</dd><dt><span>units :</span></dt><dd>J kg-1 K-1</dd><dt><span>description :</span></dt><dd>The CPS.</dd></dl></div><div class='xr-var-data'><pre>array([[1673.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h2</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-127f2fd7-033e-4db1-b3a7-807904587648' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-127f2fd7-033e-4db1-b3a7-807904587648' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4316d12f-7ad5-4fe9-a8ec-c2795443672d' class='xr-var-data-in' type='checkbox'><label for='data-4316d12f-7ad5-4fe9-a8ec-c2795443672d' title='Show/Hide data 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>H2</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>description :</span></dt><dd>The H2.</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>alphas</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0432</div><input id='attrs-17402a90-3da0-45c6-bcee-ae31664faeb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17402a90-3da0-45c6-bcee-ae31664faeb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8360b706-873a-434b-a7d4-e5a989f6a3a2' class='xr-var-data-in' type='checkbox'><label for='data-8360b706-873a-434b-a7d4-e5a989f6a3a2' title='Show/Hide data 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>Alphas</dd><dt><span>units :</span></dt><dd>m-1</dd><dt><span>description :</span></dt><dd>The alphas.</dd></dl></div><div class='xr-var-data'><pre>array([[0.0432]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>richardson_option</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True</div><input id='attrs-3228fce0-bb92-4207-8acc-606ee9260e24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3228fce0-bb92-4207-8acc-606ee9260e24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abb4fb2e-7e04-4130-849e-04918dd410a3' class='xr-var-data-in' type='checkbox'><label for='data-abb4fb2e-7e04-4130-849e-04918dd410a3' title='Show/Hide data 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>Richardson Option</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The Richardson option.</dd></dl></div><div class='xr-var-data'><pre>array([[ True]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>20.0</div><input id='attrs-8f9cc953-168b-4971-9358-ead3d3027705' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f9cc953-168b-4971-9358-ead3d3027705' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69c9ebfb-9caf-4f41-aa22-a4aec060b287' class='xr-var-data-in' type='checkbox'><label for='data-69c9ebfb-9caf-4f41-aa22-a4aec060b287' title='Show/Hide data 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>Air Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The air temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[20.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_solar</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>400.0</div><input id='attrs-5e4df1da-4698-41fa-bf89-162044a60c70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e4df1da-4698-41fa-bf89-162044a60c70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28a43723-bfde-4de6-b5cc-7d74ffd01a43' class='xr-var-data-in' type='checkbox'><label for='data-28a43723-bfde-4de6-b5cc-7d74ffd01a43' title='Show/Hide data 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>Solar Heat Flux</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>description :</span></dt><dd>The solar heat flux.</dd></dl></div><div class='xr-var-data'><pre>array([[400.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sed_temp_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.0</div><input id='attrs-7cc3899c-fa84-4e86-96e8-04ef31d0dfbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7cc3899c-fa84-4e86-96e8-04ef31d0dfbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89493985-8b3f-4289-8961-36f57928a068' class='xr-var-data-in' type='checkbox'><label for='data-89493985-8b3f-4289-8961-36f57928a068' title='Show/Hide data 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>Sediment Temperature</dd><dt><span>units :</span></dt><dd>C</dd><dt><span>description :</span></dt><dd>The sediment temperature.</dd></dl></div><div class='xr-var-data'><pre>array([[5.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eair_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-e139b7a8-f3b1-4e70-b3c3-3edf01e26477' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e139b7a8-f3b1-4e70-b3c3-3edf01e26477' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-375f6fd7-8f13-478f-a198-edddd1fa0a16' class='xr-var-data-in' type='checkbox'><label for='data-375f6fd7-8f13-478f-a198-edddd1fa0a16' title='Show/Hide data 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>Eair MB</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>The eair MB.</dd></dl></div><div class='xr-var-data'><pre>array([[1.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_mb</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.013e+03</div><input id='attrs-b0948f66-9de6-4c67-b63f-dce4e88f34fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0948f66-9de6-4c67-b63f-dce4e88f34fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c3b353d-6ded-4c95-a02c-0703c6ae82d6' class='xr-var-data-in' type='checkbox'><label for='data-0c3b353d-6ded-4c95-a02c-0703c6ae82d6' title='Show/Hide data 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>Pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>The pressure.</dd></dl></div><div class='xr-var-data'><pre>array([[1013.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cloudiness</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1</div><input id='attrs-8aa2a10f-c0ff-445f-b073-0e3588aa7370' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aa2a10f-c0ff-445f-b073-0e3588aa7370' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c7346dd-86e5-43dc-8a83-17aa1a14e260' class='xr-var-data-in' type='checkbox'><label for='data-9c7346dd-86e5-43dc-8a83-17aa1a14e260' title='Show/Hide data 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>Cloudiness</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>The cloudiness.</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>wind_speed</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.0</div><input id='attrs-e153de41-fc54-4e01-850b-9d9ed005747a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e153de41-fc54-4e01-850b-9d9ed005747a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eaac4dda-734c-4a5f-8c79-c6cccfaccc88' class='xr-var-data-in' type='checkbox'><label for='data-eaac4dda-734c-4a5f-8c79-c6cccfaccc88' title='Show/Hide data 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>Wind Speed</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind speed.</dd></dl></div><div class='xr-var-data'><pre>array([[3.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_a</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3</div><input id='attrs-587b99b8-9f55-4650-93ea-8af5da5086bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-587b99b8-9f55-4650-93ea-8af5da5086bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51095414-7506-4831-a513-d048f6a49bc9' class='xr-var-data-in' type='checkbox'><label for='data-51095414-7506-4831-a513-d048f6a49bc9' title='Show/Hide data 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>Wind A</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind A.</dd></dl></div><div class='xr-var-data'><pre>array([[0.3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_b</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-11ac2869-7fbb-4250-9f33-aa61d0fca8cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11ac2869-7fbb-4250-9f33-aa61d0fca8cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb9b331f-2bfd-447c-998f-b4c2a778102f' class='xr-var-data-in' type='checkbox'><label for='data-bb9b331f-2bfd-447c-998f-b4c2a778102f' title='Show/Hide data 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>Wind B</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind B.</dd></dl></div><div class='xr-var-data'><pre>array([[1.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_c</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.0</div><input id='attrs-809cfe09-747f-4166-98b1-446caf68b577' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-809cfe09-747f-4166-98b1-446caf68b577' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-799e68db-8611-42df-b8c6-474dc9b2bdba' class='xr-var-data-in' type='checkbox'><label for='data-799e68db-8611-42df-b8c6-474dc9b2bdba' title='Show/Hide data 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>Wind C</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind C.</dd></dl></div><div class='xr-var-data'><pre>array([[3.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_kh_kw</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-47b244ec-a24a-4d08-8a17-461e55e965b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47b244ec-a24a-4d08-8a17-461e55e965b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5793f755-b4b3-4352-8029-f75405923fe7' class='xr-var-data-in' type='checkbox'><label for='data-5793f755-b4b3-4352-8029-f75405923fe7' title='Show/Hide data 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>Wind KH KW</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>description :</span></dt><dd>The wind KH KW.</dd></dl></div><div class='xr-var-data'><pre>array([[1.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temp_k</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 293.2 293.2 293.2 293.2 293.2</div><input id='attrs-286edb00-05bb-47b5-8897-8bc5e55507c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-286edb00-05bb-47b5-8897-8bc5e55507c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b40d9e0d-542e-41a2-8639-97720333a7e0' class='xr-var-data-in' type='checkbox'><label for='data-b40d9e0d-542e-41a2-8639-97720333a7e0' title='Show/Hide data 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>Air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Air temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]],\n",
       "\n",
       "       [[293.16]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp_k</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 274.2 274.2 274.2 274.2 274.2</div><input id='attrs-6777156c-fcbc-4d40-b2bc-8a04c521911b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6777156c-fcbc-4d40-b2bc-8a04c521911b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cef3172e-fa2b-4f06-997b-80ed7bd21d96' class='xr-var-data-in' type='checkbox'><label for='data-cef3172e-fa2b-4f06-997b-80ed7bd21d96' title='Show/Hide data 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>Water temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>description :</span></dt><dd>Water temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[274.16      ]],\n",
       "\n",
       "       [[274.16015687]],\n",
       "\n",
       "       [[274.16031373]],\n",
       "\n",
       "       [[274.1604706 ]],\n",
       "\n",
       "       [[274.16062746]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mixing_ratio_air</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0006146 ... 0.0006146</div><input id='attrs-bce13e6d-2c26-4eae-969a-d9c00a2a2735' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bce13e6d-2c26-4eae-969a-d9c00a2a2735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50ed073a-7efb-4141-9ad1-4fe19256bdaf' class='xr-var-data-in' type='checkbox'><label for='data-50ed073a-7efb-4141-9ad1-4fe19256bdaf' title='Show/Hide data 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>Mixing ratio of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Mixing ratio of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]],\n",
       "\n",
       "       [[0.00061462]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.202 1.202 1.202 1.202 1.202</div><input id='attrs-e0f3cc64-b064-4732-9b8f-33d55d33b264' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0f3cc64-b064-4732-9b8f-33d55d33b264' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0d9bd14-d3d0-4cf9-90d6-506f5046e444' class='xr-var-data-in' type='checkbox'><label for='data-b0d9bd14-d3d0-4cf9-90d6-506f5046e444' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]],\n",
       "\n",
       "       [[1.20204653]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_water</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 999.9 999.9 999.9 999.9 999.9</div><input id='attrs-6be87986-32d0-4506-adcd-5f4b88b88b10' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6be87986-32d0-4506-adcd-5f4b88b88b10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2552e638-2e1d-4f5c-a85b-8ec4b70a795f' class='xr-var-data-in' type='checkbox'><label for='data-2552e638-2e1d-4f5c-a85b-8ec4b70a795f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of water</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of water</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[999.89950737]],\n",
       "\n",
       "       [[999.89951522]],\n",
       "\n",
       "       [[999.89952307]],\n",
       "\n",
       "       [[999.89953091]],\n",
       "\n",
       "       [[999.89953876]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>esat_mb</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 6.566 6.566 6.566 6.566 6.566</div><input id='attrs-699ad157-e2f9-47f8-b882-5cf846d14eac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-699ad157-e2f9-47f8-b882-5cf846d14eac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67b6e39f-0876-49c1-9389-0b232967e16e' class='xr-var-data-in' type='checkbox'><label for='data-67b6e39f-0876-49c1-9389-0b232967e16e' title='Show/Hide data 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>Saturation vapor pressure</dd><dt><span>units :</span></dt><dd>mb</dd><dt><span>description :</span></dt><dd>Saturation vapor pressure</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[6.56588226]],\n",
       "\n",
       "       [[6.56595646]],\n",
       "\n",
       "       [[6.56603067]],\n",
       "\n",
       "       [[6.56610487]],\n",
       "\n",
       "       [[6.56617908]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>density_air_sat</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.283 1.283 1.283 1.283 1.283</div><input id='attrs-bd8794cc-2af4-49aa-98f9-c990f451f0c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd8794cc-2af4-49aa-98f9-c990f451f0c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b95307b2-3d85-4e59-9891-0aa6aea2dd9c' class='xr-var-data-in' type='checkbox'><label for='data-b95307b2-3d85-4e59-9891-0aa6aea2dd9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Density of air at saturation</dd><dt><span>units :</span></dt><dd>kg/m^3</dd><dt><span>description :</span></dt><dd>Density of air at saturation</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[1.28267093]],\n",
       "\n",
       "       [[1.28267016]],\n",
       "\n",
       "       [[1.28266939]],\n",
       "\n",
       "       [[1.28266862]],\n",
       "\n",
       "       [[1.28266785]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_number</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.1462 0.1462 ... 0.1462 0.1462</div><input id='attrs-7b9c5798-a89e-4b8a-aeeb-e5d8bc3dfb64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b9c5798-a89e-4b8a-aeeb-e5d8bc3dfb64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31ed41da-3f57-4f1d-b89d-1c45302cc1f9' class='xr-var-data-in' type='checkbox'><label for='data-31ed41da-3f57-4f1d-b89d-1c45302cc1f9' title='Show/Hide data 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>Richardson number</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson number</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.14615866]],\n",
       "\n",
       "       [[0.14615726]],\n",
       "\n",
       "       [[0.14615587]],\n",
       "\n",
       "       [[0.14615447]],\n",
       "\n",
       "       [[0.14615308]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ri_function</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.2395 0.2395 ... 0.2395 0.2395</div><input id='attrs-26ee7a0d-6bc1-4734-b599-3a6742117c86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26ee7a0d-6bc1-4734-b599-3a6742117c86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30ec8ae8-2192-4f2f-be1a-a7c61cc47bae' class='xr-var-data-in' type='checkbox'><label for='data-30ec8ae8-2192-4f2f-be1a-a7c61cc47bae' title='Show/Hide data 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>Richardson function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Richardson function</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.23947258]],\n",
       "\n",
       "       [[0.2394741 ]],\n",
       "\n",
       "       [[0.23947562]],\n",
       "\n",
       "       [[0.23947714]],\n",
       "\n",
       "       [[0.23947867]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lv</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 1.846e+06 ... 1.846e+06</div><input id='attrs-0e03723b-8adc-48a0-9f05-fc5470dfbb2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e03723b-8adc-48a0-9f05-fc5470dfbb2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b77481eb-87c9-4089-bd69-f05d1bcd5022' class='xr-var-data-in' type='checkbox'><label for='data-b77481eb-87c9-4089-bd69-f05d1bcd5022' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat of vaporization</dd><dt><span>units :</span></dt><dd>J/kg</dd><dt><span>description :</span></dt><dd>Latent heat of vaporization</dd></dl></div><div class='xr-var-data'><pre>array([[[             nan]],\n",
       "\n",
       "       [[1845924.5216    ]],\n",
       "\n",
       "       [[1845924.14735525]],\n",
       "\n",
       "       [[1845923.77311417]],\n",
       "\n",
       "       [[1845923.39887677]],\n",
       "\n",
       "       [[1845923.02464304]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cp_water</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 4.202e+03 ... 4.202e+03</div><input id='attrs-808ffb16-c664-42c3-9fba-55d34c4e2f73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-808ffb16-c664-42c3-9fba-55d34c4e2f73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22eb76f0-57c1-4d62-8137-d75c4fa4e6cc' class='xr-var-data-in' type='checkbox'><label for='data-22eb76f0-57c1-4d62-8137-d75c4fa4e6cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Specific heat of water</dd><dt><span>units :</span></dt><dd>J/kg/K</dd><dt><span>description :</span></dt><dd>Specific heat of water</dd></dl></div><div class='xr-var-data'><pre>array([[[  nan]],\n",
       "\n",
       "       [[4202.]],\n",
       "\n",
       "       [[4202.]],\n",
       "\n",
       "       [[4202.]],\n",
       "\n",
       "       [[4202.]],\n",
       "\n",
       "       [[4202.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity_air</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.8053 0.8053 ... 0.8053 0.8053</div><input id='attrs-13f09534-bfef-4621-9896-6706b480881e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13f09534-bfef-4621-9896-6706b480881e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e040a0c-71a0-4b2c-bede-be345bfb6104' class='xr-var-data-in' type='checkbox'><label for='data-9e040a0c-71a0-4b2c-bede-be345bfb6104' title='Show/Hide data 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>Emissivity of air</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Emissivity of air</dd></dl></div><div class='xr-var-data'><pre>array([[[      nan]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]],\n",
       "\n",
       "       [[0.8052839]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_function</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 9.77e-06 ... 9.771e-06</div><input id='attrs-4e2b4d8c-93da-4eae-8126-13330f5cdaba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e2b4d8c-93da-4eae-8126-13330f5cdaba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b89fff7-352c-493f-b6a4-d4e0e498b055' class='xr-var-data-in' type='checkbox'><label for='data-8b89fff7-352c-493f-b6a4-d4e0e498b055' title='Show/Hide data 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>Wind function</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>Wind function</dd></dl></div><div class='xr-var-data'><pre>array([[[           nan]],\n",
       "\n",
       "       [[9.77048108e-06]],\n",
       "\n",
       "       [[9.77054320e-06]],\n",
       "\n",
       "       [[9.77060532e-06]],\n",
       "\n",
       "       [[9.77066744e-06]],\n",
       "\n",
       "       [[9.77072955e-06]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_latent</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 61.63 61.63 61.63 61.63 61.64</div><input id='attrs-3ae7705a-2677-4e2e-a8c2-41a99bc06bea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ae7705a-2677-4e2e-a8c2-41a99bc06bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9df3e6c0-ae8b-45b2-8912-0859d2c39447' class='xr-var-data-in' type='checkbox'><label for='data-9df3e6c0-ae8b-45b2-8912-0859d2c39447' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latent heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Latent heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[        nan]],\n",
       "\n",
       "       [[61.63128122]],\n",
       "\n",
       "       [[61.63248271]],\n",
       "\n",
       "       [[61.63368421]],\n",
       "\n",
       "       [[61.63488573]],\n",
       "\n",
       "       [[61.63608725]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sensible</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 186.5 186.5 186.5 186.5 186.5</div><input id='attrs-2e81a81f-3669-4c16-98f8-295ac4223021' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e81a81f-3669-4c16-98f8-295ac4223021' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bea2bdf-0d4d-4b68-a223-022eacc6586f' class='xr-var-data-in' type='checkbox'><label for='data-3bea2bdf-0d4d-4b68-a223-022eacc6586f' title='Show/Hide data 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>Sensible heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sensible heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[186.54858767]],\n",
       "\n",
       "       [[186.54823494]],\n",
       "\n",
       "       [[186.54788222]],\n",
       "\n",
       "       [[186.54752949]],\n",
       "\n",
       "       [[186.54717677]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_sediment</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 107.1 107.1 107.1 107.1 107.1</div><input id='attrs-991144bf-b19b-43f1-a3bc-8f0cabe4f98d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-991144bf-b19b-43f1-a3bc-8f0cabe4f98d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9720d735-479f-4f31-9613-3528316a5541' class='xr-var-data-in' type='checkbox'><label for='data-9720d735-479f-4f31-9613-3528316a5541' title='Show/Hide data 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>Sediment heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Sediment heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[107.072     ]],\n",
       "\n",
       "       [[107.06780097]],\n",
       "\n",
       "       [[107.06360199]],\n",
       "\n",
       "       [[107.05940305]],\n",
       "\n",
       "       [[107.05520414]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dTdt_sediment_c</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan -34.56 -34.56 ... -34.56 -34.55</div><input id='attrs-26f7cad9-1621-461e-bc8f-2a11f559a93b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26f7cad9-1621-461e-bc8f-2a11f559a93b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28ae6f0b-ad87-4d10-a3a7-cd5350f9d785' class='xr-var-data-in' type='checkbox'><label for='data-28ae6f0b-ad87-4d10-a3a7-cd5350f9d785' title='Show/Hide data 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>Sediment temperature change</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>Sediment temperature change</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[-34.56      ]],\n",
       "\n",
       "       [[-34.55864467]],\n",
       "\n",
       "       [[-34.55728935]],\n",
       "\n",
       "       [[-34.55593404]],\n",
       "\n",
       "       [[-34.55457874]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_net</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 659.1 659.1 659.1 659.1 659.1</div><input id='attrs-f2caec6d-3263-4b18-adda-d98912ffb51e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2caec6d-3263-4b18-adda-d98912ffb51e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7562f52d-e3f9-4142-898a-452adb2ce051' class='xr-var-data-in' type='checkbox'><label for='data-7562f52d-e3f9-4142-898a-452adb2ce051' title='Show/Hide data 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>Net heat flux</dd><dt><span>units :</span></dt><dd>W/m^2</dd><dt><span>description :</span></dt><dd>Net heat flux</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[659.09043431]],\n",
       "\n",
       "       [[659.08396992]],\n",
       "\n",
       "       [[659.07750557]],\n",
       "\n",
       "       [[659.07104125]],\n",
       "\n",
       "       [[659.06457697]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_down</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 337.8 337.8 337.8 337.8 337.8</div><input id='attrs-f1cd4b70-c533-49ed-943a-8ea85b841503' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1cd4b70-c533-49ed-943a-8ea85b841503' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8ae6e9c-82aa-4fd0-9583-9d8e695dc915' class='xr-var-data-in' type='checkbox'><label for='data-f8ae6e9c-82aa-4fd0-9583-9d8e695dc915' title='Show/Hide data 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>Downwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Downwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]],\n",
       "\n",
       "       [[337.82252346]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_longwave_up</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 310.7 310.7 310.7 310.7 310.7</div><input id='attrs-94e0d89d-70dd-4526-8917-368dc23370ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94e0d89d-70dd-4526-8917-368dc23370ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de32feb9-da00-43bf-a156-1f59c97c88fb' class='xr-var-data-in' type='checkbox'><label for='data-de32feb9-da00-43bf-a156-1f59c97c88fb' title='Show/Hide data 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>Upwelling longwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd><dt><span>description :</span></dt><dd>Upwelling longwave radiation</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan]],\n",
       "\n",
       "       [[310.72139559]],\n",
       "\n",
       "       [[310.72210674]],\n",
       "\n",
       "       [[310.72281788]],\n",
       "\n",
       "       [[310.72352902]],\n",
       "\n",
       "       [[310.72424015]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dTdt_water_c</span></div><div class='xr-var-dims'>(my_time_step, x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0001569 ... 0.0001569</div><input id='attrs-18dddf35-de9c-4651-bb15-6750b1e36fa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18dddf35-de9c-4651-bb15-6750b1e36fa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-616df81d-59ad-4809-95ff-9422d341732e' class='xr-var-data-in' type='checkbox'><label for='data-616df81d-59ad-4809-95ff-9422d341732e' title='Show/Hide data 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>Water temperature change</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>description :</span></dt><dd>Water temperature change</dd></dl></div><div class='xr-var-data'><pre>array([[[       nan]],\n",
       "\n",
       "       [[0.00015687]],\n",
       "\n",
       "       [[0.00015687]],\n",
       "\n",
       "       [[0.00015686]],\n",
       "\n",
       "       [[0.00015686]],\n",
       "\n",
       "       [[0.00015686]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6c3c21b7-e5fc-4d70-a97e-12962b4ea0c1' class='xr-section-summary-in' type='checkbox'  ><label for='section-6c3c21b7-e5fc-4d70-a97e-12962b4ea0c1' class='xr-section-summary' >Indexes: <span>(3)</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>my_time_step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-887e43a6-7ec1-488f-8543-403d7b32008b' class='xr-index-data-in' type='checkbox'/><label for='index-887e43a6-7ec1-488f-8543-403d7b32008b' 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], dtype=&#x27;int32&#x27;, name=&#x27;my_time_step&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-19c2bcc2-1585-4df2-a724-cc188b041ad0' class='xr-index-data-in' type='checkbox'/><label for='index-19c2bcc2-1585-4df2-a724-cc188b041ad0' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-92f460cd-8c75-4a2f-8370-eeffd62a3a44' class='xr-index-data-in' type='checkbox'/><label for='index-92f460cd-8c75-4a2f-8370-eeffd62a3a44' 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([1.0], dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a0e3d20-1976-4d6e-9af4-f06029c127b6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a0e3d20-1976-4d6e-9af4-f06029c127b6' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (my_time_step: 6, x: 1, y: 1)\n",
       "Coordinates:\n",
       "  * my_time_step       (my_time_step) int32 0 1 2 3 4 5\n",
       "  * x                  (x) float64 1.0\n",
       "  * y                  (y) float64 1.0\n",
       "Data variables: (12/52)\n",
       "    water_temp_c       (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.001 1.001\n",
       "    volume             (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.0 1.0\n",
       "    surface_area       (my_time_step, x, y) float64 1.0 1.0 1.0 1.0 1.0 1.0\n",
       "    use_sed_temp       (x, y) bool True\n",
       "    stefan_boltzmann   (x, y) float64 5.67e-08\n",
       "    cp_air             (x, y) float64 1.005e+03\n",
       "    ...                 ...\n",
       "    q_sediment         (my_time_step, x, y) float64 nan 107.1 ... 107.1 107.1\n",
       "    dTdt_sediment_c    (my_time_step, x, y) float64 nan -34.56 ... -34.56 -34.55\n",
       "    q_net              (my_time_step, x, y) float64 nan 659.1 ... 659.1 659.1\n",
       "    q_longwave_down    (my_time_step, x, y) float64 nan 337.8 ... 337.8 337.8\n",
       "    q_longwave_up      (my_time_step, x, y) float64 nan 310.7 ... 310.7 310.7\n",
       "    dTdt_water_c       (my_time_step, x, y) float64 nan 0.0001569 ... 0.0001569"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model.dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a22509b-2a38-44f8-9e68-a8c782767186",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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