Accessing_and_Visualising.ipynb

{
 "cells": [
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   "cell_type": "markdown",
   "id": "486ce534",
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   "source": [
    "### Example showcasing how to access the generated and downloaded xarrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0971c99e",
   "metadata": {},
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   "source": [
    "import xarray as xr\n",
    "from Functions import bokeh_plot , crop_show , bokeh_max_min_plot\n",
    "from Functions import shapefile_generator \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "# Open NetCDF4 file\n",
    "ds = xr.open_dataset('Sample_xarrays_generated/Nepal_None_RCP4.5_2011-2040_marginal_land_data.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43ee6c9d",
   "metadata": {},
   "source": [
    "### Selecting the geometry for plotting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5fcd6f48",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select your geometry so that visualisations can be rendered\n",
    "\n",
    "geometry = shapefile_generator('Nepal')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec1cfd90",
   "metadata": {},
   "source": [
    "### Observing the whole dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a21e6451",
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    "scrolled": true
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (x: 99, y: 50)\n",
       "Coordinates:\n",
       "    latitude                   (x, y) float64 ...\n",
       "    longitude                  (x, y) float64 ...\n",
       "Dimensions without coordinates: x, y\n",
       "Data variables: (12/79)\n",
       "    Alfalfa                    (y, x) float64 ...\n",
       "    Banana                     (y, x) float64 ...\n",
       "    Barley                     (y, x) float64 ...\n",
       "    Biomass_highland_sorghum   (y, x) float64 ...\n",
       "    Biomass_lowland_sorghum    (y, x) float64 ...\n",
       "    Biomass_sorghum            (y, x) float64 ...\n",
       "    ...                         ...\n",
       "    Winter_rye                 (y, x) float64 ...\n",
       "    Winter_wheat               (y, x) float64 ...\n",
       "    Yam                        (y, x) float64 ...\n",
       "    Yellow_yam                 (y, x) float64 ...\n",
       "    max_values                 (y, x) float64 ...\n",
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       "Attributes:\n",
       "    net_sum:  388628228.33716005\n",
       "    units:    PetaJoules</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-5cd27557-b360-4a61-906f-4d06832f7790' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5cd27557-b360-4a61-906f-4d06832f7790' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>x</span>: 99</li><li><span>y</span>: 50</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b9baa8c3-7d92-4cf7-b80f-eea8189dcee7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b9baa8c3-7d92-4cf7-b80f-eea8189dcee7' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-348d7987-4b0f-46c1-8f89-2f21be992247' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-348d7987-4b0f-46c1-8f89-2f21be992247' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-053985cf-d715-48bb-b8be-cd9a1ead180d' class='xr-var-data-in' type='checkbox'><label for='data-053985cf-d715-48bb-b8be-cd9a1ead180d' title='Show/Hide data 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>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(x, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e69d87b7-22d4-4c28-bad7-7e9d747dc950' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e69d87b7-22d4-4c28-bad7-7e9d747dc950' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffca71ef-b581-417b-ba26-db50b4a49178' class='xr-var-data-in' type='checkbox'><label for='data-ffca71ef-b581-417b-ba26-db50b4a49178' title='Show/Hide data 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>[4950 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a9bc2f41-bb03-4234-a3c0-de73fa17cc02' class='xr-section-summary-in' type='checkbox'  ><label for='section-a9bc2f41-bb03-4234-a3c0-de73fa17cc02' class='xr-section-summary' >Data variables: <span>(79)</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>Alfalfa</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e31dd356-fb0e-4503-a7d8-006e35ea618c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e31dd356-fb0e-4503-a7d8-006e35ea618c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82ff867e-da83-451a-b17a-fa5c909928d7' class='xr-var-data-in' type='checkbox'><label for='data-82ff867e-da83-451a-b17a-fa5c909928d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>388628228.33716005</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Banana</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5eb678af-7e50-43cd-97da-6e6d9fe6f531' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5eb678af-7e50-43cd-97da-6e6d9fe6f531' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7e98def-d100-4f8f-835a-6dd7fbbd8f1d' class='xr-var-data-in' type='checkbox'><label for='data-f7e98def-d100-4f8f-835a-6dd7fbbd8f1d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>292833372.97815</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Barley</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b0671b32-a658-4dcd-ac1d-cb754008965a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0671b32-a658-4dcd-ac1d-cb754008965a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72f3f613-788a-4352-8c83-789c55a242c8' class='xr-var-data-in' type='checkbox'><label for='data-72f3f613-788a-4352-8c83-789c55a242c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>69630374.0475</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Biomass_highland_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1c086abf-22df-4432-8a43-35d8aee34bf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c086abf-22df-4432-8a43-35d8aee34bf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6819c6e4-3ff1-4321-938e-d98e1d5ab31a' class='xr-var-data-in' type='checkbox'><label for='data-6819c6e4-3ff1-4321-938e-d98e1d5ab31a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>38981304.56</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Biomass_lowland_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d1bd5219-c0f4-438c-a892-34c92dffd818' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1bd5219-c0f4-438c-a892-34c92dffd818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70c2bcca-0ae3-491b-9c44-850dac102251' class='xr-var-data-in' type='checkbox'><label for='data-70c2bcca-0ae3-491b-9c44-850dac102251' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>66498809.3</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Biomass_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-75e0b8ab-56a3-4b11-85a8-b6058137918a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-75e0b8ab-56a3-4b11-85a8-b6058137918a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c4cd102-d8cf-4dd8-841b-f0bf5aced1ee' class='xr-var-data-in' type='checkbox'><label for='data-4c4cd102-d8cf-4dd8-841b-f0bf5aced1ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>371410857.84000003</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Biomass_temperate_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-739313d4-0efa-4447-9376-503d00dafe9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-739313d4-0efa-4447-9376-503d00dafe9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-339110fe-3c00-4ab0-b503-b8c60151bbd8' class='xr-var-data-in' type='checkbox'><label for='data-339110fe-3c00-4ab0-b503-b8c60151bbd8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>299195576.24</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Buckwheat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-244cd383-fec5-4d1c-b312-c46a03c7fe8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-244cd383-fec5-4d1c-b312-c46a03c7fe8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a02a2b6-32ec-4887-a2fa-a6d3ef314b4b' class='xr-var-data-in' type='checkbox'><label for='data-0a02a2b6-32ec-4887-a2fa-a6d3ef314b4b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>6095442.758400001</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cabbage</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0ca86422-7c75-462e-b994-4e9e1881bbb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ca86422-7c75-462e-b994-4e9e1881bbb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5830e182-9504-4187-a280-c6507d768605' class='xr-var-data-in' type='checkbox'><label for='data-5830e182-9504-4187-a280-c6507d768605' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>14330206.040625002</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Carrot</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8db6dbc8-6a6c-483d-877a-f1bd919456f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8db6dbc8-6a6c-483d-877a-f1bd919456f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b6ad67f-c149-4b95-af7c-6ff8aab7c80b' class='xr-var-data-in' type='checkbox'><label for='data-9b6ad67f-c149-4b95-af7c-6ff8aab7c80b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>24605380.125</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cassava</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6acb7768-2913-48e4-834b-995846160fd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6acb7768-2913-48e4-834b-995846160fd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c58da66b-1da4-46cc-8ef3-8a6ad22d9b9b' class='xr-var-data-in' type='checkbox'><label for='data-c58da66b-1da4-46cc-8ef3-8a6ad22d9b9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>41393679.35721546</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Chickpea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-070bfdc3-6257-449a-b32b-259422d64b93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-070bfdc3-6257-449a-b32b-259422d64b93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74bbeb76-751b-4731-9ce0-34579c627f11' class='xr-var-data-in' type='checkbox'><label for='data-74bbeb76-751b-4731-9ce0-34579c627f11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>20725789.530096002</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Citrus</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a4a347f4-dd61-4a1a-ac1f-e7dca136dd1f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4a347f4-dd61-4a1a-ac1f-e7dca136dd1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4ec7d67-da35-465f-95c5-8372cb9917c5' class='xr-var-data-in' type='checkbox'><label for='data-b4ec7d67-da35-465f-95c5-8372cb9917c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>21075904.407600004</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cocoa</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2132d600-4286-4002-bae4-dfdde94f784a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2132d600-4286-4002-bae4-dfdde94f784a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e3882d3-3016-4b67-822a-659c4edb970d' class='xr-var-data-in' type='checkbox'><label for='data-4e3882d3-3016-4b67-822a-659c4edb970d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cocoa_cumoun</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bf6702b9-cddc-4b9e-b1ce-43b0f1640110' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf6702b9-cddc-4b9e-b1ce-43b0f1640110' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41bcfcd0-d8b7-491f-a463-c8c89ee7b27b' class='xr-var-data-in' type='checkbox'><label for='data-41bcfcd0-d8b7-491f-a463-c8c89ee7b27b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cocoa_hybrid</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ce040fee-d208-469b-a3f1-2ae2a92f9a5f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce040fee-d208-469b-a3f1-2ae2a92f9a5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1db6c0c-9269-4cca-a4d5-78dc8da13ab0' class='xr-var-data-in' type='checkbox'><label for='data-b1db6c0c-9269-4cca-a4d5-78dc8da13ab0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Coconut</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c27be8cb-913e-4560-945c-4db14d5809aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c27be8cb-913e-4560-945c-4db14d5809aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55a2e73b-04b6-4add-99d8-6ef4d1d85ea9' class='xr-var-data-in' type='checkbox'><label for='data-55a2e73b-04b6-4add-99d8-6ef4d1d85ea9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cocoyam</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0dce27e3-f149-4466-a6d4-f19e92e6aa6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dce27e3-f149-4466-a6d4-f19e92e6aa6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb4e6c7-895c-490b-9fd5-fd5acfb01136' class='xr-var-data-in' type='checkbox'><label for='data-fcb4e6c7-895c-490b-9fd5-fd5acfb01136' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>5235230.337599999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Coffee</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-83eaa555-736e-4a7e-b51a-7aeda47e63ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83eaa555-736e-4a7e-b51a-7aeda47e63ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ea1bb3a-5f3d-43e0-befd-66e8d520b038' class='xr-var-data-in' type='checkbox'><label for='data-8ea1bb3a-5f3d-43e0-befd-66e8d520b038' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>3831974.4000000004</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Coffee_arabica</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e429a4d-c1fd-4228-95dc-25be4d464bc5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e429a4d-c1fd-4228-95dc-25be4d464bc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79a66c6e-b841-451a-b2ca-d633fc67d2e1' class='xr-var-data-in' type='checkbox'><label for='data-79a66c6e-b841-451a-b2ca-d633fc67d2e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>1421542.4000000004</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Coffee_robusta</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-86647dbc-51b4-482e-9555-d21b66b5bd77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86647dbc-51b4-482e-9555-d21b66b5bd77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd80880e-7058-4cf7-bcd4-a13f55c1a4d9' class='xr-var-data-in' type='checkbox'><label for='data-fd80880e-7058-4cf7-bcd4-a13f55c1a4d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>2780070.4</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cotton</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0ec2abbd-2c1f-4edf-b8ad-ab6a8aef00c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ec2abbd-2c1f-4edf-b8ad-ab6a8aef00c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e694336-289b-4aee-9e26-a4fa4a75ad67' class='xr-var-data-in' type='checkbox'><label for='data-8e694336-289b-4aee-9e26-a4fa4a75ad67' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>21778393.769999996</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Cowpea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-597a1837-01a3-4095-b71d-1c6eae40ab18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-597a1837-01a3-4095-b71d-1c6eae40ab18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-892fc904-633f-4849-b60a-d381b8a07784' class='xr-var-data-in' type='checkbox'><label for='data-892fc904-633f-4849-b60a-d381b8a07784' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>22929889.145889595</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dry_pea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-08569974-7924-40c9-9dcf-80e7ceb38436' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08569974-7924-40c9-9dcf-80e7ceb38436' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c96b61f-3340-4432-88d4-466b72fffedc' class='xr-var-data-in' type='checkbox'><label for='data-9c96b61f-3340-4432-88d4-466b72fffedc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>17208461.669313602</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dryland_rice</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-66114eb8-eff2-4f0a-a089-468e9fae1a3a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66114eb8-eff2-4f0a-a089-468e9fae1a3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac1bdfce-3abb-47f5-a46c-374770074ec1' class='xr-var-data-in' type='checkbox'><label for='data-ac1bdfce-3abb-47f5-a46c-374770074ec1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>9084104.832590042</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Flax</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5f0628a1-ffd7-4e12-80e9-34214abbf1c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f0628a1-ffd7-4e12-80e9-34214abbf1c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-633e90bd-5aee-4851-b0ab-a16a85452f9c' class='xr-var-data-in' type='checkbox'><label for='data-633e90bd-5aee-4851-b0ab-a16a85452f9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>9145581.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Foxtail_millet</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b45ded7b-0488-4ec6-b871-3684fd046cda' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b45ded7b-0488-4ec6-b871-3684fd046cda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee7b3f01-8694-487e-9a21-eac90fd95582' class='xr-var-data-in' type='checkbox'><label for='data-ee7b3f01-8694-487e-9a21-eac90fd95582' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>42006172.138</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Gram</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0550231e-f548-41aa-a630-ac38a6983366' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0550231e-f548-41aa-a630-ac38a6983366' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6259454e-47f2-4a01-a196-cb336ead0857' class='xr-var-data-in' type='checkbox'><label for='data-6259454e-47f2-4a01-a196-cb336ead0857' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>10312956.894240001</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Grass</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2cc4d957-db21-4010-bd46-8ea6ad89df2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cc4d957-db21-4010-bd46-8ea6ad89df2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-957186e8-c15e-4fc1-9d81-c5674fa1a682' class='xr-var-data-in' type='checkbox'><label for='data-957186e8-c15e-4fc1-9d81-c5674fa1a682' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Greater_yam</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-67e73504-6842-4dda-8d6d-fd309d51871c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67e73504-6842-4dda-8d6d-fd309d51871c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a170feb6-1f57-458d-8c34-e71e6b005749' class='xr-var-data-in' type='checkbox'><label for='data-a170feb6-1f57-458d-8c34-e71e6b005749' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>9346444.0656</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Groundnut</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cfff6ded-fcf4-4619-9df2-37fe691d6e1f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cfff6ded-fcf4-4619-9df2-37fe691d6e1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19b7c2e9-026b-455a-bdb3-ad4df2ea0f91' class='xr-var-data-in' type='checkbox'><label for='data-19b7c2e9-026b-455a-bdb3-ad4df2ea0f91' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>96596381.81699997</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Highland_maize</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fe5a7c11-4939-41e7-aae0-ca22c5851b19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe5a7c11-4939-41e7-aae0-ca22c5851b19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fedad3d-db39-4d91-81d1-0cf72f5e8da3' class='xr-var-data-in' type='checkbox'><label for='data-0fedad3d-db39-4d91-81d1-0cf72f5e8da3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>16824774.508220002</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Highland_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e22ea573-5f79-41c0-96d6-3d6957d9d273' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e22ea573-5f79-41c0-96d6-3d6957d9d273' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2e5bf37-ddfd-44b4-8407-988bedd8bcb8' class='xr-var-data-in' type='checkbox'><label for='data-e2e5bf37-ddfd-44b4-8407-988bedd8bcb8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>7279324.359999999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Jatropha</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1c40e70e-0f1a-4514-9b7b-b9f3833daab8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c40e70e-0f1a-4514-9b7b-b9f3833daab8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a49e8cc-677a-4ff7-ab29-60b9738df11b' class='xr-var-data-in' type='checkbox'><label for='data-1a49e8cc-677a-4ff7-ab29-60b9738df11b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>20843543.040000003</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Lowland_maize</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-533aaa04-3006-4e20-8805-65f26236918c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-533aaa04-3006-4e20-8805-65f26236918c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d9001c7-949c-437c-bca1-8838f8759e37' class='xr-var-data-in' type='checkbox'><label for='data-2d9001c7-949c-437c-bca1-8838f8759e37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>36676792.727</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Lowland_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-74e61601-64cf-4a97-8d03-36124066c054' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-74e61601-64cf-4a97-8d03-36124066c054' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c66c65f3-0664-420a-a1d6-819e9255d432' class='xr-var-data-in' type='checkbox'><label for='data-c66c65f3-0664-420a-a1d6-819e9255d432' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>22174995.26</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Maize</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-476da564-81aa-4265-a851-19ebf4bd6041' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-476da564-81aa-4265-a851-19ebf4bd6041' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac9afb9c-6310-45ce-b42c-a46ce63e825c' class='xr-var-data-in' type='checkbox'><label for='data-ac9afb9c-6310-45ce-b42c-a46ce63e825c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>246360205.95341003</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Millet</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fe91fb4b-ccc7-44bc-9397-d8ce6b43ec3a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe91fb4b-ccc7-44bc-9397-d8ce6b43ec3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa5ec224-d4ab-4704-b09c-b7d65f454ea7' class='xr-var-data-in' type='checkbox'><label for='data-aa5ec224-d4ab-4704-b09c-b7d65f454ea7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>51086008.428</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Miscanthus</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4a7203b4-8de7-4fca-bb87-01a518fc74e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a7203b4-8de7-4fca-bb87-01a518fc74e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8c58305-da10-4e2c-ad26-7764b150aa7f' class='xr-var-data-in' type='checkbox'><label for='data-c8c58305-da10-4e2c-ad26-7764b150aa7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>13314186.4128</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Napier_grass</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-256ece81-261f-47e4-96fa-5ea289f45e96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-256ece81-261f-47e4-96fa-5ea289f45e96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9620f170-07d6-4a6d-89db-e320fadfec72' class='xr-var-data-in' type='checkbox'><label for='data-9620f170-07d6-4a6d-89db-e320fadfec72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Oat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-99c19aa6-44a0-4650-82d6-dc05a5f6b9d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99c19aa6-44a0-4650-82d6-dc05a5f6b9d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f5c9c97-e408-40a2-ba05-ad5f606450fb' class='xr-var-data-in' type='checkbox'><label for='data-3f5c9c97-e408-40a2-ba05-ad5f606450fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>8102734.100999999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Oil_palm</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5de53b1-cc30-4cbb-bcc1-e5e9f4990781' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5de53b1-cc30-4cbb-bcc1-e5e9f4990781' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3a21341-ec03-4315-b7e4-cd8701bb5e33' class='xr-var-data-in' type='checkbox'><label for='data-b3a21341-ec03-4315-b7e4-cd8701bb5e33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Olive</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5ee6a090-ba44-4236-bec1-534d2c4e850b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ee6a090-ba44-4236-bec1-534d2c4e850b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-760e673e-a218-454b-a698-3eef21966dbb' class='xr-var-data-in' type='checkbox'><label for='data-760e673e-a218-454b-a698-3eef21966dbb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Onion</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-73ed3309-327f-4312-a2c1-23749688ff52' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73ed3309-327f-4312-a2c1-23749688ff52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-264fe1af-d275-4953-b47c-8f66b1dd860b' class='xr-var-data-in' type='checkbox'><label for='data-264fe1af-d275-4953-b47c-8f66b1dd860b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>25777708.903125003</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Para_rubber</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-265bb303-f490-46ef-958d-f6898a21da60' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-265bb303-f490-46ef-958d-f6898a21da60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1695692d-2014-4636-ac43-9edc6752fba7' class='xr-var-data-in' type='checkbox'><label for='data-1695692d-2014-4636-ac43-9edc6752fba7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Pasture_legumes</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02ac755a-628f-4eb3-9d8b-3db8ee4b9120' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02ac755a-628f-4eb3-9d8b-3db8ee4b9120' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94f64014-e23a-462f-81c9-b0ce60012d1b' class='xr-var-data-in' type='checkbox'><label for='data-94f64014-e23a-462f-81c9-b0ce60012d1b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Pearl_millet</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3d7434a8-f92f-430a-ba19-01953c843d44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d7434a8-f92f-430a-ba19-01953c843d44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1749c672-a1ea-42ec-9eac-618d9c05fe25' class='xr-var-data-in' type='checkbox'><label for='data-1749c672-a1ea-42ec-9eac-618d9c05fe25' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>11136165.656</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Phaseolus_bean</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2c9683d-b903-4127-9d73-4144b1f44ef0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2c9683d-b903-4127-9d73-4144b1f44ef0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a255329-7781-4596-a026-cba7771d3e95' class='xr-var-data-in' type='checkbox'><label for='data-0a255329-7781-4596-a026-cba7771d3e95' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>32252767.5512448</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Pigeonpea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c44f73dc-da19-419b-b1ea-6a7a2477d8be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c44f73dc-da19-419b-b1ea-6a7a2477d8be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4d6b7d8-1eaf-46dc-ae59-e6bf619ed991' class='xr-var-data-in' type='checkbox'><label for='data-b4d6b7d8-1eaf-46dc-ae59-e6bf619ed991' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>28319017.964832</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Rapeseed</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eb1bf8a9-ed00-41bd-a808-55ed0cca475c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb1bf8a9-ed00-41bd-a808-55ed0cca475c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71c8b74f-f227-4492-a49d-044c6cac67d6' class='xr-var-data-in' type='checkbox'><label for='data-71c8b74f-f227-4492-a49d-044c6cac67d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>11385244.7775</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Reed_canary_grass</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-66eb3972-57af-43a7-9cb9-f1b27063ac79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66eb3972-57af-43a7-9cb9-f1b27063ac79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bc78312-6a6d-4f16-816d-735cf6acf480' class='xr-var-data-in' type='checkbox'><label for='data-6bc78312-6a6d-4f16-816d-735cf6acf480' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Rye</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-061c66e7-99cb-47b8-b891-640ffd0405f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-061c66e7-99cb-47b8-b891-640ffd0405f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b467749f-3383-466d-9639-d78ff01b2dbf' class='xr-var-data-in' type='checkbox'><label for='data-b467749f-3383-466d-9639-d78ff01b2dbf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>7986133.380000001</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Silage_maize</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3804da1f-67b6-4557-8dde-cd72fbf3ddfd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3804da1f-67b6-4557-8dde-cd72fbf3ddfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6386afb5-3f35-4924-8765-4e6a91cbc5fa' class='xr-var-data-in' type='checkbox'><label for='data-6386afb5-3f35-4924-8765-4e6a91cbc5fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>311095099.30246</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c4e785b4-10d8-4565-9c90-fcf549c3b94d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4e785b4-10d8-4565-9c90-fcf549c3b94d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e5eb447-9116-4c52-83a1-e48d5f29627b' class='xr-var-data-in' type='checkbox'><label for='data-1e5eb447-9116-4c52-83a1-e48d5f29627b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>114959546.9</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Soybean</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7c84fe92-7459-41c6-b02a-c9794714f6b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c84fe92-7459-41c6-b02a-c9794714f6b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4f8b6c1-9954-42c0-b18a-2652b3824c15' class='xr-var-data-in' type='checkbox'><label for='data-d4f8b6c1-9954-42c0-b18a-2652b3824c15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>159617753.28000003</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Spring_barley</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f0fcdb25-c5de-4656-b0da-e122802d9605' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0fcdb25-c5de-4656-b0da-e122802d9605' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28f0619f-4b12-413f-8e4f-1b0f76035b79' class='xr-var-data-in' type='checkbox'><label for='data-28f0619f-4b12-413f-8e4f-1b0f76035b79' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>25811971.96125</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Spring_rye</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5eee4b84-302b-41ba-a252-2692ade108dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5eee4b84-302b-41ba-a252-2692ade108dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f73b9773-704c-4884-bff2-242688dba3e3' class='xr-var-data-in' type='checkbox'><label for='data-f73b9773-704c-4884-bff2-242688dba3e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>7961924.640000001</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Spring_wheat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-35a38798-57ec-4d86-889a-c771b59949ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35a38798-57ec-4d86-889a-c771b59949ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0aea6aa1-27ba-45da-a82f-2fa5ce89e40e' class='xr-var-data-in' type='checkbox'><label for='data-0aea6aa1-27ba-45da-a82f-2fa5ce89e40e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>8617767.093659999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sugarbeet</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c84d448b-df01-496d-a7db-ad51ea22090d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c84d448b-df01-496d-a7db-ad51ea22090d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f4aa006-3922-435c-a870-98e018a68fdd' class='xr-var-data-in' type='checkbox'><label for='data-7f4aa006-3922-435c-a870-98e018a68fdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sugarcane</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d4deceab-bf9b-4c3b-8bd1-5ca34a20c756' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4deceab-bf9b-4c3b-8bd1-5ca34a20c756' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a4155fe-95ac-4a52-81d1-ea81b02fd41d' class='xr-var-data-in' type='checkbox'><label for='data-4a4155fe-95ac-4a52-81d1-ea81b02fd41d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sunflower</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a296ec16-9ae6-4fbb-81ad-0f060368be4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a296ec16-9ae6-4fbb-81ad-0f060368be4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62e2ce6b-8faf-4f2c-93bc-3bf40baf5268' class='xr-var-data-in' type='checkbox'><label for='data-62e2ce6b-8faf-4f2c-93bc-3bf40baf5268' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>56756001.3</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Sweet_potato</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-468ce3fb-0a29-4f43-88e9-0e26b64ed45e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-468ce3fb-0a29-4f43-88e9-0e26b64ed45e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49136b96-70c0-403b-8bcf-9478f3f16798' class='xr-var-data-in' type='checkbox'><label for='data-49136b96-70c0-403b-8bcf-9478f3f16798' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>33516720.0816</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Switchgrass</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2bd4c761-ff4c-417f-9482-6987605b9cb7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2bd4c761-ff4c-417f-9482-6987605b9cb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7dd9f59-7e82-4908-8b94-5731fe96313f' class='xr-var-data-in' type='checkbox'><label for='data-c7dd9f59-7e82-4908-8b94-5731fe96313f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>0.0</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-226e7799-b332-4465-8243-2f38ffbbb915' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-226e7799-b332-4465-8243-2f38ffbbb915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5aed2c13-9fd7-430d-8fd3-f7a98c96bdeb' class='xr-var-data-in' type='checkbox'><label for='data-5aed2c13-9fd7-430d-8fd3-f7a98c96bdeb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>3866766.82</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Temperate_maize</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-242f1b1a-a2c4-4d65-ae8f-c29574dc8414' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-242f1b1a-a2c4-4d65-ae8f-c29574dc8414' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5526b2f7-f407-465b-a62a-cca4381bb936' class='xr-var-data-in' type='checkbox'><label for='data-5526b2f7-f407-465b-a62a-cca4381bb936' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>207131689.37888002</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Temperate_sorghum</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-473db140-98d3-4708-8f3f-779d837befc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-473db140-98d3-4708-8f3f-779d837befc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c09d5826-c282-48f3-99b7-8c1185cf4113' class='xr-var-data-in' type='checkbox'><label for='data-c09d5826-c282-48f3-99b7-8c1185cf4113' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>91824492.53999999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tobacco</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4ec787d5-dd34-4255-a000-33cb359e2405' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ec787d5-dd34-4255-a000-33cb359e2405' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e4edd9b-c254-43f6-acac-6aaa15129cea' class='xr-var-data-in' type='checkbox'><label for='data-3e4edd9b-c254-43f6-acac-6aaa15129cea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>10520748.503999997</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tomato</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1222ce3e-3e54-45ba-87cb-ec4a7f71b340' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1222ce3e-3e54-45ba-87cb-ec4a7f71b340' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abe272b9-7765-471a-9032-6b5d175d08e6' class='xr-var-data-in' type='checkbox'><label for='data-abe272b9-7765-471a-9032-6b5d175d08e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>18303864.449999996</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Wetland_rice</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-54ac0fa7-7e0f-4007-9d86-52c6acdcc37a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54ac0fa7-7e0f-4007-9d86-52c6acdcc37a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a3873a6-338f-4a5d-9e34-e7003ae64bca' class='xr-var-data-in' type='checkbox'><label for='data-5a3873a6-338f-4a5d-9e34-e7003ae64bca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>83471271.6387132</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Wheat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-40dd3cb4-476e-4ae0-ba9b-783a97142004' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40dd3cb4-476e-4ae0-ba9b-783a97142004' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-784b277c-40c8-4e7d-9036-872f69ee9c27' class='xr-var-data-in' type='checkbox'><label for='data-784b277c-40c8-4e7d-9036-872f69ee9c27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>23234692.321259998</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>White_potato</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7988f154-9c7a-4ff3-81ed-0268c0c0a56e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7988f154-9c7a-4ff3-81ed-0268c0c0a56e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11e780fd-40f7-4ac6-9f0a-ed5cfb902ad1' class='xr-var-data-in' type='checkbox'><label for='data-11e780fd-40f7-4ac6-9f0a-ed5cfb902ad1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>43351123.14</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>White_yam</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b7d4c083-7886-441b-bbb5-10be5c0a2fd3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7d4c083-7886-441b-bbb5-10be5c0a2fd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e606a5c-df00-40bd-ab3a-e94da7c71fc8' class='xr-var-data-in' type='checkbox'><label for='data-9e606a5c-df00-40bd-ab3a-e94da7c71fc8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>8971425.552000001</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Winter_barley</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0e786a80-268e-4416-8007-f907151010ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e786a80-268e-4416-8007-f907151010ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1846fbe4-2606-458e-a4c6-481ca858210a' class='xr-var-data-in' type='checkbox'><label for='data-1846fbe4-2606-458e-a4c6-481ca858210a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>59436015.975</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Winter_rye</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-23f32035-03a6-434e-b87d-696dd6a47bc6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23f32035-03a6-434e-b87d-696dd6a47bc6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc335eb4-4058-4a31-9adb-55f6e1f24ea6' class='xr-var-data-in' type='checkbox'><label for='data-dc335eb4-4058-4a31-9adb-55f6e1f24ea6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>231945.18</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Winter_wheat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-254acdac-ad43-47af-9cf1-85a88646c114' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-254acdac-ad43-47af-9cf1-85a88646c114' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca919c61-c0e0-43f6-876a-6271ec31b153' class='xr-var-data-in' type='checkbox'><label for='data-ca919c61-c0e0-43f6-876a-6271ec31b153' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>23215069.923659995</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Yam</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6d0551ca-bf85-4db1-bedd-b2ef9a5d3df1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d0551ca-bf85-4db1-bedd-b2ef9a5d3df1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d925b79-8f40-4f31-a483-8cf5a06101f6' class='xr-var-data-in' type='checkbox'><label for='data-0d925b79-8f40-4f31-a483-8cf5a06101f6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>9900673.1184</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Yellow_yam</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-70d056f2-2349-4645-9e33-8a3d9cd13794' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-70d056f2-2349-4645-9e33-8a3d9cd13794' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c671c8e7-d0d0-46d5-b84a-a59df634cff0' class='xr-var-data-in' type='checkbox'><label for='data-c671c8e7-d0d0-46d5-b84a-a59df634cff0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>5235230.337599999</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_values</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-81a1f40e-5ed7-49e2-a0ea-3f37b8525c43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81a1f40e-5ed7-49e2-a0ea-3f37b8525c43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1909cfcf-11ad-48fa-aa20-094236555a82' class='xr-var-data-in' type='checkbox'><label for='data-1909cfcf-11ad-48fa-aa20-094236555a82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PetaJoules</dd><dt><span>sum :</span></dt><dd>388628228.33716005</dd></dl></div><div class='xr-var-data'><pre>[4950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_crops</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-014bf567-80cb-4b19-8099-7e05746cfc49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-014bf567-80cb-4b19-8099-7e05746cfc49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bda7ee6-b5a6-4895-88db-c201ecc48add' class='xr-var-data-in' type='checkbox'><label for='data-7bda7ee6-b5a6-4895-88db-c201ecc48add' title='Show/Hide data 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>[4950 values with dtype=object]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bde5a541-850e-4736-8b0f-e8d282374b4f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bde5a541-850e-4736-8b0f-e8d282374b4f' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-48742a87-0719-41cd-98ff-b5846a87e093' class='xr-section-summary-in' type='checkbox'  checked><label for='section-48742a87-0719-41cd-98ff-b5846a87e093' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>net_sum :</span></dt><dd>388628228.33716005</dd><dt><span>units :</span></dt><dd>PetaJoules</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                    (x: 99, y: 50)\n",
       "Coordinates:\n",
       "    latitude                   (x, y) float64 ...\n",
       "    longitude                  (x, y) float64 ...\n",
       "Dimensions without coordinates: x, y\n",
       "Data variables: (12/79)\n",
       "    Alfalfa                    (y, x) float64 ...\n",
       "    Banana                     (y, x) float64 ...\n",
       "    Barley                     (y, x) float64 ...\n",
       "    Biomass_highland_sorghum   (y, x) float64 ...\n",
       "    Biomass_lowland_sorghum    (y, x) float64 ...\n",
       "    Biomass_sorghum            (y, x) float64 ...\n",
       "    ...                         ...\n",
       "    Winter_rye                 (y, x) float64 ...\n",
       "    Winter_wheat               (y, x) float64 ...\n",
       "    Yam                        (y, x) float64 ...\n",
       "    Yellow_yam                 (y, x) float64 ...\n",
       "    max_values                 (y, x) float64 ...\n",
       "    max_crops                  (y, x) object ...\n",
       "Attributes:\n",
       "    net_sum:  388628228.33716005\n",
       "    units:    PetaJoules"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aef16a22",
   "metadata": {},
   "source": [
    "### Extracting the latitude values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "837fd6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667],\n",
       "       [30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667],\n",
       "       [30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667],\n",
       "       ...,\n",
       "       [30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667],\n",
       "       [30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667],\n",
       "       [30.5       , 30.41666667, 30.33333333, ..., 26.58333333,\n",
       "        26.5       , 26.41666667]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latitude_values = ds.coords['latitude'].values\n",
    "latitude_values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c671b90-b096-41f7-8ee2-67b0000558e7",
   "metadata": {},
   "source": [
    "### Extracting Values for a Data Variable (Crop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "123b9fbc-d18c-439f-8866-47d6824ed996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[     0.      ,      0.      ,      0.      , ...,      0.      ,\n",
       "             0.      ,      0.      ],\n",
       "       [     0.      ,      0.      ,      0.      , ...,      0.      ,\n",
       "             0.      ,      0.      ],\n",
       "       [     0.      ,      0.      ,      0.      , ...,      0.      ,\n",
       "             0.      ,      0.      ],\n",
       "       ...,\n",
       "       [     0.      ,      0.      ,      0.      , ..., 532925.206775,\n",
       "             0.      ,      0.      ],\n",
       "       [     0.      ,      0.      ,      0.      , ..., 529396.290275,\n",
       "             0.      ,      0.      ],\n",
       "       [     0.      ,      0.      ,      0.      , ...,      0.      ,\n",
       "             0.      ,      0.      ]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds['Banana'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a8e8717",
   "metadata": {},
   "source": [
    "### Extracting a particular data variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e043fc4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[     0.  ,      0.  ,      0.  , ...,      0.  ,      0.  ,\n",
       "             0.  ],\n",
       "       [     0.  ,      0.  ,      0.  , ...,      0.  ,      0.  ,\n",
       "             0.  ],\n",
       "       [     0.  ,      0.  ,      0.  , ...,      0.  ,      0.  ,\n",
       "             0.  ],\n",
       "       ...,\n",
       "       [     0.  ,      0.  ,      0.  , ..., 576647.06,      0.  ,\n",
       "             0.  ],\n",
       "       [     0.  ,      0.  ,      0.  , ..., 574353.56,      0.  ,\n",
       "             0.  ],\n",
       "       [     0.  ,      0.  ,      0.  , ...,      0.  ,      0.  ,\n",
       "             0.  ]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Accessing variables\n",
    "data_variable_values = ds.variables['Biomass_lowland_sorghum'].values\n",
    "data_variable_values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46473065",
   "metadata": {},
   "source": [
    "### Visualising any array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4654f96e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This is used to plot any array and will redirect you to a page where you can easily visualise which pixel in the \n",
    "# selected region contains what value \n",
    "\n",
    "bokeh_plot(geometry , data_variable_values) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7dd0911a-9a44-45ec-9db7-b4d67b9dbee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Incase the variation among the maximum and minimum value is not high , the above plot will not show the variation across the region.\n",
    "# Therefore , this function shows the variation in value of each pixel with respect to the minimum and maximum value\n",
    "\n",
    "bokeh_max_min_plot(geometry , data_variable_values) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6b6ffd9",
   "metadata": {},
   "source": [
    "### Visualising crop distribution in the Marginal Land"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08c87ac0-6ef1-4a2e-8758-a00418253797",
   "metadata": {},
   "source": [
    "#### Remark : \n",
    "The upcoming plot highlights the regions of the marginal land covered by different crops and shows us the crop distribution across it. However, it is to be kept in mind that the complete pixels being shown are not under marginal land , only a certain portion of them is marginal and that piece of marginal land grows the corresponding coloured crop. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "202d4697",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QASqqq5m9bRN/HT5EuJs7O4/l8mK/wTjb2FJerSf5xDH+t3UjQzt3ZUZMHHY6qwtyjoqitHsaldgo7YHpfdrgrVOV3FwgPg5O9PH2JdjFDYAONjb06ORFj071TZBcP2cbW24INk7LMyIgiF/3Z5B28gR/HTnExBU/Ya+zYm++cRLvmTG9WHlgL662dkyMjGn5E1IURWkFWq02Ljg4uExKiVarle+8886hYcOG1TeXoKI0SCU3F4hGCLbkHGHPqbzaBOd8dLS1ZXxEdwCe6DOA17b8RcapPJbfOJ4yfRVhru6EurrxYcI2ldwoinJORo56OaagsLTFviecO9jrVyx/JrGxbWxsbAxpaWkpAIsWLerw1FNP+Q0bNiy9pWJQLg2qNfwFEuTiCkB+RXmLl+1gZc1/Bgxh4bVjCXDuSLibB0IIrDXa2h5aiqIoZ6slE5tzKa+goEDr7OysNz3W9O3bNyQiIiI8JCQk4uuvv+4IkJ6ebt21a9fIcePGdQkKCors379/cHFxsQCYPXu2e1RUVHhoaGjEVVdd1a2oqEgDMGbMmIApU6b4x8bGhvn5+UV//vnnLo0dQ2l/VHJzgThYWQPQ+QL2dtqam81A33Y9B6iiKJeYiooKTVhYWERgYGDkrFmzujz//PM5APb29oZff/11b0pKSur69esznnrqKT+DwQDAoUOHbO+///5je/fuTXZ2dq6eP3++C8D48eNPJSUlpaanp6eEhoaWzZkzp7aB49GjR622bduWtmTJkj3PP/+8b1PHUNoXdVuqEQUV5WQXF7En/yR/Zx9mRGAQ/X380WrOPif8aU8qIwOD8HRwbIVIzySl5PesA1zbLbTpjRVFUdoI89tSv/32m8PUqVMDMzIykg0Gg3jggQf8/v77b0eNRsOxY8esDx8+rAPw9fWt6NevXxlAbGxsaWZmpg3A9u3b7Z577jnfoqIibUlJiXbQoEEFNccZPXp0vlarJS4urjwvL88KjF2M6ztG586d9Rf+SijnQyU3Ddh9/Cgz1/yCi60dXg6OdPfwZOaaX7gtPJpnLrv87Ms7cYw7u8e1QqT1qzIYOFpSQuKxXAorKuhg6oquKIrSXgwdOrTk1KlTupycHN2iRYuc8/LydLt37061sbGRvr6+0WVlZRoAa2vr2h5eWq1W1iyfMWNG4I8//ri3b9++ZXPmzHFbv3597eiwtra2tfvUzLE4b94814aOobQvKrmpx/HSEmau+YXH+wxgtFnNh4+jE89t/J1ZPfvgZN38ZCGzIJ+T5WXo5YWr3rTWallywzjuXP0Lnyft5ObQSLwcHBHivAYwVRRFuWB27txpazAY8PT01BcUFGjd3d2rbGxs5LJly5yys7Otm9q/tLRU07lz56qKigrx3XffuXp7e1c1tv25HENpm1RyU0e1wcBb2zbTz9f/tMQGoJenDwCHiwoJd/NoVnm7jx/lgd9XckNwOEM7d23xeBvj7+TM65cP5ckNa5m3azv/HTCktiu5oihKW1TT5gaMNSoffPBBpk6nY9q0aSdHjhwZFBUVFR4ZGVkaGBjYZO+MJ554Ijs+Pj7c19e3Mjw8vLS4uLjRuWzO5RhK2yRqquPakij3TtJS0y9kFuQzavE3/DZ2Ej71zG/1YcI2FqYnMX/UDfVOhaA3GFiVuZfVmfs4XlpKVlEBT/YZyMjAIIvWmty5ehknykr59pqbsFZzVSnKRWfs0u9JOnHsvD5kEhMTM2NiYk7UPLdEV3BFaa7ExET3mJiYgPrWqZqbOgKcO+Jp70B+eXm9yc2MmDj2FZzko8Tt/GfAkDPWJ504xqPr13BjcDhlej0PxF3GqK7BFyL0Rg3068IrWzZQpq9SyY2iKM2iEhGlvVLJjRm9wcCsdSs4WV7W4DYaIeju4cmWnCP1ro/x8GRCeHd2HMvh+2vHomkDbVzyykp5ZcsGZvXsg7ONraXDURRFUZRWpVqBm2zLzeaaxQv4PSuT9bdMJcK94TY1nvaOrDt0gFWZe89YJ4RgZo9epOQdp63c8qtp/Bzp3snCkSiKoihK61M1N0BuSTH3r1vB3T16c1VANzraNl67MbRLV4YHdGN91kGuCgg6Y31ZlbFB/rmMh9Ma/jx8EID0kyfYcTSH46Ul3BIWRYSbR5uoWVIURVGUltTkt68QwlYI8Y8QIlEIkSyEeNG03FUIsUYIscf0r0sD+48QQqQLIfYKIZ5o6RM4Xyl5x7lj1RJuDYtiQkR3POwdmrXf6sx99PH2PWN5laGaZzf+zo1tqFdSby8fbg2LIquokNySYuytrJiy4mc+272Td3ds4VBhQdOFKIqiKEo70ZyamwpgiJSyWAhhBfwlhFgB3AislVK+ZkpangAeN99RCKEF3geGAYeBrUKIpVLKlBY9i/PwVXIiA3w7c09sfLP30QjBc30H8b9/NhLj4UWAc0eSThzD2caGe35bzt78kyy+7pZWifd9p2m1j+8p+qRZ+zjb2PJs30GnLbuyc1dm/b6Ccr2exXtSGRMSgbudPePColo0XkVRFEW50JpMbqSx4Uix6amV6U8C1wGDTcu/BP6gTnIDxAN7pZT7AYQQ35n2s3hyI6Vkc85hEo8f5fH4/md9e2ZcWBR5ZaWM/vlb7HVWFFZW4GZrR155GY/17k+Yq3vThVhQvLcvm2+bRrXBwDN/rWNuwlYADhbm83j8AAtHpyjKpUqr1cYFBweXSSnRarXynXfeOTRs2LCSsynD19c3etu2bane3t5q2oRLVLPa3JhqYLYDQcD7UsotQghPKWUOgJQyRwhRX2tVXyDL7PlhoE8Dx5gBzADwbuX5lwxS8sbWjSzbl8GYkHAu9zu3ySXviY1nYkQMJ8pKcbG15WBhAQYpie3k1cIRtx6tRsPLA4bwXL9BVOiruWnZ9xRUVHBjcDi9vHwsHZ6iKBb0+FO7Y0pKqlusbaaDg1b/+ivRjXYvN59batGiRR2eeuopv2HDhqU3p3yDwdBmOnIoltWsFq9SymopZQ/AD4gXQjT33kV91SH1vvOklB9JKXtJKXu52to1s/jm+/PwQZ748ze+Td3NK1s2sDU3m5+uu4UH4/qe1+B6HWxs6NrRBRdbO3p08qKnp3e7m+JAq9Fgp7Oio60t3187FjdbO25fuYT1WZnMWreCGauXkVmQb+kwFUW5wFoysTmX8goKCrTOzs5602NN3759QyIiIsJDQkIivv76644A6enp1l27do2cMGFC58jIyIh9+/adNmXC3LlzXaOjo8PDwsIibrvtti56vZ7/+7//c7/jjjv8a7aZPXu2+7Rp0/xa4BSVNuKs3mhSynwhxB/ACOCoEMLbVGvjDRyrZ5fDgL/Zcz8g+1yDPVdL96bzzo6/mRgRw19HDmGr0zFnyMhmNx5uS5rbzuZcudra8XDvfgS5uHLXb78S5d6Jrs4uPL/pd74ceUOrHltRFKVm+oWKigpx4sQJq+XLl2cA2NvbG3799de9rq6uhpycHF2fPn3CbrvttnyAzMxM248//jjz66+/PmRe1o4dO2x//PFH123btqXZ2NjICRMmdP7www/d7rjjjpORkZERFRUVh21sbOTXX3/tPm/evIMWOF2llTSZ3AghPIAqU2JjBwwFXgeWApOB10z/Lqln961AsBAiEDgCjANua6HYm6XKUM1b2zfzzhUjiOnkxZSoHhfy8O3WdUFh9PPxx83OnvyKcq768SuW7ks/Y74tRVGUlmR+W+q3335zmDp1amBGRkaywWAQDzzwgN/ff//tqNFoOHbsmPXhw4d1AN7e3pVXXnnlGe1yVq5c6ZSUlGQfExMTDlBeXq7p1KmTvkOHDob+/fsXLVy40Dk6Orq8qqpKxMfHNzx6q9LuNKfmxhv40tTuRgN8L6X8RQixGfheCHEHcAgYCyCE8AE+kVKOklLqhRD3AqsALfCZlDK5Vc6kAdnFRVRLAzHtqB1MW1FTs+Vqa8d7V47igd9XcrlfFzqqUY4VRbkAhg4dWnLq1CldTk6ObtGiRc55eXm63bt3p9rY2EhfX9/osrIyDRhrderbX0opxo4dm/f++++fMaT8jBkzTvz3v//1CgkJKZ8wYcKJ+vZX2q8m29xIKXdJKWOllN2llFFSypdMy/OklFdKKYNN/540Lc+WUo4y23+5lDJEStlNSvnf1juV+qXmncDJyuZCH/ai08fbjxEBQUz4dTGLMize2U1RlEvAzp07bQ0GA56envqCggKtu7t7lY2NjVy2bJlTdna2dVP7jxgxovCXX35xOXLkiA7g6NGj2oyMDGuAIUOGlOTk5Fj/9NNPbnfcccfJ1j4X5cK6qEcoLqmq5KE/VnHvWYxhozTsub6DeHT9GuYmbKWfjz/fpiUxPjwaz1bu3aYoyqWjps0NGIfs+OCDDzJ1Oh3Tpk07OXLkyKCoqKjwyMjI0sDAwPKmyoqLiyt/5plnjlx55ZUhBoMBKysrOWfOnEMhISGVANdff/2pXbt22Xt4eFS39nkpF9ZFm9zkl5dz79rlOFpZMyWyh6XDuSgIIVh+YA8AV/4wH3c7e37ak8rcoVcT7eFp4egURWlpDg5afUt3BW9qm+rq6u31Lff29tYnJCSk1bduz549pzV3OHLkyO6ax9OnTz81ffr0U/Xtt3nzZscHHnjgaFMxKe3PRZXcHCosoLiykk4ODgz67nOGdA5kw7ip2OguqtO0qGU33MqBgnwu9+uCTqPhvrXLWZC6m1dVcqMoF52mxqRpr06cOKHt1atXeHh4eOl1111XZOl4lJZ30XzrP/zHKlYc2IutVkd5tR4BvHvlqCb3U85Ot46udOvoCsAzf61jY3YWL/YbbNmgFEVRzoK7u3t1ZmZmkqXjUFrPRZHcHCosYMWBvSy85iaiPTwprqyknY2j1+4cLSlm8Z5UPOzs2Zx9mMH+ATirXlSKoihKG9Duk5tN2VlMW7WUnp7ete0+HK2bbESvnKcONjZc2y0EDzsHvk3bTUlVpaopUxRFUdqEdp/c/JNzBCuNhs+uus7SoVxS7HRWvH75MACGBXTl1l8W8e7OLfg4OHF9UBhaTbNm9lAURVGUFtfuv4H6+/pTZTCc9azeSsuJ8fDi26vHcLKsjGc3/s7+glNUVlfz3s5/mLZqKW9t24xBTWanKIqiXCDtPrnp7eWLp70DCcdyLR3KJS2mkxfP9R1EH29frvv5O/ou+IT1WZnEeXrzye4dbDh8ECklBRVNDk2hKMolTKvVxoWFhUWEhoZGREREhK9Zs8YBIDMz02rEiBFdLR1ffezt7WPrW/6///3P47333nNrbN85c+a4TZo0qXN963x9faNzcnJa5A5LQzG2hoceesjnueees2gX2nZ/WwqMCc6TG37j4+GjCXDuaOlwLllCCD676jpK9VVkFRUS6uJWOzbO/etWUGUwjpD+wdCrGeQfYNlgFUVp0vvfT4kpryhqse8JWxsn/T03f9Fo93LzuaUWLVrU4amnnvIbNmxYekBAQNXKlSv3t1QsF8Jjjz123NIxtBa9Xo+uDQ+z0u5rbgBe6DcYO50V8xK3WTqUS54QAgcra8Jc3RGmW4XfXXMTn151HatumsBNIRHc9duv7DmVBxhHka421DstjKIoFtaSic25lFdQUKB1dnbWA6Snp1sHBwdHApSWloqbbropICQkJCI8PDxi2bJlTmCsBRk6dGi3IUOGBPn6+ka/8sorHi+88IJneHh4RExMTNjRo0e1ALNnz3aPiooKDw0Njbjqqqu6FRUVaQA+++wzl+Dg4MjQ0NCIXr16hQJs27bNNjo6OjwsLCwiJCQkYvfu3fXO53Pffff5hoaGRsTExIRlZWXp4PQajPXr19uHhIRE9OjRI+zOO+/0qzkXgNzcXKuBAwcGd+nSJWrmzJl+9ZU/dOjQbpGRkeFBQUGRb775pnvNcnt7+9j6jp2Wlmbdo0ePsKioqPBZs2b51FdmYWGhZvDgwUGhoaERwcHBkR9//LELwJIlS5zCw8MjQkJCIsaOHRtQVlYmwFiT9Mgjj3jHxcWFfvbZZy4LFy50DgwMjIyLiwudMmWK/xVXXBFUU3ZqaqpdfHx8qJ+fX/TLL7/cqe5rCPDcc895PvTQQz4A8fHxoXfccYd/r169Qrt27Rq5fv16++HDh3fr0qVL1P33319v/I25KJIbeysrvBwcKatucvBLxQIcrKzp5eWDv5MzL/W/ghnd47ju5+94c+smen/9MdFffsCk5T+RcuI4O47mIFX7HEW5ZNVMvxAYGBg5a9asLs8//3xO3W1ef/31TgAZGRkpCxYs2D9jxoyA0tJSYVpmt2jRov1bt25NffXVV33t7e0NqampKb169SqZN2+eG8D48eNPJSUlpaanp6eEhoaWzZkzxx3gtdde8169enVGenp6ysqVK/cCvPvuux5333330bS0tJRdu3alBgYGVtaNp6ysTNO3b9/i9PT0lL59+xa/++67HnW3mTZtWuD7779/MCEhIU2r1Z72IZeSkmL/888/709NTU1eunSpy969e63q7v/NN99kJicnpyYkJKTMmzfPMzc3V9vYse++++7O06ZNO56UlJTq5eVVVd+1Xrx4cQcvL6+q9PT0lD179iTfeOONhaWlpeLOO+8MXLhw4b6MjIwUvV7PG2+8UXs+tra2hu3bt6dPmDAhf9asWV1WrFixZ/v27el5eXmnJa579+61Xb9+fcbWrVtT33zzTZ+KioomG8ZaW1sbtm3blj516tTjY8eODfr4448PpaWlJS9cuNC95nyb66JIbqSUnCwv45quIZYORWmGB+Iu48G4y/gsaSeTI2P45KrRbDuazU3LvmfC8sWsPXTA0iEqimIhNbelDhw4kPzTTz/tmTp1aqChTu3upk2bHCdNmpQHEBsbW+7j41O5e/duW4B+/foVubi4GHx8fPSOjo7VY8eOzQeIjo4uzczMtAHYvn27XVxcXGhISEjEokWL3JKTk20BevXqVTx+/PiA2bNnu+v1xh/Lffv2LZk9e7b3008/7bVnzx5rR0fHM359WVlZyXHjxhUAxMXFlRw8ePC08UhOnDihLSkp0QwbNqwEYPLkyadN1DlgwIBCNze3ant7exkUFFS+b9++M2qHXn/9dc/Q0NCIuLi48NzcXKuamBs69o4dOxynT59+EuDOO+/Mq+9a9+zZs2zDhg0d7rrrLt+VK1c6urm5VScmJtr6+flVdO/evQJgypQpeX/99ZdTzT6TJk06BZCQkGDr7+9fERYWVgkwbty4085p+PDh+XZ2dtLb21vv6upadfjw4SZr7W644YZ8gJiYmLKgoKCyLl26VNnZ2Ul/f/+K/fv3n9UYL+0+uSmpquThP1ZTUa3nMu96a/OUNmh69zhSpt7D4/ED6Ofjz/8uH8arA69kSmQPZq1bwU1Lv2dLzmFLh6koigUNHTq05NSpU7q6jWobq921trauXanRaLC1tZU1j/V6vQCYMWNG4HvvvXcoIyMj5fHHH8+uqKjQACxYsODQyy+/nJ2VlWXdo0ePyNzcXO3MmTNPLlmyZK+dnZ1h5MiRIUuXLnWqe0ydTic1puEvdDpd7XGaE2/dmLVarayqqjpt/19++cVp/fr1Ttu2bUtLT09PCQ8PLysrK9M0dWyNRtPogbt3716xY8eOlOjo6LKnn37a95FHHvFuKlYnJydDc87JxsbG/JzQ6/VCp9NJ80S1vLz8tBzE/LUy39/8tWuuJpMbIYS/EOJ3IUSqECJZCDHLtDxGCLFZCLFbCLFMCNGhgf0zTdskCCFatFFM8olj9P76Y1Zm7uXNQcPV4H3t2DXdQrguKIzH4vvz5cgbSMk7ztSVSywdlqIoFrRz505bg8GAp6fnaW0OBgwYUPz111+7AuzatcsmJyfHunv37s3uillaWqrp3LlzVUVFhfjuu+9ca5YnJyfbDBkypOTtt9/OdnFx0e/fv986JSXFOjw8vOKZZ545Nnz48PyEhAS7sz0PDw+PagcHB8PatWsdAL766ivXpvYxl5+fr3V2dq52cnIy7Ny50zYxMdGhqX169uxZ/PHHH7sCfPzxx/X22MrMzLRycnIy3H333ScfeOCBowkJCfY9evQoP3LkiHVSUpINwPz5890GDhx4xvxbMTEx5VlZWTbp6enWAAsXLmzynPz8/PQnT57U5ebmasvKysSqVaucm9rnXDWncZceeFhKuUMI4QRsF0KsAT4BHpFSrhdC3A48CjzbQBlXSClPtEzI/zpRVgrAyjET6NzBGZe7w2vXrXvl3+1iO6a29KGVVtS5g/H9/v21Yy0ciaIoF1pNmxsw1g588MEHmXV75Tz22GPHJk6c2CUkJCRCq9Uyb968TDs7u2Y31nviiSey4+Pjw319fSvDw8NLi4uLtQAPPvigX2Zmpo2UUgwYMKDwsssuK3v66ae9fvjhBzedTic9PDyqXn311exzOa958+Zlzpw5s4u9vb2hf//+RU5OTtXN3XfMmDEFH330kUdISEhEt27dymNiYkqa2mfu3LmHxo0b13Xu3Lmeo0ePrndW9O3bt9s9+eSTfhqNBp1OJ+fOnXvQ3t5efvjhh5ljx47tVl1dTUxMTOkjjzxyRq8vR0dH+dZbbx0cMWJEsKurqz42NrbJmGxsbOTDDz+cEx8fH+7n51cRFBTUamODiLNtvCmEWAK8BywCnKWUUgjhD6ySUkbUs30m0Otskpso907yh9E3N7pNcWUlj/25hsRjuay7eTI2Op1Kbi4ik1f8hE6jIdTFnQg3D67uGlzb+0pRlDONXfo9SSeOndd/ksTExMyYmJjaz2pLdAW/WBUUFGicnZ0NAE899ZRXTk6O1eeff55l6bjOR805GQwGJk2a1Dk4OLj8+eefP3ahjp+YmOgeExMTUN+6s3rTCiECgFhgC5AEjAaWAGMB/wZ2k8BqIYQE5kkpP2qg7BnADABvB8dG49hzKo/rfv6OaPdOfD96LDZtuK+9cm6mRPbg06Sd7DyWwxfJCZwoK2VKVA9Lh6Uol5RLNRFpDd9//73z7Nmzvaurq4Wvr2/FggULMi0d0/l6++233b/99lv3qqoqERkZWfrQQw+1+B2ac9XsmhshhCOwHvivlHKxECIMmAO4AUuB+6WUZ9zXE0L4SCmzhRCdgDXAfVLKPxs7VmM1N1WGam5a8j178k+y6qYJ+Dv9e8tO1dxcnJ7asJb8inLmDr3a0qEoSpvVGjU3itKWnXfNjRDCCuNtqG+klIsBpJRpwHDT+hCg3m8eKWW26d9jQoifgHig0eSmIduPZjNx+U+1z80TG4BTc82TmH8TnZ354adtp5Kd9uW6oFCmrlxC4rFcYjp5WTocRVEUpY1rMrkRxoYOnwKpUsq3zJZ3MiUsGuAZ4MN69nUANFLKItPj4cBL5xrswcICot07MW/4tThb1ztIpHIR6uPtx7Tonty/bgWD/QO4u0dvPJu4dakoiqJcupozzk1/YCIwxNSdO0EIMQq4VQiRAaQB2cDnYLwNJYRYbtrXE/hLCJEI/AP8KqVcea7BCiA57zhpeSdU49JLzKyefXi+32DWHjrAp7t3WjocRVEUpQ1rsuZGSvkXxryiPu/Us302MMr0eD8Qcz4Bmrs+KIxjpSXcvmoJyVPuVgnOJUSr0TCkcyDfpSVxpLjQ0uEoiqIobVi7GqFYCFE7CrGhnobQLneH1/4NeYrav7p25ofX/intS0W1npKqKiqrmz1EhKIo7YhWq40LCwuLCA0NjYiIiAhfs2aNAxgHnBsxYkRXS8dXH19f3+i6oyhboowa9vb2sS1RTnOYTw7alrS7PtTdPTzxdnBkdeY+RnYNtnQ4ygX2aO/+3Ld2OQtSd7dI1/C8slIcrKzJKipg76mTDAvohk7TrnJ+RWk17z95RUx5SUHLjXPj4Ky/59XfG+1eXjO3FMCiRYs6PPXUU37Dhg1LDwgIqFq5cuX+lopFaT69Xk/dgRTbunb3KS6E4MX+V/D0X+tYlJFi6XCUCyzKvRN9vP04VtrkYJj1qjJUU1hRwZ+HDzJ15c8M/O5z+nzzMTct/Z55u7Zzy7IfgKbnTVGUS0FLJjbnUl5BQYHW2dlZD5Cenm4dHBwcCVBaWipuuummgJCQkIjw8PCIZcuWOQHMmTPHbejQod2GDBkS5OvrG/3KK694vPDCC57h4eERMTExYUePHtUCzJ492z0qKio8NDQ04qqrrupWVFSkAfjss89cgoODI0NDQyN69eoVCrBt2zbb6Ojo8LCwsIiQkJCI3bt3N9qb5YUXXvAMDg6ODA4OjnzppZc6ATzzzDOeL7/8cieAO+64w/+yyy4LAViyZInTddddF1i3jKFDh3aLjIwMDwoKinzzzTfda5bb29vH3nfffb6hoaERMTExYVlZWTqAtLQ06x49eoRFRUWFz5o1y6e+uAoLCzWDBw8OCg0NjQgODo78+OOPXWpiCA8PjwgJCYkYO3ZsQFlZmQBjTdIjjzziHRcXF/rZZ5+5LFy40DkwMDAyLi4udMqUKf5XXHFFUE3ZqampdvHx8aF+fn7RNedp/noBPPfcc54PPfSQD0B8fHzoHXfc4d+rV6/Qrl27Rq5fv95++PDh3bp06RJ1//331xv/2Wp3yQ3AAN/ODA/oxr78ekeUVi5yBilZkLabPNP0G2fjod9XcdmCT5i55hdGBASxZfw0fhs7iZ+vH8ddPXqRevIEPeZ/SOQXc3n2r3U8tWEtOcVnTKuiKEorqZl+ITAwMHLWrFldnn/++Zy627z++uudADIyMlIWLFiwf8aMGQGlpaXCtMxu0aJF+7du3Zr66quv+trb2xtSU1NTevXqVTJv3jw3gPHjx59KSkpKTU9PTwkNDS2bM2eOO8Brr73mvXr16oz09PSUlStX7gV49913Pe6+++6jaWlpKbt27UoNDAysbCj2DRs22C9YsMBt+/btqdu2bUudP3++x8aNG+2uuOKK4o0bNzoCJCQk2JeUlGgrKirEn3/+6ThgwIAzPmC++eabzOTk5NSEhISUefPmeebm5moBysrKNH379i1OT09P6du3b/G7777rAXD33Xd3njZt2vGkpKRULy+vqvpiW7x4cQcvL6+q9PT0lD179iTfeOONhaWlpeLOO+8MXLhw4b6MjIwUvV7PG2+84VGzj62trWH79u3pEyZMyJ81a1aXFStW7Nm+fXt6Xl7eaUnq3r17bdevX5+xdevW1DfffNOnoqKiyQax1tbWhm3btqVPnTr1+NixY4M+/vjjQ2lpackLFy50rznf89EukxuDlKzM3MukyNPbKq97pf6/umI7ptb+Nbf9jfl2qq2OZf2n/xUIYOB3n/NVcvMHUN2Wm83vWZmsGDOerROmc0tYFE7WNnjYOxDo7MLwLt1YcPUYxoVG8dbgq9BpNOSUFHHlD/Nb72QURTlNzW2pAwcOJP/00097pk6dGmg+kzTApk2bHCdNmpQHEBsbW+7j41O5e/duW4B+/foVubi4GHx8fPSOjo7VY8eOzQeIjo4uzczMtAHjnEpxcXGhISEhEYsWLXJLTk62BejVq1fx+PHjA2bPnu2u1xvn6uzbt2/J7NmzvZ9++mmvPXv2WDs6OjZYrfvHH384jho1Kr9Dhw4GZ2dnw9VXX33q999/dxowYEDp7t27HU6dOqWxsbGRvXr1Kt6wYYP95s2bnYYMGVJct5zXX3/dMzQ0NCIuLi48NzfXqiY+KysrOW7cuAKAuLi4koMHD1oD7Nixw3H69OknAe688868+mLr2bNn2YYNGzrcddddvitXrnR0c3OrTkxMtPXz86vo3r17BcCUKVPy/vrrr9pZzydNmnQKICEhwdbf378iLCysEmDcuHEnzcsePnx4vp2dnfT29ta7urpWHT58uMkauhtuuCEfICYmpiwoKKisS5cuVXZ2dtLf379i//795z0LdrtMbg4VFuBoZY2XGuvkkmSj0/H7LVOYHBnDq//8xdbcIw1uuy03m/nJiXyTsouvUhIxSEmXDh1xsDrz/44Qgh6dvHiizwBGBAbxfL/BXNM1BIC/jhxideY+VhzYU29jdkVRWt7QoUNLTp06pavb0Lax28bW1ta1KzUaDba2trLmsV6vFwAzZswIfO+99w5lZGSkPP7449kVFRUagAULFhx6+eWXs7Oysqx79OgRmZubq505c+bJJUuW7LWzszOMHDkyZOnSpU71H7nhuGxsbKSfn1/F+++/7x4fH198+eWXF//2229OBw8etImNjT1t8shffvnFaf369U7btm1LS09PTwkPDy8rKyvTAOh0OqkxtQnU6XS152M6v0Y/mLp3716xY8eOlOjo6LKnn37a95FHHvFu6va7k5OTobHzMj+/msdarRa9Xi90Op00T0rLy8tPyzfMXxfz/c1fp/PRrpIbvcHAxiOH+Cf3CP5OHSwdjmJBHW1suS+2D/Y6K75soPZmz6k8bl+1hO1Hs9l6NJsyvZ5vRt14VscZ4NuZMcHh/O+fjXyZnMDDf6wm7aQanV5RLoSdO3faGgwGPD099ebLBwwYUPz111+7AuzatcsmJyfHunv37s2eYbq0tFTTuXPnqoqKCvHdd9+51ixPTk62GTJkSMnbb7+d7eLiot+/f791SkqKdXh4eMUzzzxzbPjw4fkJCQl2DZU7ZMiQ4uXLl3csKirSFBYWapYvX+5yxRVXFAH069ev+P333/ccPHhw0dChQ4u+/PJLj4iIiFJNnQ4M+fn5Wmdn52onJyfDzp07bRMTEx2aOp+ePXsWf/zxx64AH3/88RnTIIGxt5mTk5Ph7rvvPvnAAw8cTUhIsO/Ro0f5kSNHrJOSkmwA5s+f7zZw4MAzbpPFxMSUZ2Vl2aSnp1sDLFy40LXuNnX5+fnpT548qcvNzdWWlZWJVatWOTe1T0tqV82fl+5L55m/1gHGLx3l0mZvZcVz/Qbx7F/rePqvtYwKDKa/6X3xYcI2vkndxQv9BnNj8LnfRvR0cOQ/A4agNxh4/Z+/2HksFx+HBn+4KYpynmra3ICxxuCDDz7IrNtT57HHHjs2ceLELiEhIRFarZZ58+Zl2tnZNbtK9YknnsiOj48P9/X1rQwPDy8tLi7WAjz44IN+mZmZNlJKMWDAgMLLLrus7Omnn/b64Ycf3HQ6nfTw8Kh69dVXsxsqd8CAAaW33XZbXs+ePcMBJk6ceLx///5lAIMGDSqaM2eO15AhQ0o6dOhgsLGxkf379z/jltSYMWMKPvroI4+QkJCIbt26lcfExDTZe2Lu3LmHxo0b13Xu3Lmeo0ePrrcx6vbt2+2efPJJP41Gg06nk3Pnzj1ob28vP/zww8yxY8d2q66uJiYmpvSRRx45XndfR0dH+dZbbx0cMWJEsKurqz42NrbJmGxsbOTDDz+cEx8fH+7n51cRFBTU7OSzJTR74swLqaGJM7flZjNpxU/09/FnsH8A4yO6N6u8c20jYz4HVXPnp2rsWG1xTqv3naad9vyeok8sFMm5++3gft7e/jeFlRXc06M3VwUGMfDbz7ivZx9mdI9rsWM8/ucavrvmJoJd6v1hpCgW1RoTZ1qiK7jSNhUUFGicnZ0NBoOBSZMmdQ4ODi5//vnnj1kypvOeOLOt6OXlQ7R7JyZH9VA1N0qtoV260s/Hn+c3/c68Xdt5+e8/0Wo0XN2C4yC52NriamunEhvlkqISEaXG22+/7f7tt9+6V1VVicjIyNKHHnqoTd+fbxfJzarMvYS6uNO5gzMFFRX8vCdNJTfKaeytrHhj0HCklPyQkUJPT298HVuuXVaYqzvHy0o5VV6Gi22Dt9wVRVEuSs8///wxS9fUnI02ndxIKXlnxxY+2rUdO52OoI6uOFpbc2dMy9xqUC4+QghuDo1sesOz5GBlzSC/LvT/9jPWjJ3YoomToiiK0rLadHLzQ0YKaw/t5/ebJ1NpqCYt7wT9fP1ru/HWbd9S3zxSAEPqPK9v7Jv6nEtbnbbYrqYx7bGNjaW8fcUIun/5AWV6fdMbK4qiKBbTppObn/ak8ljv/niaxrPxd7qgPckU5TR/Hj6Iq60dQR2b7AWpKIqiWFCT49wIIfyFEL8LIVKFEMlCiFmm5TFCiM1CiN1CiGVCiHrr6YUQI4QQ6UKIvUKIJ5obWGV1NYnHj6rqf6XNqKiu5nhZKc9v/J2Mk/UOAqooiqK0Ac0ZxE8PPCylDAcuA+4RQkQAnwBPSCmjgZ+AR+vuKITQAu8DI4EI4FbTvk0q1Runx/BxVGOKKG1DlHsnru4ajLu9PTcuXUhxZYNTzCiKco60Wm1cWFhYRGhoaERERET4mjVrHMA4CN2IESO6Wjq+C2XOnDlukyZNUj1nzlGTt6WklDlAjulxkRAiFfAFQoE/TZutAVYBz9bZPR7YK6XcDyCE+A64DmhyOu9s02SFpfoqbM0GcHK5+992MHXb0pg7Nfffti/m+8DpbXOa2/5GUXwcnXhj0HCqDNV8kZRARbUeR857ChRFabOO7vw0RlaXt1jzBaG11XvG3tFo9/KauaUAFi1a1OGpp57yGzZsWHpAQEDVypUr97dULG1BVVUVVlZWlg7jonRW0y8IIQKAWGALkASMNq0aC/jXs4svkGX2/LBpWX1lzxBCbBNCbDtRVsobWzdip9Nhq23TzYKUS1DyieN0snfAVXUJVy5yLZnYnEt5BQUFWmdnZz1Aenq6dXBwcCRAaWmpuOmmmwJCQkIiwsPDI5YtW+YExtqOoUOHdhsyZEiQr69v9CuvvOLxwgsveIaHh0fExMSEHT16VAswe/Zs96ioqPDQ0NCIq666qltRUZEG4LPPPnMJDg6ODA0NjejVq1cowLZt22yjo6PDw8LCIkJCQiJ2795tYx6jXq9nzJgxAcHBwZEhISERL774YieATZs22cXExISFhIREDBs2rNvx48e1APHx8aH33nuvb+/evUNffvllz/Xr19uHhIRE9OjRI+zOO+/0qzlHgNzcXKuBAwcGd+nSJWrmzJl+Ncvt7e1jax5//vnnLmPGjAkAGDNmTMD48eM79+nTJ8TPzy/6119/dRw7dmxA165dI2u2uVQ0O7kRQjgCi4AHpJSFwO0Yb1FtB5yA+uro6xsts94hkaWUH0kpe0kpexmkJDXvBHOGjMReZbVKG5OadxxrjRYhzntuN0VR6qiZfiEwMDBy1qxZXZ5//vmcutu8/vrrnQAyMjJSFixYsH/GjBkBpaWlwrTMbtGiRfu3bt2a+uqrr/ra29sbUlNTU3r16lUyb948N4Dx48efSkpKSk1PT08JDQ0tmzNnjjvAa6+95r169eqM9PT0lJUrV+4FePfddz3uvvvuo2lpaSm7du1KDQwMPO27bvPmzfY5OTlWe/bsSc7IyEi555578gCmTJkS+MorrxzOyMhIiYyMLHv88cd9avbJz8/Xbt26Nf3FF188Om3atMD333//YEJCQppWqz3t+zElJcX+559/3p+ampq8dOlSl7179zb5hVhQUKDbvHlzxmuvvZZ1yy23BD/66KNH9+zZk5yWlma3adOmS+YXWbOyaCGEFcbE5hsp5WIAKWUaMNy0PgS4up5dD3N6jY4f0OC8HDVOlpexYswE/OqZHNP8dlNdp3fdbt7tK3MNdSWvz6m5zd+2IQ11NW9v3ckvNbtPHGNYQDdLh6EoFyXz21K//fabw9SpUwMzMjKSzbfZtGmT43333XcMIDY2ttzHx6dy9+7dtgD9+vUrcnFxMbi4uBgcHR2rx44dmw8QHR1dumvXLnswzrP03HPP+RYVFWlLSkq0gwYNKgDo1atX8fjx4wPGjBlzavz48acA+vbtW/Lmm296Hz582HrcuHGnoqOjK8xjCQsLq8jKyrKZPHmy/7XXXltwww03FObl5WmLioq0V199dTHA9OnT88aOHVvbXujWW289CXDixAltSUmJZtiwYSUAkydPPrlmzZqONdsNGDCg0M3NrRogKCiofN++fTZBQUFVjV2/q6++Ol+j0dCzZ89SNze3qvj4+DKAkJCQsn379tn069ev7OxekfapOb2lBPApkCqlfMtseSfTvxrgGeDDenbfCgQLIQKFENbAOGBpU8fsaGNbb2KjKG3B9qPZaoRsRbkAhg4dWnLq1CldTk7OaT/EG5sT0draunalRqPB1tZW1jzW6/UCYMaMGYHvvffeoYyMjJTHH388u6KiQgOwYMGCQy+//HJ2VlaWdY8ePSJzc3O1M2fOPLlkyZK9dnZ2hpEjR4YsXbr0tF4uHh4e1UlJSSlXXHFF0dy5czuNGzcuoKnzcnJyMjR1HnXPRavVyqqqKgGcVmtcVlZ2WhVyzflqtdozrkXN+V8KmnNbqj8wERgihEgw/Y3C2PMpA0jDWBvzOYAQwkcIsRxASqkH7sXY2DgV+F5KmVzfQcy52l0yNWdKO5RXVkZOSRHrDh2wdCiKclHbuXOnrcFgwNPT87SRMwcMGFD89ddfuwLs2rXLJicnx7p79+7NnnW6tLRU07lz56qKigrx3Xff1Q5clZycbDNkyJCSt99+O9vFxUW/f/9+65SUFOvw8PCKZ5555tjw4cPzExISTvuCysnJ0VVXVzNlypT8l19++cju3bvt3dzcqjt06FC9cuVKR4BPP/3UrW/fvmfMAO7h4VHt4OBgWLt2rQPAV1991axBtNzc3Kp27NhhW11dzZIlS1yae96Xkub0lvqL+tvOALxTz/bZwCiz58uB5WcTlMHQ9mYqV5QaY0MjeOOfTRwrK2FyZAyTImLIKysjwt3D0qEpSrtX0+YGjDUbH3zwQaZOd/pX1WOPPXZs4sSJXUJCQiK0Wi3z5s3LtLOza/YXxxNPPJEdHx8f7uvrWxkeHl5aXFysBXjwwQf9MjMzbaSUYsCAAYWXXXZZ2dNPP+31ww8/uOl0Ounh4VH16quvnta0IjMz0+qOO+4IMBgMAuCll146DPD5558fuOuuu7rcf//9ms6dO1d8++23mfXFMm/evMyZM2d2sbe3N/Tv37/Iycmpuqn4X3zxxSPXXXddkLe3d1VYWFhZSUnJWXUOuhSIpqrFLCHQ2UUuHzP+rPc7l+kSzqadzflqrL2Qubpd1827q6v2OG1HdnERr2zZUFuD42nvQJirO/fExhPl3snC0SmXmrFLvyfpxLHzuu2QmJiYGRMTUzvbsyW6gl9qCgoKNM7OzgaAp556yisnJ8fq888/z2pqPwUSExPdY2JiAupb1yb7WZdX60k8nktnJ2c1A7PSZvk4OvHelaM4WV5GVXU16afymL11E/evW8Gamyai1agfU0r7phKR1vf99987z54927u6ulr4+vpWLFiwINPSMV0M2mRyc6K0lOf++p3CygrmDbuWEFc3S4ekKA2qGe/G08GRY6UlPLfxd/63dSNP9hlo4cgURWnrpk+ffmr69OmnLB3HxaZN/rQMdXVjyQ238nCvfty5ZhlHigotHZKiNMtNIRG82G8wG49kUWVo8ta5oiiK0graZM1NjWu6hVBYWcH45Yt5vu8gLvfr0mhVv3l7lOa2vznX6RfM2+qYt6Wpe1zz7RpbZ15G3bY5sR3PLUbFMgb7B/D8pj84Xlqq5kZTFEWxgDad3ADcFh5NiIsbT21Yyz1rl+NuZ88XI66na0fV+01pm+x0Vgzw7czUlT9zT2w8h4sKKa2qoqONLdO690RKqUY3VhRFaUVtPrkB6OXlwy833kZldTXjfvmRpfvSeSDuMkuHpSj1crS25t0hI3lj2yae+PM3Qlzc8HJwJPF4Lu/s+JtqKbncrwuzBw/HwUpNvKkoitLS2mSbm/pYa7U4WlszNjSCr1ISuee3X8ksyLd0WIpSLxudjhEBQQA8Ft+fD4ddw/pbprLh1tv5c9xUKqr1fJiwzcJRKkrbI4SImz59eu0kkc8995znQw895NPYPopSV7uouTE3ObIHfb39WbwnlZf//pNPrhpdu868TUtZVTnfJS9hW3YiAR39uTFsJN1cA1osjtPb6pjNY9XIuDkXckwdxfJ6efnw2sChRLkZx7yx1mqx1moBuC+2D1NX/kywixvXdgs569tUFXo9i/ek0rWjC6sz93GZt5+a70ppcRn3PR5TXVLSYt8TWgcHfci7rzfavdza2louX77cJScnJ9fb21vf2LaK0pB2U3NjLsTVjQkR3dlxNIekE8fq3eatvz+itKqMZy9/gCNFuXyWuBCDNFzgSJVL3eigUDrY2JyxvKenN//pP4QnNvzGm9s2nVWZBim5b90K/vP3n0xftYzSqioe/mM1m46ocb+UltWSiU1zy9NqtXLSpEnHX3nlFc+66zIyMqz79u0bEhISEtG3b9+QPXv2WAOMGTMmYMqUKf6xsbFhfn5+0Z9//nlto8xnn33WMyoqKjwkJCTiwQcfVDVAl4h2mdwA+Dl14OUBQ7h52Q8s2ZvGqsy9/LpnLSdKTwJQWV3JkMABeDl2or9/bzLzs3jr7494b+vnrN633sLRK4ox8bmmawh7T51s9j5SSl7ZsoEjxYWsHTuJxMkzefXyobw+aCjTVi9l8oqfOFKshk5Q2rdHH3302OLFi13z8vK05stnzpzZ+bbbbsvLyMhIueWWW/Luuusu/5p1R48etdq2bVvakiVL9jz//PO+AIsXL+6wd+9e2127dqWmpqamJCQk2K9YscLxQp+PcuG12+QGYFTXYB7u1ZcnN6zl29QkDuQfYtaq50jITaazsy8HTh0EYGzENbx+5dP4OHmRU3yML3f9wPHS5n+hKEprifP0ZsORQ9y3djmrM/eRX9743H9L9qazPiuTz0dcj7ejU+3trJGBwcwfeQNZhYW8t+OfCxG6orQaV1dXw9ixY/Nee+210+Yx2blzp8OMGTNOAtx1110nt2/fXpuojB49Ol+r1RIXF1eel5dnBbBy5coOf/75Z4eIiIiIyMjIiH379tmmpaXZXtizUSyh3bW5qeuO6J7cEd2z9vm7OwWr9i5mYJeRbM023tqN7ZhKbEe4tnMoEMrwH77ixT9eYeNtd5zTfFSNqTtuTnPngqo7n5S55s5J1dzyzJ1rvErLuCUsisH+AfyQkcKC1N08v+l3JkbEcHtULLY6HZkF+WzOzqKwsoIBvp15+q+1/HfAlXSydzijLG9HR8qqq+jr61/PkRSlfXnyySeP9uzZM2LcuHEnmt4abG1taydKrJkzUUrJAw88kPPoo482qwzl4tGua27q08vTh13Hj7Ih6x+Sj6dTWlV2xjZvXzGCgsoK7lu7nB9SfuFUWf6FD1RRTDwdHLk3Np4vRl7Pj9feTMapPIb/+BWDvvucUYu/4YPEbazO3MfYZT9wuV8Xrugc0GBZBRUV9PNRyY3S/nl6elZfe+21pxYsWOBesyw2Nrbkk08+cQGYN2+ea69evYobK2PkyJGFX331lXtBQYEG4MCBA1ZHjhxp9z/qlaY1+SILIfyB+YAXYAA+klK+I4ToAXwI2AJ64G4p5Rn14UKITKAIqAb0UspeLRZ9Pfr6+LNm7ERuX7WWkqpSKqorz9gmwt2DD4ddw0ub1nO4eCUr9/3BW8Ofx9lGjSarWJavUwfevmIEm7Oz2HY0m/Hh3XG1taNcr6e8Wk9Hm4Zr1H0dO9DJ3oFN2VmM7hZ6AaNWlNbx9NNP53755ZceNc8/+OCDQ5MnTw545513vNzc3PTz58/PbGz/G2+8sTA5Odm2d+/eYQD29vaGb7755oCvr6/qhXWRa04GqwcellLuEEI4AduFEGuA/wEvSilXCCFGmZ4PbqCMK6SUF6xa0NexA08OuI9/juzExdYZyD5jmwG+nVk9diLbTobwzB//491/PuOJ/veg06ikXrG8vj7+9DWrgbHV6bDVNf7e/P3QAYoqK/BxUEm60jK0Dg76lu4K3tQ2paWlO2se+/v768vKymqfh4aGVv79998ZdfdZtGhRZkNlPPvss8eeffbZ+rvVKhetJt+0UsocIMf0uEgIkQr4AhLoYNqs/gzCggZ7HmawpwfQeBuSXq4Z/G9gXx5Yt5JZK5/g5QFDOFRYQEcbW/zdr0Mjzu7O3bm2WTFvV1O3vYz583NpfwPnPoeW0n68tX0zNwSFE9PpjB60inJOmhqTRlHaqrPKyIUQAUAssAV4AFglhHgTY9udfg3sJoHVQggJzJNSftRA2TOAGQDeDhe2p153D0/W3TKZf3KOMGXlzwDY6XSMDLJhTPioCxqLopyttJMnWHNwH/vyT/HTdePQNTK5rKIoyqWg2cmNEMIRWAQ8IKUsFEK8DDwopVwkhLgZ+BQYWs+u/aWU2UKITsAaIUSalPLPuhuZkp6PAKLcO8m66y+EeG9f1t8yheOlpXyYuI3Facs5UpTDHT1uxd7KTk12qLQ51QYDT274DQ87B96/cpRKbBRFUWhmciOEsMKY2HwjpVxsWjwZmGV6/APwSX37SimzTf8eE0L8BMQDZyQ3bYWHvQMe9g7cGBLOb4f2s+XITrYcMd6+tdLomDvqVeyt7CwcpaIYbc3NJv1kHp+MG42bnb2lw1EURWkTmtNbSmCslUmVUr5ltiobGAT8AQwB9tSzrwOgMbXVcQCGAy+1QNytbrB/AClT7yH5xDHGLvuBri5d2H/qIF/vXsyMnuNb9dh129WYt7lp7ng4dcuI7Vj/Pi09zo9yYcV5edPRxpb0k3n081XJjaIoCjRvnJv+wERgiBAiwfQ3CpgOzBZCJAKvYGovI4TwEUIsN+3rCfxl2uYf4Fcp5coWP4tWFOneiZSp9/DSoEcAWH9wM+sObLRwVIpiZKXRMsC3Mxmn8iwdiqIoSpvRZHIjpfxLSimklN2llD1Mf8tNy+OklDFSyj5Syu2m7bOllKNMj/eb1sdIKSOllP9t7RNqLUII/nvF49zRYxzL965l9uZ5LN+zlrQTeymranzIfEVpTaGubmzNPdIqZX+Vkkivrz7iq2TVaUa5MB5//HGvoKCgyJCQkIiwsLCIdevWOQDccsstXbZv324L4OvrG52Tk9Nmx+343//+5/Hee++5WTqOS1mbfXO0NTVTOBDgxozI0aw7dIDdJ/ayJG0Te07l0cnegcH+AfTo3b/FGx431k38XKhbUReXHUdz6OPt1+LlSilZvn8Pdjodr/7zFxMjY1r8GErb9uPkT2Mqi8pb7HvC2slWf9OXdzSYKf/2228Oq1at6rh79+4UOzs7mZOTo6uoqBAACxcuPNhScbS2xx577LilY7jUqeTmHDhZ23BdUBjXBYUBoDcYOFBwint+W85A3y70U3P7KBdQ0olj2Gh1+Dg6odNoWHtwP/fGxuPZwJAKldXVrD24n7RTJ/Cwc8DJ2poYDy8CnDuett2qzH0kHj/Kf/pfwbMbf+dAwSkCnV0uwBkpbUVLJjbNKe/IkSNWrq6uejs7Owng7e1dO+hffHx86Jtvvpl1+eWXl5rvM3To0G45OTnWFRUVmpkzZx595JFHTgD83//9n/s777zj1alTp6quXbuWW1tby/nz5x/Kzs7WTZ06tcuRI0esAd56661Dw4cPLzEvc86cOW5Lly7taDAYRHp6ut0999yTW1lZqVm4cKGbtbW1YfXq1Xs8PT2rZ8+e7f755597VFVViYCAgIoff/zxgJOTk+Ghhx7ycXR0rL799ttPjhgxIrim3D179tilpqbudnR0NDQVg3J+VL/RFqDTaAh2ceOBuMv4MHGbpcNRLjHzhl+LrU7HgtTdPPLHagorK7hhyUI2ZWfVbiOlrJ1McM6OLczZuQWdRkP6yRP8kZXJxOWLeWnzelbs38OhwgIAvktL4v6efRgTEkEPDy9WZ+6zyPkpl47rr7++MDs72zogICBqwoQJnX/99dcmBz375ptvMpOTk1MTEhJS5s2b55mbm6vNzMy0evPNN723bNmSumHDhow9e/bUzlty5513+j/00ENHk5KSUn/66ad9M2fODKiv3IyMDLtFixbt37p1a+qrr77qa29vb0hNTU3p1atXybx589wAxo8ffyopKSk1PT09JTQ0tGzOnDnu5mUEBARUpaWlpaSlpaVMnjz5+FVXXXUqJCSksrkxKOdO1dy0oE72DugNBkuHoVxiwlzdeWXglactW7YvnWmrljK6Wyj+Th34ZPcOYjy8mN69Jz9mpPDB0KuJ9fSu3f5keRkfJW7nzW2byC0pZtvEGWScyuN6U+1khJsHFhl8SrmkODs7G5KSklJWrlzptHbtWqfJkyd3e+655w7ff//9DbaYf/311z1//fXXjgC5ublWycnJttnZ2VZ9+vQp8vT0rAa44YYbTmVkZNgCbNy4scOePXtqx/MoLi7Wnjp1SuPi4nLah3e/fv2KXFxcDC4uLgZHR8fqsWPH5gNER0eX7tq1yx5g+/btds8995xvUVGRtqSkRDto0KCC+mJcvXq1w/z58z3+/vvvtLOJQTl3KrlpQT6OTmQW5pOad5xwN48z1tdt63IuUzU0Nv1Cc7uJN3Zc8xj7XjvktHXlG95vTohKG3BN1xBKqqpYc3Af9lZW/HfAlXyXlsT01ct4ZcCVpyU2AK62djzRZwAzYuIY8ePX/N+2v4lw8+C6IOMEnN6Ojuw5ddISp6JcYnQ6Hddcc03RNddcU9S9e/eyr776yq2h5OaXX35xWr9+vdO2bdvSnJycDPHx8aFlZWWamlrK+kgp2bZtW6qjo2Oj+bq1tXXteo1Gg62trax5rNfrBcCMGTMCf/zxx719+/YtmzNnjtv69evPmNjt4MGDVnfeeWfAkiVL9jo7OxvOJgbl3KnbUi3Ix9GJpy8byAO/r6SwosLS4SiXMCEE48Ki+PSq63iu7yBGdQ1m/qgb2DHxTq4PDmtwP1dbO5ysrfnz8EFeu3xobeP4Pt5+bD+aTWNfGopyvhITE212795tU/N8586ddn5+fpUNbZ+fn691dnaudnJyMuzcudM2MTHRAWDgwIElW7ZscTp+/Li2qqqKJUuW1DYWGzBgQOHrr7/eqeb5pk2bznlU1tLSUk3nzp2rKioqxHfffedad31FRYW48cYbu/7nP/850r1799ovhZaMQamfSm5a2NVdQ7jcrwuP/bmGMn2VpcNRlNM0NbM4wC833sbyMeNxNxvxONLNg5KqKr5LS2rN8JRLXGFhoXbSpEmB3bp1iwwJCYlIS0uze/311xuclHnMmDEFer1ehISERDz11FM+MTExJQCBgYFVDz74YE7v3r3D+/fvHxoSElLm7OxcDfDRRx9l7dixwyEkJCSiW7duke+9996Z1ezN9MQTT2THx8eHDxw4MCQ4OPiMMUF+++03h6SkJIeXX37ZJywsLCIsLCwiMzPTqiVjUOon2uIvsSj3TvKH0TdbOoxzVmWo5pE/VlNaVcUHw66pne+nJW5LNaa5t6Uao25LKQ1JP3mCG5cs5NbwaK7rFkq0h5p9vC0Zu/R7kk4cO69xKBITEzNjYmJO1Dy/0F3BW1JBQYHG2dnZUFVVxVVXXRU0ZcqUE5MmTcq/EMdWLozExET3mJiYgPrWqTY3rcBKo2X24Ku4ZvECtuYeIbaTNwUV5ZRWlZ02L1Vzx5tpbhLU2Hg45s+bm+gs1j1z2nPv/H+TnZZOzFpbY9f6XM7ljowOpz3/NKSw3mO1t+vUmFBXd74edSMTV/zEgtTdPBE/gAkR3dGc5bhOUko1CW07caESkdbw6KOP+vz5558dKioqxKBBgwonTJiQb+mYlAtHJTet5J+cIxwqKuBAQT5fJCWw4cghbLTWdHMJYGbcRNzs1XghSvsT6+lN0pS7WXtwP/etW0FPT2+i3Ds1vaPJLct+YPeJYyROnomVRtuKkSqXuo8++uiwpWNQLEe1uWklvk7GRvP/27qRhOO5jA+P5uNr3sBWZ8OyPWssHJ2inJ8ru3RlalQPXtj0R7P3KayoqB0qIen4sVaKTFEURSU3raZLh46MCQ5nREAQd8X05q4evdFqtNwSOZotR3byfcoyS4eoKOdlalQsKXnHSTiW2+S2J8pKueL7L/B3cubabiHM2bHlnHpeHS0pJqe46LRl1QYDhjbYdlBRFMtRt6Va0X8GnN4g19XWOD+Vff8BvL3jb17tF1S7rrE2IefShqNuuxrzMoY89e/jda+cvt+Qp/59/M38A6eta832Iy3d/uhs1G0/U8O8HU1j2525zmwSy2MNt81p79zt7Hm4V1+mrPyZdTdPxtX2zN6sZfoqFqYlsyk7iy4dOvL2kBGcKCvl8u8+52BhwRlTPjTlxiULOVVRzqyefbgzphcf79rOp7t3UlhZQairG0/1GUhvL98WOkNFUdorVXNjAY7W1pRUVTXrF6+itGW3R8XibG1zRm1KjT+yMvnf1o0IYM6QkQCsOrAXRytrOtrY1rtPQ8r1ek5VlDOjexwf79rBx7u282HiNr6++ka2TphOnKcPD/2xSo0xpShK08mNEMJfCPG7ECJVCJEshJhlWt5DCPG3ECJBCLFNCBHfwP4jhBDpQoi9QognWvoE2qPeXr7c06M3D/2+ikfXr27wi0FR2jqDlBwvK6Wgsv6EItzVOHzHB8Ouwc/JWIsV2NEFf6cOdLRtfnIjpWTFgT0AjA+PZkpUD/bln+LNQcMJ6uiKg5U1w7p0Ja+sjGqpRrBv7x5//HGvoKCgyJCQkIiwsLCIdevWOZxtGfb29rGtEZvSPjTntpQeeFhKuUMI4QRsF0KsAf4HvCilXCGEGGV6Pth8RyGEFngfGAYcBrYKIZZKKVNa8iTaG40QjAmJYGRgMJ/s3sFNS7/nlijJAP941UVWaVe0Gg0v9BvMo3+s5stRNxDU8fRBWk+Vl9Glg/Np3cXjvXxJPXmCQ4UFdO7g3KzjHCjI5/lNfzBnyEg87B24N/bM31JHS0vQaTR8k7qbadE90QjBjqM5xHTyxE5ndX4neok6uCAjxlBR3WLNFzQ2Wn2X20Ia7V7+22+/Oaxatarj7t27U+zs7GROTo6uoqJCfTAqZ6XJN62UMgfIMT0uEkKkAr6ABGoaFDgD9Y0iGQ/slVLuBxBCfAdcB1zSyU0Neysr7u/Zh2FduvLkhuVsPrSaVwZeSb7s1+A+5zpei/m6da80XIZ5Gxxv7jh95Tm0d2lsYMG67X3MtXTbmveOHWl6ozoaa2NzrppbpnnbnMbG1GkLbg6NRG8wcNsvi5g79Gp6efnUrvsn98gZbXF0Gg1dnV3IKSlqdnKzMD2JqwK6MbRL1wa3uTowGJ3Q8OSG35ibsBVbrY7yaj3XB4WdMbGo0jwtmdg0t7wjR45Yubq66u3s7CSAt7e3HmDJkiVOTzzxhH91dTUxMTGl8+fPP7h69WrH9957r9OaNWv2Afz0008dPvjgA4/Vq1fvA5g+fbrfxo0bnZydnasXLVq038fHR5+cnGwzc+bMzidPntTZ2toaPvnkk4OxsbHlCxYscH7ttde8q6qqNC4uLvqFCxfu9/f31z/00EM+WVlZ1gcPHrTJzs62njlz5tFnnnlGdfdr486qzY0QIgCIBbYADwBvCCGygDeBJ+vZxRfIMnt+2LSsvrJnmG5vbTtZXnY2YbV74W4eLL7uFoZ26cp1P3/HK3/N4ZE1/+Hr3YstHZqiNMtt4dG8fvlQJq346bS2ZNd2CyX9ZB778k+fdLOjrS0GKTlZXtasnk5/Zx/m2m6hjW6j1WgY1TWYLeOn88/46Xx61WiW3ziev3MOc9svi1iflXlO56ZcWNdff31hdna2dUBAQNSECRM6//rrr46lpaXizjvvDFy4cOG+jIyMFL1ezxtvvOFx7bXXFu3du9c2OztbB/DZZ5+5TZky5QRAWVmZpmfPnqUpKSmp/fv3L3riiSd8AKZNm9Zl7ty5h5KTk1PfeOONw3fddVdngGHDhhUnJCSkpaamptx0000nX3rpJa+amPbu3Wu7fv36jK1bt6a++eabPqomqe1rdlYuhHAEFgEPSCkLhRAvAw9KKRcJIW4GPgWG1t2tnqLq/SSTUn4EfATG6ReaG9fFQiMEd0T3ZEjnQFYftiPxaAor9q7D2caJa0OGWTo8RWmSl4MjLja2uJi1pfFxdGJsaAQrD+zlHrNbSX28fblj1VLAWJMzf+QNCAExHl5nlGuQkj35J3G2sTljXX1q5s+qmfl82Q23siZzP3f99ivrb5mCh71DbUJ1tqMrK63P2dnZkJSUlLJy5UqntWvXOk2ePLnbrFmzcvz8/CpqJp+cMmVK3vvvv99Jo9Ecu/nmm/M+/vhj13vuuSdvx44djosXLz4Axtm7p02bdhLg9ttvz7vxxhuDCgoKNDt37nQcO3Zst5rjVVZWCoADBw5YX3/99X7Hjx+3qqys1Pj7+9c2JBs+fHi+nZ2dtLOz07u6ulYdPnxY161bNzV5YBvWrORGCGGFMbH5RkpZU50wGZhlevwD8Ek9ux4G/M2e+1H/7SvFJNDZhXgZTrxvLGPCr+a1je9RUlnKLZGjVXscpU2bn5zI2NBIunToeNryUBd3PkjcyvTucVhrjaMS39MjnmFduhHi4sb7Cf9w26+LAHjnihH08vLBxXQra+nedN7YthEAX8dzu03oYGXN9cFh/JN7hCt/mI+ztQ155WUEdXTlqT4DuczH7xzP+Pws37+H/9u+mef7DWaAb2eLxNBW6XQ6rrnmmqJrrrmmqHv37mVfffWVW0Pb3nXXXXlXX311kK2trbz22mtPWVnV375KCEF1dTVOTk76tLS0M5pG3HvvvZ1nzZqVO378+IJffvnF6aWXXqq9v2pjY1P7g1ur1aLX69WHcRvXZHIjjN+onwKpUsq3zFZlA4OAP4AhwJ56dt8KBAshAjEO/jEOuO08Y77o1bY36Qg9rxnFzDW/sDj5MC/0G8zuwsgztv/78A5W71+Pnc4Wd3tX7HS2jOpizSD/gMbLr0dzx9vJ8fu0WefC/E0NrhrV8d+2RXWP29BcWI1NPtpY7Pc2c4YA87Y593bybXBda2vumDqNtc0xj/9CzHFlrdWyIHU3Q7t0pVtHF+x0VlRWV1NerSerqJB/co/UfolrhCDM1d0YZ494enn6sGRvOl+l7OK/Wzbw+Yjr8HJw5I1tG7ktLJo7Y3qddy3LKwOv5MX+g9l9/BhudnasytzHI+tX886QEcR5+jRdQAsq01fx6pYN5JWX8WHCNnp7+nCgMB8ve8ez6kV2MUpMTLTRaDRER0dXAOzcudPOw8OjKjU11S4pKckmKiqqYv78+W4DBw4sAggICKjy9PSsmj17tveKFSsyasoxGAx8/vnnLjNmzDj1xRdfuMXHxxe5uroa/Pz8Kj/77DOX22+//ZTBYGDLli12ffv2LSsqKtJ27ty5CuCLL75oMJlS2ofm1Nz0ByYCu4UQCaZlTwHTgXeEEDqgHJgBIITwAT6RUo6SUuqFEPcCqwAt8JmUMrmFz+Gi5mJrx2cjruPB31cx/tdF9PI7yZCA/miEsblUTtFRPk/4jskxN2OttSav7CSnygq467df+eHasUSexbw/inI+Xux/Bb29fJm84ifK9Hr6+fizKTuL3l4+/Kf/FcQ3MLieEIK+Pv709TFW8n66ewdXL14AwPAu3ZjWvWeL3T6y0mjpabpdNT26Jy42tkxZ8TM7J81Ep7kww34VVJTzyB+rcbax5b8Dr2Tmml/o/c3HdLC2oaSqkund47iuWyiL9qRSUa3nppAIbLQ6fBydLkh8llZYWKi9//77OxcWFmq1Wq0MCAio+PLLLw/+888/J8eOHdutpkHxI488crxmn3HjxuW9//77uri4uPKaZXZ2dobk5GS7yMhILycnp+rFixfvB/j222/3T58+vcvrr7/urdfrxQ033HCyb9++ZU8//XT2rbfe2s3T07OyV69eJYcOHWrefVClTRLnMgR6a4ty7yR/GH2zpcNoUyqrq/llfwafJe+jo40TM+MmYWdly/N/vElvnx6MDh1+2vZZJ37mvZ3/8OGwa+jasfmTdDZ3pOBm19w0YlRxwzU35iMlt0TNTXO1lZqb5mpLNTc1DFKSWZDP9qPZnCgrZWZMr7O6pSqlJO3kCUr1VcR4eLVq0iGl5OZlP9DXx58H4i67IG1w/m/7ZvacOsnswcNra7eKqypxsbElu7iIiSt+IrekmAG+namqrmZL7hHsdDo+GHoNm7KzGB8ejYf9mcO+jF36PUknjp3XCSQmJmbGxMScqHluia7g52LSpEmdY2NjSx988METTW+tXCwSExPdY2JiAupbp6ZfaCestVpuDA7H32003+z+iRfWz2ZQl76cLMtnVPCZ3VxHB4VSVFnBtFVLsbey4qaQCG4OjcS+gfvRitJSNELQtaPLWSXV5oQQhLt5tHBUDR/r5QFDmLLyZ67pGkKI6+l3I/LKSrHSaOlg1phZSsnG7Cz+zj7Mg3GXoTVLvl7++092HT/KqwOvpFudMX/AOMrywrRkHu3dr3bsHWutFletsY2Rr1MHVo6ZwPGyEnwdOyClJLekmNtXLWH66qX09+3MqMXfcHtULFOjYmsbT7eW1khEWlpkZGS4nZ2dYd68eVlNb61cKlTNTTv1dcou1h4uIc47mv7+vYEzf51LKdmcfZh1hw6QW1rMjqM5/Kf/FVzZyFghjTmnNjfNZF6LU5d5jcSYO9NPW7doXuPdg+szpufKZm23aMeIsy4bzm0cmtYYU8dc3VqohmpyznUcpfburjW/UKbXMyMmjn6m22ObsrOYZurR1a2jC28Nvors4iJe3Lye3JJiAN6+YgRbcg7zQ3oK9lZWaISgr48fOo2Gh3v147eD++lgbcM13UIAeOXvDRwszOfdK0fVNq5ujgq9HgMSO50VSSeOcfOyH3gori/Tuves3aY1am4UpS1TNTcXoQkR3Yn0afw2jBCCfr7+9PM1fljvOn6Uu9b8wvGyUm4OjVTdYBXF5Nm+g/giKYHH1q+hk+mWT9rJE7x35SjiPL15a9tmrvv5OwCe7DOAaoPkf1s38sgfq4n39mXRdTejFRo62Tuw6/hRpq1eyrJ9GQiMY19IJIcKC1i0J4VFo285q8QGwMashqZmzCBL9fJSlPZAJTeXkO4ennxy1Wj+s/lP/jpyiNcvH4qDlbWlw1IUi/NxdOKpywZyf88+7DmVR7WUONvYEOxivE31Yv8reKHf4NPaDk2OjCG3pBgvB8fTlvf29uHVgVeSW1LMVQFBTFy+mKV70zlYWMDDvfqd9UzodUWYbtmd7cSjzWQwGAxCo9G0vSp9RTFjMBgE0OBEciq5ucSEu3nwxcjreWnzeiYsX8ybg4bX2zZAUS5FjtbWtYP/1VW3UbQQAu96ejBZabRcFxRW+3zDrbe3aIyutnZYaTQcLy2pnYy0BSUdP348wsPDo0AlOEpbZTAYxPHjx52BpIa2UclNO3aubSCstVr+0/8KFqYnM2n5T4wOCmVSREy9H9QNHS/WrI3McseGx7JprsbK+DTE7FhbD5y2bkzPA3U3r5d5+5mWaEvT0m1k6rbTaYnyzctcfsXpbZVif6//C7y5LtW2OW3B8gN7iHTr1GASdj70ev203NzcT3Jzc6M4y+l5FOUCMgBJer1+WkMbqOTmEiWEYFxYFEM6B/J50k5u+3URy264DUfrpm9TSSkpqKig0lCNrVYHjhcgYEVRSMk7zqtb/uKVAa0zEWhcXNwxYHSrFK4oF5BKbi5xnewdeDx+AKVVVTz+5xr+N2hYve1wqgzVbDh8iE1Hskg8nktynnH8rEDnjtwzKfBCh60ol6SEY7kM6RzI9cFhTW+sKJcwldwoADx92eW8uPkPrvv5Ox6MuwwPOwc2ZWdxoOAUBinZfjQHa62WOE9vbgqJ4E0fP9ZnHWRheoO3PFvMudz2OqNreTO7fzdahpnGupMvb4HyG+tOvvyKnNrHjXWFP+3WVp3bXKPMym/u4IctMUiicn5S8o7j43BpjFSsKOdDJTcKYGyH898BV7LpSBYf79rO3vyTDPDtzBX+gZRX63k8fsAZjRd7elby2j9/UVFZjY312XVtVRTl7EgpySkpYnS3sx/bSVEuNSq5UU5jPi5OUwJNXVpf+yqF5++IbsWoFEV5Z8cW8srKuMJf3QZWlKao1vDKOXOwsibU1Y2iUr2lQ1GUi96KA3t4+rKBp00FoShK/VTNjXJeJoR359mNv9PvRE862hoHFWuJruHnqzW6p5u3kWmsvUxLH6uuUWbduG+8Y2Kzyi/f8P7pxzNrt+P9U/Pa0jS3i/e5ts1RXcgb9kN6MgUVFcR4eFk6FEVpF1TNjXJexoRE4O/UgR8yki0diqJclDZnZ/Fh4ja+GHn9WU/boCiXqiZrboQQ/sB8wAvjwDkfSSnfEUIsBGpatnUE8qWUPerZPxMoAqoBvZSyV4tErrQJ1QYDWUWFOFmrqnJFaQ2/7t9DT09vwlzdLR2KorQbzbktpQcellLuEEI4AduFEGuklLfUbCCEmA0UNFLGFVJKNdPsRSiryNileKBfZwtHoigXnxNlpSzek8qPo2+2dCiK0q40mdxIKXOAHNPjIiFEKuALpAAI44QrNwNDWjFOpY2qmW5n+f49TO8eB4Bn1lQ0QoOUEoM0oBEahBDk+H3aYDnNbcPS2u156sZx9eJvqDZItBpB31GxuNjaXZDjNnae5tuO//Sr2seNjY1T1436l2sfb2Zds/drjrptZ8zb4Kh2NWdn9/GjwL89ExVFaZ6zalAshAgAYoEtZosHAkellHsa2E0Cq4UQEpgnpfzoXAJV2qbs4iIA3t7+N/OTEwHIr6jEwcqOkqpSqqWBSI8Qnuh/73kfyyAlUsozJjBsLeknT3CgIJ/bo2L5LGknh4oKWi25UZT6fJa0k9vCorHTWVk6FEVpV5qd3AghHIFFwANSSvOfiLcC3zaya38pZbYQohOwRgiRJqX8s57yZwAzALwd1GRF7UVfH39Spt6DlJLckmK0Gg2ZZTGUVpVhb2WHVqPl8bWvsCxjDYGO5bh3tKk3OWlO0nLVj19xpLgIW2stttYabKy12FiZ/Wt6HOLvRGRX5/NKglJOHOemZd9zR1QsD/fux7HSEm79ZRHdOrowe9BVhLi6nXPZitJcUkIXZ2dLh6Eo7U6zkhshhBXGxOYbKeVis+U64EYgrqF9pZTZpn+PCSF+AuKBM5IbU43ORwBR7p3kWZyD0gYIIWpnFT9SaYWz9t9fmvf1nsrSjNWs/nkvBikJ9HakospAYUkVZRXVlFdW80jFTgCWXD+OYJf6EwcXWzukrZ67bgyivNJAeUU1FVXVVFQZqKg0UFFVTVl5NWu25rL6n1yG9/EiMrDhJEdKyYn8CramnkSjEVRXG9hctI7rgsJ4+q+1XNM1hId7G28B/W/QMKZE9WDCr4u5fsl3+Dg68erAK+nt5duSl1FRTvPUZQO5aen3DPTtQoC6NaUozSakbDyPMLWp+RI4KaV8oM66EcCTUspBDezrAGhMbXUcgDXAS1LKRif6iXLvJH9QDeguOlJKDhYWkHAsF2cbG/IN0dhb2WGns6WP2wG+S09i1YF9zB91AzrNmaMURH8xl7hwF26+skvtsvra6kgpWX/4IP+3bTPONrY83KsvR7ruP22b46fK+WjJPqSUDPbqxomyUjYeOUTN/4auzi7MH3UDrnVuQ/15+CCf795Jt46u/HZoP8tvHI+91YW9ZdBQe5yzGXunuWPRtJU2Mu0t3paiNxjo/uUHTAjvzlOXDWx027FLvyfpxLELc89WUdq45tTc9AcmAruFEAmmZU9JKZcD46hzS0oI4QN8IqUcBXgCP5l+OeuABU0lNsrFSwhBgHPH2l+gO/P/nebBRqdjQnh3Nmcf5tZffuSl/lcQ7uZx2v6P9O7H6/9s5MbB/ui0DQ/RJIRgsH8AA3078/PeNB78fRXuqVquuswbbzdjslJWWY3BIHn29qgzkoLCiooGR4G93K8Ll/sZk6uN2Yf48/BBRgQGnfW1UJTmmJuwlVAXN67pFmLpUBSlXWlOb6m/gHp/DUgpp9SzLBsYZXq8H4g5vxCVS4VWo+H9K0exbF8G01Yt5d0rR9HT89/ReBemJdMv2r3RxKZueWNCIri6awjP7V/GvJ/2EtLZieF9vPF0saWgpIrH308g6oZIOnf4t11Dc4e3j3LvxEN/rGJTdhbDA7rRwdqGbh1dsNNZIeCCNXxWLl6bs7N4IO4yunt4WjoURWlX1PQLSpui1Wi4PjiMdYcOsC//ZG1y8+nuHWQW5jOxV9RZl2mr0zG4pyeXRbnzZ8Ix5nyfzvB4b26+sjM/rD2Ek7X1OcX66sChDPTtwsHCfN7f+Q8nyko5Yuo91sHaht5ePvT18SfCzYNwV3dsdOq/m3J2iiorqaiutnQYitLuNNnmxhJUmxvl29TdzE9JpK+PPxoEC9J289rAofi7X3/adufSxuJwUSF3rFpCZXU1r10+lD7efi0UNZRWVaEVgoTjuXyRlICNVkdmYT77C07R0caWfj7+SCQP9LystgH2+WjuuD/eh+84p/Jbug3LuY5501Cbm9ZoY9PQsd47duS052czrtC5+nV/Bv/9ewN/jptabzs0c6rNjaL8S/2UVNqkW8OjyS0t5uNdO3C0subZyy5ndFAoO/PPv2w/pw4su+E2hAArTcvO1VPTuLiPt99pSZNBSo4UF7LxSBYvbV5PuV7PO0NGtuixlYtPYUUFtlodhjb4I1RR2jKV3Cht1oNxfXkwrm+rlH2hJyDUCIG/kzPjwpy5tlsI1y7+lsTjuWqWZ6VBBin575YNfD7iOjVhpqKcJTUruKJcYA5W1kzv3pMPE7ZZOhSlDduUnYWjlTURdXoNKorSNFVzo7QrF8s4JjcGh/PRru2knDhOhPu5f3mda1ua5mru+DKNMX/NzvX1u5Cvu/mxzM//3k51B2xs3TY3BwpO0d/XHwerc2vwriiXMlVzoygWYKPTcXtULB8kbrV0KEobtSB1N4HOLpYOQ1HaJZXcKIqFDOkcyNpDB6hUXX2VOir0eg4WFnBLaKSlQ1GUdkklN4piIXvzTwIXvnGz0vYZTBOBqFnoFeXcqDY3imIh7+38p/Zx3fFqzmaeKOX8tES7osbKPJ/2QiVVlTjb2LZESIpySVE1N4piIX19/JveSLkk/ZNzhE72DnSwbt5UIIqinE4lN4piISVVlUS7d7J0GEobU2Wo5rE/13BPj95qfjJFOUfqtpSiWMi3aUn0MA3iV7dL905LBNRKGrpFU/d20IXs7t0at6LO5bj1nXO1QVJUWYlGJTaKcs5UzY2iWMBNS78H4MYQy3zJKm2XrU7H7MHDeXbj7+w5lWfpcBSlXWoyuRFC+AshfhdCpAohkoUQs0zLFwohEkx/mUKIhAb2HyGESBdC7BVCPNHC8StKu5SSd5wwV3duComwdChKGzQyMJhuHV3ILMi3dCiK0i4157aUHnhYSrlDCOEEbBdCrJFS3lKzgRBiNlBQd0chhBZ4HxgGHAa2CiGWSilTWiZ8RWm/jhQXsu7QAfqphsVKPaZE9uDVLX+RdvIEA3w7E+vpbemQFKXdaDK5kVLmADmmx0VCiFTAF0gBEMYWbzcDQ+rZPR7YK6Xcb9r2O+C6mn0V5VK1c+KdLNufwWdJO3nkj9WMDh1JSWUpO3KTyCk+Si/v7oyNuBa/DpfOF1pj3afPpWt1c9vVNFZeS7TNOdcybggOp7K6mm/Tkli8J5V1N09WDYwVpZnOqs2NECIAiAW2mC0eCByVUu6pZxdfIMvs+WHTMkW5pNnodNwUEsHXo27kPwOuYO/JTDYf2U5O8VEADhfm8Pja/2KQBgtHqliKRghuDY/m5+vHYaPV8cj61aoNjqI0U7N7SwkhHIFFwANSSvMZ424Fvm1ot3qWyQbKnwHMAPB2cGxuWIrS7l3dNQQf1+sA2JGzm+hOYeSV5fPwmheZ+PP9XBsyDF8nb2I8w+lg42ThaJULTSMEP46+mUELP+d4aSnzR91g6ZAUpc1rVs2NEMIKY2LzjZRysdlyHXAjsLCBXQ8D5g0K/IDs+jaUUn4kpewlpezlqoYcVy5RPb2jsdJa4eXowTc3vMftPcaRX1bA5sPbuGv5k+zI2W3pEBULcLS2ZpBfAKO6Bls6FEVpF5qsuTG1qfkUSJVSvlVn9VAgTUp5uIHdtwLBQohA4AgwDrjtPOJVlItSQ+0+YmPdADcApqwo4P2tn7Jj0p216y01Xsu5am68LXFeLT1uTmPtgJq7X2P7NLYutmMq/Xz9eW7j73RxH42tzua0dYqinK45NTf9gYnAELOu36NM68ZR55aUEMJHCLEcQEqpB+4FVgGpwPdSyuQWi15RLiGV1dWUV+uZtW6FpUNRLKBm2ICsgiMWjkRR2r7m9Jb6i/rbziClnFLPsmxglNnz5cDycw9RURSABdeM4d2dW/ggYRsRn78PwFfXz0EjWn4szmpDNVqNmq28LdEbjI3Ld+YmEezW1cLRKErbpqZfUJR25L7YPnTp0JEn/vwNgIk/3w+Ao5U9VlpriiuLmd5zPP39e5912QZp4IeUX/By7MRHO75mRs/xDOrSt0XjV86dTqNh0eibueWXxfh18KGffy9Lh6QobZZKbhSlnbHXWZ32/ME+0/Hr4INWaPgk4VsKK4rPusyCiiLe2DSXA/nGkRvGR93AF4nfs+HQFq7qOphePjFtZoyVlm7r0th+jR23JdrSnG3bonA3D1xtbdAZUont6HBW+yrKpUQlN4rSzgzt0pXkKXdTZTCQXBRVu7zaUE1heREdbJo/lIKUki1HdrIo9VfKqyt4tO9dRHUKRafRcWXgQHYdTeHH1F/ZnrubO3tOaDMJzqWsq7MLVQY1/pGiNEYlN4rSDgkhsNae3ibmeOlJDhUeIdIjtNF9c4uPU1FdgYe9G8/98QY5xce4OeJaRocMPy15sdFZ09u3BzFeETz2239Jz9tHmHtQq5yP0nyjugazJaehDqqKooBKbhTlotHJwY1g10BW7F3HrVHX17vNliM7eX/rF1TLagDsrex4ZuADhDeStFhrrYn1imTvyUyV3LQBMR6efJi4zdJhKEqbppIbRWnH6rYPef6yWCYsX8y6A+vpaOtKjGcEHW2d8e3gxWcJ31FUUcLj/e8mwj2E46V5dHJwb7S8Gl9WH6GHm3Xt+vY2vs7ZjFHT0LrGxpM51zFwzkWAc0dyioswSIlG3SZUlHqp5EZRLiI9Pb35+bpx2Oi0/HLQiryyU2QWZPFt8s/cGDaKQV0uw93eFeCMxKYx249mM6RLYGuFrZyF0qoqrLValdgoSiNUcqMoF5kQV+OIxv38/609uLf31PMqs7Cygg7WNk1vqLS6v3MOE+ra/MRUUS5FLT/6l6IoF50qg4HYTl6WDkMBvkxKZHJkjKXDUJQ2TdXcKMpFqqXnHErNO8FlPn6NblNZXQkItufsQkpJVKdQi81kfi7j4ZzNfmdTZkuWvb+wBKz6sjPfo9FjKcqlTCU3iqI0qYO1De8n/EOclzdWDUzL8EfmZj7e+U3t8x6ekXy88xsmRI9hUJfL0GnUx8350hsMlFSW0NG2g6VDUZQ2TX3aKIrSpJ+vH8cDv6/kmsUL6Ofjz1Uh3bDRWdeuL64sYUnGKkYGDeE2Uzd0jdCw79RBvk9eyvfJS+nlE8PVwUNxtLang40T5foKsoty0Wq0ZBcdxd3OhSDXQDVQYCNe2PQHOo3utFnBFUU5k0puFEVpkpeDI99ePYZdx4/y2j9/sXDZQ2iEhjeGPsOmw9tZlPorAFcHX3naRJ7dXLrw5ID72Hokgbf/+YQ/Dm4G4ME+M/i/LR8B4GLrTFeXLmzP2UV//95c5tuTHl6RrTIhaHt2oqyUxXtSeXPos5YORVHaPCGltHQMZ4hy7yR/GH2zpcNQFKUeRZUV/JCewke7tlNYWQEY57fq5WNs5FpfG5AqQzU7j+bSo5MXl3/3ee1+5rOap+ftI+V4Bj+m/koPz0gmdr8JTwf3VqnJie2Yyt/Zh3lyw2+MCYng3tj42nVtdQyf1ze+z65jqbx5X+xpy0cV9wNg7NLvSTpxTFV7KQrNqLkRQvgD8wEvwAB8JKV8x7TuPuBeQA/8KqV8rJ79M4EioBrQSynVVLaK0o45Wdtwe3Qsb27bBMCS68dRLBrvvWOl0RLv7QvA3+OnUaHXk1Icfdo2oW7dCHXrRh/fWFbtW89/NvwfjlYOzIybSKBL5xY/jxUH9gCw4fDB05KbtuhAfha7jqXi66R6rClKczTntpQeeFhKuUMI4QRsF0KsATyB64DuUsoKIUSnRsq4Qkp5ogXiVRSljUiZek/t4535Z7evja7hjx4fJy+m9riFKTE3s/nwdv63aS5ejp3oYOPExO5jagchPB/rszL58/BBnu07iLkJW8+7vNb216EtAPxv6DPk8KmFo1GUtq/J5EZKmQPkmB4XCSFSAV9gOvCalLLCtO5YawaqKErbdS7dkZuzT08XB24JGsuOozn8vDeNl9a/ypyRb5xLiCzY/RO/HdhARXUlHW07cGfPKTg4dGN//mrK9FXY6azOqdzWkON3egLzx6+J+HrYkeP3ae1tKEVRGnZWDYqFEAFALLAFeAMYKIT4L1AOPCKlrO8nkARWCyEkME9K+dH5hawoyqXE3c6e4QHd6OfjT/w3H/PR9q/p6x9HpEdosxodF1UUk3JiD7/uXcsDfabj4+iJp6MHOlOXdh9HJw4XFRLs4tbap9KggooinBsZD6i80oBHR9VDSlGaq9ndEYQQjsAi4AEpZSHGxMgFuAx4FPhe1N/yr7+UsicwErhHCHF5A+XPEEJsE0JsO1ledrbnoSjKRc7R2prvrx2Lm70Lr218n4k/34/eUN3kfk+sfYU5/3zKsK6X09snBt8OXrWJDUDnDs4cLCxozdBPU1ldxSt/vUtZVTlV1VV8l7SEu5c/SeqJvQ3u49/JnqxjpRcsRkVp75pVcyOEsMKY2HwjpVxsWnwYWCyN3a3+EUIYAHfguPm+Usps07/HhBA/AfHAn3WPYarR+QiMvaXO7XQURbmYRbl3YoxuEIEdOzP773nc+evjxHlHc23IMHydvLhvxTNY66y5OeIabLQ2zP57HgA3hI7gpohr6i2zs5Mz6SdPMLRL17OOR0qJ3qDHStv8W1oPrHqOgooiHlnzEs62HThYcJhuLl3474Z3+Gz0W1jXU9bJwkp8PezOOj5FuVQ1p7eUAD4FUqWUb5mt+hkYAvwhhAgBrIETdfZ1ADSmtjoOwHDgpRaKXVGUS1Bsx1RiO+q4I/wecoqL+CBxG0+sfaV2/ZSwm9lw6B8Sj6YA8GT/e4nqFHZGGTXsgsOYsXoZHWxsmBDevcnjG6SBo8XH2Z9/iJ/TVnK05Dhejp3o4RnJyOAhuNg6n7b9j6m/sjU7gVsjryeqUxgFFUV4O3YixjOSlft+58k+A/BxcOK+dQc5eGIJN4dGGhs5mpSW69FoYFi86imlKM3VnJqb/sBEYLcQIsG07CngM+AzIUQSUAlMllJKIYQP8ImUchTGHlU/me5W6YAFUsqVLXwOiqJcorwdnXix32AG+wdw39rlvDDoEYJcAxjWtd673/UKc3Xn26vHcNdvv7I1J5sjpatrbxG52blwT+8phLp1A6CgvJB3t35OTvFRfBy9GB99I1GdQskqzOHPg3/z0OoXeHHQI3R2NnZ735i1laXpq4juFM4bmz+oPebIoCFcGTiA//QNwl5nhRCC0d1CeWvbZkJd3cDRuF3CnlN8vTKTuDBXAn0cW+iqKcrFTw3ipyjKReNcJ8sEKNNXsTAtmU25VXg6elBQXkhBRREdbBy5vcc4AD7d+S0FFUXc13tqvbei/sjczPxdP9DBxgmN0HC05DiTu49lWNfLOVhwhKzCI/h18CGwo3+9cazK3MvLm/+k2krP+OEBvL/IOBbPf2Z0x87G2E6ood5SahA/RfmXmn5BURQFsNNZMSWqBzF+/yZI6Xn7eOnP/+OPzM3cEDaS9Lx93N5jXINtbAYH9CXINYDFacsZ2LkP3Vy61M6KHtDRj4COjc+qflVAEMO7dCPyi7m1iU3dEYkVRWmaSm4URblonMt4O42VEdsRrusyg3WHDvB/O7aRXZSLq13HRo8V2xGu7VxTu3L4rI8vhOCpPgM5UlzI9UFhhBa7n3UZinKpU8mNoihKI+x0VlzdNQQP51GU6ctra2Ja04SIphs2K4rSMJXcKIqiNIOV1uqsunwrimI5zR7ET1EURVEUpT1ok72lhBDHgYOWjqMe7tQZy6eNaevxQduPsa3HByrGltDW44Ozj7GLlNKjtYJRlPakTSY3bZUQYpuUspel42hIW48P2n6MbT0+UDG2hLYeH7SPGBWlrVK3pRRFURRFuaio5EZRFEVRlIuKSm7OzkeWDqAJbT0+aPsxtvX4QMXYEtp6fNA+YlSUNkm1uVEURVEU5aKiam4URVEURbmoqOSmAUKIB4UQyUKIJCHEt0IIWyHEWNMygxDC4r0YGojxDSFEmhBilxDiJyFExzYW339MsSUIIVabZpG3mPpiNFv3iBBCCiEsNv59A9fwBSHEEdM1TBBCjLJUfA3FaFp+nxAi3bTuf20pPiHEQrPrlymESLBUfI3E2EMI8bcpxm1CiHhLxqgo7Ym6LVUPIYQv8BcQIaUsE0J8DywHtgAGYB7wiJRyWxuMMRtYJ6XUCyFeB5BSPt6G4lsspSw0bXO/af3MCx1fYzFKKb8QQvgDnwBhQJyU8oKPidLINQwAiqWUb17omOpqJMaDwNPA1VLKCiFEJynlsbYSn5TyC7NtZgMFUsqXLnR8jcUI3Ab8n5RyhSmBfUxKOdgSMSpKe6NqbhqmA+yEEDrAHsiWUqZKKdMtHJe5+mJcLaXUm9b/DTQ+DXHrqi++QrP1DoCls+szYjQt/z/gMdpufG1JfTHeBbwmpawAsERi00R8AAghBHAz8K2FYqtRX4wS6GBa70zbfO0VpU1SyU09pJRHgDeBQ0AOxl91qy0b1emaGePtwIoLHRs0Hp8Q4r9CiCxgPPCcJeJrLEYhxGjgiJQy0VKxNRafafW9ptt7nwkhXNpgjCHAQCHEFiHEeiFE7zYWX42BwFEp5R5LxAeNxvgA8Ibp/8qbwJOWilFR2huV3NTD9GVxHRAI+AAOQogJlo3qdE3FKIR4GtAD37S1+KSUT0sp/U2x3WuJ+BqJcRLG2ykWS7pqNHINPwC6AT0wfhnOboMx6gAX4DLgUeB7Uy1JW4mvxq1YuNamkRjvAh40/V95EPjUclEqSvuikpv6DQUOSCmPSymrgMVAPwvHVFeDMQohJgPXAOOl5RpVNecaLgDGXPDI/lVfjFMxfskkCiEyMd7W2yGE8Goj8fWTUh6VUlZLKQ3Ax4AlG5o29Dofxti+Skop/8HYVs0SDbMb+3+iA24EFlogLnMNxTjZ9BjgByz7OitKu6KSm/odAi4TQtibfm1eCaRaOKa66o1RCDECeBwYLaUsbYPxBZttMxpIs0h0RvXFuFhK2UlKGSClDMD4Jd1TSpnbRuJLFUJ4m21zA5BkgdhqNPR/5WdgCIAQIgSwxjITVTb2f3kokCalPGyBuMw1FGM2MMi0zRDAYrfOFKW90Vk6gLZISrlFCPEjsAPjrZ2dwEdCiBuAdwEP4FchRIKU8qq2FCOQDNgAa0x3Af62RG+kRuJbIIQIxfhL/iBgkZ5STcTYJjQS3ydCiB4YG5xmAne2wRgl8JkQIgmoBCZbohaxidd4HJZvSNxYjDuBd0w1TOXADMtFqSjti+oKriiKoijKRUXdllIURVEU5aKikhtFURRFUS4qKrlRFEVRFOWiopIbRVEURVEuKiq5URRFURTloqKSG0VRFEVRLioquVEURVEU5aKikhtFURRFUS4q/w+igcW5B8wlbQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualising the marginal land crop distribution plots using crop_show.\n",
    "\n",
    "max_crops_array = ds.variables['max_crops'].values\n",
    "crop_distribution = crop_show(max_crops_array, geometry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "66625941-e689-4d93-873f-7bf789512588",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "geo_env",
   "language": "python",
   "name": "geo_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}