Seasonal Bias(gcm Mpi-CRU).ipynb

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    "#writing some conda package or module\n",
    "#!pip install netCDF4\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "from netCDF4 import Dataset\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "#!pip install cartopy\n",
    "import cartopy.feature as cfeature\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.mpl.ticker as cticker\n",
    "from cartopy.util import add_cyclic_point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 1452)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1901-01-16 1901-02-15 ... 2021-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</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-3804e24b-3bb9-48a2-8015-7cb53ebde3ee' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3804e24b-3bb9-48a2-8015-7cb53ebde3ee' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 1452</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c0bb45c3-184d-42a3-a262-77c2052e09ee' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c0bb45c3-184d-42a3-a262-77c2052e09ee' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-4a64f6ac-6718-4876-9646-59c42b9853c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a64f6ac-6718-4876-9646-59c42b9853c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a9df411-a30d-4459-837d-117ea280b19b' class='xr-var-data-in' type='checkbox'><label for='data-1a9df411-a30d-4459-837d-117ea280b19b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-a95638d3-5c50-4c07-9dd0-e75759cbacb2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a95638d3-5c50-4c07-9dd0-e75759cbacb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdeaa7c8-0df8-476c-88c3-f72cb1703425' class='xr-var-data-in' type='checkbox'><label for='data-fdeaa7c8-0df8-476c-88c3-f72cb1703425' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1901-01-16 ... 2021-12-16</div><input id='attrs-d38489b6-f0ee-4067-a309-0030f18edd9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d38489b6-f0ee-4067-a309-0030f18edd9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3d5718d-d04d-41f7-954e-bc051163f0d9' class='xr-var-data-in' type='checkbox'><label for='data-c3d5718d-d04d-41f7-954e-bc051163f0d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1901-01-16T00:00:00.000000000&#x27;, &#x27;1901-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1901-03-16T00:00:00.000000000&#x27;, ..., &#x27;2021-10-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-11-16T00:00:00.000000000&#x27;, &#x27;2021-12-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-742fc38b-62d7-4bff-8135-040d1b4a02af' class='xr-section-summary-in' type='checkbox'  checked><label for='section-742fc38b-62d7-4bff-8135-040d1b4a02af' class='xr-section-summary' >Data variables: <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>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-18a1a268-2d2e-4257-b0f6-88ced64dc2d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18a1a268-2d2e-4257-b0f6-88ced64dc2d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dedb1af3-d419-46ec-8359-09af7bc8ab34' class='xr-var-data-in' type='checkbox'><label for='data-dedb1af3-d419-46ec-8359-09af7bc8ab34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[376358400 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f045d27d-a0d3-4682-9a8f-744f246532fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f045d27d-a0d3-4682-9a8f-744f246532fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d70b48e6-9e7e-4983-9696-b127f665932a' class='xr-var-data-in' type='checkbox'><label for='data-d70b48e6-9e7e-4983-9696-b127f665932a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[376358400 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1634b7a9-5baa-4dc0-82cf-b720bd7d9cb8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1634b7a9-5baa-4dc0-82cf-b720bd7d9cb8' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 1452)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1901-01-16 1901-02-15 ... 2021-12-16\n",
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       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
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     "execution_count": 2,
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   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/observation/cru/cru_ts4.06.1901.2021.pre.dat.nc')\n",
    " \n",
    "\n",
    "data"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 299)\n",
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       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
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       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</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-23fe9d55-aa0b-4432-b241-757caf2d3c6b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-23fe9d55-aa0b-4432-b241-757caf2d3c6b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 299</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f7e053d9-53a1-40cf-bbf6-337fa1e3cb9d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f7e053d9-53a1-40cf-bbf6-337fa1e3cb9d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-47a7ed61-d3eb-48a2-b086-7dc069864060' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47a7ed61-d3eb-48a2-b086-7dc069864060' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f6b35b6-d666-434b-995a-2fd145163167' class='xr-var-data-in' type='checkbox'><label for='data-4f6b35b6-d666-434b-995a-2fd145163167' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-1978346f-03d4-46c5-84e4-285692a75eb5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1978346f-03d4-46c5-84e4-285692a75eb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c811874d-d1cd-44e2-b4c1-c00240bc7789' class='xr-var-data-in' type='checkbox'><label for='data-c811874d-d1cd-44e2-b4c1-c00240bc7789' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-15 ... 2005-12-16</div><input id='attrs-c73098b9-b2aa-4614-a23d-6b9677e0c923' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c73098b9-b2aa-4614-a23d-6b9677e0c923' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5a72c87-d2c5-4b1c-a48a-03b25250c2cd' class='xr-var-data-in' type='checkbox'><label for='data-c5a72c87-d2c5-4b1c-a48a-03b25250c2cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-15T00:00:00.000000000&#x27;, &#x27;1981-03-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-16T00:00:00.000000000&#x27;, ..., &#x27;2005-10-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-16T00:00:00.000000000&#x27;, &#x27;2005-12-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1d943578-ef0f-41ba-83e9-155130cca488' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d943578-ef0f-41ba-83e9-155130cca488' class='xr-section-summary' >Data variables: <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>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-56757317-9a72-46d0-82cf-8450218feade' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56757317-9a72-46d0-82cf-8450218feade' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-821c1ed1-4913-407b-8e20-b1b8ad0fdb0d' class='xr-var-data-in' type='checkbox'><label for='data-821c1ed1-4913-407b-8e20-b1b8ad0fdb0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[77500800 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-53862ae8-1165-4e48-9407-e6f9a45561a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53862ae8-1165-4e48-9407-e6f9a45561a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44a0834a-3f64-4ef0-a8bf-c4790482508c' class='xr-var-data-in' type='checkbox'><label for='data-44a0834a-3f64-4ef0-a8bf-c4790482508c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[77500800 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4caf7bcc-03b7-4962-ac1f-dfaf138f7e2d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4caf7bcc-03b7-4962-ac1f-dfaf138f7e2d' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 299)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-02-15 1981-03-16 ... 2005-12-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1981-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10070b93",
   "metadata": {},
   "outputs": [
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       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lon: 720, lat: 360, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</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-4b8f4e9a-12a9-4925-b604-099a006f0c7a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4b8f4e9a-12a9-4925-b604-099a006f0c7a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>time</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-51bb4944-3fa6-455e-9d80-31e05b4c610a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-51bb4944-3fa6-455e-9d80-31e05b4c610a' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-463e279b-9e40-4d7c-8859-5af53ef6af5a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-463e279b-9e40-4d7c-8859-5af53ef6af5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef7a35dd-f032-4c78-bc9d-e66222890b12' class='xr-var-data-in' type='checkbox'><label for='data-ef7a35dd-f032-4c78-bc9d-e66222890b12' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ...,  178.75,  179.25,  179.75],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-d43cc18d-1866-4ce5-8619-bd25dbcdfaad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d43cc18d-1866-4ce5-8619-bd25dbcdfaad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fd1dfac-791e-4d9f-b434-73f66a238877' class='xr-var-data-in' type='checkbox'><label for='data-5fd1dfac-791e-4d9f-b434-73f66a238877' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-1e8a769a-68ca-4e56-aa86-59e790756dcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e8a769a-68ca-4e56-aa86-59e790756dcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8584eba4-ccf0-47c2-ac4e-370f2a81c6c3' class='xr-var-data-in' type='checkbox'><label for='data-8584eba4-ccf0-47c2-ac4e-370f2a81c6c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T00:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T00:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T00:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T00:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T00:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T00:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T00:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T00:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T00:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T00:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T00:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T00:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T00:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T00:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T00:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T00:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T00:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T00:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T00:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T00:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T00:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T00:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T00:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T00:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T00:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c5c51156-2d89-4f4e-8641-db5ae7ed782c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c5c51156-2d89-4f4e-8641-db5ae7ed782c' class='xr-section-summary' >Data variables: <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>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b88cb300-4b09-4fd3-8a38-54f60e8433b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b88cb300-4b09-4fd3-8a38-54f60e8433b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f34fc6f9-c23e-473d-8701-c4750794c5f0' class='xr-var-data-in' type='checkbox'><label for='data-f34fc6f9-c23e-473d-8701-c4750794c5f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>[25920000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dacaf4a1-b938-40f5-9ae7-216e67a8aef3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dacaf4a1-b938-40f5-9ae7-216e67a8aef3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b9374d3-5110-45e5-a1a6-1d08de68b4bc' class='xr-var-data-in' type='checkbox'><label for='data-4b9374d3-5110-45e5-a1a6-1d08de68b4bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>[25920000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4b34da7d-8452-42e1-b1db-a11cb6c14bf9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4b34da7d-8452-42e1-b1db-a11cb6c14bf9' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lon: 720, lat: 360, time: 100)\n",
       "Coordinates:\n",
       "  * lon      (lon) float32 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
       "  * lat      (lat) float32 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float32 ...\n",
       "    stn      (time, lat, lon) float64 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#selecting only JJAS months\n",
    "\n",
    "def is_jjas(month):\n",
    "    return (month >= 6) & (month <= 9)\n",
    "\n",
    "jjas_data = data.sel(time=is_jjas(data['time.month']))\n",
    "\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "735515f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in data.latitude.values:\n",
    " #   print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fd310367",
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in data.longitude.values:\n",
    " #   print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "91600dec",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       ".xr-attrs dt,\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-icon-database,\n",
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       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 100, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float64 nan nan nan nan ... 106.5 119.5 132.0\n",
       "    stn      (time, lat, lon) float64 nan nan nan nan nan ... 8.0 8.0 8.0 8.0\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk</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-b93eec19-0382-429e-9b5e-c7fdc21292c3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b93eec19-0382-429e-9b5e-c7fdc21292c3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9b8bcff1-2e11-4833-a5d4-3c2d023ea4b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b8bcff1-2e11-4833-a5d4-3c2d023ea4b8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-bd5e0505-0faf-4f60-ad2c-989184ee09ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd5e0505-0faf-4f60-ad2c-989184ee09ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84e15cb8-2e6c-4632-a14c-b592d167a0f9' class='xr-var-data-in' type='checkbox'><label for='data-84e15cb8-2e6c-4632-a14c-b592d167a0f9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T00:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T00:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T00:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T00:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T00:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T00:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T00:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T00:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T00:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T00:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T00:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T00:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T00:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T00:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T00:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T00:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T00:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T00:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T00:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T00:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T00:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T00:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T00:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T00:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T00:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-6cb997bc-4c9b-44e9-81c4-5a4594fd156c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cb997bc-4c9b-44e9-81c4-5a4594fd156c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b286acf0-7d9f-4f00-aaea-a0fdcbdea5d9' class='xr-var-data-in' type='checkbox'><label for='data-b286acf0-7d9f-4f00-aaea-a0fdcbdea5d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-c1a4d600-3e73-40a0-8ee9-6ba93a96afee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1a4d600-3e73-40a0-8ee9-6ba93a96afee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2241a66-406c-474c-a51c-4d52d9f3f244' class='xr-var-data-in' type='checkbox'><label for='data-c2241a66-406c-474c-a51c-4d52d9f3f244' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a23f407f-a4fc-4a73-a7a0-8d3e945a94b0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a23f407f-a4fc-4a73-a7a0-8d3e945a94b0' class='xr-section-summary' >Data variables: <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>pre</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 106.5 119.5 132.0</div><input id='attrs-92d66977-e459-4bb5-9a27-073cad2447d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92d66977-e459-4bb5-9a27-073cad2447d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01b29091-ca70-43e1-8040-5df9fbb72975' class='xr-var-data-in' type='checkbox'><label for='data-01b29091-ca70-43e1-8040-5df9fbb72975' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>precipitation</dd><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>correlation_decay_distance :</span></dt><dd>450.0</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [186.09999943, 192.2249999 , 211.72500277, ..., 216.03125286,\n",
       "         256.09375095, 299.78750229],\n",
       "        [166.50000286, 148.32500124, 138.92500067, ..., 192.64375401,\n",
       "         225.13125134, 262.81250381],\n",
       "        [122.48750365,  99.36875165,  81.30624998, ..., 164.90625381,\n",
       "         193.16875076, 225.40000343]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "...\n",
       "        [294.41876221, 279.23751545, 281.96251583, ..., 210.16875267,\n",
       "         244.75625038, 282.01875019],\n",
       "        [295.0062561 , 249.11250973, 209.28751087, ..., 186.10624886,\n",
       "         213.46874809, 244.30625057],\n",
       "        [233.94375253, 188.16250539, 142.73750663, ..., 161.73749828,\n",
       "         184.7624979 , 210.28125095]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [215.03125572, 207.20000362, 214.70000172, ..., 128.88750315,\n",
       "         142.06250715, 155.93125725],\n",
       "        [195.74375343, 165.95000172, 139.5500021 , ..., 119.21250486,\n",
       "         131.83750772, 145.04375648],\n",
       "        [145.89375198, 114.26250076,  81.13750172, ..., 106.50625467,\n",
       "         119.51875639, 132.03125477]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... 8.0 8.0 8.0 8.0</div><input id='attrs-1bc2373a-3520-48e4-ad6f-853e4bae4f86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bc2373a-3520-48e4-ad6f-853e4bae4f86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97d41573-1a5b-4ce0-9eb8-0c732a93e6c5' class='xr-var-data-in' type='checkbox'><label for='data-97d41573-1a5b-4ce0-9eb8-0c732a93e6c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>number of stations contributing to each datum</dd></dl></div><div class='xr-var-data'><pre>array([[[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ],\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ],\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ],\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ],\n",
       "        [8.    , 8.    , 8.    , ..., 8.    , 8.    , 8.    ]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [5.1875, 5.1875, 5.5625, ..., 7.25  , 7.25  , 7.25  ],\n",
       "        [5.0625, 5.0625, 5.1875, ..., 7.75  , 7.75  , 7.75  ],\n",
       "        [5.    , 5.    , 5.    , ..., 8.    , 8.    , 8.    ]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [5.1875, 5.1875, 5.5625, ..., 6.3125, 6.4375, 6.4375],\n",
       "        [5.0625, 5.0625, 5.1875, ..., 6.9375, 7.3125, 7.3125],\n",
       "        [5.    , 5.    , 5.    , ..., 7.4375, 7.8125, 7.8125]],\n",
       "\n",
       "       [[   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "        ...,\n",
       "        [7.125 , 7.1875, 7.5625, ..., 8.    , 8.    , 8.    ],\n",
       "        [6.875 , 7.0625, 7.1875, ..., 8.    , 8.    , 8.    ],\n",
       "        [6.5625, 6.75  , 6.75  , ..., 8.    , 8.    , 8.    ]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-234fee22-1f91-4868-bdf2-9d4c089da4bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-234fee22-1f91-4868-bdf2-9d4c089da4bb' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>title :</span></dt><dd>CRU TS4.06 Precipitation</dd><dt><span>institution :</span></dt><dd>Data held at British Atmospheric Data Centre, RAL, UK.</dd><dt><span>source :</span></dt><dd>Run ID = 2205201912. Data generated from:pre.2204291209.dtb</dd><dt><span>history :</span></dt><dd>Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegridsauto.for called by update.for</dd><dt><span>references :</span></dt><dd>Information on the data is available at http://badc.nerc.ac.uk/data/cru/</dd><dt><span>comment :</span></dt><dd>Access to these data is available to any registered CEDA user.</dd><dt><span>contact :</span></dt><dd>support@ceda.ac.uk</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 100, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1981-06-16 1981-07-16 ... 2005-09-16\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Data variables:\n",
       "    pre      (time, lat, lon) float64 nan nan nan nan ... 106.5 119.5 132.0\n",
       "    stn      (time, lat, lon) float64 nan nan nan nan nan ... 8.0 8.0 8.0 8.0\n",
       "Attributes:\n",
       "    Conventions:  CF-1.4\n",
       "    title:        CRU TS4.06 Precipitation\n",
       "    institution:  Data held at British Atmospheric Data Centre, RAL, UK.\n",
       "    source:       Run ID = 2205201912. Data generated from:pre.2204291209.dtb\n",
       "    history:      Fri 20 May 21:52:05 BST 2022 : User f098 : Program makegrid...\n",
       "    references:   Information on the data is available at http://badc.nerc.ac...\n",
       "    comment:      Access to these data is available to any registered CEDA user.\n",
       "    contact:      support@ceda.ac.uk"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#interpolating to low resolution \n",
    "new_lon=np.arange(86.125,94,0.25)\n",
    "new_lat=np.arange(18.125,28,0.25)\n",
    "jjas_data = jjas_data.interp(lon=new_lon,lat=new_lat)\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "82d6b5d0",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
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       "  display: inline-block;\n",
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       "\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pre&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [322.41163091, 307.85400578, 313.06750626, ..., 257.97650403,\n",
       "        300.16450421, 345.07625492],\n",
       "       [310.9198804 , 261.39550442, 217.76700411, ..., 228.96350388,\n",
       "        263.6115048 , 302.68625538],\n",
       "       [238.8421915 , 187.87906546, 136.51418995, ..., 196.9485036 ,\n",
       "        227.13300466, 260.69975512]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pre'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-408e40c1-1e9f-4191-ab22-e12575b99aae' class='xr-array-in' type='checkbox' checked><label for='section-408e40c1-1e9f-4191-ab22-e12575b99aae' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan ... 117.1 139.7 167.8 196.9 227.1 260.7</span></div><div class='xr-array-data'><pre>array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [322.41163091, 307.85400578, 313.06750626, ..., 257.97650403,\n",
       "        300.16450421, 345.07625492],\n",
       "       [310.9198804 , 261.39550442, 217.76700411, ..., 228.96350388,\n",
       "        263.6115048 , 302.68625538],\n",
       "       [238.8421915 , 187.87906546, 136.51418995, ..., 196.9485036 ,\n",
       "        227.13300466, 260.69975512]])</pre></div></div></li><li class='xr-section-item'><input id='section-91aa4da7-ac39-469b-8af2-98ea409a7e79' class='xr-section-summary-in' type='checkbox'  checked><label for='section-91aa4da7-ac39-469b-8af2-98ea409a7e79' 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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-3571df53-b8cd-49ec-92ec-8c04d72fd50d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3571df53-b8cd-49ec-92ec-8c04d72fd50d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c74aed68-4405-4161-94c2-21a818be9228' class='xr-var-data-in' type='checkbox'><label for='data-c74aed68-4405-4161-94c2-21a818be9228' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-ed3fc006-cec2-4651-b631-edd6c1a1ac48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed3fc006-cec2-4651-b631-edd6c1a1ac48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d06ad04-f9fa-45a3-af7d-b26fcbd3ffd2' class='xr-var-data-in' type='checkbox'><label for='data-0d06ad04-f9fa-45a3-af7d-b26fcbd3ffd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-54c8bafd-1432-4ef1-86da-87dd315e27d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-54c8bafd-1432-4ef1-86da-87dd315e27d6' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pre' (lat: 40, lon: 32)>\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [322.41163091, 307.85400578, 313.06750626, ..., 257.97650403,\n",
       "        300.16450421, 345.07625492],\n",
       "       [310.9198804 , 261.39550442, 217.76700411, ..., 228.96350388,\n",
       "        263.6115048 , 302.68625538],\n",
       "       [238.8421915 , 187.87906546, 136.51418995, ..., 196.9485036 ,\n",
       "        227.13300466, 260.69975512]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.pre.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6d00cba7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#changing unit from mm/month to mm/day\n",
    "pr_mm = jjas_mean/30.4167\n",
    "pr_mm\n",
    "\n",
    "\n",
    "cru = pr_mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b6d9b2b3",
   "metadata": {},
   "outputs": [
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       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 2006-01-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</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-2f34d8c1-6c26-4c07-b0fa-c563e7b206fb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2f34d8c1-6c26-4c07-b0fa-c563e7b206fb' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1872</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-945dacb2-a475-4078-af74-528b6bc02285' class='xr-section-summary-in' type='checkbox'  checked><label for='section-945dacb2-a475-4078-af74-528b6bc02285' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00 ... 2005-12-...</div><input id='attrs-35a99666-cf2a-4fe4-8e01-185c5d2cd51b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35a99666-cf2a-4fe4-8e01-185c5d2cd51b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c00d9d7c-b553-473f-81a4-397a5e1b78bc' class='xr-var-data-in' type='checkbox'><label for='data-c00d9d7c-b553-473f-81a4-397a5e1b78bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-03-16T12:00:00.000000000&#x27;, ..., &#x27;2005-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-16T00:00:00.000000000&#x27;, &#x27;2005-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.57 -86.72 ... 86.72 88.57</div><input id='attrs-b9b6161c-b847-4293-aa57-add9e97f3fb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9b6161c-b847-4293-aa57-add9e97f3fb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f1faaa1-47a2-47a3-9909-c17c69561430' class='xr-var-data-in' type='checkbox'><label for='data-1f1faaa1-47a2-47a3-9909-c17c69561430' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-88.572166, -86.722534, -84.861969, -82.99894 , -81.134979, -79.270561,\n",
       "       -77.405891, -75.541061, -73.676132, -71.811134, -69.946083, -68.080994,\n",
       "       -66.215874, -64.350731, -62.485569, -60.620396, -58.755211, -56.890015,\n",
       "       -55.024807, -53.159595, -51.294376, -49.429153, -47.563927, -45.698692,\n",
       "       -43.833458, -41.96822 , -40.102978, -38.237736, -36.37249 , -34.507244,\n",
       "       -32.641994, -30.776745, -28.911493, -27.04624 , -25.180986, -23.315731,\n",
       "       -21.450476, -19.585218, -17.719961, -15.854704, -13.989446, -12.124187,\n",
       "       -10.258928,  -8.393669,  -6.528409,  -4.66315 ,  -2.79789 ,  -0.93263 ,\n",
       "         0.93263 ,   2.79789 ,   4.66315 ,   6.528409,   8.393669,  10.258928,\n",
       "        12.124187,  13.989446,  15.854704,  17.719961,  19.585218,  21.450476,\n",
       "        23.315731,  25.180986,  27.04624 ,  28.911493,  30.776745,  32.641994,\n",
       "        34.507244,  36.37249 ,  38.237736,  40.102978,  41.96822 ,  43.833458,\n",
       "        45.698692,  47.563927,  49.429153,  51.294376,  53.159595,  55.024807,\n",
       "        56.890011,  58.755211,  60.620396,  62.485569,  64.350731,  66.215874,\n",
       "        68.080994,  69.946083,  71.811134,  73.676132,  75.541061,  77.405891,\n",
       "        79.270561,  81.134979,  82.99894 ,  84.861969,  86.722534,  88.572166])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-6c461095-d28b-4261-8ddb-53855b9c6c5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c461095-d28b-4261-8ddb-53855b9c6c5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f754924c-3111-48fb-be5a-6a6e9fb59c46' class='xr-var-data-in' type='checkbox'><label for='data-f754924c-3111-48fb-be5a-6a6e9fb59c46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f05e9741-2856-444f-ad15-c83be702b4f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f05e9741-2856-444f-ad15-c83be702b4f3' class='xr-section-summary' >Data variables: <span>(4)</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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-21491256-5565-4cc0-a0a6-12ef9a24aa67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-21491256-5565-4cc0-a0a6-12ef9a24aa67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84632109-83de-4dd4-abab-9bd39372c1cd' class='xr-var-data-in' type='checkbox'><label for='data-84632109-83de-4dd4-abab-9bd39372c1cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1850-01-01T00:00:00.000000000&#x27;, &#x27;1850-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-02-01T00:00:00.000000000&#x27;, &#x27;1850-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-03-01T00:00:00.000000000&#x27;, &#x27;1850-04-01T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-10-01T00:00:00.000000000&#x27;, &#x27;2005-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-11-01T00:00:00.000000000&#x27;, &#x27;2005-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-01T00:00:00.000000000&#x27;, &#x27;2006-01-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-27a6b091-27e7-4756-b0c1-91a5db2c710f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-27a6b091-27e7-4756-b0c1-91a5db2c710f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7c0ecfa-e38f-4a8e-9783-d8eb53a2ecba' class='xr-var-data-in' type='checkbox'><label for='data-e7c0ecfa-e38f-4a8e-9783-d8eb53a2ecba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-9.000000e+01, -8.764735e+01],\n",
       "       [-8.764735e+01, -8.579225e+01],\n",
       "       [-8.579225e+01, -8.393045e+01],\n",
       "       [-8.393045e+01, -8.206696e+01],\n",
       "       [-8.206696e+01, -8.020277e+01],\n",
       "       [-8.020277e+01, -7.833823e+01],\n",
       "       [-7.833823e+01, -7.647348e+01],\n",
       "       [-7.647348e+01, -7.460860e+01],\n",
       "       [-7.460860e+01, -7.274363e+01],\n",
       "       [-7.274363e+01, -7.087861e+01],\n",
       "       [-7.087861e+01, -6.901354e+01],\n",
       "       [-6.901354e+01, -6.714843e+01],\n",
       "       [-6.714843e+01, -6.528330e+01],\n",
       "       [-6.528330e+01, -6.341815e+01],\n",
       "       [-6.341815e+01, -6.155298e+01],\n",
       "       [-6.155298e+01, -5.968780e+01],\n",
       "       [-5.968780e+01, -5.782261e+01],\n",
       "       [-5.782261e+01, -5.595741e+01],\n",
       "       [-5.595741e+01, -5.409220e+01],\n",
       "       [-5.409220e+01, -5.222699e+01],\n",
       "       [-5.222699e+01, -5.036176e+01],\n",
       "       [-5.036176e+01, -4.849654e+01],\n",
       "       [-4.849654e+01, -4.663131e+01],\n",
       "       [-4.663131e+01, -4.476608e+01],\n",
       "       [-4.476608e+01, -4.290084e+01],\n",
       "       [-4.290084e+01, -4.103560e+01],\n",
       "       [-4.103560e+01, -3.917036e+01],\n",
       "       [-3.917036e+01, -3.730511e+01],\n",
       "       [-3.730511e+01, -3.543987e+01],\n",
       "       [-3.543987e+01, -3.357462e+01],\n",
       "       [-3.357462e+01, -3.170937e+01],\n",
       "       [-3.170937e+01, -2.984412e+01],\n",
       "       [-2.984412e+01, -2.797887e+01],\n",
       "       [-2.797887e+01, -2.611361e+01],\n",
       "       [-2.611361e+01, -2.424836e+01],\n",
       "       [-2.424836e+01, -2.238310e+01],\n",
       "       [-2.238310e+01, -2.051785e+01],\n",
       "       [-2.051785e+01, -1.865259e+01],\n",
       "       [-1.865259e+01, -1.678733e+01],\n",
       "       [-1.678733e+01, -1.492207e+01],\n",
       "       [-1.492207e+01, -1.305682e+01],\n",
       "       [-1.305682e+01, -1.119156e+01],\n",
       "       [-1.119156e+01, -9.326299e+00],\n",
       "       [-9.326299e+00, -7.461039e+00],\n",
       "       [-7.461039e+00, -5.595780e+00],\n",
       "       [-5.595780e+00, -3.730520e+00],\n",
       "       [-3.730520e+00, -1.865260e+00],\n",
       "       [-1.865260e+00, -5.960464e-08],\n",
       "       [-5.960464e-08,  1.865260e+00],\n",
       "       [ 1.865260e+00,  3.730520e+00],\n",
       "       [ 3.730520e+00,  5.595780e+00],\n",
       "       [ 5.595780e+00,  7.461039e+00],\n",
       "       [ 7.461039e+00,  9.326299e+00],\n",
       "       [ 9.326299e+00,  1.119156e+01],\n",
       "       [ 1.119156e+01,  1.305682e+01],\n",
       "       [ 1.305682e+01,  1.492207e+01],\n",
       "       [ 1.492207e+01,  1.678733e+01],\n",
       "       [ 1.678733e+01,  1.865259e+01],\n",
       "       [ 1.865259e+01,  2.051785e+01],\n",
       "       [ 2.051785e+01,  2.238310e+01],\n",
       "       [ 2.238310e+01,  2.424836e+01],\n",
       "       [ 2.424836e+01,  2.611361e+01],\n",
       "       [ 2.611361e+01,  2.797887e+01],\n",
       "       [ 2.797887e+01,  2.984412e+01],\n",
       "       [ 2.984412e+01,  3.170937e+01],\n",
       "       [ 3.170937e+01,  3.357462e+01],\n",
       "       [ 3.357462e+01,  3.543987e+01],\n",
       "       [ 3.543987e+01,  3.730511e+01],\n",
       "       [ 3.730511e+01,  3.917036e+01],\n",
       "       [ 3.917036e+01,  4.103560e+01],\n",
       "       [ 4.103560e+01,  4.290084e+01],\n",
       "       [ 4.290084e+01,  4.476608e+01],\n",
       "       [ 4.476608e+01,  4.663131e+01],\n",
       "       [ 4.663131e+01,  4.849654e+01],\n",
       "       [ 4.849654e+01,  5.036176e+01],\n",
       "       [ 5.036176e+01,  5.222699e+01],\n",
       "       [ 5.222699e+01,  5.409220e+01],\n",
       "       [ 5.409220e+01,  5.595741e+01],\n",
       "       [ 5.595741e+01,  5.782261e+01],\n",
       "       [ 5.782261e+01,  5.968780e+01],\n",
       "       [ 5.968780e+01,  6.155298e+01],\n",
       "       [ 6.155298e+01,  6.341815e+01],\n",
       "       [ 6.341815e+01,  6.528330e+01],\n",
       "       [ 6.528330e+01,  6.714843e+01],\n",
       "       [ 6.714843e+01,  6.901354e+01],\n",
       "       [ 6.901354e+01,  7.087861e+01],\n",
       "       [ 7.087861e+01,  7.274363e+01],\n",
       "       [ 7.274363e+01,  7.460860e+01],\n",
       "       [ 7.460860e+01,  7.647348e+01],\n",
       "       [ 7.647348e+01,  7.833823e+01],\n",
       "       [ 7.833823e+01,  8.020277e+01],\n",
       "       [ 8.020277e+01,  8.206696e+01],\n",
       "       [ 8.206696e+01,  8.393045e+01],\n",
       "       [ 8.393045e+01,  8.579225e+01],\n",
       "       [ 8.579225e+01,  8.764735e+01],\n",
       "       [ 8.764735e+01,  9.000000e+01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9be0019-e9d5-44c9-a1fb-5a0b4112d138' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9be0019-e9d5-44c9-a1fb-5a0b4112d138' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62d726d4-2918-487e-b3fe-291d35be08e4' class='xr-var-data-in' type='checkbox'><label for='data-62d726d4-2918-487e-b3fe-291d35be08e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
       "       [  0.9375,   2.8125],\n",
       "       [  2.8125,   4.6875],\n",
       "       ...,\n",
       "       [353.4375, 355.3125],\n",
       "       [355.3125, 357.1875],\n",
       "       [357.1875, 359.0625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bfdd6c27-2fee-47b3-a74b-7ab13de4b916' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfdd6c27-2fee-47b3-a74b-7ab13de4b916' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6648297a-05cc-4fc1-8fae-ecf04e6e924d' class='xr-var-data-in' type='checkbox'><label for='data-6648297a-05cc-4fc1-8fae-ecf04e6e924d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[34504704 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-90aa138b-8491-46e8-a5ff-11ee140aa1cf' class='xr-section-summary-in' type='checkbox'  ><label for='section-90aa138b-8491-46e8-a5ff-11ee140aa1cf' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#opening the gcm mpi data\n",
    "\n",
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/GCM/MPI-ESM-MR/pr_Amon_MPI-ESM-MR_historical_r1i1p1_185001-200512.nc')\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cafd5692",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 299, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-16T12:00:00 ... 2005-11-16\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-01 1981-02-01 ... 2005-12-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</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-0c591a79-2ba6-4486-bc6d-d8a48c9a3c26' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0c591a79-2ba6-4486-bc6d-d8a48c9a3c26' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 299</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bfef7504-4fa7-42f3-8dc4-de0ba2793541' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bfef7504-4fa7-42f3-8dc4-de0ba2793541' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-16T12:00:00 ... 2005-11-16</div><input id='attrs-777a4911-1935-4785-a48d-f6a9b9056f34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-777a4911-1935-4785-a48d-f6a9b9056f34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-870ff116-db20-4124-bf36-63f9968f17d8' class='xr-var-data-in' type='checkbox'><label for='data-870ff116-db20-4124-bf36-63f9968f17d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-16T12:00:00.000000000&#x27;, &#x27;1981-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-03-16T12:00:00.000000000&#x27;, ..., &#x27;2005-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-10-16T12:00:00.000000000&#x27;, &#x27;2005-11-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.57 -86.72 ... 86.72 88.57</div><input id='attrs-179f70a6-96be-4e37-aa45-db4639fa392e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-179f70a6-96be-4e37-aa45-db4639fa392e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef8797ff-0442-4a5f-b3f8-9f6280b916d6' class='xr-var-data-in' type='checkbox'><label for='data-ef8797ff-0442-4a5f-b3f8-9f6280b916d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-88.572166, -86.722534, -84.861969, -82.99894 , -81.134979, -79.270561,\n",
       "       -77.405891, -75.541061, -73.676132, -71.811134, -69.946083, -68.080994,\n",
       "       -66.215874, -64.350731, -62.485569, -60.620396, -58.755211, -56.890015,\n",
       "       -55.024807, -53.159595, -51.294376, -49.429153, -47.563927, -45.698692,\n",
       "       -43.833458, -41.96822 , -40.102978, -38.237736, -36.37249 , -34.507244,\n",
       "       -32.641994, -30.776745, -28.911493, -27.04624 , -25.180986, -23.315731,\n",
       "       -21.450476, -19.585218, -17.719961, -15.854704, -13.989446, -12.124187,\n",
       "       -10.258928,  -8.393669,  -6.528409,  -4.66315 ,  -2.79789 ,  -0.93263 ,\n",
       "         0.93263 ,   2.79789 ,   4.66315 ,   6.528409,   8.393669,  10.258928,\n",
       "        12.124187,  13.989446,  15.854704,  17.719961,  19.585218,  21.450476,\n",
       "        23.315731,  25.180986,  27.04624 ,  28.911493,  30.776745,  32.641994,\n",
       "        34.507244,  36.37249 ,  38.237736,  40.102978,  41.96822 ,  43.833458,\n",
       "        45.698692,  47.563927,  49.429153,  51.294376,  53.159595,  55.024807,\n",
       "        56.890011,  58.755211,  60.620396,  62.485569,  64.350731,  66.215874,\n",
       "        68.080994,  69.946083,  71.811134,  73.676132,  75.541061,  77.405891,\n",
       "        79.270561,  81.134979,  82.99894 ,  84.861969,  86.722534,  88.572166])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-9090cdf1-0b19-49e3-92bd-9ac6cd8cb32b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9090cdf1-0b19-49e3-92bd-9ac6cd8cb32b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-915b2519-afa0-4e85-b58c-250f88c9247e' class='xr-var-data-in' type='checkbox'><label for='data-915b2519-afa0-4e85-b58c-250f88c9247e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1d479e44-c070-49ba-8271-82de27f2c9df' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d479e44-c070-49ba-8271-82de27f2c9df' class='xr-section-summary' >Data variables: <span>(4)</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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-01 ... 2005-12-01</div><input id='attrs-fda1875d-6e11-4b45-bf22-fb15b0b85aa0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fda1875d-6e11-4b45-bf22-fb15b0b85aa0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce735a61-46be-4cd6-bbd0-abe6abde0b56' class='xr-var-data-in' type='checkbox'><label for='data-ce735a61-46be-4cd6-bbd0-abe6abde0b56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:00:00.000000000&#x27;, &#x27;1981-04-01T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-09-01T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-10-01T00:00:00.000000000&#x27;, &#x27;2005-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-11-01T00:00:00.000000000&#x27;, &#x27;2005-12-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -87.65 -87.65 ... 87.65 90.0</div><input id='attrs-28de1867-088d-4312-b3a7-632408caed0b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28de1867-088d-4312-b3a7-632408caed0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db379ceb-2af9-4221-8ce2-853f26a441fc' class='xr-var-data-in' type='checkbox'><label for='data-db379ceb-2af9-4221-8ce2-853f26a441fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-9.000000e+01, -8.764735e+01],\n",
       "       [-8.764735e+01, -8.579225e+01],\n",
       "       [-8.579225e+01, -8.393045e+01],\n",
       "       [-8.393045e+01, -8.206696e+01],\n",
       "       [-8.206696e+01, -8.020277e+01],\n",
       "       [-8.020277e+01, -7.833823e+01],\n",
       "       [-7.833823e+01, -7.647348e+01],\n",
       "       [-7.647348e+01, -7.460860e+01],\n",
       "       [-7.460860e+01, -7.274363e+01],\n",
       "       [-7.274363e+01, -7.087861e+01],\n",
       "       [-7.087861e+01, -6.901354e+01],\n",
       "       [-6.901354e+01, -6.714843e+01],\n",
       "       [-6.714843e+01, -6.528330e+01],\n",
       "       [-6.528330e+01, -6.341815e+01],\n",
       "       [-6.341815e+01, -6.155298e+01],\n",
       "       [-6.155298e+01, -5.968780e+01],\n",
       "       [-5.968780e+01, -5.782261e+01],\n",
       "       [-5.782261e+01, -5.595741e+01],\n",
       "       [-5.595741e+01, -5.409220e+01],\n",
       "       [-5.409220e+01, -5.222699e+01],\n",
       "       [-5.222699e+01, -5.036176e+01],\n",
       "       [-5.036176e+01, -4.849654e+01],\n",
       "       [-4.849654e+01, -4.663131e+01],\n",
       "       [-4.663131e+01, -4.476608e+01],\n",
       "       [-4.476608e+01, -4.290084e+01],\n",
       "       [-4.290084e+01, -4.103560e+01],\n",
       "       [-4.103560e+01, -3.917036e+01],\n",
       "       [-3.917036e+01, -3.730511e+01],\n",
       "       [-3.730511e+01, -3.543987e+01],\n",
       "       [-3.543987e+01, -3.357462e+01],\n",
       "       [-3.357462e+01, -3.170937e+01],\n",
       "       [-3.170937e+01, -2.984412e+01],\n",
       "       [-2.984412e+01, -2.797887e+01],\n",
       "       [-2.797887e+01, -2.611361e+01],\n",
       "       [-2.611361e+01, -2.424836e+01],\n",
       "       [-2.424836e+01, -2.238310e+01],\n",
       "       [-2.238310e+01, -2.051785e+01],\n",
       "       [-2.051785e+01, -1.865259e+01],\n",
       "       [-1.865259e+01, -1.678733e+01],\n",
       "       [-1.678733e+01, -1.492207e+01],\n",
       "       [-1.492207e+01, -1.305682e+01],\n",
       "       [-1.305682e+01, -1.119156e+01],\n",
       "       [-1.119156e+01, -9.326299e+00],\n",
       "       [-9.326299e+00, -7.461039e+00],\n",
       "       [-7.461039e+00, -5.595780e+00],\n",
       "       [-5.595780e+00, -3.730520e+00],\n",
       "       [-3.730520e+00, -1.865260e+00],\n",
       "       [-1.865260e+00, -5.960464e-08],\n",
       "       [-5.960464e-08,  1.865260e+00],\n",
       "       [ 1.865260e+00,  3.730520e+00],\n",
       "       [ 3.730520e+00,  5.595780e+00],\n",
       "       [ 5.595780e+00,  7.461039e+00],\n",
       "       [ 7.461039e+00,  9.326299e+00],\n",
       "       [ 9.326299e+00,  1.119156e+01],\n",
       "       [ 1.119156e+01,  1.305682e+01],\n",
       "       [ 1.305682e+01,  1.492207e+01],\n",
       "       [ 1.492207e+01,  1.678733e+01],\n",
       "       [ 1.678733e+01,  1.865259e+01],\n",
       "       [ 1.865259e+01,  2.051785e+01],\n",
       "       [ 2.051785e+01,  2.238310e+01],\n",
       "       [ 2.238310e+01,  2.424836e+01],\n",
       "       [ 2.424836e+01,  2.611361e+01],\n",
       "       [ 2.611361e+01,  2.797887e+01],\n",
       "       [ 2.797887e+01,  2.984412e+01],\n",
       "       [ 2.984412e+01,  3.170937e+01],\n",
       "       [ 3.170937e+01,  3.357462e+01],\n",
       "       [ 3.357462e+01,  3.543987e+01],\n",
       "       [ 3.543987e+01,  3.730511e+01],\n",
       "       [ 3.730511e+01,  3.917036e+01],\n",
       "       [ 3.917036e+01,  4.103560e+01],\n",
       "       [ 4.103560e+01,  4.290084e+01],\n",
       "       [ 4.290084e+01,  4.476608e+01],\n",
       "       [ 4.476608e+01,  4.663131e+01],\n",
       "       [ 4.663131e+01,  4.849654e+01],\n",
       "       [ 4.849654e+01,  5.036176e+01],\n",
       "       [ 5.036176e+01,  5.222699e+01],\n",
       "       [ 5.222699e+01,  5.409220e+01],\n",
       "       [ 5.409220e+01,  5.595741e+01],\n",
       "       [ 5.595741e+01,  5.782261e+01],\n",
       "       [ 5.782261e+01,  5.968780e+01],\n",
       "       [ 5.968780e+01,  6.155298e+01],\n",
       "       [ 6.155298e+01,  6.341815e+01],\n",
       "       [ 6.341815e+01,  6.528330e+01],\n",
       "       [ 6.528330e+01,  6.714843e+01],\n",
       "       [ 6.714843e+01,  6.901354e+01],\n",
       "       [ 6.901354e+01,  7.087861e+01],\n",
       "       [ 7.087861e+01,  7.274363e+01],\n",
       "       [ 7.274363e+01,  7.460860e+01],\n",
       "       [ 7.460860e+01,  7.647348e+01],\n",
       "       [ 7.647348e+01,  7.833823e+01],\n",
       "       [ 7.833823e+01,  8.020277e+01],\n",
       "       [ 8.020277e+01,  8.206696e+01],\n",
       "       [ 8.206696e+01,  8.393045e+01],\n",
       "       [ 8.393045e+01,  8.579225e+01],\n",
       "       [ 8.579225e+01,  8.764735e+01],\n",
       "       [ 8.764735e+01,  9.000000e+01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-975b61c3-fa07-4e02-8a9a-7b5fdfc95110' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-975b61c3-fa07-4e02-8a9a-7b5fdfc95110' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bda49e5-5e80-4a86-ab45-806dcc8f1d78' class='xr-var-data-in' type='checkbox'><label for='data-2bda49e5-5e80-4a86-ab45-806dcc8f1d78' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
       "       [  0.9375,   2.8125],\n",
       "       [  2.8125,   4.6875],\n",
       "       ...,\n",
       "       [353.4375, 355.3125],\n",
       "       [355.3125, 357.1875],\n",
       "       [357.1875, 359.0625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1bdf934a-7571-4719-b792-de805c6bdb58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bdf934a-7571-4719-b792-de805c6bdb58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-334386c4-1dc9-420f-90a4-a14490e5d467' class='xr-var-data-in' type='checkbox'><label for='data-334386c4-1dc9-420f-90a4-a14490e5d467' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[5511168 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-da36fdf4-aa90-4e2c-9cfd-7296203734ef' class='xr-section-summary-in' type='checkbox'  ><label for='section-da36fdf4-aa90-4e2c-9cfd-7296203734ef' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 299, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-16T12:00:00 ... 2005-11-16\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-01 1981-02-01 ... 2005-12-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1981-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c811b0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 100, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-16 ... 2005-09-16\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-07-01 ... 2005-10-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</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-8120abdb-ad18-4400-91e6-0fd51b7f89cb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8120abdb-ad18-4400-91e6-0fd51b7f89cb' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-09494be1-e6a0-46cf-ac94-56c92dc4cf7e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-09494be1-e6a0-46cf-ac94-56c92dc4cf7e' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-72e42ac8-a0c3-4b5d-963b-07a6ab1485e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72e42ac8-a0c3-4b5d-963b-07a6ab1485e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c72988d-2d90-4ae3-97fc-eba98dc52173' class='xr-var-data-in' type='checkbox'><label for='data-1c72988d-2d90-4ae3-97fc-eba98dc52173' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T12:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T12:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T12:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T12:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T12:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T12:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T12:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T12:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T12:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T12:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T12:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T12:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T12:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T12:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T12:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T12:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T12:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T12:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T12:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T12:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T12:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T12:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T12:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T12:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T12:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.57 -86.72 ... 86.72 88.57</div><input id='attrs-3ccce042-ee5b-405e-9258-4d930757c73b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ccce042-ee5b-405e-9258-4d930757c73b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dfa86d2-bffa-400a-87cd-fac44dd641cb' class='xr-var-data-in' type='checkbox'><label for='data-9dfa86d2-bffa-400a-87cd-fac44dd641cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-88.572166, -86.722534, -84.861969, -82.99894 , -81.134979, -79.270561,\n",
       "       -77.405891, -75.541061, -73.676132, -71.811134, -69.946083, -68.080994,\n",
       "       -66.215874, -64.350731, -62.485569, -60.620396, -58.755211, -56.890015,\n",
       "       -55.024807, -53.159595, -51.294376, -49.429153, -47.563927, -45.698692,\n",
       "       -43.833458, -41.96822 , -40.102978, -38.237736, -36.37249 , -34.507244,\n",
       "       -32.641994, -30.776745, -28.911493, -27.04624 , -25.180986, -23.315731,\n",
       "       -21.450476, -19.585218, -17.719961, -15.854704, -13.989446, -12.124187,\n",
       "       -10.258928,  -8.393669,  -6.528409,  -4.66315 ,  -2.79789 ,  -0.93263 ,\n",
       "         0.93263 ,   2.79789 ,   4.66315 ,   6.528409,   8.393669,  10.258928,\n",
       "        12.124187,  13.989446,  15.854704,  17.719961,  19.585218,  21.450476,\n",
       "        23.315731,  25.180986,  27.04624 ,  28.911493,  30.776745,  32.641994,\n",
       "        34.507244,  36.37249 ,  38.237736,  40.102978,  41.96822 ,  43.833458,\n",
       "        45.698692,  47.563927,  49.429153,  51.294376,  53.159595,  55.024807,\n",
       "        56.890011,  58.755211,  60.620396,  62.485569,  64.350731,  66.215874,\n",
       "        68.080994,  69.946083,  71.811134,  73.676132,  75.541061,  77.405891,\n",
       "        79.270561,  81.134979,  82.99894 ,  84.861969,  86.722534,  88.572166])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-f58bcf4f-4338-43b8-b3ee-de65e45a1d08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f58bcf4f-4338-43b8-b3ee-de65e45a1d08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5866a1dd-33d9-4163-823d-0d0930b617cb' class='xr-var-data-in' type='checkbox'><label for='data-5866a1dd-33d9-4163-823d-0d0930b617cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-10ccd747-a391-4b22-9300-da9e81f4a81b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-10ccd747-a391-4b22-9300-da9e81f4a81b' class='xr-section-summary' >Data variables: <span>(4)</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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2005-10-01</div><input id='attrs-36278341-0dd4-467e-810d-db8cd521170c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36278341-0dd4-467e-810d-db8cd521170c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4fe3ec2-16fb-4160-a209-8534cb917695' class='xr-var-data-in' type='checkbox'><label for='data-b4fe3ec2-16fb-4160-a209-8534cb917695' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-09-01T00:00:00.000000000&#x27;, &#x27;1981-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-06-01T00:00:00.000000000&#x27;, &#x27;1982-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-07-01T00:00:00.000000000&#x27;, &#x27;1982-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-08-01T00:00:00.000000000&#x27;, &#x27;1982-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-09-01T00:00:00.000000000&#x27;, &#x27;1982-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-07-01T00:00:00.000000000&#x27;, &#x27;1983-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1983-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-09-01T00:00:00.000000000&#x27;, &#x27;1983-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-06-01T00:00:00.000000000&#x27;, &#x27;1984-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-07-01T00:00:00.000000000&#x27;, &#x27;1984-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-08-01T00:00:00.000000000&#x27;, &#x27;1984-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-09-01T00:00:00.000000000&#x27;, &#x27;1984-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-07-01T00:00:00.000000000&#x27;, &#x27;1985-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1985-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-09-01T00:00:00.000000000&#x27;, &#x27;1985-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-06-01T00:00:00.000000000&#x27;, &#x27;1986-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-07-01T00:00:00.000000000&#x27;, &#x27;1986-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-08-01T00:00:00.000000000&#x27;, &#x27;1986-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-09-01T00:00:00.000000000&#x27;, &#x27;1986-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-07-01T00:00:00.000000000&#x27;, &#x27;1987-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1987-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-09-01T00:00:00.000000000&#x27;, &#x27;1987-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-06-01T00:00:00.000000000&#x27;, &#x27;1988-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-07-01T00:00:00.000000000&#x27;, &#x27;1988-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-08-01T00:00:00.000000000&#x27;, &#x27;1988-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-09-01T00:00:00.000000000&#x27;, &#x27;1988-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-07-01T00:00:00.000000000&#x27;, &#x27;1989-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1989-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-09-01T00:00:00.000000000&#x27;, &#x27;1989-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-06-01T00:00:00.000000000&#x27;, &#x27;1990-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-07-01T00:00:00.000000000&#x27;, &#x27;1990-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-08-01T00:00:00.000000000&#x27;, &#x27;1990-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-09-01T00:00:00.000000000&#x27;, &#x27;1990-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-07-01T00:00:00.000000000&#x27;, &#x27;1991-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1991-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-09-01T00:00:00.000000000&#x27;, &#x27;1991-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-06-01T00:00:00.000000000&#x27;, &#x27;1992-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-07-01T00:00:00.000000000&#x27;, &#x27;1992-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-08-01T00:00:00.000000000&#x27;, &#x27;1992-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-09-01T00:00:00.000000000&#x27;, &#x27;1992-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-07-01T00:00:00.000000000&#x27;, &#x27;1993-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1993-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-09-01T00:00:00.000000000&#x27;, &#x27;1993-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-06-01T00:00:00.000000000&#x27;, &#x27;1994-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-07-01T00:00:00.000000000&#x27;, &#x27;1994-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-08-01T00:00:00.000000000&#x27;, &#x27;1994-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-09-01T00:00:00.000000000&#x27;, &#x27;1994-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-07-01T00:00:00.000000000&#x27;, &#x27;1995-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1995-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-09-01T00:00:00.000000000&#x27;, &#x27;1995-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-06-01T00:00:00.000000000&#x27;, &#x27;1996-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-07-01T00:00:00.000000000&#x27;, &#x27;1996-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-08-01T00:00:00.000000000&#x27;, &#x27;1996-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-09-01T00:00:00.000000000&#x27;, &#x27;1996-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-07-01T00:00:00.000000000&#x27;, &#x27;1997-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-09-01T00:00:00.000000000&#x27;, &#x27;1997-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-07-01T00:00:00.000000000&#x27;, &#x27;1998-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-09-01T00:00:00.000000000&#x27;, &#x27;1998-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-07-01T00:00:00.000000000&#x27;, &#x27;1999-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-09-01T00:00:00.000000000&#x27;, &#x27;1999-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-07-01T00:00:00.000000000&#x27;, &#x27;2000-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-09-01T00:00:00.000000000&#x27;, &#x27;2000-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-07-01T00:00:00.000000000&#x27;, &#x27;2001-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-09-01T00:00:00.000000000&#x27;, &#x27;2001-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-07-01T00:00:00.000000000&#x27;, &#x27;2002-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-09-01T00:00:00.000000000&#x27;, &#x27;2002-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-07-01T00:00:00.000000000&#x27;, &#x27;2003-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-09-01T00:00:00.000000000&#x27;, &#x27;2003-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-07-01T00:00:00.000000000&#x27;, &#x27;2004-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-09-01T00:00:00.000000000&#x27;, &#x27;2004-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-07-01T00:00:00.000000000&#x27;, &#x27;2005-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-09-01T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -87.65 -87.65 ... 87.65 90.0</div><input id='attrs-065e622e-ae55-49c4-afec-2238c58ca5e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-065e622e-ae55-49c4-afec-2238c58ca5e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36a7167b-5171-424f-ad14-e633d1eaee55' class='xr-var-data-in' type='checkbox'><label for='data-36a7167b-5171-424f-ad14-e633d1eaee55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-9.000000e+01, -8.764735e+01],\n",
       "       [-8.764735e+01, -8.579225e+01],\n",
       "       [-8.579225e+01, -8.393045e+01],\n",
       "       [-8.393045e+01, -8.206696e+01],\n",
       "       [-8.206696e+01, -8.020277e+01],\n",
       "       [-8.020277e+01, -7.833823e+01],\n",
       "       [-7.833823e+01, -7.647348e+01],\n",
       "       [-7.647348e+01, -7.460860e+01],\n",
       "       [-7.460860e+01, -7.274363e+01],\n",
       "       [-7.274363e+01, -7.087861e+01],\n",
       "       [-7.087861e+01, -6.901354e+01],\n",
       "       [-6.901354e+01, -6.714843e+01],\n",
       "       [-6.714843e+01, -6.528330e+01],\n",
       "       [-6.528330e+01, -6.341815e+01],\n",
       "       [-6.341815e+01, -6.155298e+01],\n",
       "       [-6.155298e+01, -5.968780e+01],\n",
       "       [-5.968780e+01, -5.782261e+01],\n",
       "       [-5.782261e+01, -5.595741e+01],\n",
       "       [-5.595741e+01, -5.409220e+01],\n",
       "       [-5.409220e+01, -5.222699e+01],\n",
       "       [-5.222699e+01, -5.036176e+01],\n",
       "       [-5.036176e+01, -4.849654e+01],\n",
       "       [-4.849654e+01, -4.663131e+01],\n",
       "       [-4.663131e+01, -4.476608e+01],\n",
       "       [-4.476608e+01, -4.290084e+01],\n",
       "       [-4.290084e+01, -4.103560e+01],\n",
       "       [-4.103560e+01, -3.917036e+01],\n",
       "       [-3.917036e+01, -3.730511e+01],\n",
       "       [-3.730511e+01, -3.543987e+01],\n",
       "       [-3.543987e+01, -3.357462e+01],\n",
       "       [-3.357462e+01, -3.170937e+01],\n",
       "       [-3.170937e+01, -2.984412e+01],\n",
       "       [-2.984412e+01, -2.797887e+01],\n",
       "       [-2.797887e+01, -2.611361e+01],\n",
       "       [-2.611361e+01, -2.424836e+01],\n",
       "       [-2.424836e+01, -2.238310e+01],\n",
       "       [-2.238310e+01, -2.051785e+01],\n",
       "       [-2.051785e+01, -1.865259e+01],\n",
       "       [-1.865259e+01, -1.678733e+01],\n",
       "       [-1.678733e+01, -1.492207e+01],\n",
       "       [-1.492207e+01, -1.305682e+01],\n",
       "       [-1.305682e+01, -1.119156e+01],\n",
       "       [-1.119156e+01, -9.326299e+00],\n",
       "       [-9.326299e+00, -7.461039e+00],\n",
       "       [-7.461039e+00, -5.595780e+00],\n",
       "       [-5.595780e+00, -3.730520e+00],\n",
       "       [-3.730520e+00, -1.865260e+00],\n",
       "       [-1.865260e+00, -5.960464e-08],\n",
       "       [-5.960464e-08,  1.865260e+00],\n",
       "       [ 1.865260e+00,  3.730520e+00],\n",
       "       [ 3.730520e+00,  5.595780e+00],\n",
       "       [ 5.595780e+00,  7.461039e+00],\n",
       "       [ 7.461039e+00,  9.326299e+00],\n",
       "       [ 9.326299e+00,  1.119156e+01],\n",
       "       [ 1.119156e+01,  1.305682e+01],\n",
       "       [ 1.305682e+01,  1.492207e+01],\n",
       "       [ 1.492207e+01,  1.678733e+01],\n",
       "       [ 1.678733e+01,  1.865259e+01],\n",
       "       [ 1.865259e+01,  2.051785e+01],\n",
       "       [ 2.051785e+01,  2.238310e+01],\n",
       "       [ 2.238310e+01,  2.424836e+01],\n",
       "       [ 2.424836e+01,  2.611361e+01],\n",
       "       [ 2.611361e+01,  2.797887e+01],\n",
       "       [ 2.797887e+01,  2.984412e+01],\n",
       "       [ 2.984412e+01,  3.170937e+01],\n",
       "       [ 3.170937e+01,  3.357462e+01],\n",
       "       [ 3.357462e+01,  3.543987e+01],\n",
       "       [ 3.543987e+01,  3.730511e+01],\n",
       "       [ 3.730511e+01,  3.917036e+01],\n",
       "       [ 3.917036e+01,  4.103560e+01],\n",
       "       [ 4.103560e+01,  4.290084e+01],\n",
       "       [ 4.290084e+01,  4.476608e+01],\n",
       "       [ 4.476608e+01,  4.663131e+01],\n",
       "       [ 4.663131e+01,  4.849654e+01],\n",
       "       [ 4.849654e+01,  5.036176e+01],\n",
       "       [ 5.036176e+01,  5.222699e+01],\n",
       "       [ 5.222699e+01,  5.409220e+01],\n",
       "       [ 5.409220e+01,  5.595741e+01],\n",
       "       [ 5.595741e+01,  5.782261e+01],\n",
       "       [ 5.782261e+01,  5.968780e+01],\n",
       "       [ 5.968780e+01,  6.155298e+01],\n",
       "       [ 6.155298e+01,  6.341815e+01],\n",
       "       [ 6.341815e+01,  6.528330e+01],\n",
       "       [ 6.528330e+01,  6.714843e+01],\n",
       "       [ 6.714843e+01,  6.901354e+01],\n",
       "       [ 6.901354e+01,  7.087861e+01],\n",
       "       [ 7.087861e+01,  7.274363e+01],\n",
       "       [ 7.274363e+01,  7.460860e+01],\n",
       "       [ 7.460860e+01,  7.647348e+01],\n",
       "       [ 7.647348e+01,  7.833823e+01],\n",
       "       [ 7.833823e+01,  8.020277e+01],\n",
       "       [ 8.020277e+01,  8.206696e+01],\n",
       "       [ 8.206696e+01,  8.393045e+01],\n",
       "       [ 8.393045e+01,  8.579225e+01],\n",
       "       [ 8.579225e+01,  8.764735e+01],\n",
       "       [ 8.764735e+01,  9.000000e+01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-3765a1a1-729c-4ca5-b544-b564b5929be8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3765a1a1-729c-4ca5-b544-b564b5929be8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b165d5c-5630-415a-8a36-b4fb08d78975' class='xr-var-data-in' type='checkbox'><label for='data-8b165d5c-5630-415a-8a36-b4fb08d78975' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
       "       [  0.9375,   2.8125],\n",
       "       [  2.8125,   4.6875],\n",
       "       ...,\n",
       "       [353.4375, 355.3125],\n",
       "       [355.3125, 357.1875],\n",
       "       [357.1875, 359.0625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f5d9adfc-9b20-4eeb-b13d-3eca977c0ac3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5d9adfc-9b20-4eeb-b13d-3eca977c0ac3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1e2c796-e1d9-4039-a220-87af093893ed' class='xr-var-data-in' type='checkbox'><label for='data-d1e2c796-e1d9-4039-a220-87af093893ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>[1843200 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fd853289-82c1-4822-a13d-3047ffff23d2' class='xr-section-summary-in' type='checkbox'  ><label for='section-fd853289-82c1-4822-a13d-3047ffff23d2' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 100, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-16 ... 2005-09-16\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-07-01 ... 2005-10-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 ...\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#selecting only JJAS months\n",
    "\n",
    "def is_jjas(month):\n",
    "    return (month >= 6) & (month <= 9)\n",
    "\n",
    "jjas_data = data.sel(time=is_jjas(data['time.month']))\n",
    "\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "be94f5d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#jjas_data.x.values\n",
    "#jjas_data.y.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4ce516b5",
   "metadata": {},
   "outputs": [
    {
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       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
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       "\n",
       ".xr-sections {\n",
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       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
       ".xr-section-item input:enabled + label {\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
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       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
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       "\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
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       "  color: var(--xr-font-color3);\n",
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       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
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       "\n",
       ".xr-var-dims {\n",
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       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-var-preview {\n",
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       "\n",
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       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
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       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
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       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 100, bnds: 2, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-16 ... 2005-09-16\n",
       "  * lon        (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-07-01 ... 2005-10-01\n",
       "    lat_bnds   (lat, bnds) float64 17.19 19.06 17.44 19.31 ... 28.56 26.94 28.81\n",
       "    lon_bnds   (lon, bnds) float64 85.19 87.06 85.44 87.31 ... 94.56 92.94 94.81\n",
       "    pr         (time, lat, lon) float64 9.057e-05 9.775e-05 ... 0.0001983\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</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-64827292-ae7d-4b44-a7c5-1132462fc4a9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-64827292-ae7d-4b44-a7c5-1132462fc4a9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-80445be8-13f0-45a7-bd03-83d7221ae12b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-80445be8-13f0-45a7-bd03-83d7221ae12b' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-16 ... 2005-09-16</div><input id='attrs-d8563320-8696-4cda-9296-b59dc1b6b687' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8563320-8696-4cda-9296-b59dc1b6b687' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38047284-e558-4a69-97d7-2344e444e30d' class='xr-var-data-in' type='checkbox'><label for='data-38047284-e558-4a69-97d7-2344e444e30d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-16T00:00:00.000000000&#x27;, &#x27;1981-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-16T12:00:00.000000000&#x27;, &#x27;1981-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-16T00:00:00.000000000&#x27;, &#x27;1982-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-16T12:00:00.000000000&#x27;, &#x27;1982-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-16T00:00:00.000000000&#x27;, &#x27;1983-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-16T12:00:00.000000000&#x27;, &#x27;1983-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-16T00:00:00.000000000&#x27;, &#x27;1984-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-16T12:00:00.000000000&#x27;, &#x27;1984-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-16T00:00:00.000000000&#x27;, &#x27;1985-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-16T12:00:00.000000000&#x27;, &#x27;1985-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-16T00:00:00.000000000&#x27;, &#x27;1986-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-16T12:00:00.000000000&#x27;, &#x27;1986-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-16T00:00:00.000000000&#x27;, &#x27;1987-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-16T12:00:00.000000000&#x27;, &#x27;1987-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-16T00:00:00.000000000&#x27;, &#x27;1988-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-16T12:00:00.000000000&#x27;, &#x27;1988-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-16T00:00:00.000000000&#x27;, &#x27;1989-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-16T12:00:00.000000000&#x27;, &#x27;1989-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-16T00:00:00.000000000&#x27;, &#x27;1990-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-16T12:00:00.000000000&#x27;, &#x27;1990-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-16T00:00:00.000000000&#x27;, &#x27;1991-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-16T12:00:00.000000000&#x27;, &#x27;1991-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-16T00:00:00.000000000&#x27;, &#x27;1992-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-16T12:00:00.000000000&#x27;, &#x27;1992-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-16T00:00:00.000000000&#x27;, &#x27;1993-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-16T12:00:00.000000000&#x27;, &#x27;1993-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-16T00:00:00.000000000&#x27;, &#x27;1994-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-16T12:00:00.000000000&#x27;, &#x27;1994-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-16T00:00:00.000000000&#x27;, &#x27;1995-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-16T12:00:00.000000000&#x27;, &#x27;1995-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-16T00:00:00.000000000&#x27;, &#x27;1996-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-16T12:00:00.000000000&#x27;, &#x27;1996-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-16T00:00:00.000000000&#x27;, &#x27;1997-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-16T12:00:00.000000000&#x27;, &#x27;1997-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-16T00:00:00.000000000&#x27;, &#x27;1998-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-16T12:00:00.000000000&#x27;, &#x27;1998-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T12:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T12:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T12:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T12:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T12:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T12:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T12:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-0bbc20a1-688d-43a1-9bf7-5ba7e8a80aab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0bbc20a1-688d-43a1-9bf7-5ba7e8a80aab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9687ce03-a485-44ce-a121-58110d400113' class='xr-var-data-in' type='checkbox'><label for='data-9687ce03-a485-44ce-a121-58110d400113' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-dacc99ed-b110-4158-83d2-d07b68135853' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dacc99ed-b110-4158-83d2-d07b68135853' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01570eaa-90e9-4682-9f49-f91e2bee256a' class='xr-var-data-in' type='checkbox'><label for='data-01570eaa-90e9-4682-9f49-f91e2bee256a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f1a016f4-2544-4acb-a289-501c4496e514' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f1a016f4-2544-4acb-a289-501c4496e514' class='xr-section-summary' >Data variables: <span>(4)</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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2005-10-01</div><input id='attrs-830bc904-4049-4d57-ae43-6e12635c2f70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-830bc904-4049-4d57-ae43-6e12635c2f70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66402f79-0df3-4303-8443-ab4884b8d528' class='xr-var-data-in' type='checkbox'><label for='data-66402f79-0df3-4303-8443-ab4884b8d528' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-09-01T00:00:00.000000000&#x27;, &#x27;1981-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-06-01T00:00:00.000000000&#x27;, &#x27;1982-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-07-01T00:00:00.000000000&#x27;, &#x27;1982-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-08-01T00:00:00.000000000&#x27;, &#x27;1982-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1982-09-01T00:00:00.000000000&#x27;, &#x27;1982-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-07-01T00:00:00.000000000&#x27;, &#x27;1983-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1983-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1983-09-01T00:00:00.000000000&#x27;, &#x27;1983-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-06-01T00:00:00.000000000&#x27;, &#x27;1984-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-07-01T00:00:00.000000000&#x27;, &#x27;1984-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-08-01T00:00:00.000000000&#x27;, &#x27;1984-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1984-09-01T00:00:00.000000000&#x27;, &#x27;1984-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-07-01T00:00:00.000000000&#x27;, &#x27;1985-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1985-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1985-09-01T00:00:00.000000000&#x27;, &#x27;1985-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-06-01T00:00:00.000000000&#x27;, &#x27;1986-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-07-01T00:00:00.000000000&#x27;, &#x27;1986-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-08-01T00:00:00.000000000&#x27;, &#x27;1986-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1986-09-01T00:00:00.000000000&#x27;, &#x27;1986-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-07-01T00:00:00.000000000&#x27;, &#x27;1987-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1987-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1987-09-01T00:00:00.000000000&#x27;, &#x27;1987-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-06-01T00:00:00.000000000&#x27;, &#x27;1988-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-07-01T00:00:00.000000000&#x27;, &#x27;1988-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-08-01T00:00:00.000000000&#x27;, &#x27;1988-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1988-09-01T00:00:00.000000000&#x27;, &#x27;1988-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-07-01T00:00:00.000000000&#x27;, &#x27;1989-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1989-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1989-09-01T00:00:00.000000000&#x27;, &#x27;1989-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-06-01T00:00:00.000000000&#x27;, &#x27;1990-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-07-01T00:00:00.000000000&#x27;, &#x27;1990-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-08-01T00:00:00.000000000&#x27;, &#x27;1990-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1990-09-01T00:00:00.000000000&#x27;, &#x27;1990-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-07-01T00:00:00.000000000&#x27;, &#x27;1991-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1991-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1991-09-01T00:00:00.000000000&#x27;, &#x27;1991-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-06-01T00:00:00.000000000&#x27;, &#x27;1992-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-07-01T00:00:00.000000000&#x27;, &#x27;1992-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-08-01T00:00:00.000000000&#x27;, &#x27;1992-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1992-09-01T00:00:00.000000000&#x27;, &#x27;1992-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-07-01T00:00:00.000000000&#x27;, &#x27;1993-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1993-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1993-09-01T00:00:00.000000000&#x27;, &#x27;1993-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-06-01T00:00:00.000000000&#x27;, &#x27;1994-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-07-01T00:00:00.000000000&#x27;, &#x27;1994-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-08-01T00:00:00.000000000&#x27;, &#x27;1994-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1994-09-01T00:00:00.000000000&#x27;, &#x27;1994-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-07-01T00:00:00.000000000&#x27;, &#x27;1995-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1995-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1995-09-01T00:00:00.000000000&#x27;, &#x27;1995-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-06-01T00:00:00.000000000&#x27;, &#x27;1996-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-07-01T00:00:00.000000000&#x27;, &#x27;1996-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-08-01T00:00:00.000000000&#x27;, &#x27;1996-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1996-09-01T00:00:00.000000000&#x27;, &#x27;1996-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-07-01T00:00:00.000000000&#x27;, &#x27;1997-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1997-09-01T00:00:00.000000000&#x27;, &#x27;1997-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-07-01T00:00:00.000000000&#x27;, &#x27;1998-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-09-01T00:00:00.000000000&#x27;, &#x27;1998-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-07-01T00:00:00.000000000&#x27;, &#x27;1999-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-09-01T00:00:00.000000000&#x27;, &#x27;1999-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-07-01T00:00:00.000000000&#x27;, &#x27;2000-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-09-01T00:00:00.000000000&#x27;, &#x27;2000-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-07-01T00:00:00.000000000&#x27;, &#x27;2001-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-09-01T00:00:00.000000000&#x27;, &#x27;2001-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-07-01T00:00:00.000000000&#x27;, &#x27;2002-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-09-01T00:00:00.000000000&#x27;, &#x27;2002-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-07-01T00:00:00.000000000&#x27;, &#x27;2003-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-09-01T00:00:00.000000000&#x27;, &#x27;2003-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-07-01T00:00:00.000000000&#x27;, &#x27;2004-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-09-01T00:00:00.000000000&#x27;, &#x27;2004-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-07-01T00:00:00.000000000&#x27;, &#x27;2005-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-09-01T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.19 19.06 17.44 ... 26.94 28.81</div><input id='attrs-b96c207e-1967-4e71-95b9-70634ed39a97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b96c207e-1967-4e71-95b9-70634ed39a97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45e1a06b-b290-4111-863e-446972692809' class='xr-var-data-in' type='checkbox'><label for='data-45e1a06b-b290-4111-863e-446972692809' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[17.19237137, 19.05762863],\n",
       "       [17.44237137, 19.30762863],\n",
       "       [17.69237137, 19.55762863],\n",
       "       [17.94237137, 19.80762863],\n",
       "       [18.19237137, 20.05762863],\n",
       "       [18.44237137, 20.30762863],\n",
       "       [18.69237137, 20.55762861],\n",
       "       [18.94237137, 20.80762848],\n",
       "       [19.19237137, 21.05762836],\n",
       "       [19.44237137, 21.30762823],\n",
       "       [19.69237137, 21.5576281 ],\n",
       "       [19.94237137, 21.80762797],\n",
       "       [20.19237137, 22.05762784],\n",
       "       [20.44237137, 22.30762772],\n",
       "       [20.69237146, 22.55762768],\n",
       "       [20.94237159, 22.80762768],\n",
       "       [21.19237171, 23.05762768],\n",
       "       [21.44237184, 23.30762768],\n",
       "       [21.69237197, 23.55762768],\n",
       "       [21.9423721 , 23.80762768],\n",
       "       [22.19237222, 24.05762768],\n",
       "       [22.44237232, 24.30762765],\n",
       "       [22.69237232, 24.55762752],\n",
       "       [22.94237232, 24.80762739],\n",
       "       [23.19237232, 25.05762726],\n",
       "       [23.44237232, 25.30762714],\n",
       "       [23.69237232, 25.55762701],\n",
       "       [23.94237232, 25.80762688],\n",
       "       [24.19237232, 26.05762675],\n",
       "       [24.44237242, 26.30762672],\n",
       "       [24.69237255, 26.55762672],\n",
       "       [24.94237268, 26.80762672],\n",
       "       [25.1923728 , 27.05762672],\n",
       "       [25.44237293, 27.30762672],\n",
       "       [25.69237306, 27.55762672],\n",
       "       [25.94237319, 27.80762672],\n",
       "       [26.19237328, 28.05762668],\n",
       "       [26.44237328, 28.30762656],\n",
       "       [26.69237328, 28.55762643],\n",
       "       [26.94237328, 28.8076263 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>85.19 87.06 85.44 ... 92.94 94.81</div><input id='attrs-7c156775-1af1-43eb-b7ab-6c4deac381b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c156775-1af1-43eb-b7ab-6c4deac381b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04dd7af8-c0f8-4208-aa1d-71f194899072' class='xr-var-data-in' type='checkbox'><label for='data-04dd7af8-c0f8-4208-aa1d-71f194899072' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[85.1875, 87.0625],\n",
       "       [85.4375, 87.3125],\n",
       "       [85.6875, 87.5625],\n",
       "       [85.9375, 87.8125],\n",
       "       [86.1875, 88.0625],\n",
       "       [86.4375, 88.3125],\n",
       "       [86.6875, 88.5625],\n",
       "       [86.9375, 88.8125],\n",
       "       [87.1875, 89.0625],\n",
       "       [87.4375, 89.3125],\n",
       "       [87.6875, 89.5625],\n",
       "       [87.9375, 89.8125],\n",
       "       [88.1875, 90.0625],\n",
       "       [88.4375, 90.3125],\n",
       "       [88.6875, 90.5625],\n",
       "       [88.9375, 90.8125],\n",
       "       [89.1875, 91.0625],\n",
       "       [89.4375, 91.3125],\n",
       "       [89.6875, 91.5625],\n",
       "       [89.9375, 91.8125],\n",
       "       [90.1875, 92.0625],\n",
       "       [90.4375, 92.3125],\n",
       "       [90.6875, 92.5625],\n",
       "       [90.9375, 92.8125],\n",
       "       [91.1875, 93.0625],\n",
       "       [91.4375, 93.3125],\n",
       "       [91.6875, 93.5625],\n",
       "       [91.9375, 93.8125],\n",
       "       [92.1875, 94.0625],\n",
       "       [92.4375, 94.3125],\n",
       "       [92.6875, 94.5625],\n",
       "       [92.9375, 94.8125]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.057e-05 9.775e-05 ... 0.0001983</div><input id='attrs-9b3f114a-3583-4f37-aaf6-762c3eb59c3a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b3f114a-3583-4f37-aaf6-762c3eb59c3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3eadecae-c31b-4df2-a313-480abef18f56' class='xr-var-data-in' type='checkbox'><label for='data-3eadecae-c31b-4df2-a313-480abef18f56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[9.05694956e-05, 9.77452306e-05, 1.04679965e-04, ...,\n",
       "         2.39233261e-04, 2.32362642e-04, 2.22662009e-04],\n",
       "        [8.21409921e-05, 8.81336842e-05, 9.38338025e-05, ...,\n",
       "         2.15383727e-04, 2.06352119e-04, 1.96189593e-04],\n",
       "        [7.37124885e-05, 7.85221379e-05, 8.29876402e-05, ...,\n",
       "         1.91534193e-04, 1.80341597e-04, 1.69717176e-04],\n",
       "        ...,\n",
       "        [2.52733475e-05, 2.91450876e-05, 3.40650113e-05, ...,\n",
       "         1.92399113e-04, 1.88143446e-04, 1.85181922e-04],\n",
       "        [2.59114344e-05, 2.95058839e-05, 3.38682463e-05, ...,\n",
       "         1.92347440e-04, 1.90749304e-04, 1.90122584e-04],\n",
       "        [2.65495214e-05, 2.98666802e-05, 3.36714812e-05, ...,\n",
       "         1.92295767e-04, 1.93355162e-04, 1.95063247e-04]],\n",
       "\n",
       "       [[5.60075656e-05, 5.60752465e-05, 5.39221908e-05, ...,\n",
       "         8.17000795e-05, 8.09658398e-05, 8.30372930e-05],\n",
       "        [5.22315900e-05, 5.23246541e-05, 5.04696716e-05, ...,\n",
       "         8.23790382e-05, 8.08405509e-05, 8.16357450e-05],\n",
       "        [4.84556145e-05, 4.85740617e-05, 4.70171523e-05, ...,\n",
       "         8.30579970e-05, 8.07152620e-05, 8.02341969e-05],\n",
       "...\n",
       "        [2.16827790e-04, 2.21481529e-04, 2.23426665e-04, ...,\n",
       "         2.01837282e-04, 1.91339075e-04, 1.81055319e-04],\n",
       "        [2.14523300e-04, 2.18115929e-04, 2.18988220e-04, ...,\n",
       "         2.04762001e-04, 1.97079266e-04, 1.88650236e-04],\n",
       "        [2.12218810e-04, 2.14750330e-04, 2.14549776e-04, ...,\n",
       "         2.07686720e-04, 2.02819458e-04, 1.96245154e-04]],\n",
       "\n",
       "       [[6.88466282e-05, 6.60519531e-05, 6.87826636e-05, ...,\n",
       "         1.27259511e-04, 1.23983373e-04, 1.23956391e-04],\n",
       "        [6.14823040e-05, 5.93056684e-05, 6.22690969e-05, ...,\n",
       "         1.32612555e-04, 1.29674621e-04, 1.28687632e-04],\n",
       "        [5.41179798e-05, 5.25593837e-05, 5.57555301e-05, ...,\n",
       "         1.37965600e-04, 1.35365869e-04, 1.33418873e-04],\n",
       "        ...,\n",
       "        [1.20383621e-04, 1.20817381e-04, 1.20235980e-04, ...,\n",
       "         1.95969397e-04, 2.00889275e-04, 2.01185745e-04],\n",
       "        [1.21046522e-04, 1.20833772e-04, 1.19634775e-04, ...,\n",
       "         1.91980250e-04, 1.98018886e-04, 1.99765940e-04],\n",
       "        [1.21709424e-04, 1.20850163e-04, 1.19033570e-04, ...,\n",
       "         1.87991103e-04, 1.95148497e-04, 1.98346135e-04]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-72a3dea9-2a9f-4507-8eb9-2be20bc1f9e3' class='xr-section-summary-in' type='checkbox'  ><label for='section-72a3dea9-2a9f-4507-8eb9-2be20bc1f9e3' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 100, bnds: 2, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-16 ... 2005-09-16\n",
       "  * lon        (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat        (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 1981-07-01 ... 2005-10-01\n",
       "    lat_bnds   (lat, bnds) float64 17.19 19.06 17.44 19.31 ... 28.56 26.94 28.81\n",
       "    lon_bnds   (lon, bnds) float64 85.19 87.06 85.44 87.31 ... 94.56 92.94 94.81\n",
       "    pr         (time, lat, lon) float64 9.057e-05 9.775e-05 ... 0.0001983\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#interpolating to low resolution \n",
    "new_lon=np.arange(86.125,94,0.25)\n",
    "new_lat=np.arange(18.125,28,0.25)\n",
    "jjas_data = jjas_data.interp(lon=new_lon,lat=new_lat)\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02b3292f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "18269e45",
   "metadata": {},
   "outputs": [
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[9.43171018e-05, 9.44276347e-05, 9.76195821e-05, ...,\n",
       "        1.36110168e-04, 1.32716136e-04, 1.30602622e-04],\n",
       "       [8.84158500e-05, 8.86569329e-05, 9.18253676e-05, ...,\n",
       "        1.32055379e-04, 1.27914806e-04, 1.25141680e-04],\n",
       "       [8.25145983e-05, 8.28862311e-05, 8.60311530e-05, ...,\n",
       "        1.28000591e-04, 1.23113477e-04, 1.19680739e-04],\n",
       "       ...,\n",
       "       [2.04007839e-04, 2.12223079e-04, 2.18565668e-04, ...,\n",
       "        1.98003023e-04, 1.90135175e-04, 1.82543205e-04],\n",
       "       [1.95780805e-04, 2.02316423e-04, 2.07127822e-04, ...,\n",
       "        1.97049793e-04, 1.91844963e-04, 1.86177134e-04],\n",
       "       [1.87553772e-04, 1.92409766e-04, 1.95689976e-04, ...,\n",
       "        1.96096564e-04, 1.93554752e-04, 1.89811064e-04]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pr'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-712a5cc5-c3ca-4b12-955b-e5f32952bb5a' class='xr-array-in' type='checkbox' checked><label for='section-712a5cc5-c3ca-4b12-955b-e5f32952bb5a' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>9.432e-05 9.443e-05 9.762e-05 ... 0.0001961 0.0001936 0.0001898</span></div><div class='xr-array-data'><pre>array([[9.43171018e-05, 9.44276347e-05, 9.76195821e-05, ...,\n",
       "        1.36110168e-04, 1.32716136e-04, 1.30602622e-04],\n",
       "       [8.84158500e-05, 8.86569329e-05, 9.18253676e-05, ...,\n",
       "        1.32055379e-04, 1.27914806e-04, 1.25141680e-04],\n",
       "       [8.25145983e-05, 8.28862311e-05, 8.60311530e-05, ...,\n",
       "        1.28000591e-04, 1.23113477e-04, 1.19680739e-04],\n",
       "       ...,\n",
       "       [2.04007839e-04, 2.12223079e-04, 2.18565668e-04, ...,\n",
       "        1.98003023e-04, 1.90135175e-04, 1.82543205e-04],\n",
       "       [1.95780805e-04, 2.02316423e-04, 2.07127822e-04, ...,\n",
       "        1.97049793e-04, 1.91844963e-04, 1.86177134e-04],\n",
       "       [1.87553772e-04, 1.92409766e-04, 1.95689976e-04, ...,\n",
       "        1.96096564e-04, 1.93554752e-04, 1.89811064e-04]])</pre></div></div></li><li class='xr-section-item'><input id='section-c5af0f62-7b09-4880-8b07-297e30648dbb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c5af0f62-7b09-4880-8b07-297e30648dbb' 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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-e9eb4c1d-86d0-4f92-98a6-78656b1c6719' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9eb4c1d-86d0-4f92-98a6-78656b1c6719' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3731afad-1381-4288-8832-efd5e0652301' class='xr-var-data-in' type='checkbox'><label for='data-3731afad-1381-4288-8832-efd5e0652301' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-0086ae5d-16a3-4eb3-b630-5a69a2a79a95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0086ae5d-16a3-4eb3-b630-5a69a2a79a95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e26af73-e494-44c4-9a9e-889d3769dccd' class='xr-var-data-in' type='checkbox'><label for='data-1e26af73-e494-44c4-9a9e-889d3769dccd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87126cff-3b41-4eea-96d0-e25d44e83824' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-87126cff-3b41-4eea-96d0-e25d44e83824' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (lat: 40, lon: 32)>\n",
       "array([[9.43171018e-05, 9.44276347e-05, 9.76195821e-05, ...,\n",
       "        1.36110168e-04, 1.32716136e-04, 1.30602622e-04],\n",
       "       [8.84158500e-05, 8.86569329e-05, 9.18253676e-05, ...,\n",
       "        1.32055379e-04, 1.27914806e-04, 1.25141680e-04],\n",
       "       [8.25145983e-05, 8.28862311e-05, 8.60311530e-05, ...,\n",
       "        1.28000591e-04, 1.23113477e-04, 1.19680739e-04],\n",
       "       ...,\n",
       "       [2.04007839e-04, 2.12223079e-04, 2.18565668e-04, ...,\n",
       "        1.98003023e-04, 1.90135175e-04, 1.82543205e-04],\n",
       "       [1.95780805e-04, 2.02316423e-04, 2.07127822e-04, ...,\n",
       "        1.97049793e-04, 1.91844963e-04, 1.86177134e-04],\n",
       "       [1.87553772e-04, 1.92409766e-04, 1.95689976e-04, ...,\n",
       "        1.96096564e-04, 1.93554752e-04, 1.89811064e-04]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.pr.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6f88bd72",
   "metadata": {},
   "outputs": [
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       "\n",
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       "\n",
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       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
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       "  display: none;\n",
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       "\n",
       ".xr-section-summary,\n",
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       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
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       "\n",
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       "\n",
       ".xr-section-details {\n",
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       "  margin-bottom: 5px;\n",
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       "\n",
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       "\n",
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       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
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       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
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       "\n",
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       "  display: none;\n",
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       "\n",
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       ".xr-var-data {\n",
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       "\n",
       ".xr-var-data > table {\n",
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       ".xr-attrs {\n",
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       "\n",
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       ".xr-var-data {\n",
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       "\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[ 8.14899759,  8.15854764,  8.43433189, ..., 11.7599185 ,\n",
       "        11.46667416, 11.28406657],\n",
       "       [ 7.63912944,  7.659959  ,  7.93371176, ..., 11.40958476,\n",
       "        11.05183928, 10.81224119],\n",
       "       [ 7.12926129,  7.16137037,  7.43309162, ..., 11.05925103,\n",
       "        10.6370044 , 10.34041582],\n",
       "       ...,\n",
       "       [17.62627733, 18.33607405, 18.88407372, ..., 17.10746122,\n",
       "        16.42767909, 15.77173288],\n",
       "       [16.91546159, 17.48013892, 17.89584382, ..., 17.02510216,\n",
       "        16.57540484, 16.08570441],\n",
       "       [16.20464586, 16.62420379, 16.90761392, ..., 16.9427431 ,\n",
       "        16.7231306 , 16.39967593]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'pr'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9f063c8e-a981-4d4d-b658-0353130a9394' class='xr-array-in' type='checkbox' checked><label for='section-9f063c8e-a981-4d4d-b658-0353130a9394' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>8.149 8.159 8.434 8.71 8.986 9.262 ... 17.38 17.16 16.94 16.72 16.4</span></div><div class='xr-array-data'><pre>array([[ 8.14899759,  8.15854764,  8.43433189, ..., 11.7599185 ,\n",
       "        11.46667416, 11.28406657],\n",
       "       [ 7.63912944,  7.659959  ,  7.93371176, ..., 11.40958476,\n",
       "        11.05183928, 10.81224119],\n",
       "       [ 7.12926129,  7.16137037,  7.43309162, ..., 11.05925103,\n",
       "        10.6370044 , 10.34041582],\n",
       "       ...,\n",
       "       [17.62627733, 18.33607405, 18.88407372, ..., 17.10746122,\n",
       "        16.42767909, 15.77173288],\n",
       "       [16.91546159, 17.48013892, 17.89584382, ..., 17.02510216,\n",
       "        16.57540484, 16.08570441],\n",
       "       [16.20464586, 16.62420379, 16.90761392, ..., 16.9427431 ,\n",
       "        16.7231306 , 16.39967593]])</pre></div></div></li><li class='xr-section-item'><input id='section-f2a1bb5a-a084-46b8-b5fa-7d0e73f5e7b1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f2a1bb5a-a084-46b8-b5fa-7d0e73f5e7b1' 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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-7e823e0b-f6db-4def-acff-811effeb2136' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e823e0b-f6db-4def-acff-811effeb2136' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1801d0b-b498-4a27-9fef-788a291094df' class='xr-var-data-in' type='checkbox'><label for='data-b1801d0b-b498-4a27-9fef-788a291094df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-b39367e4-a0f3-432e-8621-03466a305a55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b39367e4-a0f3-432e-8621-03466a305a55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d54057b-9fc7-43c7-a867-d0a97b64b0c7' class='xr-var-data-in' type='checkbox'><label for='data-0d54057b-9fc7-43c7-a867-d0a97b64b0c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0abb62da-7eac-486b-bf8e-f1f6627b4e18' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0abb62da-7eac-486b-bf8e-f1f6627b4e18' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'pr' (lat: 40, lon: 32)>\n",
       "array([[ 8.14899759,  8.15854764,  8.43433189, ..., 11.7599185 ,\n",
       "        11.46667416, 11.28406657],\n",
       "       [ 7.63912944,  7.659959  ,  7.93371176, ..., 11.40958476,\n",
       "        11.05183928, 10.81224119],\n",
       "       [ 7.12926129,  7.16137037,  7.43309162, ..., 11.05925103,\n",
       "        10.6370044 , 10.34041582],\n",
       "       ...,\n",
       "       [17.62627733, 18.33607405, 18.88407372, ..., 17.10746122,\n",
       "        16.42767909, 15.77173288],\n",
       "       [16.91546159, 17.48013892, 17.89584382, ..., 17.02510216,\n",
       "        16.57540484, 16.08570441],\n",
       "       [16.20464586, 16.62420379, 16.90761392, ..., 16.9427431 ,\n",
       "        16.7231306 , 16.39967593]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpi = jjas_mean*86400\n",
    "mpi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6c5c5811",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
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       "\n",
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       "\n",
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       "  margin-bottom: 5px;\n",
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       "\n",
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       "\n",
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       "  color: var(--xr-font-color3);\n",
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       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
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       "\n",
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       "  display: none;\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "\n",
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       ".xr-dim-list li {\n",
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       "\n",
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       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
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       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
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       "\n",
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       "  display: block;\n",
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       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
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       "\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 40, lon: 32)&gt;\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 7.0264545 ,  8.21485756,  8.59145466, ...,  8.6260512 ,\n",
       "         6.55926785,  4.42677255],\n",
       "       [ 6.69344933,  8.88632354, 10.73638852, ...,  9.49754316,\n",
       "         7.90873473,  6.13438637],\n",
       "       [ 8.35230844, 10.44736457, 12.41948108, ..., 10.4677309 ,\n",
       "         9.25575233,  7.82873447]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f602cc9c-6ec4-4540-858e-6436af645bab' class='xr-array-in' type='checkbox' checked><label for='section-f602cc9c-6ec4-4540-858e-6436af645bab' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan ... 13.75 12.79 11.65 10.47 9.256 7.829</span></div><div class='xr-array-data'><pre>array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 7.0264545 ,  8.21485756,  8.59145466, ...,  8.6260512 ,\n",
       "         6.55926785,  4.42677255],\n",
       "       [ 6.69344933,  8.88632354, 10.73638852, ...,  9.49754316,\n",
       "         7.90873473,  6.13438637],\n",
       "       [ 8.35230844, 10.44736457, 12.41948108, ..., 10.4677309 ,\n",
       "         9.25575233,  7.82873447]])</pre></div></div></li><li class='xr-section-item'><input id='section-b7616b24-2dd0-4957-af67-6e87f63805a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b7616b24-2dd0-4957-af67-6e87f63805a8' 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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-eef35198-5beb-463d-bccf-f516e29165d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eef35198-5beb-463d-bccf-f516e29165d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-867f1896-9340-467b-af57-74e3b1ea1af1' class='xr-var-data-in' type='checkbox'><label for='data-867f1896-9340-467b-af57-74e3b1ea1af1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-ad9dbc6c-70b4-48cc-8bc8-1d6d1c35f4e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad9dbc6c-70b4-48cc-8bc8-1d6d1c35f4e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c28d540-19e6-4f50-8d22-b0fc6662a128' class='xr-var-data-in' type='checkbox'><label for='data-8c28d540-19e6-4f50-8d22-b0fc6662a128' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-57adb808-64b3-471c-bbff-bcac9dedb157' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-57adb808-64b3-471c-bbff-bcac9dedb157' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (lat: 40, lon: 32)>\n",
       "array([[        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 7.0264545 ,  8.21485756,  8.59145466, ...,  8.6260512 ,\n",
       "         6.55926785,  4.42677255],\n",
       "       [ 6.69344933,  8.88632354, 10.73638852, ...,  9.49754316,\n",
       "         7.90873473,  6.13438637],\n",
       "       [ 8.35230844, 10.44736457, 12.41948108, ..., 10.4677309 ,\n",
       "         9.25575233,  7.82873447]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias = mpi - cru\n",
    "bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "445388ed",
   "metadata": {},
   "outputs": [
    {
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       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 40, lon: 32)&gt;\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [ 66.28841463,  81.16472522,  83.47199682, ..., 101.7053908 ,\n",
       "         66.4673136 ,  39.01972701],\n",
       "       [ 65.48074057, 103.4037053 , 149.96096856, ..., 126.17029177,\n",
       "         91.25459525,  61.64395857],\n",
       "       [106.36716177, 169.13771266, 276.71821545, ..., 161.663493  ,\n",
       "        123.94915583,  91.34042635]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 40</li><li><span class='xr-has-index'>lon</span>: 32</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-43a713e5-118f-45c9-9773-d6f4959b629c' class='xr-array-in' type='checkbox' checked><label for='section-43a713e5-118f-45c9-9773-d6f4959b629c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan ... 357.3 278.4 211.1 161.7 123.9 91.34</span></div><div class='xr-array-data'><pre>array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [ 66.28841463,  81.16472522,  83.47199682, ..., 101.7053908 ,\n",
       "         66.4673136 ,  39.01972701],\n",
       "       [ 65.48074057, 103.4037053 , 149.96096856, ..., 126.17029177,\n",
       "         91.25459525,  61.64395857],\n",
       "       [106.36716177, 169.13771266, 276.71821545, ..., 161.663493  ,\n",
       "        123.94915583,  91.34042635]])</pre></div></div></li><li class='xr-section-item'><input id='section-3a99be9b-5bad-4d9a-b0a4-33b1d6da0ddb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3a99be9b-5bad-4d9a-b0a4-33b1d6da0ddb' 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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.12 86.38 86.62 ... 93.62 93.88</div><input id='attrs-310dcbf3-b80a-40da-aace-1d7ca2c7962b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-310dcbf3-b80a-40da-aace-1d7ca2c7962b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17e0c318-66e7-4b24-a9e6-666eb62518fc' class='xr-var-data-in' type='checkbox'><label for='data-17e0c318-66e7-4b24-a9e6-666eb62518fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.125, 86.375, 86.625, 86.875, 87.125, 87.375, 87.625, 87.875, 88.125,\n",
       "       88.375, 88.625, 88.875, 89.125, 89.375, 89.625, 89.875, 90.125, 90.375,\n",
       "       90.625, 90.875, 91.125, 91.375, 91.625, 91.875, 92.125, 92.375, 92.625,\n",
       "       92.875, 93.125, 93.375, 93.625, 93.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.12 18.38 18.62 ... 27.62 27.88</div><input id='attrs-3535f082-943f-45f8-9ae3-0b32c92da6b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3535f082-943f-45f8-9ae3-0b32c92da6b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03da00e9-7712-4696-bcb4-0935d6c99f29' class='xr-var-data-in' type='checkbox'><label for='data-03da00e9-7712-4696-bcb4-0935d6c99f29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.125, 18.375, 18.625, 18.875, 19.125, 19.375, 19.625, 19.875, 20.125,\n",
       "       20.375, 20.625, 20.875, 21.125, 21.375, 21.625, 21.875, 22.125, 22.375,\n",
       "       22.625, 22.875, 23.125, 23.375, 23.625, 23.875, 24.125, 24.375, 24.625,\n",
       "       24.875, 25.125, 25.375, 25.625, 25.875, 26.125, 26.375, 26.625, 26.875,\n",
       "       27.125, 27.375, 27.625, 27.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a5f78646-764a-49c6-aeca-eda2e1ea5bed' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a5f78646-764a-49c6-aeca-eda2e1ea5bed' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (lat: 40, lon: 32)>\n",
       "array([[         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       [         nan,          nan,          nan, ...,          nan,\n",
       "                 nan,          nan],\n",
       "       ...,\n",
       "       [ 66.28841463,  81.16472522,  83.47199682, ..., 101.7053908 ,\n",
       "         66.4673136 ,  39.01972701],\n",
       "       [ 65.48074057, 103.4037053 , 149.96096856, ..., 126.17029177,\n",
       "         91.25459525,  61.64395857],\n",
       "       [106.36716177, 169.13771266, 276.71821545, ..., 161.663493  ,\n",
       "        123.94915583,  91.34042635]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.12 86.38 86.62 86.88 ... 93.12 93.38 93.62 93.88\n",
       "  * lat      (lat) float64 18.12 18.38 18.62 18.88 ... 27.12 27.38 27.62 27.88"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias_percentage = ((mpi - cru)/cru)*100\n",
    "bias_percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "08ba09cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting annual_pr_mean\n",
    "\n",
    "#plotting with cartopy\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "plt.rcParams['font.size'] = '16'\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(12,9.5))\n",
    "\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([88,93,20,27])\n",
    "\n",
    "\n",
    "m1 = ax.contourf(bias['lon'], bias['lat'],bias[:,:],\n",
    "               levels=np.arange(-15,15+3,3), transform = ccrs.PlateCarree(),cmap='BrBG',extend='both')\n",
    "\n",
    " \n",
    "# Define the xticks for longitude\n",
    "ax.set_xticks(np.arange(87,94,1), crs=ccrs.PlateCarree())\n",
    "lon_formatter = cticker.LongitudeFormatter()\n",
    "ax.xaxis.set_major_formatter(lon_formatter)\n",
    "\n",
    "# Define the yticks for latitude\n",
    "ax.set_yticks(np.arange(20,28,1), crs=ccrs.PlateCarree())\n",
    "lat_formatter = cticker.LatitudeFormatter()\n",
    "ax.yaxis.set_major_formatter(lat_formatter)\n",
    "\n",
    "\n",
    "plt.colorbar(m1,ticks=np.arange(-15,15+3,3), orientation = 'horizontal',shrink=0.5, fraction = 0.04 , label = 'mm/day')\n",
    "ax.coastlines(linewidth=3)\n",
    "ax.add_feature(cfeature.BORDERS,linewidth=3)\n",
    "\n",
    "\n",
    "\n",
    "plt.title('Seasonal Bias(GCM MPI-CRU)',fontsize=19)\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias(gcm mpi-cru).png\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9003db92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting bias percentage \n",
    "\n",
    "#plotting with cartopy\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(12,9.5))\n",
    "\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_extent([88,93,20,27])\n",
    "\n",
    "\n",
    "m1 = ax.contourf(bias_percentage['lon'][:], bias_percentage['lat'][:],bias_percentage[:,:],\n",
    "                levels=np.arange(-150,150+25,25),  transform = ccrs.PlateCarree(),cmap='BrBG',extend='both')\n",
    "\n",
    " \n",
    "# Define the xticks for longitude\n",
    "ax.set_xticks(np.arange(87,94,1), crs=ccrs.PlateCarree())\n",
    "lon_formatter = cticker.LongitudeFormatter()\n",
    "ax.xaxis.set_major_formatter(lon_formatter)\n",
    "\n",
    "# Define the yticks for latitude\n",
    "ax.set_yticks(np.arange(20,28,1), crs=ccrs.PlateCarree())\n",
    "lat_formatter = cticker.LatitudeFormatter()\n",
    "ax.yaxis.set_major_formatter(lat_formatter)\n",
    "\n",
    "\n",
    "plt.colorbar(m1,ticks=np.arange(-150,150+25,25), orientation = 'horizontal',shrink=0.5, fraction = 0.04 , label = 'percentage')\n",
    "ax.coastlines(linewidth=3)\n",
    "ax.add_feature(cfeature.BORDERS,linewidth=3)\n",
    " \n",
    "    \n",
    "plt.title('Seasonal Bias-Percentage(GCM MPI-CRU)',fontsize=19)\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias_percentage(gcm mpi-cru).png\")\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "220503a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Colormap CET_D1A is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, \\nBrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens,\\nGreens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, \\nPastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy,\\nRdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, \\nSpectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn,\\nautumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, \\ncopper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat,\\ngist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r,\\ngnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma,\\nmagma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, \\nseismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, \\nter'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cma colors\n",
    "'''Colormap CET_D1A is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, \n",
    "BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens,\n",
    "Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, \n",
    "Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy,\n",
    "RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, \n",
    "Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn,\n",
    "autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, \n",
    "copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat,\n",
    "gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r,\n",
    "gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma,\n",
    "magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, \n",
    "seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, \n",
    "ter'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87f4ea28",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20e38f40",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21be7cc5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5efb07b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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