Seasonal Bias(gcm Mpi-trmm).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",
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       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1</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-7375bfbb-cfae-4b56-bf11-b141f913dc75' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7375bfbb-cfae-4b56-bf11-b141f913dc75' 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>: 132</li><li><span class='xr-has-index'>lat</span>: 400</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cd563035-c4f4-4485-923a-4383c0143371' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cd563035-c4f4-4485-923a-4383c0143371' 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'>1998-01-01 ... 2008-12-01</div><input id='attrs-c2dbbf53-d8f0-42a2-89ae-66db2e21f5e2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c2dbbf53-d8f0-42a2-89ae-66db2e21f5e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7829d62-6647-44fe-8e99-440bcf9eccf3' class='xr-var-data-in' type='checkbox'><label for='data-c7829d62-6647-44fe-8e99-440bcf9eccf3' title='Show/Hide data 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;1998-01-01T00:00:00.000000000&#x27;, &#x27;1998-02-01T00:00:00.000000000&#x27;,\n",
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       "       &#x27;2002-07-01T00:00:00.000000000&#x27;, &#x27;2002-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-09-01T00:00:00.000000000&#x27;, &#x27;2002-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-11-01T00:00:00.000000000&#x27;, &#x27;2002-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-01-01T00:00:00.000000000&#x27;, &#x27;2003-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-03-01T00:00:00.000000000&#x27;, &#x27;2003-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-05-01T00:00:00.000000000&#x27;, &#x27;2003-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-07-01T00:00:00.000000000&#x27;, &#x27;2003-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-09-01T00:00:00.000000000&#x27;, &#x27;2003-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-11-01T00:00:00.000000000&#x27;, &#x27;2003-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-01-01T00:00:00.000000000&#x27;, &#x27;2004-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-03-01T00:00:00.000000000&#x27;, &#x27;2004-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-05-01T00:00:00.000000000&#x27;, &#x27;2004-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-07-01T00:00:00.000000000&#x27;, &#x27;2004-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-09-01T00:00:00.000000000&#x27;, &#x27;2004-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-11-01T00:00:00.000000000&#x27;, &#x27;2004-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-01-01T00:00:00.000000000&#x27;, &#x27;2005-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-03-01T00:00:00.000000000&#x27;, &#x27;2005-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-05-01T00:00:00.000000000&#x27;, &#x27;2005-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-07-01T00:00:00.000000000&#x27;, &#x27;2005-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-09-01T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-01T00:00:00.000000000&#x27;, &#x27;2005-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-01-01T00:00:00.000000000&#x27;, &#x27;2006-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-03-01T00:00:00.000000000&#x27;, &#x27;2006-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-05-01T00:00:00.000000000&#x27;, &#x27;2006-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-07-01T00:00:00.000000000&#x27;, &#x27;2006-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-09-01T00:00:00.000000000&#x27;, &#x27;2006-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-11-01T00:00:00.000000000&#x27;, &#x27;2006-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-01-01T00:00:00.000000000&#x27;, &#x27;2007-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-03-01T00:00:00.000000000&#x27;, &#x27;2007-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-05-01T00:00:00.000000000&#x27;, &#x27;2007-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-07-01T00:00:00.000000000&#x27;, &#x27;2007-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-09-01T00:00:00.000000000&#x27;, &#x27;2007-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-11-01T00:00:00.000000000&#x27;, &#x27;2007-12-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-01-01T00:00:00.000000000&#x27;, &#x27;2008-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-03-01T00:00:00.000000000&#x27;, &#x27;2008-04-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-05-01T00:00:00.000000000&#x27;, &#x27;2008-06-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-07-01T00:00:00.000000000&#x27;, &#x27;2008-08-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-09-01T00:00:00.000000000&#x27;, &#x27;2008-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-11-01T00:00:00.000000000&#x27;, &#x27;2008-12-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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'>-49.88 -49.62 ... 49.62 49.88</div><input id='attrs-96dc497a-90e2-4aa4-94f6-13e555068871' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-96dc497a-90e2-4aa4-94f6-13e555068871' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9dc9c7a-da3f-44e9-8e6d-a118b10addbe' class='xr-var-data-in' type='checkbox'><label for='data-a9dc9c7a-da3f-44e9-8e6d-a118b10addbe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-49.875, -49.625, -49.375, ...,  49.375,  49.625,  49.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-7331ccd7-a0e9-4f51-8f88-5c47e1f53079' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7331ccd7-a0e9-4f51-8f88-5c47e1f53079' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b8cb4d7-669b-483f-a4ec-b20f6b1a10d9' class='xr-var-data-in' type='checkbox'><label for='data-2b8cb4d7-669b-483f-a4ec-b20f6b1a10d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6e7911e8-d383-49a2-936d-4c21800101a4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e7911e8-d383-49a2-936d-4c21800101a4' class='xr-section-summary' >Data variables: <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>date</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-97ce87c8-e499-4768-ac97-6944abfd1ed0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97ce87c8-e499-4768-ac97-6944abfd1ed0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-787875b8-dcf3-4ed0-9b70-f711c9626c05' class='xr-var-data-in' type='checkbox'><label for='data-787875b8-dcf3-4ed0-9b70-f711c9626c05' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>yyyymmdd</dd><dt><span>long_name :</span></dt><dd>current date</dd></dl></div><div class='xr-var-data'><pre>array([19980101, 19980201, 19980301, 19980401, 19980501, 19980601, 19980701,\n",
       "       19980801, 19980901, 19981001, 19981101, 19981201, 19990101, 19990201,\n",
       "       19990301, 19990401, 19990501, 19990601, 19990701, 19990801, 19990901,\n",
       "       19991001, 19991101, 19991201, 20000101, 20000201, 20000301, 20000401,\n",
       "       20000501, 20000601, 20000701, 20000801, 20000901, 20001001, 20001101,\n",
       "       20001201, 20010101, 20010201, 20010301, 20010401, 20010501, 20010601,\n",
       "       20010701, 20010801, 20010901, 20011001, 20011101, 20011201, 20020101,\n",
       "       20020201, 20020301, 20020401, 20020501, 20020601, 20020701, 20020801,\n",
       "       20020901, 20021001, 20021101, 20021201, 20030101, 20030201, 20030301,\n",
       "       20030401, 20030501, 20030601, 20030701, 20030801, 20030901, 20031001,\n",
       "       20031101, 20031201, 20040101, 20040201, 20040301, 20040401, 20040501,\n",
       "       20040601, 20040701, 20040801, 20040901, 20041001, 20041101, 20041201,\n",
       "       20050101, 20050201, 20050301, 20050401, 20050501, 20050601, 20050701,\n",
       "       20050801, 20050901, 20051001, 20051101, 20051201, 20060101, 20060201,\n",
       "       20060301, 20060401, 20060501, 20060601, 20060701, 20060801, 20060901,\n",
       "       20061001, 20061101, 20061201, 20070101, 20070201, 20070301, 20070401,\n",
       "       20070501, 20070601, 20070701, 20070801, 20070901, 20071001, 20071101,\n",
       "       20071201, 20080101, 20080201, 20080301, 20080401, 20080501, 20080601,\n",
       "       20080701, 20080801, 20080901, 20081001, 20081101, 20081201], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datesec</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c2ec6b2f-3f86-44e4-bd8f-00f6dd0dd87b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2ec6b2f-3f86-44e4-bd8f-00f6dd0dd87b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38fcd82a-919d-4cb7-b37a-7c5e9dae7e04' class='xr-var-data-in' type='checkbox'><label for='data-38fcd82a-919d-4cb7-b37a-7c5e9dae7e04' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>current seconds of current date</dd></dl></div><div class='xr-var-data'><pre>array([86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000],\n",
       "      dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</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-eb0e2b61-4d04-481a-a8a7-2f3e524e72f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb0e2b61-4d04-481a-a8a7-2f3e524e72f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-221618ca-62d1-4ce4-aba6-8564bc48733a' class='xr-var-data-in' type='checkbox'><label for='data-221618ca-62d1-4ce4-aba6-8564bc48733a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>avg_period :</span></dt><dd>0000-00-00 01:00:00</dd><dt><span>delta_t :</span></dt><dd>0000-00-00 03:00:00</dd><dt><span>units :</span></dt><dd>mm/h</dd><dt><span>hdf_name :</span></dt><dd>precipitation</dd></dl></div><div class='xr-var-data'><pre>[76032000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a989f0f9-1990-4c94-9deb-031b0d4fa6b9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a989f0f9-1990-4c94-9deb-031b0d4fa6b9' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>creation_date :</span></dt><dd>Thu Nov  5 16:19:03 CET 2009</dd><dt><span>Conventions :</span></dt><dd>None</dd><dt><span>source_html :</span></dt><dd>\n",
       "http://disc.sci.gsfc.nasa.gov/data/datapool/TRMM/01_Data_Products/02_Gridded/06_3-hour_Gpi_Cal_3B_42/index.html\n",
       "</dd><dt><span>title :</span></dt><dd>TRMM: 3B43</dd><dt><span>history :</span></dt><dd>Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc 3B43.1999.nc 3B43.2000.nc 3B43.2001.nc 3B43.2002.nc 3B43.2003.nc 3B43.2004.nc 3B43.2005.nc 3B43.2006.nc 3B43.2007.nc 3B43.2008.nc 3B43.1998_2008.nc\n",
       "Thu Nov  5 16:26:03 2009: ncrcat 3B43.19980101.nc 3B43.19980201.nc 3B43.19980301.nc 3B43.19980401.nc 3B43.19980501.nc 3B43.19980601.nc 3B43.19980701.nc 3B43.19980801.nc 3B43.19980901.nc 3B43.19981001.nc 3B43.19981101.nc 3B43.19981201.nc 3B43.1998.nc</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 132, lat: 400, lon: 1440)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-01-01 1998-02-01 ... 2008-12-01\n",
       "  * lat      (lat) float32 -49.88 -49.62 -49.38 -49.12 ... 49.38 49.62 49.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "Data variables:\n",
       "    date     (time) int32 ...\n",
       "    datesec  (time) timedelta64[ns] ...\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/observation/trm/MonthlyTRMM_3B43/3B43.1998_2008.nc')\n",
    " \n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "800e4d90",
   "metadata": {},
   "outputs": [
    {
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       "  --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: 95, lat: 400, lon: 1440)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-02-01 1998-03-01 ... 2005-12-01\n",
       "  * lat      (lat) float32 -49.88 -49.62 -49.38 -49.12 ... 49.38 49.62 49.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "Data variables:\n",
       "    date     (time) int32 19980201 19980301 19980401 ... 20051101 20051201\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1</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-15b17367-f0de-4c6e-9fbf-1f5cc77a9e6a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-15b17367-f0de-4c6e-9fbf-1f5cc77a9e6a' 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>: 95</li><li><span class='xr-has-index'>lat</span>: 400</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-14c3ee70-d0d0-4505-b88d-d349e4b9fade' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14c3ee70-d0d0-4505-b88d-d349e4b9fade' 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'>1998-02-01 ... 2005-12-01</div><input id='attrs-5e410c4a-930f-4586-927b-38eac8bb4fa1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e410c4a-930f-4586-927b-38eac8bb4fa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c7800d9-7e37-42a4-b4f2-7c245c6f6cd3' class='xr-var-data-in' type='checkbox'><label for='data-1c7800d9-7e37-42a4-b4f2-7c245c6f6cd3' title='Show/Hide data 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;1998-02-01T00:00:00.000000000&#x27;, &#x27;1998-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-04-01T00:00:00.000000000&#x27;, &#x27;1998-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-10-01T00:00:00.000000000&#x27;, &#x27;1998-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-12-01T00:00:00.000000000&#x27;, &#x27;1999-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-02-01T00:00:00.000000000&#x27;, &#x27;1999-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-04-01T00:00:00.000000000&#x27;, &#x27;1999-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-10-01T00:00:00.000000000&#x27;, &#x27;1999-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-12-01T00:00:00.000000000&#x27;, &#x27;2000-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-02-01T00:00:00.000000000&#x27;, &#x27;2000-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-04-01T00:00:00.000000000&#x27;, &#x27;2000-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-10-01T00:00:00.000000000&#x27;, &#x27;2000-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-12-01T00:00:00.000000000&#x27;, &#x27;2001-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-02-01T00:00:00.000000000&#x27;, &#x27;2001-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-04-01T00:00:00.000000000&#x27;, &#x27;2001-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-10-01T00:00:00.000000000&#x27;, &#x27;2001-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-12-01T00:00:00.000000000&#x27;, &#x27;2002-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-02-01T00:00:00.000000000&#x27;, &#x27;2002-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-04-01T00:00:00.000000000&#x27;, &#x27;2002-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-10-01T00:00:00.000000000&#x27;, &#x27;2002-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-12-01T00:00:00.000000000&#x27;, &#x27;2003-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-02-01T00:00:00.000000000&#x27;, &#x27;2003-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-04-01T00:00:00.000000000&#x27;, &#x27;2003-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-10-01T00:00:00.000000000&#x27;, &#x27;2003-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-12-01T00:00:00.000000000&#x27;, &#x27;2004-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-02-01T00:00:00.000000000&#x27;, &#x27;2004-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-04-01T00:00:00.000000000&#x27;, &#x27;2004-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-10-01T00:00:00.000000000&#x27;, &#x27;2004-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-12-01T00:00:00.000000000&#x27;, &#x27;2005-01-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-02-01T00:00:00.000000000&#x27;, &#x27;2005-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-04-01T00:00:00.000000000&#x27;, &#x27;2005-05-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-10-01T00:00:00.000000000&#x27;, &#x27;2005-11-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-12-01T00:00:00.000000000&#x27;], 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'>float32</div><div class='xr-var-preview xr-preview'>-49.88 -49.62 ... 49.62 49.88</div><input id='attrs-dd221118-dd11-40fc-8299-f46c94844b93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd221118-dd11-40fc-8299-f46c94844b93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58d7098f-7fe3-4b57-b7ec-5c034f08a1dd' class='xr-var-data-in' type='checkbox'><label for='data-58d7098f-7fe3-4b57-b7ec-5c034f08a1dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-49.875, -49.625, -49.375, ...,  49.375,  49.625,  49.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-505526dd-73ab-4655-8b1c-fd759e0f6cea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-505526dd-73ab-4655-8b1c-fd759e0f6cea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a94e1d4a-557e-443f-bc40-28893c1caeb1' class='xr-var-data-in' type='checkbox'><label for='data-a94e1d4a-557e-443f-bc40-28893c1caeb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37a87137-a96c-4b98-8ca4-4b10f2e417f4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37a87137-a96c-4b98-8ca4-4b10f2e417f4' class='xr-section-summary' >Data variables: <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>date</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>19980201 19980301 ... 20051201</div><input id='attrs-1ecc4a3e-06e1-4b43-83bb-b4dd6ea498d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ecc4a3e-06e1-4b43-83bb-b4dd6ea498d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-befa1fde-1a83-4550-9b63-0c0406eb1d07' class='xr-var-data-in' type='checkbox'><label for='data-befa1fde-1a83-4550-9b63-0c0406eb1d07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>yyyymmdd</dd><dt><span>long_name :</span></dt><dd>current date</dd></dl></div><div class='xr-var-data'><pre>array([19980201, 19980301, 19980401, 19980501, 19980601, 19980701, 19980801,\n",
       "       19980901, 19981001, 19981101, 19981201, 19990101, 19990201, 19990301,\n",
       "       19990401, 19990501, 19990601, 19990701, 19990801, 19990901, 19991001,\n",
       "       19991101, 19991201, 20000101, 20000201, 20000301, 20000401, 20000501,\n",
       "       20000601, 20000701, 20000801, 20000901, 20001001, 20001101, 20001201,\n",
       "       20010101, 20010201, 20010301, 20010401, 20010501, 20010601, 20010701,\n",
       "       20010801, 20010901, 20011001, 20011101, 20011201, 20020101, 20020201,\n",
       "       20020301, 20020401, 20020501, 20020601, 20020701, 20020801, 20020901,\n",
       "       20021001, 20021101, 20021201, 20030101, 20030201, 20030301, 20030401,\n",
       "       20030501, 20030601, 20030701, 20030801, 20030901, 20031001, 20031101,\n",
       "       20031201, 20040101, 20040201, 20040301, 20040401, 20040501, 20040601,\n",
       "       20040701, 20040801, 20040901, 20041001, 20041101, 20041201, 20050101,\n",
       "       20050201, 20050301, 20050401, 20050501, 20050601, 20050701, 20050801,\n",
       "       20050901, 20051001, 20051101, 20051201], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datesec</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>1 days 1 days ... 1 days 1 days</div><input id='attrs-d3a3a9fd-2187-44d7-8dd1-070628ea7380' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3a3a9fd-2187-44d7-8dd1-070628ea7380' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f1f400f-cd98-4771-ab29-7dda1458d9dc' class='xr-var-data-in' type='checkbox'><label for='data-4f1f400f-cd98-4771-ab29-7dda1458d9dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>current seconds of current date</dd></dl></div><div class='xr-var-data'><pre>array([86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</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-4efd268d-620f-418e-9658-501d6b5bb389' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4efd268d-620f-418e-9658-501d6b5bb389' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e32779c-8f20-41ed-9b88-52b51228f10d' class='xr-var-data-in' type='checkbox'><label for='data-2e32779c-8f20-41ed-9b88-52b51228f10d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>avg_period :</span></dt><dd>0000-00-00 01:00:00</dd><dt><span>delta_t :</span></dt><dd>0000-00-00 03:00:00</dd><dt><span>units :</span></dt><dd>mm/h</dd><dt><span>hdf_name :</span></dt><dd>precipitation</dd></dl></div><div class='xr-var-data'><pre>[54720000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4e5b4db6-658a-4b1a-8b7e-62cec6788cb0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4e5b4db6-658a-4b1a-8b7e-62cec6788cb0' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>creation_date :</span></dt><dd>Thu Nov  5 16:19:03 CET 2009</dd><dt><span>Conventions :</span></dt><dd>None</dd><dt><span>source_html :</span></dt><dd>\n",
       "http://disc.sci.gsfc.nasa.gov/data/datapool/TRMM/01_Data_Products/02_Gridded/06_3-hour_Gpi_Cal_3B_42/index.html\n",
       "</dd><dt><span>title :</span></dt><dd>TRMM: 3B43</dd><dt><span>history :</span></dt><dd>Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc 3B43.1999.nc 3B43.2000.nc 3B43.2001.nc 3B43.2002.nc 3B43.2003.nc 3B43.2004.nc 3B43.2005.nc 3B43.2006.nc 3B43.2007.nc 3B43.2008.nc 3B43.1998_2008.nc\n",
       "Thu Nov  5 16:26:03 2009: ncrcat 3B43.19980101.nc 3B43.19980201.nc 3B43.19980301.nc 3B43.19980401.nc 3B43.19980501.nc 3B43.19980601.nc 3B43.19980701.nc 3B43.19980801.nc 3B43.19980901.nc 3B43.19981001.nc 3B43.19981101.nc 3B43.19981201.nc 3B43.1998.nc</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 95, lat: 400, lon: 1440)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-02-01 1998-03-01 ... 2005-12-01\n",
       "  * lat      (lat) float32 -49.88 -49.62 -49.38 -49.12 ... 49.38 49.62 49.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "Data variables:\n",
       "    date     (time) int32 19980201 19980301 19980401 ... 20051101 20051201\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1998-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10070b93",
   "metadata": {},
   "outputs": [
    {
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       ".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: 32, lat: 400, lon: 1440)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-06-01 1998-07-01 ... 2005-09-01\n",
       "  * lat      (lat) float32 -49.88 -49.62 -49.38 -49.12 ... 49.38 49.62 49.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "Data variables:\n",
       "    date     (time) int32 19980601 19980701 19980801 ... 20050801 20050901\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1</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-e854afbd-1d41-487c-a108-dc3f11b1c9fe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e854afbd-1d41-487c-a108-dc3f11b1c9fe' 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>: 32</li><li><span class='xr-has-index'>lat</span>: 400</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-94c1a2e5-b7b3-41e0-95f9-14bafa6ece43' class='xr-section-summary-in' type='checkbox'  checked><label for='section-94c1a2e5-b7b3-41e0-95f9-14bafa6ece43' 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'>1998-06-01 ... 2005-09-01</div><input id='attrs-8d185ba2-f05d-4a50-935e-2093b1337c0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d185ba2-f05d-4a50-935e-2093b1337c0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-229fa1a4-a1c0-43e7-9c78-1bd0c6cc4daa' class='xr-var-data-in' type='checkbox'><label for='data-229fa1a4-a1c0-43e7-9c78-1bd0c6cc4daa' title='Show/Hide data 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;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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'>-49.88 -49.62 ... 49.62 49.88</div><input id='attrs-c6688803-1b6a-4b9f-a165-7db826f5fa63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6688803-1b6a-4b9f-a165-7db826f5fa63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0421cba5-8ef1-42b5-87c6-98a0657971c3' class='xr-var-data-in' type='checkbox'><label for='data-0421cba5-8ef1-42b5-87c6-98a0657971c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-49.875, -49.625, -49.375, ...,  49.375,  49.625,  49.875],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.6 ... 179.6 179.9</div><input id='attrs-ca3ab2a0-c9dc-49e0-8fb4-beb6129f0f99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca3ab2a0-c9dc-49e0-8fb4-beb6129f0f99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cd4dae8-fc66-4e26-9168-b3d42218b80b' class='xr-var-data-in' type='checkbox'><label for='data-3cd4dae8-fc66-4e26-9168-b3d42218b80b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b6ec7d6-fe87-411c-9c7e-b12a8fafbe3f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7b6ec7d6-fe87-411c-9c7e-b12a8fafbe3f' class='xr-section-summary' >Data variables: <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>date</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>19980601 19980701 ... 20050901</div><input id='attrs-e7b9ed9f-77f7-478d-bb8f-2cce365faaca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7b9ed9f-77f7-478d-bb8f-2cce365faaca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e2d7a99-01aa-46e6-9c11-9beb46c2f4ee' class='xr-var-data-in' type='checkbox'><label for='data-2e2d7a99-01aa-46e6-9c11-9beb46c2f4ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>yyyymmdd</dd><dt><span>long_name :</span></dt><dd>current date</dd></dl></div><div class='xr-var-data'><pre>array([19980601, 19980701, 19980801, 19980901, 19990601, 19990701, 19990801,\n",
       "       19990901, 20000601, 20000701, 20000801, 20000901, 20010601, 20010701,\n",
       "       20010801, 20010901, 20020601, 20020701, 20020801, 20020901, 20030601,\n",
       "       20030701, 20030801, 20030901, 20040601, 20040701, 20040801, 20040901,\n",
       "       20050601, 20050701, 20050801, 20050901], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datesec</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>1 days 1 days ... 1 days 1 days</div><input id='attrs-4f2692be-0692-43b3-95dd-857a94c029a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f2692be-0692-43b3-95dd-857a94c029a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ab5a13c-ed48-46c9-9836-12d8d954f4ba' class='xr-var-data-in' type='checkbox'><label for='data-4ab5a13c-ed48-46c9-9836-12d8d954f4ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>current seconds of current date</dd></dl></div><div class='xr-var-data'><pre>array([86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000],\n",
       "      dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</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-da7e71c1-2bbd-465a-a980-421e50c3b78d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da7e71c1-2bbd-465a-a980-421e50c3b78d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef14381a-a8d1-4470-b4b9-781e573324c2' class='xr-var-data-in' type='checkbox'><label for='data-ef14381a-a8d1-4470-b4b9-781e573324c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>avg_period :</span></dt><dd>0000-00-00 01:00:00</dd><dt><span>delta_t :</span></dt><dd>0000-00-00 03:00:00</dd><dt><span>units :</span></dt><dd>mm/h</dd><dt><span>hdf_name :</span></dt><dd>precipitation</dd></dl></div><div class='xr-var-data'><pre>[18432000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50021d7d-e6bf-499c-be4e-ba96662807eb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50021d7d-e6bf-499c-be4e-ba96662807eb' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>creation_date :</span></dt><dd>Thu Nov  5 16:19:03 CET 2009</dd><dt><span>Conventions :</span></dt><dd>None</dd><dt><span>source_html :</span></dt><dd>\n",
       "http://disc.sci.gsfc.nasa.gov/data/datapool/TRMM/01_Data_Products/02_Gridded/06_3-hour_Gpi_Cal_3B_42/index.html\n",
       "</dd><dt><span>title :</span></dt><dd>TRMM: 3B43</dd><dt><span>history :</span></dt><dd>Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc 3B43.1999.nc 3B43.2000.nc 3B43.2001.nc 3B43.2002.nc 3B43.2003.nc 3B43.2004.nc 3B43.2005.nc 3B43.2006.nc 3B43.2007.nc 3B43.2008.nc 3B43.1998_2008.nc\n",
       "Thu Nov  5 16:26:03 2009: ncrcat 3B43.19980101.nc 3B43.19980201.nc 3B43.19980301.nc 3B43.19980401.nc 3B43.19980501.nc 3B43.19980601.nc 3B43.19980701.nc 3B43.19980801.nc 3B43.19980901.nc 3B43.19981001.nc 3B43.19981101.nc 3B43.19981201.nc 3B43.1998.nc</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 32, lat: 400, lon: 1440)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-06-01 1998-07-01 ... 2005-09-01\n",
       "  * lat      (lat) float32 -49.88 -49.62 -49.38 -49.12 ... 49.38 49.62 49.88\n",
       "  * lon      (lon) float32 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
       "Data variables:\n",
       "    date     (time) int32 19980601 19980701 19980801 ... 20050801 20050901\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1"
      ]
     },
     "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": "e27853b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 32, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-06-01 1998-07-01 ... 2005-09-01\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",
       "    date     (time) int32 19980601 19980701 19980801 ... 20050801 20050901\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float64 0.4308 0.3221 0.2765 ... 0.1774 0.1441\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1</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-48727072-8dd6-4d4c-bd10-191a0ad9667b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-48727072-8dd6-4d4c-bd10-191a0ad9667b' 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>: 32</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-bc4f5f6b-004b-400d-9093-5abd3c9a87ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bc4f5f6b-004b-400d-9093-5abd3c9a87ab' 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'>1998-06-01 ... 2005-09-01</div><input id='attrs-36a2b5e9-5e3b-4193-9bec-f12c0348146a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36a2b5e9-5e3b-4193-9bec-f12c0348146a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55566724-1770-4af6-9dec-e34180d40b39' class='xr-var-data-in' type='checkbox'><label for='data-55566724-1770-4af6-9dec-e34180d40b39' title='Show/Hide data 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;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span 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-ccad2254-5707-4465-875d-d9a210f0d35e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccad2254-5707-4465-875d-d9a210f0d35e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-813cfa3f-13cc-4873-8319-227abd33b142' class='xr-var-data-in' type='checkbox'><label for='data-813cfa3f-13cc-4873-8319-227abd33b142' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_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-c141b4d7-1de5-4ad1-b55a-e7c748652dea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c141b4d7-1de5-4ad1-b55a-e7c748652dea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1651f9e1-4e0c-44db-acfd-fb54919e21bc' class='xr-var-data-in' type='checkbox'><label for='data-1651f9e1-4e0c-44db-acfd-fb54919e21bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_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-6355965c-47e9-4d11-9687-165ba049cf25' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6355965c-47e9-4d11-9687-165ba049cf25' class='xr-section-summary' >Data variables: <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>date</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>19980601 19980701 ... 20050901</div><input id='attrs-1bd38bc4-cd13-40d0-985a-3e2a0bcd851c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bd38bc4-cd13-40d0-985a-3e2a0bcd851c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25fa697d-d5e6-4c8b-ae94-775c0c61b909' class='xr-var-data-in' type='checkbox'><label for='data-25fa697d-d5e6-4c8b-ae94-775c0c61b909' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>yyyymmdd</dd><dt><span>long_name :</span></dt><dd>current date</dd></dl></div><div class='xr-var-data'><pre>array([19980601, 19980701, 19980801, 19980901, 19990601, 19990701, 19990801,\n",
       "       19990901, 20000601, 20000701, 20000801, 20000901, 20010601, 20010701,\n",
       "       20010801, 20010901, 20020601, 20020701, 20020801, 20020901, 20030601,\n",
       "       20030701, 20030801, 20030901, 20040601, 20040701, 20040801, 20040901,\n",
       "       20050601, 20050701, 20050801, 20050901], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datesec</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>1 days 1 days ... 1 days 1 days</div><input id='attrs-8f1ebe26-ef06-4df6-a83c-b93fb2941e6f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f1ebe26-ef06-4df6-a83c-b93fb2941e6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5c0253c-f391-44f7-a900-a47fd0c8df35' class='xr-var-data-in' type='checkbox'><label for='data-e5c0253c-f391-44f7-a900-a47fd0c8df35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>current seconds of current date</dd></dl></div><div class='xr-var-data'><pre>array([86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000,\n",
       "       86400000000000, 86400000000000, 86400000000000, 86400000000000],\n",
       "      dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</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'>0.4308 0.3221 ... 0.1774 0.1441</div><input id='attrs-b435ed87-14be-4e3e-9ff2-5e2c6b965d1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b435ed87-14be-4e3e-9ff2-5e2c6b965d1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a067474b-9c6a-4dea-b2ef-cb3d77ee4941' class='xr-var-data-in' type='checkbox'><label for='data-a067474b-9c6a-4dea-b2ef-cb3d77ee4941' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>avg_period :</span></dt><dd>0000-00-00 01:00:00</dd><dt><span>delta_t :</span></dt><dd>0000-00-00 03:00:00</dd><dt><span>units :</span></dt><dd>mm/h</dd><dt><span>hdf_name :</span></dt><dd>precipitation</dd></dl></div><div class='xr-var-data'><pre>array([[[0.43078125, 0.32212433, 0.27652851, ..., 0.71414649,\n",
       "         0.69097066, 0.51104361],\n",
       "        [0.34645832, 0.28588545, 0.27891186, ..., 0.67252439,\n",
       "         0.71405703, 0.53020412],\n",
       "        [0.30466321, 0.28692707, 0.34890625, ..., 0.52755976,\n",
       "         0.44530717, 0.50524467],\n",
       "        ...,\n",
       "        [0.25164425, 0.22906637, 0.22276108, ..., 0.33158243,\n",
       "         0.39273235, 0.46620294],\n",
       "        [0.21053816, 0.24256794, 0.22192635, ..., 0.33510813,\n",
       "         0.34741056, 0.41668078],\n",
       "        [0.23194218, 0.24844146, 0.20519544, ..., 0.33965585,\n",
       "         0.34638026, 0.3829622 ]],\n",
       "\n",
       "       [[0.37044898, 0.34102049, 0.26514283, ..., 0.80254507,\n",
       "         0.74981993, 1.0030787 ],\n",
       "        [0.40648982, 0.32844895, 0.33179593, ..., 0.71308237,\n",
       "         0.75142395, 0.94209349],\n",
       "        [0.37599996, 0.33314285, 0.31755105, ..., 0.62495816,\n",
       "         0.7886126 , 0.82755727],\n",
       "...\n",
       "        [0.47652695, 0.46822199, 0.42713207, ..., 0.37804446,\n",
       "         0.38281152, 0.45988405],\n",
       "        [0.49997219, 0.48323852, 0.45986396, ..., 0.34103122,\n",
       "         0.33705536, 0.35235509],\n",
       "        [0.42113104, 0.39067474, 0.29115453, ..., 0.32737136,\n",
       "         0.31432962, 0.31278938]],\n",
       "\n",
       "       [[0.90502101, 0.77221751, 0.62841004, ..., 0.30199876,\n",
       "         0.32142636, 0.10650334],\n",
       "        [0.79012549, 0.81146431, 0.71573222, ..., 0.3164157 ,\n",
       "         0.31298488, 0.1390717 ],\n",
       "        [0.78330541, 0.81744772, 0.69393301, ..., 0.26952028,\n",
       "         0.08852844, 0.13059638],\n",
       "        ...,\n",
       "        [0.13947497, 0.12282646, 0.10006622, ..., 0.19674815,\n",
       "         0.17514312, 0.16353646],\n",
       "        [0.14417261, 0.12871726, 0.0876339 , ..., 0.17797181,\n",
       "         0.15478659, 0.14331004],\n",
       "        [0.08457547, 0.08142399, 0.06058535, ..., 0.17881694,\n",
       "         0.1773766 , 0.14411069]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fb213948-6be0-48f1-8ba1-a06569283a81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fb213948-6be0-48f1-8ba1-a06569283a81' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>creation_date :</span></dt><dd>Thu Nov  5 16:19:03 CET 2009</dd><dt><span>Conventions :</span></dt><dd>None</dd><dt><span>source_html :</span></dt><dd>\n",
       "http://disc.sci.gsfc.nasa.gov/data/datapool/TRMM/01_Data_Products/02_Gridded/06_3-hour_Gpi_Cal_3B_42/index.html\n",
       "</dd><dt><span>title :</span></dt><dd>TRMM: 3B43</dd><dt><span>history :</span></dt><dd>Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc 3B43.1999.nc 3B43.2000.nc 3B43.2001.nc 3B43.2002.nc 3B43.2003.nc 3B43.2004.nc 3B43.2005.nc 3B43.2006.nc 3B43.2007.nc 3B43.2008.nc 3B43.1998_2008.nc\n",
       "Thu Nov  5 16:26:03 2009: ncrcat 3B43.19980101.nc 3B43.19980201.nc 3B43.19980301.nc 3B43.19980401.nc 3B43.19980501.nc 3B43.19980601.nc 3B43.19980701.nc 3B43.19980801.nc 3B43.19980901.nc 3B43.19981001.nc 3B43.19981101.nc 3B43.19981201.nc 3B43.1998.nc</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 32, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1998-06-01 1998-07-01 ... 2005-09-01\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",
       "    date     (time) int32 19980601 19980701 19980801 ... 20050801 20050901\n",
       "    datesec  (time) timedelta64[ns] 1 days 1 days 1 days ... 1 days 1 days\n",
       "    precip   (time, lat, lon) float64 0.4308 0.3221 0.2765 ... 0.1774 0.1441\n",
       "Attributes:\n",
       "    creation_date:             Thu Nov  5 16:19:03 CET 2009\n",
       "    Conventions:               None\n",
       "    source_html:               \\nhttp://disc.sci.gsfc.nasa.gov/data/datapool/...\n",
       "    title:                     TRMM: 3B43\n",
       "    history:                   Thu Nov  5 16:26:10 2009: ncrcat 3B43.1998.nc ...\n",
       "    nco_openmp_thread_number:  1"
      ]
     },
     "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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       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
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       "  stroke: currentColor;\n",
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       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;precip&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[0.36424099, 0.37230343, 0.37556934, ..., 0.92753743, 0.87774413,\n",
       "        0.7401172 ],\n",
       "       [0.34889041, 0.35808088, 0.37171274, ..., 0.83811737, 0.85462887,\n",
       "        0.76615154],\n",
       "       [0.35725656, 0.3810575 , 0.38026427, ..., 0.77830642, 0.72501694,\n",
       "        0.73013412],\n",
       "       ...,\n",
       "       [0.30676399, 0.28645704, 0.2692595 , ..., 0.31475378, 0.32605261,\n",
       "        0.37545073],\n",
       "       [0.31019293, 0.28211734, 0.25408416, ..., 0.29370044, 0.29596804,\n",
       "        0.31669719],\n",
       "       [0.27611407, 0.25033029, 0.21442228, ..., 0.30539278, 0.32262473,\n",
       "        0.30854961]])\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'>'precip'</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-1881b3e8-523c-43a9-a903-cbcf6b218ddf' class='xr-array-in' type='checkbox' checked><label for='section-1881b3e8-523c-43a9-a903-cbcf6b218ddf' 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>0.3642 0.3723 0.3756 0.392 0.4062 ... 0.2879 0.3054 0.3226 0.3085</span></div><div class='xr-array-data'><pre>array([[0.36424099, 0.37230343, 0.37556934, ..., 0.92753743, 0.87774413,\n",
       "        0.7401172 ],\n",
       "       [0.34889041, 0.35808088, 0.37171274, ..., 0.83811737, 0.85462887,\n",
       "        0.76615154],\n",
       "       [0.35725656, 0.3810575 , 0.38026427, ..., 0.77830642, 0.72501694,\n",
       "        0.73013412],\n",
       "       ...,\n",
       "       [0.30676399, 0.28645704, 0.2692595 , ..., 0.31475378, 0.32605261,\n",
       "        0.37545073],\n",
       "       [0.31019293, 0.28211734, 0.25408416, ..., 0.29370044, 0.29596804,\n",
       "        0.31669719],\n",
       "       [0.27611407, 0.25033029, 0.21442228, ..., 0.30539278, 0.32262473,\n",
       "        0.30854961]])</pre></div></div></li><li class='xr-section-item'><input id='section-cfe09979-faf2-49a2-83fa-2292413e163c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cfe09979-faf2-49a2-83fa-2292413e163c' 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-16e042f3-bb94-42a1-ba65-e45ea434109d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16e042f3-bb94-42a1-ba65-e45ea434109d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15d4024d-260a-4d6b-930e-273dc9404e78' class='xr-var-data-in' type='checkbox'><label for='data-15d4024d-260a-4d6b-930e-273dc9404e78' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_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-f5635f8a-73dd-4905-92d5-5849490681fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5635f8a-73dd-4905-92d5-5849490681fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15f83a3f-2cd3-40f5-bb17-932d5c3089ef' class='xr-var-data-in' type='checkbox'><label for='data-15f83a3f-2cd3-40f5-bb17-932d5c3089ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_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-51bf0577-4651-4223-bfad-b402c162f39f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-51bf0577-4651-4223-bfad-b402c162f39f' 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 'precip' (lat: 40, lon: 32)>\n",
       "array([[0.36424099, 0.37230343, 0.37556934, ..., 0.92753743, 0.87774413,\n",
       "        0.7401172 ],\n",
       "       [0.34889041, 0.35808088, 0.37171274, ..., 0.83811737, 0.85462887,\n",
       "        0.76615154],\n",
       "       [0.35725656, 0.3810575 , 0.38026427, ..., 0.77830642, 0.72501694,\n",
       "        0.73013412],\n",
       "       ...,\n",
       "       [0.30676399, 0.28645704, 0.2692595 , ..., 0.31475378, 0.32605261,\n",
       "        0.37545073],\n",
       "       [0.31019293, 0.28211734, 0.25408416, ..., 0.29370044, 0.29596804,\n",
       "        0.31669719],\n",
       "       [0.27611407, 0.25033029, 0.21442228, ..., 0.30539278, 0.32262473,\n",
       "        0.30854961]])\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.precip.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*24\n",
    " \n",
    "\n",
    "\n",
    "trmm = pr_mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b6d9b2b3",
   "metadata": {},
   "outputs": [
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       "  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-db447cf0-12f9-4e90-aea1-0e4b9f091100' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-db447cf0-12f9-4e90-aea1-0e4b9f091100' 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-5bcea034-4a00-4ee3-a15b-383de0eba2ac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5bcea034-4a00-4ee3-a15b-383de0eba2ac' 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-ba6643e9-f697-41b3-975c-48e2e01ac493' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba6643e9-f697-41b3-975c-48e2e01ac493' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13415221-3f95-420c-b9f3-94fb259585a5' class='xr-var-data-in' type='checkbox'><label for='data-13415221-3f95-420c-b9f3-94fb259585a5' title='Show/Hide data repr'><svg 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-5efa077e-9ba1-4d3f-a872-f87ce2e84913' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5efa077e-9ba1-4d3f-a872-f87ce2e84913' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-482c70bf-50c8-4dfa-bea0-a732cdc908a2' class='xr-var-data-in' type='checkbox'><label for='data-482c70bf-50c8-4dfa-bea0-a732cdc908a2' title='Show/Hide data repr'><svg 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-ab6ec707-ed93-494d-9b79-8a979f135358' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab6ec707-ed93-494d-9b79-8a979f135358' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05ecddf0-3ded-4fab-b3e6-d67499d06b33' class='xr-var-data-in' type='checkbox'><label for='data-05ecddf0-3ded-4fab-b3e6-d67499d06b33' title='Show/Hide data repr'><svg 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-db4ce35e-6eb0-4eea-baaf-bd483cab81d3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-db4ce35e-6eb0-4eea-baaf-bd483cab81d3' 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-d4e184f0-3e1c-412c-a8e3-5c771a8efaa8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d4e184f0-3e1c-412c-a8e3-5c771a8efaa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8722f341-e6a6-41ea-9798-64ccf22edb2d' class='xr-var-data-in' type='checkbox'><label for='data-8722f341-e6a6-41ea-9798-64ccf22edb2d' title='Show/Hide data 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-79229c2b-e953-4733-abcf-481b36715980' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79229c2b-e953-4733-abcf-481b36715980' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c970cc7-301e-475c-8a8e-2fc8266d2a2b' class='xr-var-data-in' type='checkbox'><label for='data-4c970cc7-301e-475c-8a8e-2fc8266d2a2b' title='Show/Hide data 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",
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       "       [ 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-60de5bde-d1c4-40f1-bb85-1974519c44b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60de5bde-d1c4-40f1-bb85-1974519c44b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56ad0f87-2ea5-4c15-bb0d-ad8d42518ca1' class='xr-var-data-in' type='checkbox'><label for='data-56ad0f87-2ea5-4c15-bb0d-ad8d42518ca1' title='Show/Hide data 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-a2223047-e4e0-4014-9787-5fd579fdc903' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2223047-e4e0-4014-9787-5fd579fdc903' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8756600d-f928-4d79-99a0-6b93b49f3184' class='xr-var-data-in' type='checkbox'><label for='data-8756600d-f928-4d79-99a0-6b93b49f3184' title='Show/Hide data repr'><svg 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-50fa617d-3097-4b9b-a840-9d9acec7d72a' class='xr-section-summary-in' type='checkbox'  ><label for='section-50fa617d-3097-4b9b-a840-9d9acec7d72a' 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": [
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       "  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: 95, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-01-16T12:00:00 ... 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] 1998-01-01 1998-02-01 ... 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-a7431123-f7dd-4071-a03f-a4597860fae5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a7431123-f7dd-4071-a03f-a4597860fae5' 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>: 95</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-1b2a400c-5b7d-4dea-a3fe-ca67edcc0f06' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1b2a400c-5b7d-4dea-a3fe-ca67edcc0f06' 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'>1998-01-16T12:00:00 ... 2005-11-16</div><input id='attrs-9ec99ca6-1754-41a8-8c93-a89f6116ffbb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ec99ca6-1754-41a8-8c93-a89f6116ffbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f15a03b0-df63-4795-b1d0-cd94b187adc2' class='xr-var-data-in' type='checkbox'><label for='data-f15a03b0-df63-4795-b1d0-cd94b187adc2' title='Show/Hide data repr'><svg 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;1998-01-16T12:00:00.000000000&#x27;, &#x27;1998-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-03-16T12:00:00.000000000&#x27;, &#x27;1998-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-05-16T12:00:00.000000000&#x27;, &#x27;1998-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-07-16T12:00:00.000000000&#x27;, &#x27;1998-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-09-16T00:00:00.000000000&#x27;, &#x27;1998-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-11-16T00:00:00.000000000&#x27;, &#x27;1998-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-01-16T12:00:00.000000000&#x27;, &#x27;1999-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-03-16T12:00:00.000000000&#x27;, &#x27;1999-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-05-16T12:00:00.000000000&#x27;, &#x27;1999-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-07-16T12:00:00.000000000&#x27;, &#x27;1999-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-09-16T00:00:00.000000000&#x27;, &#x27;1999-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-11-16T00:00:00.000000000&#x27;, &#x27;1999-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-01-16T12:00:00.000000000&#x27;, &#x27;2000-02-15T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-03-16T12:00:00.000000000&#x27;, &#x27;2000-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-05-16T12:00:00.000000000&#x27;, &#x27;2000-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-07-16T12:00:00.000000000&#x27;, &#x27;2000-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-09-16T00:00:00.000000000&#x27;, &#x27;2000-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-11-16T00:00:00.000000000&#x27;, &#x27;2000-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-01-16T12:00:00.000000000&#x27;, &#x27;2001-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-03-16T12:00:00.000000000&#x27;, &#x27;2001-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-05-16T12:00:00.000000000&#x27;, &#x27;2001-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-07-16T12:00:00.000000000&#x27;, &#x27;2001-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-09-16T00:00:00.000000000&#x27;, &#x27;2001-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-11-16T00:00:00.000000000&#x27;, &#x27;2001-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-01-16T12:00:00.000000000&#x27;, &#x27;2002-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-03-16T12:00:00.000000000&#x27;, &#x27;2002-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-05-16T12:00:00.000000000&#x27;, &#x27;2002-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-07-16T12:00:00.000000000&#x27;, &#x27;2002-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-09-16T00:00:00.000000000&#x27;, &#x27;2002-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-11-16T00:00:00.000000000&#x27;, &#x27;2002-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-01-16T12:00:00.000000000&#x27;, &#x27;2003-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-03-16T12:00:00.000000000&#x27;, &#x27;2003-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-05-16T12:00:00.000000000&#x27;, &#x27;2003-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-07-16T12:00:00.000000000&#x27;, &#x27;2003-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-09-16T00:00:00.000000000&#x27;, &#x27;2003-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-11-16T00:00:00.000000000&#x27;, &#x27;2003-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-01-16T12:00:00.000000000&#x27;, &#x27;2004-02-15T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-03-16T12:00:00.000000000&#x27;, &#x27;2004-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-05-16T12:00:00.000000000&#x27;, &#x27;2004-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-07-16T12:00:00.000000000&#x27;, &#x27;2004-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-09-16T00:00:00.000000000&#x27;, &#x27;2004-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-11-16T00:00:00.000000000&#x27;, &#x27;2004-12-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-01-16T12:00:00.000000000&#x27;, &#x27;2005-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-03-16T12:00:00.000000000&#x27;, &#x27;2005-04-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-05-16T12:00:00.000000000&#x27;, &#x27;2005-06-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-07-16T12:00:00.000000000&#x27;, &#x27;2005-08-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-09-16T00:00:00.000000000&#x27;, &#x27;2005-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-16T00:00:00.000000000&#x27;], 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-997c9ab9-a54a-4aa5-8bfd-200659282600' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-997c9ab9-a54a-4aa5-8bfd-200659282600' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-792ef457-e03b-483f-b581-ef881954d524' class='xr-var-data-in' type='checkbox'><label for='data-792ef457-e03b-483f-b581-ef881954d524' title='Show/Hide data repr'><svg 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-e29a6335-a4a2-4fe6-91e7-ad600f6debd9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e29a6335-a4a2-4fe6-91e7-ad600f6debd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbf95f52-310f-4109-9111-caf37d2c2c2a' class='xr-var-data-in' type='checkbox'><label for='data-bbf95f52-310f-4109-9111-caf37d2c2c2a' title='Show/Hide data repr'><svg 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-4e0816e6-ff25-4c3e-9a74-17e91e7161b6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4e0816e6-ff25-4c3e-9a74-17e91e7161b6' 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'>1998-01-01 ... 2005-12-01</div><input id='attrs-a35761be-177c-4bee-9390-4d61cd89d255' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a35761be-177c-4bee-9390-4d61cd89d255' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34517338-1108-49be-9e18-66c04737c550' class='xr-var-data-in' type='checkbox'><label for='data-34517338-1108-49be-9e18-66c04737c550' title='Show/Hide data 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;1998-01-01T00:00:00.000000000&#x27;, &#x27;1998-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-02-01T00:00:00.000000000&#x27;, &#x27;1998-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-03-01T00:00:00.000000000&#x27;, &#x27;1998-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-04-01T00:00:00.000000000&#x27;, &#x27;1998-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-05-01T00:00:00.000000000&#x27;, &#x27;1998-06-01T00:00:00.000000000&#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;1998-10-01T00:00:00.000000000&#x27;, &#x27;1998-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-11-01T00:00:00.000000000&#x27;, &#x27;1998-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1998-12-01T00:00:00.000000000&#x27;, &#x27;1999-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-01-01T00:00:00.000000000&#x27;, &#x27;1999-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-02-01T00:00:00.000000000&#x27;, &#x27;1999-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-03-01T00:00:00.000000000&#x27;, &#x27;1999-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-04-01T00:00:00.000000000&#x27;, &#x27;1999-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-05-01T00:00:00.000000000&#x27;, &#x27;1999-06-01T00:00:00.000000000&#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;1999-10-01T00:00:00.000000000&#x27;, &#x27;1999-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-11-01T00:00:00.000000000&#x27;, &#x27;1999-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1999-12-01T00:00:00.000000000&#x27;, &#x27;2000-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-02-01T00:00:00.000000000&#x27;, &#x27;2000-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-03-01T00:00:00.000000000&#x27;, &#x27;2000-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-04-01T00:00:00.000000000&#x27;, &#x27;2000-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-05-01T00:00:00.000000000&#x27;, &#x27;2000-06-01T00:00:00.000000000&#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;2000-10-01T00:00:00.000000000&#x27;, &#x27;2000-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-11-01T00:00:00.000000000&#x27;, &#x27;2000-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2000-12-01T00:00:00.000000000&#x27;, &#x27;2001-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-01-01T00:00:00.000000000&#x27;, &#x27;2001-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-02-01T00:00:00.000000000&#x27;, &#x27;2001-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-03-01T00:00:00.000000000&#x27;, &#x27;2001-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-04-01T00:00:00.000000000&#x27;, &#x27;2001-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-05-01T00:00:00.000000000&#x27;, &#x27;2001-06-01T00:00:00.000000000&#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;2001-10-01T00:00:00.000000000&#x27;, &#x27;2001-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-11-01T00:00:00.000000000&#x27;, &#x27;2001-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2001-12-01T00:00:00.000000000&#x27;, &#x27;2002-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-01-01T00:00:00.000000000&#x27;, &#x27;2002-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-02-01T00:00:00.000000000&#x27;, &#x27;2002-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-03-01T00:00:00.000000000&#x27;, &#x27;2002-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-04-01T00:00:00.000000000&#x27;, &#x27;2002-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-05-01T00:00:00.000000000&#x27;, &#x27;2002-06-01T00:00:00.000000000&#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;2002-10-01T00:00:00.000000000&#x27;, &#x27;2002-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-11-01T00:00:00.000000000&#x27;, &#x27;2002-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2002-12-01T00:00:00.000000000&#x27;, &#x27;2003-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-01-01T00:00:00.000000000&#x27;, &#x27;2003-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-02-01T00:00:00.000000000&#x27;, &#x27;2003-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-03-01T00:00:00.000000000&#x27;, &#x27;2003-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-04-01T00:00:00.000000000&#x27;, &#x27;2003-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-05-01T00:00:00.000000000&#x27;, &#x27;2003-06-01T00:00:00.000000000&#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;2003-10-01T00:00:00.000000000&#x27;, &#x27;2003-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-11-01T00:00:00.000000000&#x27;, &#x27;2003-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2003-12-01T00:00:00.000000000&#x27;, &#x27;2004-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-01-01T00:00:00.000000000&#x27;, &#x27;2004-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-02-01T00:00:00.000000000&#x27;, &#x27;2004-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-03-01T00:00:00.000000000&#x27;, &#x27;2004-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-04-01T00:00:00.000000000&#x27;, &#x27;2004-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-05-01T00:00:00.000000000&#x27;, &#x27;2004-06-01T00:00:00.000000000&#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;2004-10-01T00:00:00.000000000&#x27;, &#x27;2004-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-11-01T00:00:00.000000000&#x27;, &#x27;2004-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-12-01T00:00:00.000000000&#x27;, &#x27;2005-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-01-01T00:00:00.000000000&#x27;, &#x27;2005-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-02-01T00:00:00.000000000&#x27;, &#x27;2005-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-03-01T00:00:00.000000000&#x27;, &#x27;2005-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-04-01T00:00:00.000000000&#x27;, &#x27;2005-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-05-01T00:00:00.000000000&#x27;, &#x27;2005-06-01T00:00:00.000000000&#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",
       "       [&#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-f42f8caa-ed37-412a-8342-122f9d506801' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f42f8caa-ed37-412a-8342-122f9d506801' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87dd32a0-4504-48ac-a67d-915f139f1db3' class='xr-var-data-in' type='checkbox'><label for='data-87dd32a0-4504-48ac-a67d-915f139f1db3' title='Show/Hide data 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",
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       "       [ 3.730520e+00,  5.595780e+00],\n",
       "       [ 5.595780e+00,  7.461039e+00],\n",
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       "       [ 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-9a4b3491-1706-46a8-a877-a7946ee1f6ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a4b3491-1706-46a8-a877-a7946ee1f6ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fab5ae0c-570f-4420-91b8-9461bb86ae21' class='xr-var-data-in' type='checkbox'><label for='data-fab5ae0c-570f-4420-91b8-9461bb86ae21' title='Show/Hide data 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-b6f895db-4b26-463e-b16f-14db4d5923a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6f895db-4b26-463e-b16f-14db4d5923a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87f63120-b523-4493-9681-58cc96ec7a0e' class='xr-var-data-in' type='checkbox'><label for='data-87f63120-b523-4493-9681-58cc96ec7a0e' title='Show/Hide data repr'><svg 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>[1751040 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f6aff6ef-a3b7-4460-8c26-5c957f77309e' class='xr-section-summary-in' type='checkbox'  ><label for='section-f6aff6ef-a3b7-4460-8c26-5c957f77309e' 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: 95, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-01-16T12:00:00 ... 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] 1998-01-01 1998-02-01 ... 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('1998-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c811b0f2",
   "metadata": {},
   "outputs": [
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       "}\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: 32, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-06-16 ... 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] 1998-06-01 1998-07-01 ... 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-d2b6780c-fe78-4b73-82ac-58302592593e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d2b6780c-fe78-4b73-82ac-58302592593e' 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>: 32</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-7d062f8c-ed51-49e5-9707-b75f6e59b1c2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7d062f8c-ed51-49e5-9707-b75f6e59b1c2' 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'>1998-06-16 ... 2005-09-16</div><input id='attrs-5e470e11-bb80-4e97-b4e8-5f83422b48e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e470e11-bb80-4e97-b4e8-5f83422b48e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33d49f72-d44b-4e7e-a656-089d0a834206' class='xr-var-data-in' type='checkbox'><label for='data-33d49f72-d44b-4e7e-a656-089d0a834206' title='Show/Hide data repr'><svg 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;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-48bdefff-acc4-4987-b5d9-ef70fea55cec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48bdefff-acc4-4987-b5d9-ef70fea55cec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d814af5-d4f6-4f0d-900d-cc10568c68e9' class='xr-var-data-in' type='checkbox'><label for='data-0d814af5-d4f6-4f0d-900d-cc10568c68e9' title='Show/Hide data repr'><svg 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-97350779-97ab-4ee1-b34f-d48f60c93d2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97350779-97ab-4ee1-b34f-d48f60c93d2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f95e7c0-4869-46a5-948b-21db3dedc881' class='xr-var-data-in' type='checkbox'><label for='data-4f95e7c0-4869-46a5-948b-21db3dedc881' title='Show/Hide data repr'><svg 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-9e64f8ae-0a7e-4ff9-b796-6e3958c29d51' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9e64f8ae-0a7e-4ff9-b796-6e3958c29d51' 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'>1998-06-01 ... 2005-10-01</div><input id='attrs-f3ba4bb4-8ca1-4cc1-8076-3e8abfe0c3a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3ba4bb4-8ca1-4cc1-8076-3e8abfe0c3a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f1e5da5-eb01-459f-8020-1eea2304970f' class='xr-var-data-in' type='checkbox'><label for='data-4f1e5da5-eb01-459f-8020-1eea2304970f' title='Show/Hide data 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;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-0a8a667f-7b55-4bff-8f57-b68f69d0b54b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a8a667f-7b55-4bff-8f57-b68f69d0b54b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c68adf4-27af-47ba-ad58-7ba35297303d' class='xr-var-data-in' type='checkbox'><label for='data-0c68adf4-27af-47ba-ad58-7ba35297303d' title='Show/Hide data 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-03d30a8d-b78f-421b-9711-ea3a7dd628a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03d30a8d-b78f-421b-9711-ea3a7dd628a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fe2e6ab-c0ec-4578-86dc-79a5debbcee1' class='xr-var-data-in' type='checkbox'><label for='data-8fe2e6ab-c0ec-4578-86dc-79a5debbcee1' title='Show/Hide data 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-b5d4ec57-3a44-4e32-bccf-836b856660e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5d4ec57-3a44-4e32-bccf-836b856660e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b18d7b5b-5ce5-46cc-b7cf-ba13b1a928e7' class='xr-var-data-in' type='checkbox'><label for='data-b18d7b5b-5ce5-46cc-b7cf-ba13b1a928e7' title='Show/Hide data repr'><svg 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>[589824 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-62b66deb-ff99-48b0-a986-fff819b80cc9' class='xr-section-summary-in' type='checkbox'  ><label for='section-62b66deb-ff99-48b0-a986-fff819b80cc9' 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: 32, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-06-16 ... 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] 1998-06-01 1998-07-01 ... 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": "a2df9eba",
   "metadata": {},
   "outputs": [
    {
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       "  --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: 32, bnds: 2, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-06-16 ... 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] 1998-06-01 1998-07-01 ... 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 4.646e-05 4.935e-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-20fa0922-ee09-42a6-b256-aa42a442dd78' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-20fa0922-ee09-42a6-b256-aa42a442dd78' 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>: 32</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-151229da-d4b9-429c-bbaf-55044dc529f7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-151229da-d4b9-429c-bbaf-55044dc529f7' 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'>1998-06-16 ... 2005-09-16</div><input id='attrs-4ac37dd9-f013-4836-98a5-193290c0e824' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4ac37dd9-f013-4836-98a5-193290c0e824' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53d29107-6e3f-4d8b-9b68-877d66021d25' class='xr-var-data-in' type='checkbox'><label for='data-53d29107-6e3f-4d8b-9b68-877d66021d25' title='Show/Hide data repr'><svg 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;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-6747b8b8-af61-4538-bc77-70330fedf5c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6747b8b8-af61-4538-bc77-70330fedf5c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ce683d9-5676-4cd9-82ae-4f3396d5f06a' class='xr-var-data-in' type='checkbox'><label for='data-0ce683d9-5676-4cd9-82ae-4f3396d5f06a' title='Show/Hide data repr'><svg 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-5468b964-e7fa-429f-a184-c4760b906404' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5468b964-e7fa-429f-a184-c4760b906404' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bda059e2-5488-4a40-ab47-af6b1ee051cc' class='xr-var-data-in' type='checkbox'><label for='data-bda059e2-5488-4a40-ab47-af6b1ee051cc' title='Show/Hide data repr'><svg 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-97d5da77-0ad9-4608-aa1b-111bec800c0f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-97d5da77-0ad9-4608-aa1b-111bec800c0f' 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'>1998-06-01 ... 2005-10-01</div><input id='attrs-14701556-0483-490a-9edf-0a6a67628e4b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-14701556-0483-490a-9edf-0a6a67628e4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38498e08-3fb0-4bc5-ad4b-c17a75bf4326' class='xr-var-data-in' type='checkbox'><label for='data-38498e08-3fb0-4bc5-ad4b-c17a75bf4326' title='Show/Hide data 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;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-01d1b71c-d344-469c-a439-fd9aa3c766d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-01d1b71c-d344-469c-a439-fd9aa3c766d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8318d4f9-df11-44c2-9500-160c5ed3e1ef' class='xr-var-data-in' type='checkbox'><label for='data-8318d4f9-df11-44c2-9500-160c5ed3e1ef' title='Show/Hide data 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-96b6abb2-d8cc-47df-aabf-28dde5a45fe2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96b6abb2-d8cc-47df-aabf-28dde5a45fe2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a3e7b35-306d-40dc-bc9c-06490dca1034' class='xr-var-data-in' type='checkbox'><label for='data-6a3e7b35-306d-40dc-bc9c-06490dca1034' title='Show/Hide data 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'>4.646e-05 4.935e-05 ... 0.0001983</div><input id='attrs-ce4d7355-7bd1-4f2d-82bf-2e2f1c7b7d44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce4d7355-7bd1-4f2d-82bf-2e2f1c7b7d44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cbc79a5-0c87-46bf-b204-5bb4547fa868' class='xr-var-data-in' type='checkbox'><label for='data-0cbc79a5-0c87-46bf-b204-5bb4547fa868' title='Show/Hide data repr'><svg 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([[[4.64587877e-05, 4.93511389e-05, 5.35531638e-05, ...,\n",
       "         1.09500329e-04, 1.11042690e-04, 1.12517375e-04],\n",
       "        [4.04449666e-05, 4.31015567e-05, 4.71194753e-05, ...,\n",
       "         1.02456596e-04, 1.02999781e-04, 1.03865681e-04],\n",
       "        [3.44311456e-05, 3.68519746e-05, 4.06857867e-05, ...,\n",
       "         9.54128634e-05, 9.49568720e-05, 9.52139867e-05],\n",
       "        ...,\n",
       "        [2.40855686e-04, 2.62409485e-04, 2.86295708e-04, ...,\n",
       "         4.11571711e-04, 3.97865391e-04, 3.79124961e-04],\n",
       "        [2.15065687e-04, 2.33622970e-04, 2.54238645e-04, ...,\n",
       "         3.97934557e-04, 3.88969798e-04, 3.74072860e-04],\n",
       "        [1.89275688e-04, 2.04836455e-04, 2.22181582e-04, ...,\n",
       "         3.84297404e-04, 3.80074205e-04, 3.69020760e-04]],\n",
       "\n",
       "       [[2.23988597e-04, 2.26545963e-04, 2.29845191e-04, ...,\n",
       "         2.14895098e-04, 2.09458763e-04, 2.04030260e-04],\n",
       "        [2.07241083e-04, 2.09221181e-04, 2.11985104e-04, ...,\n",
       "         1.99516142e-04, 1.92169488e-04, 1.86136961e-04],\n",
       "        [1.90493570e-04, 1.91896398e-04, 1.94125017e-04, ...,\n",
       "         1.84137187e-04, 1.74880214e-04, 1.68243661e-04],\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-6cd3cc36-931c-4192-bbdd-5d9c1db63a72' class='xr-section-summary-in' type='checkbox'  ><label for='section-6cd3cc36-931c-4192-bbdd-5d9c1db63a72' 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: 32, bnds: 2, lat: 40, lon: 32)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1998-06-16 ... 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] 1998-06-01 1998-07-01 ... 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 4.646e-05 4.935e-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": 15,
   "id": "18269e45",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[1.03858504e-04, 1.03805406e-04, 1.07060496e-04, ...,\n",
       "        1.42281937e-04, 1.38917777e-04, 1.36779043e-04],\n",
       "       [9.67682484e-05, 9.67770213e-05, 9.99747738e-05, ...,\n",
       "        1.37814812e-04, 1.33609751e-04, 1.30766161e-04],\n",
       "       [8.96779926e-05, 8.97486367e-05, 9.28890515e-05, ...,\n",
       "        1.33347688e-04, 1.28301726e-04, 1.24753279e-04],\n",
       "       ...,\n",
       "       [2.09719087e-04, 2.17979197e-04, 2.24267922e-04, ...,\n",
       "        1.93926009e-04, 1.85343952e-04, 1.77169625e-04],\n",
       "       [2.02068613e-04, 2.08606230e-04, 2.13293847e-04, ...,\n",
       "        1.93672530e-04, 1.87787145e-04, 1.81508233e-04],\n",
       "       [1.94418139e-04, 1.99233263e-04, 2.02319771e-04, ...,\n",
       "        1.93419051e-04, 1.90230339e-04, 1.85846842e-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-8ea366f2-6016-4ba9-af77-f3357cab472e' class='xr-array-in' type='checkbox' checked><label for='section-8ea366f2-6016-4ba9-af77-f3357cab472e' 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>0.0001039 0.0001038 0.0001071 ... 0.0001934 0.0001902 0.0001858</span></div><div class='xr-array-data'><pre>array([[1.03858504e-04, 1.03805406e-04, 1.07060496e-04, ...,\n",
       "        1.42281937e-04, 1.38917777e-04, 1.36779043e-04],\n",
       "       [9.67682484e-05, 9.67770213e-05, 9.99747738e-05, ...,\n",
       "        1.37814812e-04, 1.33609751e-04, 1.30766161e-04],\n",
       "       [8.96779926e-05, 8.97486367e-05, 9.28890515e-05, ...,\n",
       "        1.33347688e-04, 1.28301726e-04, 1.24753279e-04],\n",
       "       ...,\n",
       "       [2.09719087e-04, 2.17979197e-04, 2.24267922e-04, ...,\n",
       "        1.93926009e-04, 1.85343952e-04, 1.77169625e-04],\n",
       "       [2.02068613e-04, 2.08606230e-04, 2.13293847e-04, ...,\n",
       "        1.93672530e-04, 1.87787145e-04, 1.81508233e-04],\n",
       "       [1.94418139e-04, 1.99233263e-04, 2.02319771e-04, ...,\n",
       "        1.93419051e-04, 1.90230339e-04, 1.85846842e-04]])</pre></div></div></li><li class='xr-section-item'><input id='section-4a5514ba-1024-4906-97e8-e0e74741d41b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a5514ba-1024-4906-97e8-e0e74741d41b' 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-fd131663-ff1e-4e64-ae09-e9f7d6decb33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd131663-ff1e-4e64-ae09-e9f7d6decb33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e5171e5-2cb8-4daf-9360-0a1b88b3956d' class='xr-var-data-in' type='checkbox'><label for='data-4e5171e5-2cb8-4daf-9360-0a1b88b3956d' title='Show/Hide data repr'><svg 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-4a4a968d-6528-435e-aaae-5e83818ab18c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a4a968d-6528-435e-aaae-5e83818ab18c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d85061e3-db24-464b-a02f-8977e2ee7f12' class='xr-var-data-in' type='checkbox'><label for='data-d85061e3-db24-464b-a02f-8977e2ee7f12' title='Show/Hide data repr'><svg 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-9795bd92-46fb-41dc-a376-ca1ca422c3fb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9795bd92-46fb-41dc-a376-ca1ca422c3fb' 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([[1.03858504e-04, 1.03805406e-04, 1.07060496e-04, ...,\n",
       "        1.42281937e-04, 1.38917777e-04, 1.36779043e-04],\n",
       "       [9.67682484e-05, 9.67770213e-05, 9.99747738e-05, ...,\n",
       "        1.37814812e-04, 1.33609751e-04, 1.30766161e-04],\n",
       "       [8.96779926e-05, 8.97486367e-05, 9.28890515e-05, ...,\n",
       "        1.33347688e-04, 1.28301726e-04, 1.24753279e-04],\n",
       "       ...,\n",
       "       [2.09719087e-04, 2.17979197e-04, 2.24267922e-04, ...,\n",
       "        1.93926009e-04, 1.85343952e-04, 1.77169625e-04],\n",
       "       [2.02068613e-04, 2.08606230e-04, 2.13293847e-04, ...,\n",
       "        1.93672530e-04, 1.87787145e-04, 1.81508233e-04],\n",
       "       [1.94418139e-04, 1.99233263e-04, 2.02319771e-04, ...,\n",
       "        1.93419051e-04, 1.90230339e-04, 1.85846842e-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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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;pr&#x27; (lat: 40, lon: 32)&gt;\n",
       "array([[ 8.97337476,  8.96878707,  9.25002687, ..., 12.29315936,\n",
       "        12.00249589, 11.81770935],\n",
       "       [ 8.36077666,  8.36153464,  8.63782046, ..., 11.90719979,\n",
       "        11.54388252, 11.29819635],\n",
       "       [ 7.74817856,  7.75428221,  8.02561405, ..., 11.52124022,\n",
       "        11.08526916, 10.77868334],\n",
       "       ...,\n",
       "       [18.11972911, 18.83340262, 19.3767485 , ..., 16.75520715,\n",
       "        16.01371745, 15.30745564],\n",
       "       [17.45872815, 18.02357829, 18.42858837, ..., 16.73330656,\n",
       "        16.22480936, 15.68231137],\n",
       "       [16.79772719, 17.21375397, 17.48042824, ..., 16.71140597,\n",
       "        16.43590126, 16.05716711]])\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-4c4627ce-9b54-44b3-a7b2-137f482bada2' class='xr-array-in' type='checkbox' checked><label for='section-4c4627ce-9b54-44b3-a7b2-137f482bada2' 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>8.973 8.969 9.25 9.531 9.813 10.09 ... 17.26 16.99 16.71 16.44 16.06</span></div><div class='xr-array-data'><pre>array([[ 8.97337476,  8.96878707,  9.25002687, ..., 12.29315936,\n",
       "        12.00249589, 11.81770935],\n",
       "       [ 8.36077666,  8.36153464,  8.63782046, ..., 11.90719979,\n",
       "        11.54388252, 11.29819635],\n",
       "       [ 7.74817856,  7.75428221,  8.02561405, ..., 11.52124022,\n",
       "        11.08526916, 10.77868334],\n",
       "       ...,\n",
       "       [18.11972911, 18.83340262, 19.3767485 , ..., 16.75520715,\n",
       "        16.01371745, 15.30745564],\n",
       "       [17.45872815, 18.02357829, 18.42858837, ..., 16.73330656,\n",
       "        16.22480936, 15.68231137],\n",
       "       [16.79772719, 17.21375397, 17.48042824, ..., 16.71140597,\n",
       "        16.43590126, 16.05716711]])</pre></div></div></li><li class='xr-section-item'><input id='section-8c74b19b-734d-4596-b431-8551bbb61452' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c74b19b-734d-4596-b431-8551bbb61452' 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-bba6d591-0106-42f7-ad55-ce4133d16582' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bba6d591-0106-42f7-ad55-ce4133d16582' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50adc7b7-b66c-430a-8519-434b1af9052c' class='xr-var-data-in' type='checkbox'><label for='data-50adc7b7-b66c-430a-8519-434b1af9052c' title='Show/Hide data repr'><svg 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-b9b14581-2962-4623-a8f9-7cf00bc3742a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9b14581-2962-4623-a8f9-7cf00bc3742a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9835003-aedb-41ca-ae6a-69aa26b54a1d' class='xr-var-data-in' type='checkbox'><label for='data-c9835003-aedb-41ca-ae6a-69aa26b54a1d' title='Show/Hide data repr'><svg 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-58dfdb45-dedf-4eb2-ae11-d8712015fde7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-58dfdb45-dedf-4eb2-ae11-d8712015fde7' 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([[ 8.97337476,  8.96878707,  9.25002687, ..., 12.29315936,\n",
       "        12.00249589, 11.81770935],\n",
       "       [ 8.36077666,  8.36153464,  8.63782046, ..., 11.90719979,\n",
       "        11.54388252, 11.29819635],\n",
       "       [ 7.74817856,  7.75428221,  8.02561405, ..., 11.52124022,\n",
       "        11.08526916, 10.77868334],\n",
       "       ...,\n",
       "       [18.11972911, 18.83340262, 19.3767485 , ..., 16.75520715,\n",
       "        16.01371745, 15.30745564],\n",
       "       [17.45872815, 18.02357829, 18.42858837, ..., 16.73330656,\n",
       "        16.22480936, 15.68231137],\n",
       "       [16.79772719, 17.21375397, 17.48042824, ..., 16.71140597,\n",
       "        16.43590126, 16.05716711]])\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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       "  grid-column: 1;\n",
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 40, lon: 32)&gt;\n",
       "array([[ 2.31590887e-01,  3.35046685e-02,  2.36362778e-01, ...,\n",
       "        -9.96773887e+00, -9.06336325e+00, -5.94510351e+00],\n",
       "       [-1.25932819e-02, -2.32406450e-01, -2.83285320e-01, ...,\n",
       "        -8.20761719e+00, -8.96721045e+00, -7.08944055e+00],\n",
       "       [-8.25978933e-01, -1.39109771e+00, -1.10072837e+00, ...,\n",
       "        -7.15811395e+00, -6.31513729e+00, -6.74453564e+00],\n",
       "       ...,\n",
       "       [ 1.07573935e+01,  1.19584337e+01,  1.29145206e+01, ...,\n",
       "         9.20111647e+00,  8.18845483e+00,  6.29663804e+00],\n",
       "       [ 1.00140979e+01,  1.12527621e+01,  1.23305685e+01, ...,\n",
       "         9.68449596e+00,  9.12157642e+00,  8.08157888e+00],\n",
       "       [ 1.01709894e+01,  1.12058270e+01,  1.23342936e+01, ...,\n",
       "         9.38197931e+00,  8.69290773e+00,  8.65197648e+00]])\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-f8a339da-581d-4dea-80c0-d8c951774aff' class='xr-array-in' type='checkbox' checked><label for='section-f8a339da-581d-4dea-80c0-d8c951774aff' 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>0.2316 0.0335 0.2364 0.1236 0.06258 ... 11.2 10.08 9.382 8.693 8.652</span></div><div class='xr-array-data'><pre>array([[ 2.31590887e-01,  3.35046685e-02,  2.36362778e-01, ...,\n",
       "        -9.96773887e+00, -9.06336325e+00, -5.94510351e+00],\n",
       "       [-1.25932819e-02, -2.32406450e-01, -2.83285320e-01, ...,\n",
       "        -8.20761719e+00, -8.96721045e+00, -7.08944055e+00],\n",
       "       [-8.25978933e-01, -1.39109771e+00, -1.10072837e+00, ...,\n",
       "        -7.15811395e+00, -6.31513729e+00, -6.74453564e+00],\n",
       "       ...,\n",
       "       [ 1.07573935e+01,  1.19584337e+01,  1.29145206e+01, ...,\n",
       "         9.20111647e+00,  8.18845483e+00,  6.29663804e+00],\n",
       "       [ 1.00140979e+01,  1.12527621e+01,  1.23305685e+01, ...,\n",
       "         9.68449596e+00,  9.12157642e+00,  8.08157888e+00],\n",
       "       [ 1.01709894e+01,  1.12058270e+01,  1.23342936e+01, ...,\n",
       "         9.38197931e+00,  8.69290773e+00,  8.65197648e+00]])</pre></div></div></li><li class='xr-section-item'><input id='section-2e5e5ce6-ee90-403e-a792-1ab381700486' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2e5e5ce6-ee90-403e-a792-1ab381700486' 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-e7af1a17-24e0-4b58-ac52-9636e2e553ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7af1a17-24e0-4b58-ac52-9636e2e553ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4370c2f0-9b28-4e95-99a9-5b7eb4e7e6bf' class='xr-var-data-in' type='checkbox'><label for='data-4370c2f0-9b28-4e95-99a9-5b7eb4e7e6bf' title='Show/Hide data repr'><svg 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-142b0e85-97a8-4c5c-bd8e-88af47564e6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-142b0e85-97a8-4c5c-bd8e-88af47564e6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-180df2dd-efbc-4e8f-8a54-bf44a9afbe52' class='xr-var-data-in' type='checkbox'><label for='data-180df2dd-efbc-4e8f-8a54-bf44a9afbe52' title='Show/Hide data repr'><svg 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-4fdab66e-3f55-4351-ae2a-7e9304d681f1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4fdab66e-3f55-4351-ae2a-7e9304d681f1' 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([[ 2.31590887e-01,  3.35046685e-02,  2.36362778e-01, ...,\n",
       "        -9.96773887e+00, -9.06336325e+00, -5.94510351e+00],\n",
       "       [-1.25932819e-02, -2.32406450e-01, -2.83285320e-01, ...,\n",
       "        -8.20761719e+00, -8.96721045e+00, -7.08944055e+00],\n",
       "       [-8.25978933e-01, -1.39109771e+00, -1.10072837e+00, ...,\n",
       "        -7.15811395e+00, -6.31513729e+00, -6.74453564e+00],\n",
       "       ...,\n",
       "       [ 1.07573935e+01,  1.19584337e+01,  1.29145206e+01, ...,\n",
       "         9.20111647e+00,  8.18845483e+00,  6.29663804e+00],\n",
       "       [ 1.00140979e+01,  1.12527621e+01,  1.23305685e+01, ...,\n",
       "         9.68449596e+00,  9.12157642e+00,  8.08157888e+00],\n",
       "       [ 1.01709894e+01,  1.12058270e+01,  1.23342936e+01, ...,\n",
       "         9.38197931e+00,  8.69290773e+00,  8.65197648e+00]])\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 - trmm\n",
    "bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "445388ed",
   "metadata": {},
   "outputs": [
    {
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       "}\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([[ 2.64924059e+00,  3.74970449e-01,  2.62227187e+00, ...,\n",
       "        -4.47768943e+01, -4.30239431e+01, -3.34693810e+01],\n",
       "       [-1.50396818e-01, -2.70430584e+00, -3.17545075e+00, ...,\n",
       "        -4.08038373e+01, -4.37188328e+01, -3.85554739e+01],\n",
       "       [-9.63335387e+00, -1.52109340e+01, -1.20610023e+01, ...,\n",
       "        -3.83209927e+01, -3.62930447e+01, -3.84891363e+01],\n",
       "       ...,\n",
       "       [ 1.46113869e+02,  1.73941639e+02,  1.99846257e+02, ...,\n",
       "         1.21803098e+02,  1.04641278e+02,  6.98786539e+01],\n",
       "       [ 1.34514375e+02,  1.66195063e+02,  2.02206104e+02, ...,\n",
       "         1.37391916e+02,  1.28414435e+02,  1.06326316e+02],\n",
       "       [ 1.53484108e+02,  1.86517365e+02,  2.39680741e+02, ...,\n",
       "         1.28004273e+02,  1.12268049e+02,  1.16836647e+02]])\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-7ca707c0-7f7e-4c77-bd7f-5cd049ad3535' class='xr-array-in' type='checkbox' checked><label for='section-7ca707c0-7f7e-4c77-bd7f-5cd049ad3535' 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>2.649 0.375 2.622 1.313 0.6419 5.667 ... 184.9 145.8 128.0 112.3 116.8</span></div><div class='xr-array-data'><pre>array([[ 2.64924059e+00,  3.74970449e-01,  2.62227187e+00, ...,\n",
       "        -4.47768943e+01, -4.30239431e+01, -3.34693810e+01],\n",
       "       [-1.50396818e-01, -2.70430584e+00, -3.17545075e+00, ...,\n",
       "        -4.08038373e+01, -4.37188328e+01, -3.85554739e+01],\n",
       "       [-9.63335387e+00, -1.52109340e+01, -1.20610023e+01, ...,\n",
       "        -3.83209927e+01, -3.62930447e+01, -3.84891363e+01],\n",
       "       ...,\n",
       "       [ 1.46113869e+02,  1.73941639e+02,  1.99846257e+02, ...,\n",
       "         1.21803098e+02,  1.04641278e+02,  6.98786539e+01],\n",
       "       [ 1.34514375e+02,  1.66195063e+02,  2.02206104e+02, ...,\n",
       "         1.37391916e+02,  1.28414435e+02,  1.06326316e+02],\n",
       "       [ 1.53484108e+02,  1.86517365e+02,  2.39680741e+02, ...,\n",
       "         1.28004273e+02,  1.12268049e+02,  1.16836647e+02]])</pre></div></div></li><li class='xr-section-item'><input id='section-733195ad-5b79-4ff2-8740-d052114b4a04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-733195ad-5b79-4ff2-8740-d052114b4a04' 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-34f3e9b2-05b1-45e2-84a5-5391cd2ab4d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34f3e9b2-05b1-45e2-84a5-5391cd2ab4d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05384f7a-7957-4b25-bf18-7b7375c4f5a2' class='xr-var-data-in' type='checkbox'><label for='data-05384f7a-7957-4b25-bf18-7b7375c4f5a2' title='Show/Hide data repr'><svg 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-235a765a-d4dc-486f-ab82-a204956369cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-235a765a-d4dc-486f-ab82-a204956369cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c695fefa-bb10-4884-827f-0c2d12055e05' class='xr-var-data-in' type='checkbox'><label for='data-c695fefa-bb10-4884-827f-0c2d12055e05' title='Show/Hide data repr'><svg 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-8fb64a66-7a4f-4c07-ad91-4bd43f7d21ee' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8fb64a66-7a4f-4c07-ad91-4bd43f7d21ee' 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([[ 2.64924059e+00,  3.74970449e-01,  2.62227187e+00, ...,\n",
       "        -4.47768943e+01, -4.30239431e+01, -3.34693810e+01],\n",
       "       [-1.50396818e-01, -2.70430584e+00, -3.17545075e+00, ...,\n",
       "        -4.08038373e+01, -4.37188328e+01, -3.85554739e+01],\n",
       "       [-9.63335387e+00, -1.52109340e+01, -1.20610023e+01, ...,\n",
       "        -3.83209927e+01, -3.62930447e+01, -3.84891363e+01],\n",
       "       ...,\n",
       "       [ 1.46113869e+02,  1.73941639e+02,  1.99846257e+02, ...,\n",
       "         1.21803098e+02,  1.04641278e+02,  6.98786539e+01],\n",
       "       [ 1.34514375e+02,  1.66195063e+02,  2.02206104e+02, ...,\n",
       "         1.37391916e+02,  1.28414435e+02,  1.06326316e+02],\n",
       "       [ 1.53484108e+02,  1.86517365e+02,  2.39680741e+02, ...,\n",
       "         1.28004273e+02,  1.12268049e+02,  1.16836647e+02]])\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 - trmm)/trmm)*100\n",
    "bias_percentage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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",
    "\n",
    "plt.title('Seasonal Bias(GCM MPI-TRMM)',fontsize=19)\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias(gcm mpi-trmm).png\")\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-TRMM)',fontsize=19)\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Seasonal Bias_percentage(gcm mpi-trmm).png\")\n",
    "\n",
    "\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": "e3774b96",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "634984a8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
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