Bd_pr_Era-int-reanalysis.ipynb

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   "source": [
    "#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\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "eabdcdf5",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 480, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1979-01-01T06:00:00 ... 2018-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1979-01-01 ... 2018-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-c9c88fcd-c9e8-4fda-b2c1-9f0fca31aea7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c9c88fcd-c9e8-4fda-b2c1-9f0fca31aea7' 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>: 480</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 480</li><li><span class='xr-has-index'>latitude</span>: 241</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d8b68f93-5dab-4c18-b592-3a803feb8270' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d8b68f93-5dab-4c18-b592-3a803feb8270' 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'>1979-01-01T06:00:00 ... 2018-12-...</div><input id='attrs-42394ce4-cb87-412e-9160-0eec257daf78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42394ce4-cb87-412e-9160-0eec257daf78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13e942cb-6299-4a03-97ec-59b467a91b7d' class='xr-var-data-in' type='checkbox'><label for='data-13e942cb-6299-4a03-97ec-59b467a91b7d' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-01T06:00:00.000000000&#x27;, &#x27;1979-02-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-01T06:00:00.000000000&#x27;, ..., &#x27;2018-10-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2018-11-01T06:00:00.000000000&#x27;, &#x27;2018-12-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 357.8 358.5 359.2</div><input id='attrs-fda67d90-da33-43cb-965e-4c0e29ad2b66' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fda67d90-da33-43cb-965e-4c0e29ad2b66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-216a3f02-ba01-46f5-aded-58985f405fea' class='xr-var-data-in' type='checkbox'><label for='data-216a3f02-ba01-46f5-aded-58985f405fea' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  0.  ,   0.75,   1.5 , ..., 357.75, 358.5 , 359.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.25 88.5 ... -89.25 -90.0</div><input id='attrs-2c00c6ee-ee51-4979-b26f-05c5f6af7bfb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c00c6ee-ee51-4979-b26f-05c5f6af7bfb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12310f28-0ee7-4354-9667-fb071d7c86c4' class='xr-var-data-in' type='checkbox'><label for='data-12310f28-0ee7-4354-9667-fb071d7c86c4' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 90.  ,  89.25,  88.5 , ..., -88.5 , -89.25, -90.  ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ad7d376b-d91d-44d5-97df-433203183df7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad7d376b-d91d-44d5-97df-433203183df7' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>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-06bd38f5-3b00-495e-b072-11fdc1798f06' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06bd38f5-3b00-495e-b072-11fdc1798f06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c25de66-c2b7-4f8d-ad59-f71126dd964f' class='xr-var-data-in' type='checkbox'><label for='data-4c25de66-c2b7-4f8d-ad59-f71126dd964f' title='Show/Hide data 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;1979-01-01T00:00:00.000000000&#x27;, &#x27;1979-01-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1979-02-01T00:00:00.000000000&#x27;, &#x27;1979-02-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1979-03-01T00:00:00.000000000&#x27;, &#x27;1979-03-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2018-10-01T00:00:00.000000000&#x27;, &#x27;2018-10-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2018-11-01T00:00:00.000000000&#x27;, &#x27;2018-11-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2018-12-01T00:00:00.000000000&#x27;, &#x27;2018-12-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8156fd7e-fc98-4c70-9896-730a9af205a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8156fd7e-fc98-4c70-9896-730a9af205a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8177007-e367-4fae-8ee8-72e8ca4021d3' class='xr-var-data-in' type='checkbox'><label for='data-f8177007-e367-4fae-8ee8-72e8ca4021d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>[55526400 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bc59ce63-3fa5-40f6-826a-71b5d682d594' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bc59ce63-3fa5-40f6-826a-71b5d682d594' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 480, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1979-01-01T06:00:00 ... 2018-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/reanalysis/Eraintrim/pr_197901-201812.nc')\n",
    " \n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b7c632b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#data.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "149f737b",
   "metadata": {},
   "outputs": [
    {
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       "  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: 419, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-e4885125-6e55-4d34-8561-3fbc230e4971' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e4885125-6e55-4d34-8561-3fbc230e4971' 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>: 419</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 480</li><li><span class='xr-has-index'>latitude</span>: 241</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f740f9b4-4f4c-4167-8155-312b56e1e2a1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f740f9b4-4f4c-4167-8155-312b56e1e2a1' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01T06:00:00 ... 2015-12-...</div><input id='attrs-9f81db7e-cd6b-4e9b-97cb-3b40e5f645b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f81db7e-cd6b-4e9b-97cb-3b40e5f645b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47c1272b-7018-4d65-aa7f-fdca13dc45c9' class='xr-var-data-in' type='checkbox'><label for='data-47c1272b-7018-4d65-aa7f-fdca13dc45c9' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-01T06:00:00.000000000&#x27;, &#x27;1981-03-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-01T06:00:00.000000000&#x27;, ..., &#x27;2015-10-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-11-01T06:00:00.000000000&#x27;, &#x27;2015-12-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 357.8 358.5 359.2</div><input id='attrs-817c4b1e-7f6d-4df6-ac05-cf45ebd8a334' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-817c4b1e-7f6d-4df6-ac05-cf45ebd8a334' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8560d6c-1613-4417-bc87-e3cc5514c0a0' class='xr-var-data-in' type='checkbox'><label for='data-a8560d6c-1613-4417-bc87-e3cc5514c0a0' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  0.  ,   0.75,   1.5 , ..., 357.75, 358.5 , 359.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.25 88.5 ... -89.25 -90.0</div><input id='attrs-043c7ed7-21f8-4cfa-b9bc-8a72b78b3440' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-043c7ed7-21f8-4cfa-b9bc-8a72b78b3440' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88133132-89a7-4909-a9eb-55677eff8128' class='xr-var-data-in' type='checkbox'><label for='data-88133132-89a7-4909-a9eb-55677eff8128' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 90.  ,  89.25,  88.5 , ..., -88.5 , -89.25, -90.  ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1a2a4202-2ddc-485e-9a5f-9b91d63c0e95' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1a2a4202-2ddc-485e-9a5f-9b91d63c0e95' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01 ... 2015-12-01T12:00:00</div><input id='attrs-ff18c8f9-44b5-419f-bff6-c8c6ba252a8c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff18c8f9-44b5-419f-bff6-c8c6ba252a8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a620d3b5-f856-438e-a8f8-f4a3d7b8883f' class='xr-var-data-in' type='checkbox'><label for='data-a620d3b5-f856-438e-a8f8-f4a3d7b8883f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-04-01T00:00:00.000000000&#x27;, &#x27;1981-04-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-10-01T00:00:00.000000000&#x27;, &#x27;2015-10-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-11-01T00:00:00.000000000&#x27;, &#x27;2015-11-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-12-01T00:00:00.000000000&#x27;, &#x27;2015-12-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1c9d2ea2-a9bb-473c-a702-b26877acba42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c9d2ea2-a9bb-473c-a702-b26877acba42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f90a1300-3792-4c48-b521-a5d16a1a9d9e' class='xr-var-data-in' type='checkbox'><label for='data-f90a1300-3792-4c48-b521-a5d16a1a9d9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>[48469920 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-25b96997-aa8f-44d7-9a26-41b6d4f66325' class='xr-section-summary-in' type='checkbox'  checked><label for='section-25b96997-aa8f-44d7-9a26-41b6d4f66325' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 419, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the year from 1980 to 2015\n",
    "data = data.sel(time=slice('1981-01-16T12:00:00.000000000','2015-12-16T00:00:00.000000000'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "66f463e9",
   "metadata": {},
   "outputs": [
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       ".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: 140, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-45fe3864-8614-49b3-a5cc-d13af1ab67ea' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-45fe3864-8614-49b3-a5cc-d13af1ab67ea' 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>: 140</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 480</li><li><span class='xr-has-index'>latitude</span>: 241</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c1eef0a1-7049-4a7d-8200-7d2fbe3ed9fe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c1eef0a1-7049-4a7d-8200-7d2fbe3ed9fe' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01T06:00:00 ... 2015-09-...</div><input id='attrs-e55bab91-bdc7-48e1-919d-f43b519b0432' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e55bab91-bdc7-48e1-919d-f43b519b0432' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3ddb265-a160-4e34-bb7d-bbf193bbe204' class='xr-var-data-in' type='checkbox'><label for='data-a3ddb265-a160-4e34-bb7d-bbf193bbe204' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T06:00:00.000000000&#x27;, &#x27;1981-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T06:00:00.000000000&#x27;, &#x27;1981-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T06:00:00.000000000&#x27;, &#x27;1982-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T06:00:00.000000000&#x27;, &#x27;1982-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T06:00:00.000000000&#x27;, &#x27;1983-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T06:00:00.000000000&#x27;, &#x27;1983-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T06:00:00.000000000&#x27;, &#x27;1984-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T06:00:00.000000000&#x27;, &#x27;1984-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T06:00:00.000000000&#x27;, &#x27;1985-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T06:00:00.000000000&#x27;, &#x27;1985-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T06:00:00.000000000&#x27;, &#x27;1986-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T06:00:00.000000000&#x27;, &#x27;1986-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T06:00:00.000000000&#x27;, &#x27;1987-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T06:00:00.000000000&#x27;, &#x27;1987-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T06:00:00.000000000&#x27;, &#x27;1988-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T06:00:00.000000000&#x27;, &#x27;1988-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T06:00:00.000000000&#x27;, &#x27;1989-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T06:00:00.000000000&#x27;, &#x27;1989-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T06:00:00.000000000&#x27;, &#x27;1990-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T06:00:00.000000000&#x27;, &#x27;1990-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T06:00:00.000000000&#x27;, &#x27;1991-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T06:00:00.000000000&#x27;, &#x27;1991-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T06:00:00.000000000&#x27;, &#x27;1992-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T06:00:00.000000000&#x27;, &#x27;1992-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T06:00:00.000000000&#x27;, &#x27;1993-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T06:00:00.000000000&#x27;, &#x27;1993-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T06:00:00.000000000&#x27;, &#x27;1994-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T06:00:00.000000000&#x27;, &#x27;1994-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T06:00:00.000000000&#x27;, &#x27;1995-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T06:00:00.000000000&#x27;, &#x27;1995-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T06:00:00.000000000&#x27;, &#x27;1996-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T06:00:00.000000000&#x27;, &#x27;1996-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T06:00:00.000000000&#x27;, &#x27;1997-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T06:00:00.000000000&#x27;, &#x27;1997-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T06:00:00.000000000&#x27;, &#x27;1998-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T06:00:00.000000000&#x27;, &#x27;1998-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T06:00:00.000000000&#x27;, &#x27;1999-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T06:00:00.000000000&#x27;, &#x27;1999-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T06:00:00.000000000&#x27;, &#x27;2000-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T06:00:00.000000000&#x27;, &#x27;2000-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T06:00:00.000000000&#x27;, &#x27;2001-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T06:00:00.000000000&#x27;, &#x27;2001-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T06:00:00.000000000&#x27;, &#x27;2002-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T06:00:00.000000000&#x27;, &#x27;2002-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T06:00:00.000000000&#x27;, &#x27;2003-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T06:00:00.000000000&#x27;, &#x27;2003-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T06:00:00.000000000&#x27;, &#x27;2004-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T06:00:00.000000000&#x27;, &#x27;2004-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T06:00:00.000000000&#x27;, &#x27;2005-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T06:00:00.000000000&#x27;, &#x27;2005-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T06:00:00.000000000&#x27;, &#x27;2006-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T06:00:00.000000000&#x27;, &#x27;2006-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T06:00:00.000000000&#x27;, &#x27;2007-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T06:00:00.000000000&#x27;, &#x27;2007-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T06:00:00.000000000&#x27;, &#x27;2008-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T06:00:00.000000000&#x27;, &#x27;2008-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T06:00:00.000000000&#x27;, &#x27;2009-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T06:00:00.000000000&#x27;, &#x27;2009-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T06:00:00.000000000&#x27;, &#x27;2010-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T06:00:00.000000000&#x27;, &#x27;2010-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T06:00:00.000000000&#x27;, &#x27;2011-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T06:00:00.000000000&#x27;, &#x27;2011-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T06:00:00.000000000&#x27;, &#x27;2012-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T06:00:00.000000000&#x27;, &#x27;2012-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T06:00:00.000000000&#x27;, &#x27;2013-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T06:00:00.000000000&#x27;, &#x27;2013-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T06:00:00.000000000&#x27;, &#x27;2014-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T06:00:00.000000000&#x27;, &#x27;2014-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T06:00:00.000000000&#x27;, &#x27;2015-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T06:00:00.000000000&#x27;, &#x27;2015-09-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 357.8 358.5 359.2</div><input id='attrs-22a1caaf-5e1a-44e9-b598-643ca3d0985f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22a1caaf-5e1a-44e9-b598-643ca3d0985f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72b86540-0fe7-4460-a1d2-4739c6b4d7f1' class='xr-var-data-in' type='checkbox'><label for='data-72b86540-0fe7-4460-a1d2-4739c6b4d7f1' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  0.  ,   0.75,   1.5 , ..., 357.75, 358.5 , 359.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.25 88.5 ... -89.25 -90.0</div><input id='attrs-a45b9bc1-c48a-4936-bc3f-bda8e109a93c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a45b9bc1-c48a-4936-bc3f-bda8e109a93c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f8759a9-a0b5-4831-bb46-a962306fe6a9' class='xr-var-data-in' type='checkbox'><label for='data-6f8759a9-a0b5-4831-bb46-a962306fe6a9' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 90.  ,  89.25,  88.5 , ..., -88.5 , -89.25, -90.  ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-64abc8b8-4b82-4745-9d54-644260cbc118' class='xr-section-summary-in' type='checkbox'  checked><label for='section-64abc8b8-4b82-4745-9d54-644260cbc118' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2015-09-01T12:00:00</div><input id='attrs-93c7e78f-dd0c-4b83-9e35-9ce9f8bc0ec9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93c7e78f-dd0c-4b83-9e35-9ce9f8bc0ec9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49085bfa-0da0-4042-b006-94553679e872' class='xr-var-data-in' type='checkbox'><label for='data-49085bfa-0da0-4042-b006-94553679e872' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-06-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-07-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-08-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-09-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f07f4867-47a4-4c1e-8840-76501a80acc5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f07f4867-47a4-4c1e-8840-76501a80acc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d36a5808-480f-453d-91ef-0de0dd7db5a7' class='xr-var-data-in' type='checkbox'><label for='data-d36a5808-480f-453d-91ef-0de0dd7db5a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>[16195200 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5bc2a33d-08bd-4e15-8a5f-a33f6249f32b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5bc2a33d-08bd-4e15-8a5f-a33f6249f32b' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 140, bnds: 2, longitude: 480, latitude: 241)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float32 90.0 89.25 88.5 87.75 ... -88.5 -89.25 -90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 21,
     "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": 22,
   "id": "88f184cc",
   "metadata": {},
   "outputs": [
    {
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       "  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: 140, bnds: 2, longitude: 480, latitude: 66)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float64 0.0 0.75 1.5 2.25 ... 46.5 47.25 48.0 48.75\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 1.269e-05 ... 7.145e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-6323e969-ea08-4c1f-a3c1-1b279cb9373c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6323e969-ea08-4c1f-a3c1-1b279cb9373c' 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>: 140</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 480</li><li><span class='xr-has-index'>latitude</span>: 66</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d865a372-e82f-40a0-a20c-1faae4c26d64' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d865a372-e82f-40a0-a20c-1faae4c26d64' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01T06:00:00 ... 2015-09-...</div><input id='attrs-beff026b-aaa4-494e-a935-e7818e584866' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-beff026b-aaa4-494e-a935-e7818e584866' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e9f1c7f-1406-4f14-a86d-53dc68e12c98' class='xr-var-data-in' type='checkbox'><label for='data-4e9f1c7f-1406-4f14-a86d-53dc68e12c98' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T06:00:00.000000000&#x27;, &#x27;1981-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T06:00:00.000000000&#x27;, &#x27;1981-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T06:00:00.000000000&#x27;, &#x27;1982-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T06:00:00.000000000&#x27;, &#x27;1982-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T06:00:00.000000000&#x27;, &#x27;1983-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T06:00:00.000000000&#x27;, &#x27;1983-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T06:00:00.000000000&#x27;, &#x27;1984-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T06:00:00.000000000&#x27;, &#x27;1984-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T06:00:00.000000000&#x27;, &#x27;1985-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T06:00:00.000000000&#x27;, &#x27;1985-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T06:00:00.000000000&#x27;, &#x27;1986-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T06:00:00.000000000&#x27;, &#x27;1986-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T06:00:00.000000000&#x27;, &#x27;1987-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T06:00:00.000000000&#x27;, &#x27;1987-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T06:00:00.000000000&#x27;, &#x27;1988-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T06:00:00.000000000&#x27;, &#x27;1988-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T06:00:00.000000000&#x27;, &#x27;1989-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T06:00:00.000000000&#x27;, &#x27;1989-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T06:00:00.000000000&#x27;, &#x27;1990-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T06:00:00.000000000&#x27;, &#x27;1990-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T06:00:00.000000000&#x27;, &#x27;1991-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T06:00:00.000000000&#x27;, &#x27;1991-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T06:00:00.000000000&#x27;, &#x27;1992-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T06:00:00.000000000&#x27;, &#x27;1992-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T06:00:00.000000000&#x27;, &#x27;1993-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T06:00:00.000000000&#x27;, &#x27;1993-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T06:00:00.000000000&#x27;, &#x27;1994-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T06:00:00.000000000&#x27;, &#x27;1994-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T06:00:00.000000000&#x27;, &#x27;1995-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T06:00:00.000000000&#x27;, &#x27;1995-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T06:00:00.000000000&#x27;, &#x27;1996-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T06:00:00.000000000&#x27;, &#x27;1996-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T06:00:00.000000000&#x27;, &#x27;1997-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T06:00:00.000000000&#x27;, &#x27;1997-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T06:00:00.000000000&#x27;, &#x27;1998-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T06:00:00.000000000&#x27;, &#x27;1998-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T06:00:00.000000000&#x27;, &#x27;1999-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T06:00:00.000000000&#x27;, &#x27;1999-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T06:00:00.000000000&#x27;, &#x27;2000-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T06:00:00.000000000&#x27;, &#x27;2000-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T06:00:00.000000000&#x27;, &#x27;2001-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T06:00:00.000000000&#x27;, &#x27;2001-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T06:00:00.000000000&#x27;, &#x27;2002-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T06:00:00.000000000&#x27;, &#x27;2002-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T06:00:00.000000000&#x27;, &#x27;2003-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T06:00:00.000000000&#x27;, &#x27;2003-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T06:00:00.000000000&#x27;, &#x27;2004-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T06:00:00.000000000&#x27;, &#x27;2004-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T06:00:00.000000000&#x27;, &#x27;2005-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T06:00:00.000000000&#x27;, &#x27;2005-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T06:00:00.000000000&#x27;, &#x27;2006-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T06:00:00.000000000&#x27;, &#x27;2006-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T06:00:00.000000000&#x27;, &#x27;2007-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T06:00:00.000000000&#x27;, &#x27;2007-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T06:00:00.000000000&#x27;, &#x27;2008-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T06:00:00.000000000&#x27;, &#x27;2008-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T06:00:00.000000000&#x27;, &#x27;2009-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T06:00:00.000000000&#x27;, &#x27;2009-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T06:00:00.000000000&#x27;, &#x27;2010-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T06:00:00.000000000&#x27;, &#x27;2010-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T06:00:00.000000000&#x27;, &#x27;2011-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T06:00:00.000000000&#x27;, &#x27;2011-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T06:00:00.000000000&#x27;, &#x27;2012-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T06:00:00.000000000&#x27;, &#x27;2012-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T06:00:00.000000000&#x27;, &#x27;2013-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T06:00:00.000000000&#x27;, &#x27;2013-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T06:00:00.000000000&#x27;, &#x27;2014-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T06:00:00.000000000&#x27;, &#x27;2014-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T06:00:00.000000000&#x27;, &#x27;2015-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T06:00:00.000000000&#x27;, &#x27;2015-09-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 357.8 358.5 359.2</div><input id='attrs-f07fab2f-11c8-4b91-bc19-cd94800c9d43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f07fab2f-11c8-4b91-bc19-cd94800c9d43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11109718-17b9-47cf-b339-ff9348c20d46' class='xr-var-data-in' type='checkbox'><label for='data-11109718-17b9-47cf-b339-ff9348c20d46' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  0.  ,   0.75,   1.5 , ..., 357.75, 358.5 , 359.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 47.25 48.0 48.75</div><input id='attrs-6d65fb3a-ee79-4f71-9fc4-c002309dd6ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d65fb3a-ee79-4f71-9fc4-c002309dd6ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd762008-d2e2-4e0e-a2a9-e3869531f35f' class='xr-var-data-in' type='checkbox'><label for='data-bd762008-d2e2-4e0e-a2a9-e3869531f35f' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 0.  ,  0.75,  1.5 ,  2.25,  3.  ,  3.75,  4.5 ,  5.25,  6.  ,  6.75,\n",
       "        7.5 ,  8.25,  9.  ,  9.75, 10.5 , 11.25, 12.  , 12.75, 13.5 , 14.25,\n",
       "       15.  , 15.75, 16.5 , 17.25, 18.  , 18.75, 19.5 , 20.25, 21.  , 21.75,\n",
       "       22.5 , 23.25, 24.  , 24.75, 25.5 , 26.25, 27.  , 27.75, 28.5 , 29.25,\n",
       "       30.  , 30.75, 31.5 , 32.25, 33.  , 33.75, 34.5 , 35.25, 36.  , 36.75,\n",
       "       37.5 , 38.25, 39.  , 39.75, 40.5 , 41.25, 42.  , 42.75, 43.5 , 44.25,\n",
       "       45.  , 45.75, 46.5 , 47.25, 48.  , 48.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c3ceb2ea-0fd6-4d77-9d94-7154547648f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c3ceb2ea-0fd6-4d77-9d94-7154547648f3' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2015-09-01T12:00:00</div><input id='attrs-47649894-cc0e-493b-be7f-754928c9010e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47649894-cc0e-493b-be7f-754928c9010e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-305b42c1-d647-4197-861e-780e6a519160' class='xr-var-data-in' type='checkbox'><label for='data-305b42c1-d647-4197-861e-780e6a519160' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-06-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-07-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-08-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-09-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.269e-05 1.227e-05 ... 7.145e-05</div><input id='attrs-ca2521bc-cb9f-40da-b4e0-fc57b94559a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca2521bc-cb9f-40da-b4e0-fc57b94559a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d70e7f0-98bd-45e6-ae8e-89adbdfbd1bb' class='xr-var-data-in' type='checkbox'><label for='data-5d70e7f0-98bd-45e6-ae8e-89adbdfbd1bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>array([[[1.26863533e-05, 1.22680576e-05, 1.02602380e-05, ...,\n",
       "         2.11080405e-05, 1.62697524e-05, 1.40109559e-05],\n",
       "        [1.55028774e-05, 1.38018086e-05, 1.17382161e-05, ...,\n",
       "         3.21371081e-05, 2.36875328e-05, 1.77059029e-05],\n",
       "        [2.87489106e-05, 2.44544060e-05, 2.08849508e-05, ...,\n",
       "         6.22962325e-05, 4.67216851e-05, 3.54834733e-05],\n",
       "        ...,\n",
       "        [3.49536313e-05, 4.65961966e-05, 7.61975889e-05, ...,\n",
       "         2.89441161e-05, 3.28203206e-05, 3.17048655e-05],\n",
       "        [3.19279607e-05, 3.54277001e-05, 5.08767553e-05, ...,\n",
       "         4.01823272e-05, 3.70451090e-05, 3.69893349e-05],\n",
       "        [4.67774557e-05, 4.64428194e-05, 5.79180669e-05, ...,\n",
       "         3.98058619e-05, 4.57038298e-05, 5.14344824e-05]],\n",
       "\n",
       "       [[1.36362096e-05, 1.38688929e-05, 1.43785810e-05, ...,\n",
       "         1.36583694e-05, 1.34256870e-05, 1.36916105e-05],\n",
       "        [1.38467330e-05, 1.56638799e-05, 1.61070874e-05, ...,\n",
       "         1.36583694e-05, 1.18744638e-05, 1.28273568e-05],\n",
       "        [1.25946744e-05, 1.52428338e-05, 1.73259050e-05, ...,\n",
       "         1.39353733e-05, 1.02456788e-05, 1.08218474e-05],\n",
       "...\n",
       "        [1.17114723e-04, 1.05156847e-04, 1.03494356e-04, ...,\n",
       "         7.85570446e-05, 8.59881618e-05, 9.96686286e-05],\n",
       "        [1.17174815e-04, 1.03774772e-04, 9.80061376e-05, ...,\n",
       "         1.00369682e-04, 9.85469446e-05, 1.08461791e-04],\n",
       "        [1.17174815e-04, 9.65439538e-05, 8.77307682e-05, ...,\n",
       "         1.26448694e-04, 1.28631961e-04, 1.32577858e-04]],\n",
       "\n",
       "       [[1.46903366e-05, 1.57028517e-05, 1.45929799e-05, ...,\n",
       "         1.43787938e-05, 1.36778216e-05, 1.41256651e-05],\n",
       "        [1.95192532e-05, 1.94608382e-05, 1.88377525e-05, ...,\n",
       "         1.75331660e-05, 1.80588958e-05, 1.80783665e-05],\n",
       "        [2.82619276e-05, 2.96443977e-05, 3.06958577e-05, ...,\n",
       "         2.07070098e-05, 2.45818248e-05, 2.84955843e-05],\n",
       "        ...,\n",
       "        [9.60030525e-05, 1.04531536e-04, 1.15085051e-04, ...,\n",
       "         6.27263662e-05, 7.02618127e-05, 8.50016868e-05],\n",
       "        [8.25677630e-05, 8.73382601e-05, 1.00150464e-04, ...,\n",
       "         5.42952328e-05, 5.89294359e-05, 7.02033940e-05],\n",
       "        [7.78556714e-05, 8.36386824e-05, 8.58584312e-05, ...,\n",
       "         7.28709861e-05, 7.23647249e-05, 7.14495691e-05]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-75958789-3524-4102-aa9b-89043b7c1a34' class='xr-section-summary-in' type='checkbox'  checked><label for='section-75958789-3524-4102-aa9b-89043b7c1a34' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 140, bnds: 2, longitude: 480, latitude: 66)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float64 0.0 0.75 1.5 2.25 ... 46.5 47.25 48.0 48.75\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 1.269e-05 ... 7.145e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lat=np.arange(0,49,0.75)\n",
    "jjas_data=jjas_data.interp(latitude=new_lat)\n",
    "jjas_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1b40f47b",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 140, bnds: 2, longitude: 11, latitude: 13)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 0.0001947 ... 0.00035\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-e0dc2261-e6e5-4249-a1e7-3a32b973cb35' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e0dc2261-e6e5-4249-a1e7-3a32b973cb35' 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>: 140</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 11</li><li><span class='xr-has-index'>latitude</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6a540592-70d9-4dce-bdce-2916e116c5a7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6a540592-70d9-4dce-bdce-2916e116c5a7' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01T06:00:00 ... 2015-09-...</div><input id='attrs-210782d3-8d0a-4546-b4b7-0bb57faee8f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-210782d3-8d0a-4546-b4b7-0bb57faee8f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-063be248-e31a-4d64-9a3a-f585fe83e822' class='xr-var-data-in' type='checkbox'><label for='data-063be248-e31a-4d64-9a3a-f585fe83e822' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T06:00:00.000000000&#x27;, &#x27;1981-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T06:00:00.000000000&#x27;, &#x27;1981-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T06:00:00.000000000&#x27;, &#x27;1982-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T06:00:00.000000000&#x27;, &#x27;1982-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T06:00:00.000000000&#x27;, &#x27;1983-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T06:00:00.000000000&#x27;, &#x27;1983-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T06:00:00.000000000&#x27;, &#x27;1984-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T06:00:00.000000000&#x27;, &#x27;1984-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T06:00:00.000000000&#x27;, &#x27;1985-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T06:00:00.000000000&#x27;, &#x27;1985-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T06:00:00.000000000&#x27;, &#x27;1986-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T06:00:00.000000000&#x27;, &#x27;1986-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T06:00:00.000000000&#x27;, &#x27;1987-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T06:00:00.000000000&#x27;, &#x27;1987-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T06:00:00.000000000&#x27;, &#x27;1988-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T06:00:00.000000000&#x27;, &#x27;1988-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T06:00:00.000000000&#x27;, &#x27;1989-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T06:00:00.000000000&#x27;, &#x27;1989-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T06:00:00.000000000&#x27;, &#x27;1990-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T06:00:00.000000000&#x27;, &#x27;1990-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T06:00:00.000000000&#x27;, &#x27;1991-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T06:00:00.000000000&#x27;, &#x27;1991-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T06:00:00.000000000&#x27;, &#x27;1992-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T06:00:00.000000000&#x27;, &#x27;1992-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T06:00:00.000000000&#x27;, &#x27;1993-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T06:00:00.000000000&#x27;, &#x27;1993-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T06:00:00.000000000&#x27;, &#x27;1994-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T06:00:00.000000000&#x27;, &#x27;1994-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T06:00:00.000000000&#x27;, &#x27;1995-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T06:00:00.000000000&#x27;, &#x27;1995-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T06:00:00.000000000&#x27;, &#x27;1996-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T06:00:00.000000000&#x27;, &#x27;1996-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T06:00:00.000000000&#x27;, &#x27;1997-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T06:00:00.000000000&#x27;, &#x27;1997-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T06:00:00.000000000&#x27;, &#x27;1998-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T06:00:00.000000000&#x27;, &#x27;1998-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T06:00:00.000000000&#x27;, &#x27;1999-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T06:00:00.000000000&#x27;, &#x27;1999-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T06:00:00.000000000&#x27;, &#x27;2000-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T06:00:00.000000000&#x27;, &#x27;2000-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T06:00:00.000000000&#x27;, &#x27;2001-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T06:00:00.000000000&#x27;, &#x27;2001-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T06:00:00.000000000&#x27;, &#x27;2002-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T06:00:00.000000000&#x27;, &#x27;2002-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T06:00:00.000000000&#x27;, &#x27;2003-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T06:00:00.000000000&#x27;, &#x27;2003-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T06:00:00.000000000&#x27;, &#x27;2004-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T06:00:00.000000000&#x27;, &#x27;2004-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T06:00:00.000000000&#x27;, &#x27;2005-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T06:00:00.000000000&#x27;, &#x27;2005-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T06:00:00.000000000&#x27;, &#x27;2006-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T06:00:00.000000000&#x27;, &#x27;2006-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T06:00:00.000000000&#x27;, &#x27;2007-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T06:00:00.000000000&#x27;, &#x27;2007-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T06:00:00.000000000&#x27;, &#x27;2008-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T06:00:00.000000000&#x27;, &#x27;2008-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T06:00:00.000000000&#x27;, &#x27;2009-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T06:00:00.000000000&#x27;, &#x27;2009-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T06:00:00.000000000&#x27;, &#x27;2010-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T06:00:00.000000000&#x27;, &#x27;2010-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T06:00:00.000000000&#x27;, &#x27;2011-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T06:00:00.000000000&#x27;, &#x27;2011-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T06:00:00.000000000&#x27;, &#x27;2012-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T06:00:00.000000000&#x27;, &#x27;2012-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T06:00:00.000000000&#x27;, &#x27;2013-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T06:00:00.000000000&#x27;, &#x27;2013-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T06:00:00.000000000&#x27;, &#x27;2014-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T06:00:00.000000000&#x27;, &#x27;2014-09-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T06:00:00.000000000&#x27;, &#x27;2015-07-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T06:00:00.000000000&#x27;, &#x27;2015-09-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-b23b70e3-50c9-48de-a135-1940790b9894' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b23b70e3-50c9-48de-a135-1940790b9894' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa41cfc4-e2f9-477b-83fc-97940fa56942' class='xr-var-data-in' type='checkbox'><label for='data-aa41cfc4-e2f9-477b-83fc-97940fa56942' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-1c745648-54e4-4a32-830f-cbdee3a07b04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c745648-54e4-4a32-830f-cbdee3a07b04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e067692-eef7-4a31-a1d0-1295dafb906d' class='xr-var-data-in' type='checkbox'><label for='data-1e067692-eef7-4a31-a1d0-1295dafb906d' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-aba064b7-12d7-49b3-a05b-3d58de618ccf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aba064b7-12d7-49b3-a05b-3d58de618ccf' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2015-09-01T12:00:00</div><input id='attrs-33f87129-b1df-4bf8-9dd4-f65a11116183' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-33f87129-b1df-4bf8-9dd4-f65a11116183' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-871c3b76-cf4f-46f3-a843-8c1b8ebedbda' class='xr-var-data-in' type='checkbox'><label for='data-871c3b76-cf4f-46f3-a843-8c1b8ebedbda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-06-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-07-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-08-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-09-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0001947 0.0002638 ... 0.00035</div><input id='attrs-2ef84cd4-4683-4d0c-9e97-f3ca1a5f9ed3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ef84cd4-4683-4d0c-9e97-f3ca1a5f9ed3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0ac3a13-2e28-481d-855f-253611be049d' class='xr-var-data-in' type='checkbox'><label for='data-f0ac3a13-2e28-481d-855f-253611be049d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>array([[[0.00019466, 0.00026379, 0.00037273, ..., 0.00067921,\n",
       "         0.00071926, 0.000772  ],\n",
       "        [0.00017618, 0.00027225, 0.00038239, ..., 0.00065278,\n",
       "         0.00071396, 0.0007488 ],\n",
       "        [0.00017199, 0.00027706, 0.00037475, ..., 0.00066407,\n",
       "         0.00071825, 0.0007357 ],\n",
       "        ...,\n",
       "        [0.00017843, 0.00023954, 0.00030682, ..., 0.0005478 ,\n",
       "         0.00045651, 0.00037638],\n",
       "        [0.00016426, 0.00018818, 0.00021608, ..., 0.00040641,\n",
       "         0.00044721, 0.00046188],\n",
       "        [0.00023986, 0.00029412, 0.00030697, ..., 0.00047009,\n",
       "         0.00052386, 0.00039829]],\n",
       "\n",
       "       [[0.00045821, 0.00054322, 0.00062965, ..., 0.00068034,\n",
       "         0.00068306, 0.00070578],\n",
       "        [0.00047437, 0.00059367, 0.00067918, ..., 0.00076762,\n",
       "         0.00077429, 0.00076962],\n",
       "        [0.00042229, 0.00055455, 0.00065774, ..., 0.00082156,\n",
       "         0.00085272, 0.00084506],\n",
       "...\n",
       "        [0.00040272, 0.00043816, 0.0005237 , ..., 0.00047757,\n",
       "         0.00046726, 0.00062181],\n",
       "        [0.00036254, 0.00037887, 0.00043122, ..., 0.00046526,\n",
       "         0.00042361, 0.00055695],\n",
       "        [0.00048472, 0.00071733, 0.00080444, ..., 0.00082339,\n",
       "         0.0008004 , 0.00057005]],\n",
       "\n",
       "       [[0.00043226, 0.0004607 , 0.00049034, ..., 0.0005477 ,\n",
       "         0.00052967, 0.00053333],\n",
       "        [0.0003516 , 0.00038268, 0.00043301, ..., 0.00053559,\n",
       "         0.00051207, 0.00051195],\n",
       "        [0.00032555, 0.00035515, 0.00037573, ..., 0.00050072,\n",
       "         0.00052669, 0.00054402],\n",
       "        ...,\n",
       "        [0.0001328 , 0.00017379, 0.0002029 , ..., 0.00041195,\n",
       "         0.00034154, 0.00031996],\n",
       "        [0.00012517, 0.00015765, 0.0001816 , ..., 0.00037692,\n",
       "         0.00033757, 0.00032503],\n",
       "        [0.00026741, 0.00043224, 0.00042914, ..., 0.00049521,\n",
       "         0.00056692, 0.00034997]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1e39f656-f6e2-4403-848d-ebebdbef0dab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1e39f656-f6e2-4403-848d-ebebdbef0dab' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 140, bnds: 2, longitude: 11, latitude: 13)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T06:00:00 ... 2015-09-01T06:00:00\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01 ... 2015-09-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 0.0001947 ... 0.00035\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the x and y coordinates\n",
    "jjas_data = jjas_data.sel(longitude=slice(86,94),latitude=slice(18,27))\n",
    "jjas_data\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c8ca89be",
   "metadata": {},
   "outputs": [
    {
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       "        0.00054074, 0.00056574, 0.00057368, 0.00060696, 0.00064911,\n",
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       "       [0.00040376, 0.00046241, 0.00050501, 0.00051031, 0.00053978,\n",
       "        0.0005359 , 0.00056803, 0.00057714, 0.00063882, 0.00068877,\n",
       "        0.00071624],\n",
       "       [0.00037245, 0.00044442, 0.00048178, 0.00050018, 0.00052543,\n",
       "        0.00054373, 0.00057789, 0.00060797, 0.00068538, 0.00071323,\n",
       "        0.00072134],\n",
       "       [0.0003682 , 0.00039579, 0.00045296, 0.00050475, 0.00052192,\n",
       "        0.00055819, 0.00058911, 0.0006533 , 0.00070703, 0.00074131,\n",
       "        0.00069622],\n",
       "       [0.00040063, 0.00035076, 0.00042687, 0.00048703, 0.00051549,\n",
       "        0.00056401, 0.0006083 , 0.00067998, 0.00067018, 0.00072912,\n",
       "        0.00060301],\n",
       "       [0.00038798, 0.00036043, 0.00043873, 0.00049864, 0.00052387,\n",
       "        0.00055256, 0.00059791, 0.00064314, 0.00060154, 0.00061955,\n",
       "        0.00048054],\n",
       "       [0.00037397, 0.0003938 , 0.000446  , 0.00048068, 0.00049473,\n",
       "        0.00051297, 0.00055638, 0.0005706 , 0.00052751, 0.00051374,\n",
       "        0.00039807],\n",
       "       [0.0003566 , 0.00038923, 0.00040871, 0.00042114, 0.00043783,\n",
       "        0.00045898, 0.00049758, 0.00050411, 0.00046936, 0.00046273,\n",
       "        0.00042478],\n",
       "       [0.00036639, 0.00039445, 0.00040304, 0.00040533, 0.00042176,\n",
       "        0.00045263, 0.00048173, 0.0004881 , 0.00046659, 0.00045155,\n",
       "        0.00045213],\n",
       "       [0.00038097, 0.0004103 , 0.0004292 , 0.00044576, 0.00047448,\n",
       "        0.00050596, 0.0005642 , 0.00058757, 0.00050504, 0.00045558,\n",
       "        0.00047731],\n",
       "       [0.00036808, 0.00040765, 0.00044826, 0.00047824, 0.00051696,\n",
       "        0.00053365, 0.00056217, 0.00061925, 0.0005467 , 0.00046832,\n",
       "        0.00047045],\n",
       "       [0.00032927, 0.00035003, 0.00038566, 0.00042351, 0.00052685,\n",
       "        0.00059472, 0.00052527, 0.00052903, 0.00053681, 0.00053377,\n",
       "        0.00054601],\n",
       "       [0.00035919, 0.00045096, 0.00051903, 0.00058112, 0.0005817 ,\n",
       "        0.00055337, 0.00058942, 0.00058611, 0.00062847, 0.00069339,\n",
       "        0.00052593]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0</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'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 13</li><li><span class='xr-has-index'>longitude</span>: 11</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1ea61059-c503-45e7-8d3e-071aae8900ce' class='xr-array-in' type='checkbox' checked><label for='section-1ea61059-c503-45e7-8d3e-071aae8900ce' 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>0.0004377 0.0004727 0.0005015 ... 0.0006285 0.0006934 0.0005259</span></div><div class='xr-array-data'><pre>array([[0.00043766, 0.00047265, 0.00050153, 0.00050972, 0.00053704,\n",
       "        0.00054074, 0.00056574, 0.00057368, 0.00060696, 0.00064911,\n",
       "        0.00070254],\n",
       "       [0.00040376, 0.00046241, 0.00050501, 0.00051031, 0.00053978,\n",
       "        0.0005359 , 0.00056803, 0.00057714, 0.00063882, 0.00068877,\n",
       "        0.00071624],\n",
       "       [0.00037245, 0.00044442, 0.00048178, 0.00050018, 0.00052543,\n",
       "        0.00054373, 0.00057789, 0.00060797, 0.00068538, 0.00071323,\n",
       "        0.00072134],\n",
       "       [0.0003682 , 0.00039579, 0.00045296, 0.00050475, 0.00052192,\n",
       "        0.00055819, 0.00058911, 0.0006533 , 0.00070703, 0.00074131,\n",
       "        0.00069622],\n",
       "       [0.00040063, 0.00035076, 0.00042687, 0.00048703, 0.00051549,\n",
       "        0.00056401, 0.0006083 , 0.00067998, 0.00067018, 0.00072912,\n",
       "        0.00060301],\n",
       "       [0.00038798, 0.00036043, 0.00043873, 0.00049864, 0.00052387,\n",
       "        0.00055256, 0.00059791, 0.00064314, 0.00060154, 0.00061955,\n",
       "        0.00048054],\n",
       "       [0.00037397, 0.0003938 , 0.000446  , 0.00048068, 0.00049473,\n",
       "        0.00051297, 0.00055638, 0.0005706 , 0.00052751, 0.00051374,\n",
       "        0.00039807],\n",
       "       [0.0003566 , 0.00038923, 0.00040871, 0.00042114, 0.00043783,\n",
       "        0.00045898, 0.00049758, 0.00050411, 0.00046936, 0.00046273,\n",
       "        0.00042478],\n",
       "       [0.00036639, 0.00039445, 0.00040304, 0.00040533, 0.00042176,\n",
       "        0.00045263, 0.00048173, 0.0004881 , 0.00046659, 0.00045155,\n",
       "        0.00045213],\n",
       "       [0.00038097, 0.0004103 , 0.0004292 , 0.00044576, 0.00047448,\n",
       "        0.00050596, 0.0005642 , 0.00058757, 0.00050504, 0.00045558,\n",
       "        0.00047731],\n",
       "       [0.00036808, 0.00040765, 0.00044826, 0.00047824, 0.00051696,\n",
       "        0.00053365, 0.00056217, 0.00061925, 0.0005467 , 0.00046832,\n",
       "        0.00047045],\n",
       "       [0.00032927, 0.00035003, 0.00038566, 0.00042351, 0.00052685,\n",
       "        0.00059472, 0.00052527, 0.00052903, 0.00053681, 0.00053377,\n",
       "        0.00054601],\n",
       "       [0.00035919, 0.00045096, 0.00051903, 0.00058112, 0.0005817 ,\n",
       "        0.00055337, 0.00058942, 0.00058611, 0.00062847, 0.00069339,\n",
       "        0.00052593]])</pre></div></div></li><li class='xr-section-item'><input id='section-70d562e5-27bf-4904-83e3-90d30e54aeb9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-70d562e5-27bf-4904-83e3-90d30e54aeb9' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-be7277fc-ed98-4c08-971b-d4138441a12f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be7277fc-ed98-4c08-971b-d4138441a12f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f296da39-2010-4cf9-9582-cca5380671ac' class='xr-var-data-in' type='checkbox'><label for='data-f296da39-2010-4cf9-9582-cca5380671ac' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-b3833e9e-2c61-4cb5-86b6-4116ddf5d191' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3833e9e-2c61-4cb5-86b6-4116ddf5d191' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22541d61-471d-47dc-9dbf-018d0eaf4092' class='xr-var-data-in' type='checkbox'><label for='data-22541d61-471d-47dc-9dbf-018d0eaf4092' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-db5e08ed-59db-4a27-abf5-fe9e0cb09fc7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-db5e08ed-59db-4a27-abf5-fe9e0cb09fc7' 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 'tp' (latitude: 13, longitude: 11)>\n",
       "array([[0.00043766, 0.00047265, 0.00050153, 0.00050972, 0.00053704,\n",
       "        0.00054074, 0.00056574, 0.00057368, 0.00060696, 0.00064911,\n",
       "        0.00070254],\n",
       "       [0.00040376, 0.00046241, 0.00050501, 0.00051031, 0.00053978,\n",
       "        0.0005359 , 0.00056803, 0.00057714, 0.00063882, 0.00068877,\n",
       "        0.00071624],\n",
       "       [0.00037245, 0.00044442, 0.00048178, 0.00050018, 0.00052543,\n",
       "        0.00054373, 0.00057789, 0.00060797, 0.00068538, 0.00071323,\n",
       "        0.00072134],\n",
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       "        0.00055819, 0.00058911, 0.0006533 , 0.00070703, 0.00074131,\n",
       "        0.00069622],\n",
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       "        0.00056401, 0.0006083 , 0.00067998, 0.00067018, 0.00072912,\n",
       "        0.00060301],\n",
       "       [0.00038798, 0.00036043, 0.00043873, 0.00049864, 0.00052387,\n",
       "        0.00055256, 0.00059791, 0.00064314, 0.00060154, 0.00061955,\n",
       "        0.00048054],\n",
       "       [0.00037397, 0.0003938 , 0.000446  , 0.00048068, 0.00049473,\n",
       "        0.00051297, 0.00055638, 0.0005706 , 0.00052751, 0.00051374,\n",
       "        0.00039807],\n",
       "       [0.0003566 , 0.00038923, 0.00040871, 0.00042114, 0.00043783,\n",
       "        0.00045898, 0.00049758, 0.00050411, 0.00046936, 0.00046273,\n",
       "        0.00042478],\n",
       "       [0.00036639, 0.00039445, 0.00040304, 0.00040533, 0.00042176,\n",
       "        0.00045263, 0.00048173, 0.0004881 , 0.00046659, 0.00045155,\n",
       "        0.00045213],\n",
       "       [0.00038097, 0.0004103 , 0.0004292 , 0.00044576, 0.00047448,\n",
       "        0.00050596, 0.0005642 , 0.00058757, 0.00050504, 0.00045558,\n",
       "        0.00047731],\n",
       "       [0.00036808, 0.00040765, 0.00044826, 0.00047824, 0.00051696,\n",
       "        0.00053365, 0.00056217, 0.00061925, 0.0005467 , 0.00046832,\n",
       "        0.00047045],\n",
       "       [0.00032927, 0.00035003, 0.00038566, 0.00042351, 0.00052685,\n",
       "        0.00059472, 0.00052527, 0.00052903, 0.00053681, 0.00053377,\n",
       "        0.00054601],\n",
       "       [0.00035919, 0.00045096, 0.00051903, 0.00058112, 0.0005817 ,\n",
       "        0.00055337, 0.00058942, 0.00058611, 0.00062847, 0.00069339,\n",
       "        0.00052593]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.tp.mean('time')\n",
    " \n",
    "jjas_mean "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2eab95c7",
   "metadata": {},
   "outputs": [
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       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tp&#x27; (latitude: 13, longitude: 11)&gt;\n",
       "array([[10.50387242, 11.34369646, 12.03662596, 12.23318079, 12.88886283,\n",
       "        12.97775629, 13.57766699, 13.76827223, 14.56702752, 15.5786689 ,\n",
       "        16.86107965],\n",
       "       [ 9.69032165, 11.09773379, 12.12032527, 12.24748268, 12.95468688,\n",
       "        12.8616321 , 13.63268836, 13.85128433, 15.33171682, 16.5305136 ,\n",
       "        17.18966161],\n",
       "       [ 8.93880438, 10.66601914, 11.56266648, 12.00438839, 12.61030896,\n",
       "        13.04949367, 13.86930384, 14.59119702, 16.44906952, 17.11752407,\n",
       "        17.31205523],\n",
       "       [ 8.83676216,  9.49886453, 10.87100345, 12.11408095, 12.52597275,\n",
       "        13.39658222, 14.13862785, 15.67918855, 16.96883273, 17.79145331,\n",
       "        16.70924579],\n",
       "       [ 9.61501746,  8.41814499, 10.24477647, 11.68875541, 12.37176099,\n",
       "        13.5361381 , 14.59912414, 16.31946638, 16.08435181, 17.4988226 ,\n",
       "        14.47232919],\n",
       "       [ 9.31160411,  8.65036898, 10.52943156, 11.96739555, 12.57298878,\n",
       "        13.26149965, 14.34974162, 15.43534937, 14.43686684, 14.86912994,\n",
       "        11.5328839 ],\n",
       "       [ 8.97537622,  9.45127147, 10.70405636, 11.53637787, 11.87355103,\n",
       "        12.31136419, 13.35303739, 13.69446914, 12.66013437, 12.32967348,\n",
       "         9.55366496],\n",
       "       [ 8.55836358,  9.34163416,  9.80909118, 10.1072933 , 10.50794018,\n",
       "        11.01563422, 11.94203828, 12.09862195, 11.26473627, 11.10553464,\n",
       "        10.1947637 ],\n",
       "       [ 8.79332123,  9.46681408,  9.67299962,  9.72785579, 10.12213548,\n",
       "        10.8630786 , 11.56159511, 11.71449451, 11.19815014, 10.83708924,\n",
       "        10.85110403],\n",
       "       [ 9.14329644,  9.84723114, 10.30074392, 10.69835828, 11.38746039,\n",
       "        12.1430678 , 13.54079206, 14.10172538, 12.12095628, 10.93401413,\n",
       "        11.45553107],\n",
       "       [ 8.8339488 ,  9.78348811, 10.75825696, 11.47766365, 12.40706013,\n",
       "        12.80756262, 13.49203046, 14.86206475, 13.1206923 , 11.23970065,\n",
       "        11.29091324],\n",
       "       [ 7.90245725,  8.40079228,  9.25582115, 10.16433699, 12.64450843,\n",
       "        14.27325936, 12.60649862, 12.69680124, 12.88335018, 12.81041981,\n",
       "        13.10423858],\n",
       "       [ 8.62049075, 10.82312469, 12.45660015, 13.9469922 , 13.96084909,\n",
       "        13.28093643, 14.14605168, 14.06667197, 15.08319652, 16.64127394,\n",
       "        12.62227693]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0</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'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 13</li><li><span class='xr-has-index'>longitude</span>: 11</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e273f61e-f575-48ec-80f1-b702c0e325ad' class='xr-array-in' type='checkbox' checked><label for='section-e273f61e-f575-48ec-80f1-b702c0e325ad' 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>10.5 11.34 12.04 12.23 12.89 12.98 ... 14.15 14.07 15.08 16.64 12.62</span></div><div class='xr-array-data'><pre>array([[10.50387242, 11.34369646, 12.03662596, 12.23318079, 12.88886283,\n",
       "        12.97775629, 13.57766699, 13.76827223, 14.56702752, 15.5786689 ,\n",
       "        16.86107965],\n",
       "       [ 9.69032165, 11.09773379, 12.12032527, 12.24748268, 12.95468688,\n",
       "        12.8616321 , 13.63268836, 13.85128433, 15.33171682, 16.5305136 ,\n",
       "        17.18966161],\n",
       "       [ 8.93880438, 10.66601914, 11.56266648, 12.00438839, 12.61030896,\n",
       "        13.04949367, 13.86930384, 14.59119702, 16.44906952, 17.11752407,\n",
       "        17.31205523],\n",
       "       [ 8.83676216,  9.49886453, 10.87100345, 12.11408095, 12.52597275,\n",
       "        13.39658222, 14.13862785, 15.67918855, 16.96883273, 17.79145331,\n",
       "        16.70924579],\n",
       "       [ 9.61501746,  8.41814499, 10.24477647, 11.68875541, 12.37176099,\n",
       "        13.5361381 , 14.59912414, 16.31946638, 16.08435181, 17.4988226 ,\n",
       "        14.47232919],\n",
       "       [ 9.31160411,  8.65036898, 10.52943156, 11.96739555, 12.57298878,\n",
       "        13.26149965, 14.34974162, 15.43534937, 14.43686684, 14.86912994,\n",
       "        11.5328839 ],\n",
       "       [ 8.97537622,  9.45127147, 10.70405636, 11.53637787, 11.87355103,\n",
       "        12.31136419, 13.35303739, 13.69446914, 12.66013437, 12.32967348,\n",
       "         9.55366496],\n",
       "       [ 8.55836358,  9.34163416,  9.80909118, 10.1072933 , 10.50794018,\n",
       "        11.01563422, 11.94203828, 12.09862195, 11.26473627, 11.10553464,\n",
       "        10.1947637 ],\n",
       "       [ 8.79332123,  9.46681408,  9.67299962,  9.72785579, 10.12213548,\n",
       "        10.8630786 , 11.56159511, 11.71449451, 11.19815014, 10.83708924,\n",
       "        10.85110403],\n",
       "       [ 9.14329644,  9.84723114, 10.30074392, 10.69835828, 11.38746039,\n",
       "        12.1430678 , 13.54079206, 14.10172538, 12.12095628, 10.93401413,\n",
       "        11.45553107],\n",
       "       [ 8.8339488 ,  9.78348811, 10.75825696, 11.47766365, 12.40706013,\n",
       "        12.80756262, 13.49203046, 14.86206475, 13.1206923 , 11.23970065,\n",
       "        11.29091324],\n",
       "       [ 7.90245725,  8.40079228,  9.25582115, 10.16433699, 12.64450843,\n",
       "        14.27325936, 12.60649862, 12.69680124, 12.88335018, 12.81041981,\n",
       "        13.10423858],\n",
       "       [ 8.62049075, 10.82312469, 12.45660015, 13.9469922 , 13.96084909,\n",
       "        13.28093643, 14.14605168, 14.06667197, 15.08319652, 16.64127394,\n",
       "        12.62227693]])</pre></div></div></li><li class='xr-section-item'><input id='section-c2c4493d-5dfe-4ed9-ac36-b553fc479b08' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2c4493d-5dfe-4ed9-ac36-b553fc479b08' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-8d5e8912-d500-44b1-9a3f-3332bb8934cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d5e8912-d500-44b1-9a3f-3332bb8934cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f5b069-ee84-43af-b66c-00c574b51312' class='xr-var-data-in' type='checkbox'><label for='data-a6f5b069-ee84-43af-b66c-00c574b51312' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-62876829-620a-4944-8bb0-d4c1c850d8d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62876829-620a-4944-8bb0-d4c1c850d8d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca09010b-043f-467a-a39b-04139dfcc7a9' class='xr-var-data-in' type='checkbox'><label for='data-ca09010b-043f-467a-a39b-04139dfcc7a9' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f85092e3-fd70-4dec-9841-5b413dc6d75c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f85092e3-fd70-4dec-9841-5b413dc6d75c' 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 'tp' (latitude: 13, longitude: 11)>\n",
       "array([[10.50387242, 11.34369646, 12.03662596, 12.23318079, 12.88886283,\n",
       "        12.97775629, 13.57766699, 13.76827223, 14.56702752, 15.5786689 ,\n",
       "        16.86107965],\n",
       "       [ 9.69032165, 11.09773379, 12.12032527, 12.24748268, 12.95468688,\n",
       "        12.8616321 , 13.63268836, 13.85128433, 15.33171682, 16.5305136 ,\n",
       "        17.18966161],\n",
       "       [ 8.93880438, 10.66601914, 11.56266648, 12.00438839, 12.61030896,\n",
       "        13.04949367, 13.86930384, 14.59119702, 16.44906952, 17.11752407,\n",
       "        17.31205523],\n",
       "       [ 8.83676216,  9.49886453, 10.87100345, 12.11408095, 12.52597275,\n",
       "        13.39658222, 14.13862785, 15.67918855, 16.96883273, 17.79145331,\n",
       "        16.70924579],\n",
       "       [ 9.61501746,  8.41814499, 10.24477647, 11.68875541, 12.37176099,\n",
       "        13.5361381 , 14.59912414, 16.31946638, 16.08435181, 17.4988226 ,\n",
       "        14.47232919],\n",
       "       [ 9.31160411,  8.65036898, 10.52943156, 11.96739555, 12.57298878,\n",
       "        13.26149965, 14.34974162, 15.43534937, 14.43686684, 14.86912994,\n",
       "        11.5328839 ],\n",
       "       [ 8.97537622,  9.45127147, 10.70405636, 11.53637787, 11.87355103,\n",
       "        12.31136419, 13.35303739, 13.69446914, 12.66013437, 12.32967348,\n",
       "         9.55366496],\n",
       "       [ 8.55836358,  9.34163416,  9.80909118, 10.1072933 , 10.50794018,\n",
       "        11.01563422, 11.94203828, 12.09862195, 11.26473627, 11.10553464,\n",
       "        10.1947637 ],\n",
       "       [ 8.79332123,  9.46681408,  9.67299962,  9.72785579, 10.12213548,\n",
       "        10.8630786 , 11.56159511, 11.71449451, 11.19815014, 10.83708924,\n",
       "        10.85110403],\n",
       "       [ 9.14329644,  9.84723114, 10.30074392, 10.69835828, 11.38746039,\n",
       "        12.1430678 , 13.54079206, 14.10172538, 12.12095628, 10.93401413,\n",
       "        11.45553107],\n",
       "       [ 8.8339488 ,  9.78348811, 10.75825696, 11.47766365, 12.40706013,\n",
       "        12.80756262, 13.49203046, 14.86206475, 13.1206923 , 11.23970065,\n",
       "        11.29091324],\n",
       "       [ 7.90245725,  8.40079228,  9.25582115, 10.16433699, 12.64450843,\n",
       "        14.27325936, 12.60649862, 12.69680124, 12.88335018, 12.81041981,\n",
       "        13.10423858],\n",
       "       [ 8.62049075, 10.82312469, 12.45660015, 13.9469922 , 13.96084909,\n",
       "        13.28093643, 14.14605168, 14.06667197, 15.08319652, 16.64127394,\n",
       "        12.62227693]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#the data is in m so we multiply by 1000 to convert to mm/day\n",
    "\n",
    "pr_mm = (jjas_mean*1000*24)\n",
    "pr_mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4323ee93",
   "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 with cartopy jjas_pr_mean\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "plt.rcParams['font.size'] = '16'\n",
    "\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",
    " \n",
    "m1 = ax.contourf(pr_mm['longitude'][:], pr_mm['latitude'][:],pr_mm,\n",
    "                levels=np.arange(1,35+1,5), transform = ccrs.PlateCarree(),cmap='YlGnBu',extend='both')\n",
    "\n",
    "\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",
    "\n",
    "\n",
    "plt.colorbar(m1, orientation = 'horizontal',shrink=0.5, fraction = 0.04 , label = 'rain_rate mm/day')\n",
    "ax.coastlines(linewidth=3)\n",
    "ax.add_feature(cfeature.BORDERS,linewidth=3)\n",
    " \n",
    "plt.title('Era-int Mean jjas precip rate in mm/day')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/bd_pr_reana-era-int_jjas_mean.png\")\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6ec39d31",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 419, bnds: 2, longitude: 480, latitude: 66)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float64 0.0 0.75 1.5 2.25 ... 46.5 47.25 48.0 48.75\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 0.0002692 ... 7.696e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-550d194e-94da-427c-9fb7-942b6427ad3f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-550d194e-94da-427c-9fb7-942b6427ad3f' 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>: 419</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 480</li><li><span class='xr-has-index'>latitude</span>: 66</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a06cbdcc-285e-4122-8fab-75a74842dbdb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a06cbdcc-285e-4122-8fab-75a74842dbdb' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01T06:00:00 ... 2015-12-...</div><input id='attrs-6685fd39-80d3-434f-984c-6b6172978f25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6685fd39-80d3-434f-984c-6b6172978f25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b94ff78-b4f5-477e-bf7a-593b0ea8892c' class='xr-var-data-in' type='checkbox'><label for='data-4b94ff78-b4f5-477e-bf7a-593b0ea8892c' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-01T06:00:00.000000000&#x27;, &#x27;1981-03-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-01T06:00:00.000000000&#x27;, ..., &#x27;2015-10-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-11-01T06:00:00.000000000&#x27;, &#x27;2015-12-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 357.8 358.5 359.2</div><input id='attrs-5641f098-b45e-4081-9769-b62f84c0cd5c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5641f098-b45e-4081-9769-b62f84c0cd5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb3c24df-dea0-44ed-b5a8-c02c797f9b2d' class='xr-var-data-in' type='checkbox'><label for='data-bb3c24df-dea0-44ed-b5a8-c02c797f9b2d' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  0.  ,   0.75,   1.5 , ..., 357.75, 358.5 , 359.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.75 1.5 ... 47.25 48.0 48.75</div><input id='attrs-51677c07-1728-4243-af2b-7d9dd64c53e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-51677c07-1728-4243-af2b-7d9dd64c53e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ad2cad9-781d-4ea2-b264-222e648de50b' class='xr-var-data-in' type='checkbox'><label for='data-8ad2cad9-781d-4ea2-b264-222e648de50b' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 0.  ,  0.75,  1.5 ,  2.25,  3.  ,  3.75,  4.5 ,  5.25,  6.  ,  6.75,\n",
       "        7.5 ,  8.25,  9.  ,  9.75, 10.5 , 11.25, 12.  , 12.75, 13.5 , 14.25,\n",
       "       15.  , 15.75, 16.5 , 17.25, 18.  , 18.75, 19.5 , 20.25, 21.  , 21.75,\n",
       "       22.5 , 23.25, 24.  , 24.75, 25.5 , 26.25, 27.  , 27.75, 28.5 , 29.25,\n",
       "       30.  , 30.75, 31.5 , 32.25, 33.  , 33.75, 34.5 , 35.25, 36.  , 36.75,\n",
       "       37.5 , 38.25, 39.  , 39.75, 40.5 , 41.25, 42.  , 42.75, 43.5 , 44.25,\n",
       "       45.  , 45.75, 46.5 , 47.25, 48.  , 48.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0a73a94a-703b-405f-bcda-66551ddf16f1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0a73a94a-703b-405f-bcda-66551ddf16f1' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01 ... 2015-12-01T12:00:00</div><input id='attrs-cd0e97b2-cf1b-46c6-a2f7-47e9de6f55ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd0e97b2-cf1b-46c6-a2f7-47e9de6f55ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fbd28ea-2454-40ad-a15c-0cecb39db0f0' class='xr-var-data-in' type='checkbox'><label for='data-4fbd28ea-2454-40ad-a15c-0cecb39db0f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-04-01T00:00:00.000000000&#x27;, &#x27;1981-04-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-10-01T00:00:00.000000000&#x27;, &#x27;2015-10-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-11-01T00:00:00.000000000&#x27;, &#x27;2015-11-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-12-01T00:00:00.000000000&#x27;, &#x27;2015-12-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0002692 0.000265 ... 7.696e-05</div><input id='attrs-20b3a57f-9cc5-45c4-8af7-7e6394d8c88d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20b3a57f-9cc5-45c4-8af7-7e6394d8c88d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3286b547-e17c-4cb1-8f66-7ee405f17964' class='xr-var-data-in' type='checkbox'><label for='data-3286b547-e17c-4cb1-8f66-7ee405f17964' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>array([[[2.69159325e-04, 2.65002862e-04, 2.69719603e-04, ...,\n",
       "         2.58944026e-04, 2.58044980e-04, 2.66866090e-04],\n",
       "        [2.66266725e-04, 2.73250655e-04, 2.68390577e-04, ...,\n",
       "         2.69289623e-04, 2.66931252e-04, 2.68703297e-04],\n",
       "        [2.54344544e-04, 2.63582595e-04, 2.59673689e-04, ...,\n",
       "         2.56285974e-04, 2.45158589e-04, 2.49236910e-04],\n",
       "        ...,\n",
       "        [7.88342877e-05, 8.14923478e-05, 7.94466832e-05, ...,\n",
       "         9.35057474e-05, 8.91147358e-05, 8.33556041e-05],\n",
       "        [8.63915195e-05, 8.01763454e-05, 7.72055719e-05, ...,\n",
       "         8.59745708e-05, 9.02874090e-05, 9.01180244e-05],\n",
       "        [8.94665355e-05, 8.02414943e-05, 7.42347984e-05, ...,\n",
       "         1.01649319e-04, 9.75840446e-05, 9.23070111e-05]],\n",
       "\n",
       "       [[3.57450422e-04, 4.03571961e-04, 4.62417138e-04, ...,\n",
       "         2.95710574e-04, 2.99197039e-04, 3.27255925e-04],\n",
       "        [3.84364307e-04, 4.29147884e-04, 4.99031333e-04, ...,\n",
       "         3.39979540e-04, 3.37496605e-04, 3.63985920e-04],\n",
       "        [4.06093546e-04, 4.28324536e-04, 4.64745768e-04, ...,\n",
       "         3.81546824e-04, 3.73107294e-04, 3.95029521e-04],\n",
       "...\n",
       "        [9.07497811e-05, 9.50830658e-05, 9.14898992e-05, ...,\n",
       "         7.83945216e-05, 8.18802582e-05, 8.70372241e-05],\n",
       "        [8.99738443e-05, 8.90069059e-05, 8.38021804e-05, ...,\n",
       "         8.39573696e-05, 8.83742250e-05, 9.47130031e-05],\n",
       "        [1.02293277e-04, 9.37938239e-05, 8.69059223e-05, ...,\n",
       "         1.12046175e-04, 1.11198613e-04, 1.08620123e-04]],\n",
       "\n",
       "       [[2.51075282e-04, 2.32913241e-04, 2.56727015e-04, ...,\n",
       "         2.24204312e-04, 2.34280931e-04, 2.50431680e-04],\n",
       "        [2.16621717e-04, 1.91017869e-04, 1.86070058e-04, ...,\n",
       "         2.26517310e-04, 2.43512797e-04, 2.47133139e-04],\n",
       "        [1.69879117e-04, 1.53527245e-04, 1.46246340e-04, ...,\n",
       "         2.02482276e-04, 2.08093799e-04, 2.07289282e-04],\n",
       "        ...,\n",
       "        [4.13972775e-05, 3.47599890e-05, 3.09787464e-05, ...,\n",
       "         8.22266666e-05, 7.03197657e-05, 5.31633848e-05],\n",
       "        [5.19163771e-05, 4.18799900e-05, 3.77769393e-05, ...,\n",
       "         9.01712995e-05, 8.07986432e-05, 6.88314103e-05],\n",
       "        [6.33204472e-05, 5.03676745e-05, 4.53796529e-05, ...,\n",
       "         7.85057568e-05, 7.91292622e-05, 7.69570618e-05]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8147edd9-f5ab-409a-afa1-ee396e079a52' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8147edd9-f5ab-409a-afa1-ee396e079a52' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 419, bnds: 2, longitude: 480, latitude: 66)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 0.0 0.75 1.5 2.25 ... 357.0 357.8 358.5 359.2\n",
       "  * latitude   (latitude) float64 0.0 0.75 1.5 2.25 ... 46.5 47.25 48.0 48.75\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 0.0002692 ... 7.696e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#interpolating into new latitude\n",
    "new_lat=np.arange(0,49,0.75)\n",
    "data=data.interp(latitude=new_lat)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "053f7412",
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   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 419, bnds: 2, longitude: 11, latitude: 13)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 6.871e-06 ... 3.375e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg...</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-f63dad54-b958-4732-9e20-7fdd571dd6f9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f63dad54-b958-4732-9e20-7fdd571dd6f9' 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>: 419</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>longitude</span>: 11</li><li><span class='xr-has-index'>latitude</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-513d1191-6ab1-4a16-b200-eeadb02bf810' class='xr-section-summary-in' type='checkbox'  checked><label for='section-513d1191-6ab1-4a16-b200-eeadb02bf810' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01T06:00:00 ... 2015-12-...</div><input id='attrs-42b61441-2abc-4764-a8ed-d1a2570c185a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42b61441-2abc-4764-a8ed-d1a2570c185a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84c976be-2783-4283-9fe5-ede4c248fa71' class='xr-var-data-in' type='checkbox'><label for='data-84c976be-2783-4283-9fe5-ede4c248fa71' title='Show/Hide data repr'><svg 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>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-01T06:00:00.000000000&#x27;, &#x27;1981-03-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-01T06:00:00.000000000&#x27;, ..., &#x27;2015-10-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2015-11-01T06:00:00.000000000&#x27;, &#x27;2015-12-01T06:00:00.000000000&#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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-33936372-a230-4bd8-bffd-2a1c9edd38f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33936372-a230-4bd8-bffd-2a1c9edd38f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35e71091-dd11-4f01-a328-ce778f8ebaa6' class='xr-var-data-in' type='checkbox'><label for='data-35e71091-dd11-4f01-a328-ce778f8ebaa6' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-fa035a61-585c-4df8-9f1f-94a82484a735' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa035a61-585c-4df8-9f1f-94a82484a735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6cf1e51-d224-425d-bc74-683f46463994' class='xr-var-data-in' type='checkbox'><label for='data-f6cf1e51-d224-425d-bc74-683f46463994' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff4655ac-7c13-47ad-87df-0a1566ef64a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff4655ac-7c13-47ad-87df-0a1566ef64a8' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01 ... 2015-12-01T12:00:00</div><input id='attrs-4b4c109f-4918-4c36-b555-d61a132dcbae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b4c109f-4918-4c36-b555-d61a132dcbae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fa5eb1e-95ea-4791-a0ad-0fb0af2beb70' class='xr-var-data-in' type='checkbox'><label for='data-6fa5eb1e-95ea-4791-a0ad-0fb0af2beb70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-04-01T00:00:00.000000000&#x27;, &#x27;1981-04-01T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-10-01T00:00:00.000000000&#x27;, &#x27;2015-10-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-11-01T00:00:00.000000000&#x27;, &#x27;2015-11-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2015-12-01T00:00:00.000000000&#x27;, &#x27;2015-12-01T12:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.871e-06 4.552e-06 ... 3.375e-05</div><input id='attrs-9ff76790-8702-44f7-8608-348d1d0cb9c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ff76790-8702-44f7-8608-348d1d0cb9c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce9da79f-547e-4211-b802-e3d4b3bf762d' class='xr-var-data-in' type='checkbox'><label for='data-ce9da79f-547e-4211-b802-e3d4b3bf762d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Total precipitation</dd><dt><span>units :</span></dt><dd>m/h</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd></dl></div><div class='xr-var-data'><pre>array([[[6.87117392e-06, 4.55188496e-06, 2.64954619e-06, ...,\n",
       "         8.26927415e-08, 8.26927415e-08, 1.34811600e-07],\n",
       "        [9.60741363e-06, 6.53240158e-06, 5.04701399e-06, ...,\n",
       "         3.43287041e-07, 3.04197904e-07, 3.82376172e-07],\n",
       "        [1.45587047e-05, 1.07670594e-05, 9.28167071e-06, ...,\n",
       "         2.07623904e-06, 1.15112934e-06, 1.21627789e-06],\n",
       "        ...,\n",
       "        [7.52265964e-06, 3.60071454e-06, 3.27497219e-06, ...,\n",
       "         1.11056777e-04, 7.69319513e-05, 7.36484590e-05],\n",
       "        [9.55529509e-06, 5.06004335e-06, 2.89711103e-06, ...,\n",
       "         6.52573199e-05, 5.77782666e-05, 5.99802875e-05],\n",
       "        [4.26523093e-06, 6.59754960e-06, 1.63046882e-05, ...,\n",
       "         1.00815415e-04, 1.08958986e-04, 5.59280487e-05]],\n",
       "\n",
       "       [[7.96869961e-06, 6.50207346e-06, 5.64010816e-06, ...,\n",
       "         7.53128504e-06, 5.83308567e-06, 3.95477402e-06],\n",
       "        [1.41825658e-05, 1.08247622e-05, 1.08118976e-05, ...,\n",
       "         6.90089290e-06, 4.03196503e-06, 3.19573044e-06],\n",
       "        [1.26001533e-05, 1.17896488e-05, 2.00490740e-05, ...,\n",
       "         9.21661928e-06, 4.26353791e-06, 2.96415783e-06],\n",
       "...\n",
       "        [6.02974944e-06, 6.23268573e-06, 7.74874115e-06, ...,\n",
       "         4.57575543e-05, 5.36004554e-05, 2.49267200e-05],\n",
       "        [8.72774194e-07, 1.54127122e-06, 3.53482392e-06, ...,\n",
       "         7.73680313e-06, 1.60930103e-05, 1.38010248e-05],\n",
       "        [2.76484556e-05, 1.13705465e-04, 2.37102820e-04, ...,\n",
       "         4.00872714e-05, 4.99834123e-05, 6.80568314e-06]],\n",
       "\n",
       "       [[5.06291435e-05, 3.50616863e-05, 2.13446201e-05, ...,\n",
       "         5.03298043e-06, 2.53896860e-06, 2.92111577e-06],\n",
       "        [5.81916358e-05, 3.75758100e-05, 2.52063163e-05, ...,\n",
       "         9.86010025e-06, 3.50439248e-06, 1.91546567e-06],\n",
       "        [5.60596563e-05, 3.84004415e-05, 2.63929833e-05, ...,\n",
       "         7.38620105e-06, 4.63072050e-06, 3.04179343e-06],\n",
       "        ...,\n",
       "        [2.05625679e-06, 2.19704773e-06, 3.84631358e-06, ...,\n",
       "         5.95794299e-05, 7.38596591e-05, 3.96474497e-05],\n",
       "        [1.87523971e-06, 2.39817768e-06, 3.70552243e-06, ...,\n",
       "         1.52302700e-05, 3.18436078e-05, 2.70768269e-05],\n",
       "        [5.83750034e-06, 3.74149070e-05, 1.05557739e-04, ...,\n",
       "         5.64015754e-05, 7.33970583e-05, 3.37543422e-05]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fd226cdb-901d-4035-ba2a-0f33d3a8962c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd226cdb-901d-4035-ba2a-0f33d3a8962c' 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>CDI :</span></dt><dd>Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc tmp.nc\n",
       "Tue Jul 19 13:50:47 2022: ncrcat pr_197901.nc pr_197902.nc pr_197903.nc pr_197904.nc pr_197905.nc pr_197906.nc pr_197907.nc pr_197908.nc pr_197909.nc pr_197910.nc pr_197911.nc pr_197912.nc pr_198001.nc pr_198002.nc pr_198003.nc pr_198004.nc pr_198005.nc pr_198006.nc pr_198007.nc pr_198008.nc pr_198009.nc pr_198010.nc pr_198011.nc pr_198012.nc pr_198101.nc pr_198102.nc pr_198103.nc pr_198104.nc pr_198105.nc pr_198106.nc pr_198107.nc pr_198108.nc pr_198109.nc pr_198110.nc pr_198111.nc pr_198112.nc pr_198201.nc pr_198202.nc pr_198203.nc pr_198204.nc pr_198205.nc pr_198206.nc pr_198207.nc pr_198208.nc pr_198209.nc pr_198210.nc pr_198211.nc pr_198212.nc pr_198301.nc pr_198302.nc pr_198303.nc pr_198304.nc pr_198305.nc pr_198306.nc pr_198307.nc pr_198308.nc pr_198309.nc pr_198310.nc pr_198311.nc pr_198312.nc pr_198401.nc pr_198402.nc pr_198403.nc pr_198404.nc pr_198405.nc pr_198406.nc pr_198407.nc pr_198408.nc pr_198409.nc pr_198410.nc pr_198411.nc pr_198412.nc pr_198501.nc pr_198502.nc pr_198503.nc pr_198504.nc pr_198505.nc pr_198506.nc pr_198507.nc pr_198508.nc pr_198509.nc pr_198510.nc pr_198511.nc pr_198512.nc pr_198601.nc pr_198602.nc pr_198603.nc pr_198604.nc pr_198605.nc pr_198606.nc pr_198607.nc pr_198608.nc pr_198609.nc pr_198610.nc pr_198611.nc pr_198612.nc pr_198701.nc pr_198702.nc pr_198703.nc pr_198704.nc pr_198705.nc pr_198706.nc pr_198707.nc pr_198708.nc pr_198709.nc pr_198710.nc pr_198711.nc pr_198712.nc pr_198801.nc pr_198802.nc pr_198803.nc pr_198804.nc pr_198805.nc pr_198806.nc pr_198807.nc pr_198808.nc pr_198809.nc pr_198810.nc pr_198811.nc pr_198812.nc pr_198901.nc pr_198902.nc pr_198903.nc pr_198904.nc pr_198905.nc pr_198906.nc pr_198907.nc pr_198908.nc pr_198909.nc pr_198910.nc pr_198911.nc pr_198912.nc pr_199001.nc pr_199002.nc pr_199003.nc pr_199004.nc pr_199005.nc pr_199006.nc pr_199007.nc pr_199008.nc pr_199009.nc pr_199010.nc pr_199011.nc pr_199012.nc pr_199101.nc pr_199102.nc pr_199103.nc pr_199104.nc pr_199105.nc pr_199106.nc pr_199107.nc pr_199108.nc pr_199109.nc pr_199110.nc pr_199111.nc pr_199112.nc pr_199201.nc pr_199202.nc pr_199203.nc pr_199204.nc pr_199205.nc pr_199206.nc pr_199207.nc pr_199208.nc pr_199209.nc pr_199210.nc pr_199211.nc pr_199212.nc pr_199301.nc pr_199302.nc pr_199303.nc pr_199304.nc pr_199305.nc pr_199306.nc pr_199307.nc pr_199308.nc pr_199309.nc pr_199310.nc pr_199311.nc pr_199312.nc pr_199401.nc pr_199402.nc pr_199403.nc pr_199404.nc pr_199405.nc pr_199406.nc pr_199407.nc pr_199408.nc pr_199409.nc pr_199410.nc pr_199411.nc pr_199412.nc pr_199501.nc pr_199502.nc pr_199503.nc pr_199504.nc pr_199505.nc pr_199506.nc pr_199507.nc pr_199508.nc pr_199509.nc pr_199510.nc pr_199511.nc pr_199512.nc pr_199601.nc pr_199602.nc pr_199603.nc pr_199604.nc pr_199605.nc pr_199606.nc pr_199607.nc pr_199608.nc pr_199609.nc pr_199610.nc pr_199611.nc pr_199612.nc pr_199701.nc pr_199702.nc pr_199703.nc pr_199704.nc pr_199705.nc pr_199706.nc pr_199707.nc pr_199708.nc pr_199709.nc pr_199710.nc pr_199711.nc pr_199712.nc pr_199801.nc pr_199802.nc pr_199803.nc pr_199804.nc pr_199805.nc pr_199806.nc pr_199807.nc pr_199808.nc pr_199809.nc pr_199810.nc pr_199811.nc pr_199812.nc pr_199901.nc pr_199902.nc pr_199903.nc pr_199904.nc pr_199905.nc pr_199906.nc pr_199907.nc pr_199908.nc pr_199909.nc pr_199910.nc pr_199911.nc pr_199912.nc pr_200001.nc pr_200002.nc pr_200003.nc pr_200004.nc pr_200005.nc pr_200006.nc pr_200007.nc pr_200008.nc pr_200009.nc pr_200010.nc pr_200011.nc pr_200012.nc pr_200101.nc pr_200102.nc pr_200103.nc pr_200104.nc pr_200105.nc pr_200106.nc pr_200107.nc pr_200108.nc pr_200109.nc pr_200110.nc pr_200111.nc pr_200112.nc pr_200201.nc pr_200202.nc pr_200203.nc pr_200204.nc pr_200205.nc pr_200206.nc pr_200207.nc pr_200208.nc pr_200209.nc pr_200210.nc pr_200211.nc pr_200212.nc pr_200301.nc pr_200302.nc pr_200303.nc pr_200304.nc pr_200305.nc pr_200306.nc pr_200307.nc pr_200308.nc pr_200309.nc pr_200310.nc pr_200311.nc pr_200312.nc pr_200401.nc pr_200402.nc pr_200403.nc pr_200404.nc pr_200405.nc pr_200406.nc pr_200407.nc pr_200408.nc pr_200409.nc pr_200410.nc pr_200411.nc pr_200412.nc pr_200501.nc pr_200502.nc pr_200503.nc pr_200504.nc pr_200505.nc pr_200506.nc pr_200507.nc pr_200508.nc pr_200509.nc pr_200510.nc pr_200511.nc pr_200512.nc pr_200601.nc pr_200602.nc pr_200603.nc pr_200604.nc pr_200605.nc pr_200606.nc pr_200607.nc pr_200608.nc pr_200609.nc pr_200610.nc pr_200611.nc pr_200612.nc pr_200701.nc pr_200702.nc pr_200703.nc pr_200704.nc pr_200705.nc pr_200706.nc pr_200707.nc pr_200708.nc pr_200709.nc pr_200710.nc pr_200711.nc pr_200712.nc pr_200801.nc pr_200802.nc pr_200803.nc pr_200804.nc pr_200805.nc pr_200806.nc pr_200807.nc pr_200808.nc pr_200809.nc pr_200810.nc pr_200811.nc pr_200812.nc pr_200901.nc pr_200902.nc pr_200903.nc pr_200904.nc pr_200905.nc pr_200906.nc pr_200907.nc pr_200908.nc pr_200909.nc pr_200910.nc pr_200911.nc pr_200912.nc pr_201001.nc pr_201002.nc pr_201003.nc pr_201004.nc pr_201005.nc pr_201006.nc pr_201007.nc pr_201008.nc pr_201009.nc pr_201010.nc pr_201011.nc pr_201012.nc pr_201101.nc pr_201102.nc pr_201103.nc pr_201104.nc pr_201105.nc pr_201106.nc pr_201107.nc pr_201108.nc pr_201109.nc pr_201110.nc pr_201111.nc pr_201112.nc pr_201201.nc pr_201202.nc pr_201203.nc pr_201204.nc pr_201205.nc pr_201206.nc pr_201207.nc pr_201208.nc pr_201209.nc pr_201210.nc pr_201211.nc pr_201212.nc pr_201301.nc pr_201302.nc pr_201303.nc pr_201304.nc pr_201305.nc pr_201306.nc pr_201307.nc pr_201308.nc pr_201309.nc pr_201310.nc pr_201311.nc pr_201312.nc pr_201401.nc pr_201402.nc pr_201403.nc pr_201404.nc pr_201405.nc pr_201406.nc pr_201407.nc pr_201408.nc pr_201409.nc pr_201410.nc pr_201411.nc pr_201412.nc pr_201501.nc pr_201502.nc pr_201503.nc pr_201504.nc pr_201505.nc pr_201506.nc pr_201507.nc pr_201508.nc pr_201509.nc pr_201510.nc pr_201511.nc pr_201512.nc pr_201601.nc pr_201602.nc pr_201603.nc pr_201604.nc pr_201605.nc pr_201606.nc pr_201607.nc pr_201608.nc pr_201609.nc pr_201610.nc pr_201611.nc pr_201612.nc pr_201701.nc pr_201702.nc pr_201703.nc pr_201704.nc pr_201705.nc pr_201706.nc pr_201707.nc pr_201708.nc pr_201709.nc pr_201710.nc pr_201711.nc pr_201712.nc pr_201801.nc pr_201802.nc pr_201803.nc pr_201804.nc pr_201805.nc pr_201806.nc pr_201807.nc pr_201808.nc pr_201809.nc pr_201810.nc pr_201811.nc pr_201812.nc pr_197901-201812.nc\n",
       "Tue Jul 19 12:21:22 2022: ncatted -a units,tp,m,c,m/h monthly/pr_197901.nc\n",
       "Tue Jul 19 12:21:22 2022: cdo -b f32 daysum tmp.nc monthly/pr_197901.nc\n",
       "2022-07-19 10:21:22 GMT by grib_to_netcdf-2.12.5: grib_to_netcdf -k 4 -d 3 -s -u time -o tmp.nc pr_197901.grib</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.8.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 419, bnds: 2, longitude: 11, latitude: 13)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-02-01T06:00:00 ... 2015-12-01T06:00:00\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-02-01 ... 2015-12-01T12:00:00\n",
       "    tp         (time, latitude, longitude) float64 6.871e-06 ... 3.375e-05\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.9.9rc1 (https://mpimet.mpg...\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Tue Jul 26 14:21:52 2022: cdo divc,48.0 pr_197901-201812.nc...\n",
       "    frequency:    day\n",
       "    NCO:          netCDF Operators version 4.8.1 (Homepage = http://nco.sf.ne...\n",
       "    CDO:          Climate Data Operators version 1.9.9rc1 (https://mpimet.mpg..."
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the x and y coordinates\n",
    "data = data.sel(longitude=slice(86,94),latitude=slice(18,27))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "06a5ec91",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tp&#x27; (latitude: 13, longitude: 11)&gt;\n",
       "array([[0.00019182, 0.00020363, 0.00021515, 0.00021892, 0.00023099,\n",
       "        0.00023384, 0.00024629, 0.00025182, 0.00026732, 0.00028483,\n",
       "        0.00030281],\n",
       "       [0.00017669, 0.00019643, 0.00021352, 0.00021635, 0.00022967,\n",
       "        0.00022885, 0.00024427, 0.00025114, 0.00027841, 0.00029729,\n",
       "        0.00030723],\n",
       "       [0.00016404, 0.00018784, 0.00020208, 0.00020929, 0.0002216 ,\n",
       "        0.00022922, 0.00024589, 0.00026108, 0.00029511, 0.00030336,\n",
       "        0.00030556],\n",
       "       [0.00016369, 0.00017033, 0.00019081, 0.0002098 , 0.00021893,\n",
       "        0.00023349, 0.00024894, 0.00027695, 0.00030119, 0.00031137,\n",
       "        0.0002974 ],\n",
       "       [0.00017778, 0.00015406, 0.00018038, 0.00020408, 0.00021612,\n",
       "        0.00023686, 0.00025595, 0.00028742, 0.00028882, 0.00030773,\n",
       "        0.00026347],\n",
       "       [0.00016885, 0.00016147, 0.00018865, 0.0002174 , 0.00022787,\n",
       "        0.00024256, 0.00025512, 0.00027608, 0.00026868, 0.00026653,\n",
       "        0.00022314],\n",
       "       [0.00015656, 0.00017159, 0.00019471, 0.00021648, 0.00022488,\n",
       "        0.00023631, 0.00025056, 0.00026139, 0.00024334, 0.00022967,\n",
       "        0.00019357],\n",
       "       [0.00014829, 0.00016551, 0.00017854, 0.00019094, 0.00020354,\n",
       "        0.00021856, 0.00024068, 0.00025249, 0.00022999, 0.00022006,\n",
       "        0.00021482],\n",
       "       [0.00015258, 0.00016848, 0.00017817, 0.00018648, 0.00020096,\n",
       "        0.00022464, 0.00024631, 0.00025768, 0.00024329, 0.0002293 ,\n",
       "        0.00023837],\n",
       "       [0.00015743, 0.00017363, 0.0001862 , 0.00020082, 0.00022543,\n",
       "        0.00025259, 0.00029631, 0.00032406, 0.00029689, 0.00025876,\n",
       "        0.00025954],\n",
       "       [0.0001515 , 0.00016964, 0.00019317, 0.00021336, 0.000242  ,\n",
       "        0.00026594, 0.00030008, 0.00037509, 0.00039729, 0.00032873,\n",
       "        0.00029442],\n",
       "       [0.00013514, 0.00014051, 0.00015652, 0.00017169, 0.0002168 ,\n",
       "        0.00025768, 0.00023834, 0.00025069, 0.00027639, 0.00029137,\n",
       "        0.00029163],\n",
       "       [0.00015495, 0.00021697, 0.00028006, 0.0003042 , 0.00028678,\n",
       "        0.00027864, 0.00031448, 0.00027962, 0.00029923, 0.00035527,\n",
       "        0.00026952]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0</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'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 13</li><li><span class='xr-has-index'>longitude</span>: 11</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-22857131-dfda-4628-a5eb-dff1de3473d6' class='xr-array-in' type='checkbox' checked><label for='section-22857131-dfda-4628-a5eb-dff1de3473d6' 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>0.0001918 0.0002036 0.0002152 ... 0.0002992 0.0003553 0.0002695</span></div><div class='xr-array-data'><pre>array([[0.00019182, 0.00020363, 0.00021515, 0.00021892, 0.00023099,\n",
       "        0.00023384, 0.00024629, 0.00025182, 0.00026732, 0.00028483,\n",
       "        0.00030281],\n",
       "       [0.00017669, 0.00019643, 0.00021352, 0.00021635, 0.00022967,\n",
       "        0.00022885, 0.00024427, 0.00025114, 0.00027841, 0.00029729,\n",
       "        0.00030723],\n",
       "       [0.00016404, 0.00018784, 0.00020208, 0.00020929, 0.0002216 ,\n",
       "        0.00022922, 0.00024589, 0.00026108, 0.00029511, 0.00030336,\n",
       "        0.00030556],\n",
       "       [0.00016369, 0.00017033, 0.00019081, 0.0002098 , 0.00021893,\n",
       "        0.00023349, 0.00024894, 0.00027695, 0.00030119, 0.00031137,\n",
       "        0.0002974 ],\n",
       "       [0.00017778, 0.00015406, 0.00018038, 0.00020408, 0.00021612,\n",
       "        0.00023686, 0.00025595, 0.00028742, 0.00028882, 0.00030773,\n",
       "        0.00026347],\n",
       "       [0.00016885, 0.00016147, 0.00018865, 0.0002174 , 0.00022787,\n",
       "        0.00024256, 0.00025512, 0.00027608, 0.00026868, 0.00026653,\n",
       "        0.00022314],\n",
       "       [0.00015656, 0.00017159, 0.00019471, 0.00021648, 0.00022488,\n",
       "        0.00023631, 0.00025056, 0.00026139, 0.00024334, 0.00022967,\n",
       "        0.00019357],\n",
       "       [0.00014829, 0.00016551, 0.00017854, 0.00019094, 0.00020354,\n",
       "        0.00021856, 0.00024068, 0.00025249, 0.00022999, 0.00022006,\n",
       "        0.00021482],\n",
       "       [0.00015258, 0.00016848, 0.00017817, 0.00018648, 0.00020096,\n",
       "        0.00022464, 0.00024631, 0.00025768, 0.00024329, 0.0002293 ,\n",
       "        0.00023837],\n",
       "       [0.00015743, 0.00017363, 0.0001862 , 0.00020082, 0.00022543,\n",
       "        0.00025259, 0.00029631, 0.00032406, 0.00029689, 0.00025876,\n",
       "        0.00025954],\n",
       "       [0.0001515 , 0.00016964, 0.00019317, 0.00021336, 0.000242  ,\n",
       "        0.00026594, 0.00030008, 0.00037509, 0.00039729, 0.00032873,\n",
       "        0.00029442],\n",
       "       [0.00013514, 0.00014051, 0.00015652, 0.00017169, 0.0002168 ,\n",
       "        0.00025768, 0.00023834, 0.00025069, 0.00027639, 0.00029137,\n",
       "        0.00029163],\n",
       "       [0.00015495, 0.00021697, 0.00028006, 0.0003042 , 0.00028678,\n",
       "        0.00027864, 0.00031448, 0.00027962, 0.00029923, 0.00035527,\n",
       "        0.00026952]])</pre></div></div></li><li class='xr-section-item'><input id='section-e4c56de9-5e89-4de6-b4cb-0f7ddb3c019e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e4c56de9-5e89-4de6-b4cb-0f7ddb3c019e' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-c526b319-c055-4d04-a4d9-6852fbf3d862' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c526b319-c055-4d04-a4d9-6852fbf3d862' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10b3f125-253e-4d2e-bbd7-3f9b6ef6f626' class='xr-var-data-in' type='checkbox'><label for='data-10b3f125-253e-4d2e-bbd7-3f9b6ef6f626' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-d52c0ae6-5400-45ad-97f2-b95c9e04316b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d52c0ae6-5400-45ad-97f2-b95c9e04316b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d17b9e10-477e-4a8a-873d-993243fd1efb' class='xr-var-data-in' type='checkbox'><label for='data-d17b9e10-477e-4a8a-873d-993243fd1efb' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cec67fcc-4b92-4050-9532-d99522a62fdb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cec67fcc-4b92-4050-9532-d99522a62fdb' 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>"
      ],
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       "        0.00030556],\n",
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       "        0.00023686, 0.00025595, 0.00028742, 0.00028882, 0.00030773,\n",
       "        0.00026347],\n",
       "       [0.00016885, 0.00016147, 0.00018865, 0.0002174 , 0.00022787,\n",
       "        0.00024256, 0.00025512, 0.00027608, 0.00026868, 0.00026653,\n",
       "        0.00022314],\n",
       "       [0.00015656, 0.00017159, 0.00019471, 0.00021648, 0.00022488,\n",
       "        0.00023631, 0.00025056, 0.00026139, 0.00024334, 0.00022967,\n",
       "        0.00019357],\n",
       "       [0.00014829, 0.00016551, 0.00017854, 0.00019094, 0.00020354,\n",
       "        0.00021856, 0.00024068, 0.00025249, 0.00022999, 0.00022006,\n",
       "        0.00021482],\n",
       "       [0.00015258, 0.00016848, 0.00017817, 0.00018648, 0.00020096,\n",
       "        0.00022464, 0.00024631, 0.00025768, 0.00024329, 0.0002293 ,\n",
       "        0.00023837],\n",
       "       [0.00015743, 0.00017363, 0.0001862 , 0.00020082, 0.00022543,\n",
       "        0.00025259, 0.00029631, 0.00032406, 0.00029689, 0.00025876,\n",
       "        0.00025954],\n",
       "       [0.0001515 , 0.00016964, 0.00019317, 0.00021336, 0.000242  ,\n",
       "        0.00026594, 0.00030008, 0.00037509, 0.00039729, 0.00032873,\n",
       "        0.00029442],\n",
       "       [0.00013514, 0.00014051, 0.00015652, 0.00017169, 0.0002168 ,\n",
       "        0.00025768, 0.00023834, 0.00025069, 0.00027639, 0.00029137,\n",
       "        0.00029163],\n",
       "       [0.00015495, 0.00021697, 0.00028006, 0.0003042 , 0.00028678,\n",
       "        0.00027864, 0.00031448, 0.00027962, 0.00029923, 0.00035527,\n",
       "        0.00026952]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annual_mean = data.tp.mean('time')\n",
    "annual_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b1a634f5",
   "metadata": {},
   "outputs": [
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       "        7.26751091],\n",
       "       [4.24050893, 4.71433416, 5.12458561, 5.19234845, 5.51212448,\n",
       "        5.49232724, 5.86257503, 6.02743084, 6.68176463, 7.13485406,\n",
       "        7.37356701],\n",
       "       [3.93699133, 4.50820051, 4.84982477, 5.02287542, 5.31836982,\n",
       "        5.50125151, 5.9013196 , 6.26582923, 7.08270601, 7.28075927,\n",
       "        7.33339466],\n",
       "       [3.92862671, 4.08789259, 4.57945571, 5.03528686, 5.25429691,\n",
       "        5.60368446, 5.97459496, 6.64670315, 7.22866358, 7.47276821,\n",
       "        7.13758462],\n",
       "       [4.26680117, 3.69753148, 4.32905587, 4.89793559, 5.18695241,\n",
       "        5.68453227, 6.14271945, 6.89804159, 6.93160207, 7.38555182,\n",
       "        6.32326732],\n",
       "       [4.05239906, 3.8752826 , 4.52755487, 5.21765553, 5.46891089,\n",
       "        5.82153291, 6.12296498, 6.6260399 , 6.44827518, 6.39665793,\n",
       "        5.35526962],\n",
       "       [3.75753052, 4.11812993, 4.67309498, 5.19556862, 5.39701366,\n",
       "        5.67143636, 6.01340776, 6.2733522 , 5.84018354, 5.51198036,\n",
       "        4.64564934],\n",
       "       [3.55891627, 3.97220795, 4.28485276, 4.58253773, 4.88504612,\n",
       "        5.2453552 , 5.77625241, 6.05971659, 5.51976461, 5.28155951,\n",
       "        5.15561154],\n",
       "       [3.66196875, 4.04356261, 4.27598777, 4.47556962, 4.82303291,\n",
       "        5.39144914, 5.91141998, 6.18437829, 5.83901806, 5.50329626,\n",
       "        5.72078478],\n",
       "       [3.77825713, 4.16717055, 4.46869194, 4.81976679, 5.41028523,\n",
       "        6.06218204, 7.11154066, 7.77752315, 7.12537524, 6.21022908,\n",
       "        6.22884411],\n",
       "       [3.63607462, 4.07133177, 4.63600512, 5.12073564, 5.80804135,\n",
       "        6.38256414, 7.20180073, 9.00206709, 9.53498456, 7.88956641,\n",
       "        7.06599096],\n",
       "       [3.24329035, 3.37218645, 3.75657989, 4.1205322 , 5.20308035,\n",
       "        6.18425968, 5.72026561, 6.01658266, 6.6333089 , 6.99278265,\n",
       "        6.99908645],\n",
       "       [3.71886265, 5.207364  , 6.72132321, 7.30075537, 6.88269899,\n",
       "        6.68728047, 7.54758738, 6.71086714, 7.18148336, 8.52655439,\n",
       "        6.4684235 ]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0</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'>'tp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 13</li><li><span class='xr-has-index'>longitude</span>: 11</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-bc8a2dd6-ec94-4564-a2df-5264657ac024' class='xr-array-in' type='checkbox' checked><label for='section-bc8a2dd6-ec94-4564-a2df-5264657ac024' 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>4.604 4.887 5.164 5.254 5.544 5.612 ... 7.548 6.711 7.181 8.527 6.468</span></div><div class='xr-array-data'><pre>array([[4.60367863, 4.88716575, 5.16371555, 5.25401942, 5.54372092,\n",
       "        5.61223684, 5.91106391, 6.0437133 , 6.41579426, 6.83580448,\n",
       "        7.26751091],\n",
       "       [4.24050893, 4.71433416, 5.12458561, 5.19234845, 5.51212448,\n",
       "        5.49232724, 5.86257503, 6.02743084, 6.68176463, 7.13485406,\n",
       "        7.37356701],\n",
       "       [3.93699133, 4.50820051, 4.84982477, 5.02287542, 5.31836982,\n",
       "        5.50125151, 5.9013196 , 6.26582923, 7.08270601, 7.28075927,\n",
       "        7.33339466],\n",
       "       [3.92862671, 4.08789259, 4.57945571, 5.03528686, 5.25429691,\n",
       "        5.60368446, 5.97459496, 6.64670315, 7.22866358, 7.47276821,\n",
       "        7.13758462],\n",
       "       [4.26680117, 3.69753148, 4.32905587, 4.89793559, 5.18695241,\n",
       "        5.68453227, 6.14271945, 6.89804159, 6.93160207, 7.38555182,\n",
       "        6.32326732],\n",
       "       [4.05239906, 3.8752826 , 4.52755487, 5.21765553, 5.46891089,\n",
       "        5.82153291, 6.12296498, 6.6260399 , 6.44827518, 6.39665793,\n",
       "        5.35526962],\n",
       "       [3.75753052, 4.11812993, 4.67309498, 5.19556862, 5.39701366,\n",
       "        5.67143636, 6.01340776, 6.2733522 , 5.84018354, 5.51198036,\n",
       "        4.64564934],\n",
       "       [3.55891627, 3.97220795, 4.28485276, 4.58253773, 4.88504612,\n",
       "        5.2453552 , 5.77625241, 6.05971659, 5.51976461, 5.28155951,\n",
       "        5.15561154],\n",
       "       [3.66196875, 4.04356261, 4.27598777, 4.47556962, 4.82303291,\n",
       "        5.39144914, 5.91141998, 6.18437829, 5.83901806, 5.50329626,\n",
       "        5.72078478],\n",
       "       [3.77825713, 4.16717055, 4.46869194, 4.81976679, 5.41028523,\n",
       "        6.06218204, 7.11154066, 7.77752315, 7.12537524, 6.21022908,\n",
       "        6.22884411],\n",
       "       [3.63607462, 4.07133177, 4.63600512, 5.12073564, 5.80804135,\n",
       "        6.38256414, 7.20180073, 9.00206709, 9.53498456, 7.88956641,\n",
       "        7.06599096],\n",
       "       [3.24329035, 3.37218645, 3.75657989, 4.1205322 , 5.20308035,\n",
       "        6.18425968, 5.72026561, 6.01658266, 6.6333089 , 6.99278265,\n",
       "        6.99908645],\n",
       "       [3.71886265, 5.207364  , 6.72132321, 7.30075537, 6.88269899,\n",
       "        6.68728047, 7.54758738, 6.71086714, 7.18148336, 8.52655439,\n",
       "        6.4684235 ]])</pre></div></div></li><li class='xr-section-item'><input id='section-239fa36e-f8c7-4bc7-ae66-ff1be67e7717' class='xr-section-summary-in' type='checkbox'  checked><label for='section-239fa36e-f8c7-4bc7-ae66-ff1be67e7717' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>86.25 87.0 87.75 ... 93.0 93.75</div><input id='attrs-016a8a99-fbfb-49c9-9a0d-a1f8a5a0c1ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-016a8a99-fbfb-49c9-9a0d-a1f8a5a0c1ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e92cdedf-fb69-4254-8037-c124cdf31bcb' class='xr-var-data-in' type='checkbox'><label for='data-e92cdedf-fb69-4254-8037-c124cdf31bcb' title='Show/Hide data repr'><svg 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>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25, 87.  , 87.75, 88.5 , 89.25, 90.  , 90.75, 91.5 , 92.25, 93.  ,\n",
       "       93.75], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.75 19.5 ... 25.5 26.25 27.0</div><input id='attrs-628dd230-d526-473d-b0b3-26ef1034151f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-628dd230-d526-473d-b0b3-26ef1034151f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27d1a4bb-ca8d-4299-b271-8874581bfc87' class='xr-var-data-in' type='checkbox'><label for='data-27d1a4bb-ca8d-4299-b271-8874581bfc87' title='Show/Hide data repr'><svg 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>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.  , 18.75, 19.5 , 20.25, 21.  , 21.75, 22.5 , 23.25, 24.  , 24.75,\n",
       "       25.5 , 26.25, 27.  ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1c45826a-41eb-44c8-bf7a-f9cf7a4ef942' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1c45826a-41eb-44c8-bf7a-f9cf7a4ef942' 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 'tp' (latitude: 13, longitude: 11)>\n",
       "array([[4.60367863, 4.88716575, 5.16371555, 5.25401942, 5.54372092,\n",
       "        5.61223684, 5.91106391, 6.0437133 , 6.41579426, 6.83580448,\n",
       "        7.26751091],\n",
       "       [4.24050893, 4.71433416, 5.12458561, 5.19234845, 5.51212448,\n",
       "        5.49232724, 5.86257503, 6.02743084, 6.68176463, 7.13485406,\n",
       "        7.37356701],\n",
       "       [3.93699133, 4.50820051, 4.84982477, 5.02287542, 5.31836982,\n",
       "        5.50125151, 5.9013196 , 6.26582923, 7.08270601, 7.28075927,\n",
       "        7.33339466],\n",
       "       [3.92862671, 4.08789259, 4.57945571, 5.03528686, 5.25429691,\n",
       "        5.60368446, 5.97459496, 6.64670315, 7.22866358, 7.47276821,\n",
       "        7.13758462],\n",
       "       [4.26680117, 3.69753148, 4.32905587, 4.89793559, 5.18695241,\n",
       "        5.68453227, 6.14271945, 6.89804159, 6.93160207, 7.38555182,\n",
       "        6.32326732],\n",
       "       [4.05239906, 3.8752826 , 4.52755487, 5.21765553, 5.46891089,\n",
       "        5.82153291, 6.12296498, 6.6260399 , 6.44827518, 6.39665793,\n",
       "        5.35526962],\n",
       "       [3.75753052, 4.11812993, 4.67309498, 5.19556862, 5.39701366,\n",
       "        5.67143636, 6.01340776, 6.2733522 , 5.84018354, 5.51198036,\n",
       "        4.64564934],\n",
       "       [3.55891627, 3.97220795, 4.28485276, 4.58253773, 4.88504612,\n",
       "        5.2453552 , 5.77625241, 6.05971659, 5.51976461, 5.28155951,\n",
       "        5.15561154],\n",
       "       [3.66196875, 4.04356261, 4.27598777, 4.47556962, 4.82303291,\n",
       "        5.39144914, 5.91141998, 6.18437829, 5.83901806, 5.50329626,\n",
       "        5.72078478],\n",
       "       [3.77825713, 4.16717055, 4.46869194, 4.81976679, 5.41028523,\n",
       "        6.06218204, 7.11154066, 7.77752315, 7.12537524, 6.21022908,\n",
       "        6.22884411],\n",
       "       [3.63607462, 4.07133177, 4.63600512, 5.12073564, 5.80804135,\n",
       "        6.38256414, 7.20180073, 9.00206709, 9.53498456, 7.88956641,\n",
       "        7.06599096],\n",
       "       [3.24329035, 3.37218645, 3.75657989, 4.1205322 , 5.20308035,\n",
       "        6.18425968, 5.72026561, 6.01658266, 6.6333089 , 6.99278265,\n",
       "        6.99908645],\n",
       "       [3.71886265, 5.207364  , 6.72132321, 7.30075537, 6.88269899,\n",
       "        6.68728047, 7.54758738, 6.71086714, 7.18148336, 8.52655439,\n",
       "        6.4684235 ]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 86.25 87.0 87.75 88.5 ... 92.25 93.0 93.75\n",
       "  * latitude   (latitude) float64 18.0 18.75 19.5 20.25 ... 25.5 26.25 27.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#converting from m to mm/day\n",
    "\n",
    "annual_pr_mm = annual_mean*1000*24\n",
    "annual_pr_mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9d357dd5",
   "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",
    "\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(annual_pr_mm['longitude'][:], annual_pr_mm['latitude'][:],annual_pr_mm,\n",
    "                 levels=np.arange(1,35+1,5),transform = ccrs.PlateCarree(),cmap='YlGnBu',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, 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",
    "#ax.add_feature(cfeature.STATES)\n",
    "\n",
    "\n",
    "#plt.title('Era-int Annual mean precip rate in mm/day',fontweight='bold', fontsize=15)\n",
    "\n",
    "plt.title('Era-int Annual mean precip rate in mm/day')\n",
    "\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/bd_pr_reana-era-int_annual_mean.png\")\n",
    "\n"
   ]
  },
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