Bias_merra-chirps.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"
   ]
  },
  {
   "cell_type": "code",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 2000, longitude: 7200, time: 496)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
       "  * longitude  (longitude) float32 -180.0 -179.9 -179.9 ... 179.9 179.9 180.0\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2022-04-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</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-ed487db8-7a88-4a66-8d20-e5a50e83a915' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ed487db8-7a88-4a66-8d20-e5a50e83a915' 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'>latitude</span>: 2000</li><li><span class='xr-has-index'>longitude</span>: 7200</li><li><span class='xr-has-index'>time</span>: 496</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cf8a7ce4-6431-4559-b5f7-1687c5f85430' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cf8a7ce4-6431-4559-b5f7-1687c5f85430' 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'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-49.97 -49.92 ... 49.92 49.97</div><input id='attrs-aab4715f-db66-4005-8741-9e0eb2b19037' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aab4715f-db66-4005-8741-9e0eb2b19037' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cc83b34-f4aa-424d-9e40-b2ae030227d8' class='xr-var-data-in' type='checkbox'><label for='data-4cc83b34-f4aa-424d-9e40-b2ae030227d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-49.975   , -49.925   , -49.875   , ...,  49.874992,  49.924995,\n",
       "        49.975   ], dtype=float32)</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'>-180.0 -179.9 ... 179.9 180.0</div><input id='attrs-99daf4a6-0444-457b-a830-d693b3e79db0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99daf4a6-0444-457b-a830-d693b3e79db0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35e28b22-9063-4d07-92dc-09de5f2bbf0b' class='xr-var-data-in' type='checkbox'><label for='data-35e28b22-9063-4d07-92dc-09de5f2bbf0b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-179.975  , -179.925  , -179.875  , ...,  179.875  ,  179.92499,\n",
       "        179.975  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-01 ... 2022-04-01</div><input id='attrs-58485bf7-3d2d-4fe8-a3c8-47a18ed1895b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58485bf7-3d2d-4fe8-a3c8-47a18ed1895b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2040a772-6ae3-488b-b92f-0d371591e332' class='xr-var-data-in' type='checkbox'><label for='data-2040a772-6ae3-488b-b92f-0d371591e332' title='Show/Hide data repr'><svg 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>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-03-01T00:00:00.000000000&#x27;, ..., &#x27;2022-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2022-03-01T00:00:00.000000000&#x27;, &#x27;2022-04-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c21fbbd8-a1c4-42e9-9aad-bd06f23bb4ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c21fbbd8-a1c4-42e9-9aad-bd06f23bb4ad' class='xr-section-summary' >Data variables: <span>(1)</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>precip</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-b57133fb-c68a-462f-92a7-76aceb83e57e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b57133fb-c68a-462f-92a7-76aceb83e57e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-830785ae-e216-4990-a78c-faeaff2adeda' class='xr-var-data-in' type='checkbox'><label for='data-830785ae-e216-4990-a78c-faeaff2adeda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>time_step :</span></dt><dd>month</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>[7142400000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a081fd83-7d66-4c41-80ed-61b4ee1e2d59' class='xr-section-summary-in' type='checkbox'  ><label for='section-a081fd83-7d66-4c41-80ed-61b4ee1e2d59' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>history :</span></dt><dd>created by Climate Hazards Group</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2022-05-16</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given month.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd></dl></div></li></ul></div></div>"
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       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 2000, longitude: 7200, time: 496)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
       "  * longitude  (longitude) float32 -180.0 -179.9 -179.9 ... 179.9 179.9 180.0\n",
       "  * time       (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2022-04-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
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       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ"
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     },
     "execution_count": 170,
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   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/observation/chirps/chirps-v2.0.monthly.nc')\n",
    " \n",
    "\n",
    "data"
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   "cell_type": "code",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 2000, longitude: 7200, time: 419)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
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       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</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-dde0401f-e63d-4eb9-a989-fea72681db9a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dde0401f-e63d-4eb9-a989-fea72681db9a' 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'>latitude</span>: 2000</li><li><span class='xr-has-index'>longitude</span>: 7200</li><li><span class='xr-has-index'>time</span>: 419</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-986e4978-6f23-4e61-b229-17d1cd9e450a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-986e4978-6f23-4e61-b229-17d1cd9e450a' 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'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-49.97 -49.92 ... 49.92 49.97</div><input id='attrs-a31ff8a6-a95d-4ea7-a561-6ace5f868973' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a31ff8a6-a95d-4ea7-a561-6ace5f868973' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb169a52-39b0-41eb-a1dd-66fcbf4948c8' class='xr-var-data-in' type='checkbox'><label for='data-bb169a52-39b0-41eb-a1dd-66fcbf4948c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-49.975   , -49.925   , -49.875   , ...,  49.874992,  49.924995,\n",
       "        49.975   ], dtype=float32)</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'>-180.0 -179.9 ... 179.9 180.0</div><input id='attrs-38b470ee-dc76-4a0e-a4b0-8f530ca49eea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38b470ee-dc76-4a0e-a4b0-8f530ca49eea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15223d4f-9a5b-4957-82f3-292d0f318d94' class='xr-var-data-in' type='checkbox'><label for='data-15223d4f-9a5b-4957-82f3-292d0f318d94' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-179.975  , -179.925  , -179.875  , ...,  179.875  ,  179.92499,\n",
       "        179.975  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-02-01 ... 2015-12-01</div><input id='attrs-09306cdb-6748-4654-a185-b4683d3a40ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09306cdb-6748-4654-a185-b4683d3a40ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f961044-7396-4759-963c-416a5b305cf9' class='xr-var-data-in' type='checkbox'><label for='data-6f961044-7396-4759-963c-416a5b305cf9' title='Show/Hide data repr'><svg 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>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-04-01T00:00:00.000000000&#x27;, ..., &#x27;2015-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-11-01T00:00:00.000000000&#x27;, &#x27;2015-12-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97d378c3-8543-4caf-956e-d469921cc6bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-97d378c3-8543-4caf-956e-d469921cc6bb' class='xr-section-summary' >Data variables: <span>(1)</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>precip</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-206ec8ba-ce98-4efa-aabc-cb884e35f43e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-206ec8ba-ce98-4efa-aabc-cb884e35f43e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d4ad8d5-60e2-4935-9660-1f22a1388bf2' class='xr-var-data-in' type='checkbox'><label for='data-1d4ad8d5-60e2-4935-9660-1f22a1388bf2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>time_step :</span></dt><dd>month</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>[6033600000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5169c7b0-cb01-4c5e-96cd-d00d8b3dd092' class='xr-section-summary-in' type='checkbox'  ><label for='section-5169c7b0-cb01-4c5e-96cd-d00d8b3dd092' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>history :</span></dt><dd>created by Climate Hazards Group</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2022-05-16</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given month.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 2000, longitude: 7200, time: 419)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
       "  * longitude  (longitude) float32 -180.0 -179.9 -179.9 ... 179.9 179.9 180.0\n",
       "  * time       (time) datetime64[ns] 1981-02-01 1981-03-01 ... 2015-12-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ"
      ]
     },
     "execution_count": 171,
     "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": 172,
   "id": "6f632961",
   "metadata": {},
   "outputs": [
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       ".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:    (latitude: 2000, longitude: 7200, time: 140)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
       "  * longitude  (longitude) float32 -180.0 -179.9 -179.9 ... 179.9 179.9 180.0\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</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-b01ca91c-a06f-43e0-9579-720e21aea074' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b01ca91c-a06f-43e0-9579-720e21aea074' 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'>latitude</span>: 2000</li><li><span class='xr-has-index'>longitude</span>: 7200</li><li><span class='xr-has-index'>time</span>: 140</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d4932359-0800-4a2a-bfd3-189de3e21636' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d4932359-0800-4a2a-bfd3-189de3e21636' 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'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-49.97 -49.92 ... 49.92 49.97</div><input id='attrs-1afa99a1-5ce5-46e1-a27d-04e0244883c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1afa99a1-5ce5-46e1-a27d-04e0244883c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c011983-e1fc-4a0b-b1a0-162a36f86615' class='xr-var-data-in' type='checkbox'><label for='data-0c011983-e1fc-4a0b-b1a0-162a36f86615' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-49.975   , -49.925   , -49.875   , ...,  49.874992,  49.924995,\n",
       "        49.975   ], dtype=float32)</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'>-180.0 -179.9 ... 179.9 180.0</div><input id='attrs-2665614b-4516-4c3e-bd22-a1d5e6ab6538' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2665614b-4516-4c3e-bd22-a1d5e6ab6538' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6986e366-bb59-4c1f-9a54-29682b45b2c9' class='xr-var-data-in' type='checkbox'><label for='data-6986e366-bb59-4c1f-9a54-29682b45b2c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-179.975  , -179.925  , -179.875  , ...,  179.875  ,  179.92499,\n",
       "        179.975  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2015-09-01</div><input id='attrs-c6a2cb5d-3939-4bb3-817d-17523d270003' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6a2cb5d-3939-4bb3-817d-17523d270003' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cea9f40-3da3-4338-bfd4-ed7ddf06db3b' class='xr-var-data-in' type='checkbox'><label for='data-6cea9f40-3da3-4338-bfd4-ed7ddf06db3b' title='Show/Hide data repr'><svg 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>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T00:00:00.000000000&#x27;, &#x27;1982-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T00:00:00.000000000&#x27;, &#x27;1982-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1983-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T00:00:00.000000000&#x27;, &#x27;1984-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T00:00:00.000000000&#x27;, &#x27;1984-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1985-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T00:00:00.000000000&#x27;, &#x27;1986-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T00:00:00.000000000&#x27;, &#x27;1986-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1987-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T00:00:00.000000000&#x27;, &#x27;1988-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T00:00:00.000000000&#x27;, &#x27;1988-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1989-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T00:00:00.000000000&#x27;, &#x27;1990-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T00:00:00.000000000&#x27;, &#x27;1990-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1991-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T00:00:00.000000000&#x27;, &#x27;1992-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T00:00:00.000000000&#x27;, &#x27;1992-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1993-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T00:00:00.000000000&#x27;, &#x27;1994-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T00:00:00.000000000&#x27;, &#x27;1994-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1995-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T00:00:00.000000000&#x27;, &#x27;1996-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T00:00:00.000000000&#x27;, &#x27;1996-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T00:00:00.000000000&#x27;, &#x27;2006-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T00:00:00.000000000&#x27;, &#x27;2006-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T00:00:00.000000000&#x27;, &#x27;2007-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T00:00:00.000000000&#x27;, &#x27;2007-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T00:00:00.000000000&#x27;, &#x27;2008-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T00:00:00.000000000&#x27;, &#x27;2008-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T00:00:00.000000000&#x27;, &#x27;2009-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T00:00:00.000000000&#x27;, &#x27;2009-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T00:00:00.000000000&#x27;, &#x27;2010-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T00:00:00.000000000&#x27;, &#x27;2010-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T00:00:00.000000000&#x27;, &#x27;2011-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T00:00:00.000000000&#x27;, &#x27;2011-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T00:00:00.000000000&#x27;, &#x27;2012-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T00:00:00.000000000&#x27;, &#x27;2012-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T00:00:00.000000000&#x27;, &#x27;2013-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T00:00:00.000000000&#x27;, &#x27;2013-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T00:00:00.000000000&#x27;, &#x27;2014-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T00:00:00.000000000&#x27;, &#x27;2014-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b6f17e4a-06be-4248-80c3-feda6dcf1aaf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b6f17e4a-06be-4248-80c3-feda6dcf1aaf' class='xr-section-summary' >Data variables: <span>(1)</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>precip</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-df9553a2-6e75-49e0-b10a-f5453210f5d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-df9553a2-6e75-49e0-b10a-f5453210f5d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f29613ad-4e0b-428f-a0a9-99afaca1e367' class='xr-var-data-in' type='checkbox'><label for='data-f29613ad-4e0b-428f-a0a9-99afaca1e367' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>time_step :</span></dt><dd>month</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>[2016000000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-df17b566-c734-4cf0-a068-0dfa68b44894' class='xr-section-summary-in' type='checkbox'  ><label for='section-df17b566-c734-4cf0-a068-0dfa68b44894' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>history :</span></dt><dd>created by Climate Hazards Group</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2022-05-16</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given month.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 2000, longitude: 7200, time: 140)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 -49.97 -49.92 -49.88 ... 49.87 49.92 49.97\n",
       "  * longitude  (longitude) float32 -180.0 -179.9 -179.9 ... 179.9 179.9 180.0\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ"
      ]
     },
     "execution_count": 172,
     "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": 173,
   "id": "e05443e4",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (latitude: 140, longitude: 160, time: 140)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 20.02 20.07 20.12 20.17 ... 26.88 26.92 26.97\n",
       "  * longitude  (longitude) float32 86.02 86.08 86.12 86.17 ... 93.88 93.92 93.98\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</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-5bff52e4-6b43-4dd9-9411-852da3e09ea3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5bff52e4-6b43-4dd9-9411-852da3e09ea3' 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'>latitude</span>: 140</li><li><span class='xr-has-index'>longitude</span>: 160</li><li><span class='xr-has-index'>time</span>: 140</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-aa6f08be-cb0c-46c6-a7a9-eb4d7efd44fc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aa6f08be-cb0c-46c6-a7a9-eb4d7efd44fc' 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'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>20.02 20.07 20.12 ... 26.92 26.97</div><input id='attrs-df105799-72b6-4b3d-999a-4bba22d06888' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-df105799-72b6-4b3d-999a-4bba22d06888' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-170986f4-31eb-4772-8c77-1042bd716bcc' class='xr-var-data-in' type='checkbox'><label for='data-170986f4-31eb-4772-8c77-1042bd716bcc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([20.024994, 20.074997, 20.125   , 20.174995, 20.224998, 20.274994,\n",
       "       20.324997, 20.375   , 20.424995, 20.474998, 20.524994, 20.574997,\n",
       "       20.625   , 20.674995, 20.724998, 20.774994, 20.824997, 20.875   ,\n",
       "       20.924995, 20.974998, 21.024994, 21.074997, 21.125   , 21.174995,\n",
       "       21.224998, 21.274994, 21.324997, 21.375   , 21.424995, 21.474998,\n",
       "       21.524994, 21.574997, 21.625   , 21.674995, 21.724998, 21.774994,\n",
       "       21.824997, 21.875   , 21.924995, 21.974998, 22.024994, 22.074997,\n",
       "       22.125   , 22.174995, 22.224998, 22.274994, 22.324997, 22.375   ,\n",
       "       22.424995, 22.474998, 22.524994, 22.574997, 22.625   , 22.674995,\n",
       "       22.724998, 22.774994, 22.824997, 22.875   , 22.924995, 22.974998,\n",
       "       23.024994, 23.074997, 23.125   , 23.174995, 23.224998, 23.274994,\n",
       "       23.324997, 23.375   , 23.424995, 23.474998, 23.524994, 23.574997,\n",
       "       23.625   , 23.674995, 23.724998, 23.774994, 23.824997, 23.875   ,\n",
       "       23.924995, 23.974998, 24.024994, 24.074997, 24.125   , 24.174995,\n",
       "       24.224998, 24.274994, 24.324997, 24.375   , 24.424995, 24.474998,\n",
       "       24.524994, 24.574997, 24.625   , 24.674995, 24.724998, 24.774994,\n",
       "       24.824997, 24.875   , 24.924995, 24.974998, 25.024994, 25.074997,\n",
       "       25.125   , 25.174995, 25.224998, 25.274994, 25.324997, 25.375   ,\n",
       "       25.424995, 25.474998, 25.524994, 25.574997, 25.625   , 25.674995,\n",
       "       25.724998, 25.774994, 25.824997, 25.875   , 25.924995, 25.974998,\n",
       "       26.024994, 26.074997, 26.125   , 26.174995, 26.224998, 26.274994,\n",
       "       26.324997, 26.375   , 26.424995, 26.474998, 26.524994, 26.574997,\n",
       "       26.625   , 26.674995, 26.724998, 26.774994, 26.824997, 26.875   ,\n",
       "       26.924995, 26.974998], dtype=float32)</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'>86.02 86.08 86.12 ... 93.92 93.98</div><input id='attrs-5d214863-7123-424e-a68b-2df22586eeb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d214863-7123-424e-a68b-2df22586eeb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62d3257c-9b84-46c5-9920-edc78a1dc191' class='xr-var-data-in' type='checkbox'><label for='data-62d3257c-9b84-46c5-9920-edc78a1dc191' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.024994, 86.07501 , 86.125   , 86.17499 , 86.225006, 86.274994,\n",
       "       86.32501 , 86.375   , 86.42499 , 86.475006, 86.524994, 86.57501 ,\n",
       "       86.625   , 86.67499 , 86.725006, 86.774994, 86.82501 , 86.875   ,\n",
       "       86.92499 , 86.975006, 87.024994, 87.07501 , 87.125   , 87.17499 ,\n",
       "       87.225006, 87.274994, 87.32501 , 87.375   , 87.42499 , 87.475006,\n",
       "       87.524994, 87.57501 , 87.625   , 87.67499 , 87.725006, 87.774994,\n",
       "       87.82501 , 87.875   , 87.92499 , 87.975006, 88.024994, 88.07501 ,\n",
       "       88.125   , 88.17499 , 88.225006, 88.274994, 88.32501 , 88.375   ,\n",
       "       88.42499 , 88.475006, 88.524994, 88.57501 , 88.625   , 88.67499 ,\n",
       "       88.725006, 88.774994, 88.82501 , 88.875   , 88.92499 , 88.975006,\n",
       "       89.024994, 89.07501 , 89.125   , 89.17499 , 89.225006, 89.274994,\n",
       "       89.32501 , 89.375   , 89.42499 , 89.475006, 89.524994, 89.57501 ,\n",
       "       89.625   , 89.67499 , 89.725006, 89.774994, 89.82501 , 89.875   ,\n",
       "       89.92499 , 89.975006, 90.024994, 90.07501 , 90.125   , 90.17499 ,\n",
       "       90.225006, 90.274994, 90.32501 , 90.375   , 90.42499 , 90.475006,\n",
       "       90.524994, 90.57501 , 90.625   , 90.67499 , 90.725006, 90.774994,\n",
       "       90.82501 , 90.875   , 90.92499 , 90.975006, 91.024994, 91.07501 ,\n",
       "       91.125   , 91.17499 , 91.225006, 91.274994, 91.32501 , 91.375   ,\n",
       "       91.42499 , 91.475006, 91.524994, 91.57501 , 91.625   , 91.67499 ,\n",
       "       91.725006, 91.774994, 91.82501 , 91.875   , 91.92499 , 91.975006,\n",
       "       92.024994, 92.07501 , 92.125   , 92.17499 , 92.225006, 92.274994,\n",
       "       92.32501 , 92.375   , 92.42499 , 92.475006, 92.524994, 92.57501 ,\n",
       "       92.625   , 92.67499 , 92.725006, 92.774994, 92.82501 , 92.875   ,\n",
       "       92.92499 , 92.975006, 93.024994, 93.07501 , 93.125   , 93.17499 ,\n",
       "       93.225006, 93.274994, 93.32501 , 93.375   , 93.42499 , 93.475006,\n",
       "       93.524994, 93.57501 , 93.625   , 93.67499 , 93.725006, 93.774994,\n",
       "       93.82501 , 93.875   , 93.92499 , 93.975006], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-06-01 ... 2015-09-01</div><input id='attrs-11c1d605-1614-405d-b314-b7fb77204903' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11c1d605-1614-405d-b314-b7fb77204903' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7683b2c1-8af2-4fd1-83cf-2fefdad8e1a5' class='xr-var-data-in' type='checkbox'><label for='data-7683b2c1-8af2-4fd1-83cf-2fefdad8e1a5' title='Show/Hide data repr'><svg 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>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T00:00:00.000000000&#x27;, &#x27;1982-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T00:00:00.000000000&#x27;, &#x27;1982-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1983-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T00:00:00.000000000&#x27;, &#x27;1984-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T00:00:00.000000000&#x27;, &#x27;1984-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1985-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T00:00:00.000000000&#x27;, &#x27;1986-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T00:00:00.000000000&#x27;, &#x27;1986-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1987-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T00:00:00.000000000&#x27;, &#x27;1988-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T00:00:00.000000000&#x27;, &#x27;1988-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1989-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T00:00:00.000000000&#x27;, &#x27;1990-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T00:00:00.000000000&#x27;, &#x27;1990-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1991-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T00:00:00.000000000&#x27;, &#x27;1992-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T00:00:00.000000000&#x27;, &#x27;1992-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1993-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T00:00:00.000000000&#x27;, &#x27;1994-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T00:00:00.000000000&#x27;, &#x27;1994-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1995-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T00:00:00.000000000&#x27;, &#x27;1996-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T00:00:00.000000000&#x27;, &#x27;1996-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T00:00:00.000000000&#x27;, &#x27;2006-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T00:00:00.000000000&#x27;, &#x27;2006-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T00:00:00.000000000&#x27;, &#x27;2007-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T00:00:00.000000000&#x27;, &#x27;2007-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T00:00:00.000000000&#x27;, &#x27;2008-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T00:00:00.000000000&#x27;, &#x27;2008-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T00:00:00.000000000&#x27;, &#x27;2009-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T00:00:00.000000000&#x27;, &#x27;2009-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T00:00:00.000000000&#x27;, &#x27;2010-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T00:00:00.000000000&#x27;, &#x27;2010-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T00:00:00.000000000&#x27;, &#x27;2011-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T00:00:00.000000000&#x27;, &#x27;2011-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T00:00:00.000000000&#x27;, &#x27;2012-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T00:00:00.000000000&#x27;, &#x27;2012-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T00:00:00.000000000&#x27;, &#x27;2013-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T00:00:00.000000000&#x27;, &#x27;2013-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T00:00:00.000000000&#x27;, &#x27;2014-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T00:00:00.000000000&#x27;, &#x27;2014-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-08cf1326-339f-4c5d-adad-294df51fca56' class='xr-section-summary-in' type='checkbox'  checked><label for='section-08cf1326-339f-4c5d-adad-294df51fca56' class='xr-section-summary' >Data variables: <span>(1)</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>precip</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-f23471e3-420c-4e97-bcad-d35815c87778' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f23471e3-420c-4e97-bcad-d35815c87778' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b6df0b4-0c80-4418-b5c3-8f8d6505b32f' class='xr-var-data-in' type='checkbox'><label for='data-7b6df0b4-0c80-4418-b5c3-8f8d6505b32f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>time_step :</span></dt><dd>month</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>[3136000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2966f2cd-634c-45fe-a53f-81c7e14a1efe' class='xr-section-summary-in' type='checkbox'  ><label for='section-2966f2cd-634c-45fe-a53f-81c7e14a1efe' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>history :</span></dt><dd>created by Climate Hazards Group</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2022-05-16</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given month.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (latitude: 140, longitude: 160, time: 140)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float32 20.02 20.07 20.12 20.17 ... 26.88 26.92 26.97\n",
       "  * longitude  (longitude) float32 86.02 86.08 86.12 86.17 ... 93.88 93.92 93.98\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ"
      ]
     },
     "execution_count": 173,
     "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(20,27))\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "31d3bd39",
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   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 140, latitude: 19, longitude: 12)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float64 nan nan nan ... nan nan nan\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</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-e9b7fc1f-e0db-4d8b-9699-8d94f2eefaa4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e9b7fc1f-e0db-4d8b-9699-8d94f2eefaa4' 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 class='xr-has-index'>latitude</span>: 19</li><li><span class='xr-has-index'>longitude</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d1145020-43ad-4714-957e-f16cad4fbb7e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1145020-43ad-4714-957e-f16cad4fbb7e' 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'>1981-06-01 ... 2015-09-01</div><input id='attrs-becbd219-3c64-4d90-b0d1-cf07baa03d57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-becbd219-3c64-4d90-b0d1-cf07baa03d57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c78fd0d-2756-47f8-9d42-4f92f372c72a' class='xr-var-data-in' type='checkbox'><label for='data-4c78fd0d-2756-47f8-9d42-4f92f372c72a' title='Show/Hide data repr'><svg 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>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T00:00:00.000000000&#x27;, &#x27;1982-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T00:00:00.000000000&#x27;, &#x27;1982-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T00:00:00.000000000&#x27;, &#x27;1983-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T00:00:00.000000000&#x27;, &#x27;1983-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T00:00:00.000000000&#x27;, &#x27;1984-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T00:00:00.000000000&#x27;, &#x27;1984-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T00:00:00.000000000&#x27;, &#x27;1985-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T00:00:00.000000000&#x27;, &#x27;1985-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T00:00:00.000000000&#x27;, &#x27;1986-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T00:00:00.000000000&#x27;, &#x27;1986-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T00:00:00.000000000&#x27;, &#x27;1987-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T00:00:00.000000000&#x27;, &#x27;1987-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T00:00:00.000000000&#x27;, &#x27;1988-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T00:00:00.000000000&#x27;, &#x27;1988-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T00:00:00.000000000&#x27;, &#x27;1989-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T00:00:00.000000000&#x27;, &#x27;1989-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T00:00:00.000000000&#x27;, &#x27;1990-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T00:00:00.000000000&#x27;, &#x27;1990-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T00:00:00.000000000&#x27;, &#x27;1991-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T00:00:00.000000000&#x27;, &#x27;1991-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T00:00:00.000000000&#x27;, &#x27;1992-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T00:00:00.000000000&#x27;, &#x27;1992-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T00:00:00.000000000&#x27;, &#x27;1993-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T00:00:00.000000000&#x27;, &#x27;1993-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T00:00:00.000000000&#x27;, &#x27;1994-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T00:00:00.000000000&#x27;, &#x27;1994-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T00:00:00.000000000&#x27;, &#x27;1995-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T00:00:00.000000000&#x27;, &#x27;1995-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T00:00:00.000000000&#x27;, &#x27;1996-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T00:00:00.000000000&#x27;, &#x27;1996-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T00:00:00.000000000&#x27;, &#x27;1997-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T00:00:00.000000000&#x27;, &#x27;1998-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T00:00:00.000000000&#x27;, &#x27;1998-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-01T00:00:00.000000000&#x27;, &#x27;1999-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-01T00:00:00.000000000&#x27;, &#x27;1999-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T00:00:00.000000000&#x27;, &#x27;2000-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-01T00:00:00.000000000&#x27;, &#x27;2000-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-01T00:00:00.000000000&#x27;, &#x27;2001-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-01T00:00:00.000000000&#x27;, &#x27;2001-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-01T00:00:00.000000000&#x27;, &#x27;2002-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-01T00:00:00.000000000&#x27;, &#x27;2002-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-01T00:00:00.000000000&#x27;, &#x27;2003-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-01T00:00:00.000000000&#x27;, &#x27;2003-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-01T00:00:00.000000000&#x27;, &#x27;2006-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-01T00:00:00.000000000&#x27;, &#x27;2006-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-01T00:00:00.000000000&#x27;, &#x27;2007-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-01T00:00:00.000000000&#x27;, &#x27;2007-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-01T00:00:00.000000000&#x27;, &#x27;2008-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-01T00:00:00.000000000&#x27;, &#x27;2008-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-01T00:00:00.000000000&#x27;, &#x27;2009-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-01T00:00:00.000000000&#x27;, &#x27;2009-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-01T00:00:00.000000000&#x27;, &#x27;2010-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-01T00:00:00.000000000&#x27;, &#x27;2010-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-01T00:00:00.000000000&#x27;, &#x27;2011-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-01T00:00:00.000000000&#x27;, &#x27;2011-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-01T00:00:00.000000000&#x27;, &#x27;2012-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-01T00:00:00.000000000&#x27;, &#x27;2012-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-01T00:00:00.000000000&#x27;, &#x27;2013-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-01T00:00:00.000000000&#x27;, &#x27;2013-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-01T00:00:00.000000000&#x27;, &#x27;2014-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-01T00:00:00.000000000&#x27;, &#x27;2014-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-01T00:00:00.000000000&#x27;, &#x27;2015-07-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-01T00:00:00.000000000&#x27;, &#x27;2015-09-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.25 86.88 87.5 ... 92.5 93.12</div><input id='attrs-4658cdec-e6bd-4d87-95d4-a5cf2ab59cc3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4658cdec-e6bd-4d87-95d4-a5cf2ab59cc3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-73380c5c-2033-4c40-9429-160279819ae0' class='xr-var-data-in' type='checkbox'><label for='data-73380c5c-2033-4c40-9429-160279819ae0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25 , 86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 ,\n",
       "       91.875, 92.5  , 93.125])</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'>18.19 18.69 19.19 ... 26.69 27.19</div><input id='attrs-e8c9fb71-c4d6-45ed-b7e7-3873f54b846c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8c9fb71-c4d6-45ed-b7e7-3873f54b846c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-954384c1-c344-4fa2-af52-7929e809c67d' class='xr-var-data-in' type='checkbox'><label for='data-954384c1-c344-4fa2-af52-7929e809c67d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.187744, 18.687744, 19.187744, 19.687744, 20.187744, 20.687744,\n",
       "       21.187744, 21.687744, 22.187744, 22.687744, 23.187744, 23.687744,\n",
       "       24.187744, 24.687744, 25.187744, 25.687744, 26.187744, 26.687744,\n",
       "       27.187744])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b2a2d9d-7457-4a33-a81b-3f8f03518ea1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b2a2d9d-7457-4a33-a81b-3f8f03518ea1' class='xr-section-summary' >Data variables: <span>(1)</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>precip</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'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-e33b6c59-e783-41bc-bd02-39c2ad508438' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e33b6c59-e783-41bc-bd02-39c2ad508438' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-280c107d-dfca-4599-92bd-7dfa8a2339f9' class='xr-var-data-in' type='checkbox'><label for='data-280c107d-dfca-4599-92bd-7dfa8a2339f9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mm/month</dd><dt><span>standard_name :</span></dt><dd>convective precipitation rate</dd><dt><span>long_name :</span></dt><dd>Climate Hazards group InfraRed Precipitation with Stations</dd><dt><span>time_step :</span></dt><dd>month</dd><dt><span>geostatial_lat_min :</span></dt><dd>-50.0</dd><dt><span>geostatial_lat_max :</span></dt><dd>50.0</dd><dt><span>geostatial_lon_min :</span></dt><dd>-180.0</dd><dt><span>geostatial_lon_max :</span></dt><dd>180.0</dd></dl></div><div class='xr-var-data'><pre>array([[[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [174.95164326, 396.3954683 , 338.58843323, ..., 170.76460562,\n",
       "         223.42228295, 308.52622764],\n",
       "        [155.16739396, 237.14413732, 230.81455612, ..., 286.56408127,\n",
       "         316.30683519, 370.87055461],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "...\n",
       "        [313.38179238, 416.01641005, 612.53778886, ..., 358.5457199 ,\n",
       "         369.41221632, 350.1183057 ],\n",
       "        [334.87844828, 532.71303222, 639.44191092, ..., 295.69291142,\n",
       "         396.25214404, 332.05222197],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]],\n",
       "\n",
       "       [[         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan],\n",
       "        ...,\n",
       "        [151.71155943, 188.70615446, 273.68810774, ..., 116.46176826,\n",
       "         144.76803012, 150.51169119],\n",
       "        [143.51034331, 225.45943437, 247.15637786, ..., 153.31082662,\n",
       "         193.15322382, 212.97739308],\n",
       "        [         nan,          nan,          nan, ...,          nan,\n",
       "                  nan,          nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8abf4df9-97af-4e4a-9851-9d97fc14d530' class='xr-section-summary-in' type='checkbox'  ><label for='section-8abf4df9-97af-4e4a-9851-9d97fc14d530' class='xr-section-summary' >Attributes: <span>(15)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>title :</span></dt><dd>CHIRPS Version 2.0</dd><dt><span>history :</span></dt><dd>created by Climate Hazards Group</dd><dt><span>version :</span></dt><dd>Version 2.0</dd><dt><span>date_created :</span></dt><dd>2022-05-16</dd><dt><span>creator_name :</span></dt><dd>Pete Peterson</dd><dt><span>creator_email :</span></dt><dd>pete@geog.ucsb.edu</dd><dt><span>institution :</span></dt><dd>Climate Hazards Group.  University of California at Santa Barbara</dd><dt><span>documentation :</span></dt><dd>http://pubs.usgs.gov/ds/832/</dd><dt><span>reference :</span></dt><dd>Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros, D.H., Verdin, J.P., Rowland, J.D., Romero, B.E., Husak, G.J., Michaelsen, J.C., and Verdin, A.P., 2014, A quasi-global precipitation time series for drought monitoring: U.S. Geological Survey Data Series 832, 4 p., http://dx.doi.org/110.3133/ds832. </dd><dt><span>comments :</span></dt><dd> time variable denotes the first day of the given month.</dd><dt><span>acknowledgements :</span></dt><dd>The Climate Hazards Group InfraRed Precipitation with Stations development process was carried out through U.S. Geological Survey (USGS) cooperative agreement #G09AC000001 &quot;Monitoring and Forecasting Climate, Water and Land Use for Food Production in the Developing World&quot; with funding from: U.S. Agency for International Development Office of Food for Peace, award #AID-FFP-P-10-00002 for &quot;Famine Early Warning Systems Network Support,&quot; the National Aeronautics and Space Administration Applied Sciences Program, Decisions award #NN10AN26I for &quot;A Land Data Assimilation System for Famine Early Warning,&quot; SERVIR award #NNH12AU22I for &quot;A Long Time-Series Indicator of Agricultural Drought for the Greater Horn of Africa,&quot; The National Oceanic and Atmospheric Administration award NA11OAR4310151 for &quot;A Global Standardized Precipitation Index supporting the US Drought Portal and the Famine Early Warning System Network,&quot; and the USGS Land Change Science Program.</dd><dt><span>ftp_url :</span></dt><dd>ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CHIRPS-latest/</dd><dt><span>website :</span></dt><dd>http://chg.geog.ucsb.edu/data/chirps/index.html</dd><dt><span>faq :</span></dt><dd>http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 140, latitude: 19, longitude: 12)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01 1981-07-01 ... 2015-09-01\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19\n",
       "Data variables:\n",
       "    precip     (time, latitude, longitude) float64 nan nan nan ... nan nan nan\n",
       "Attributes: (12/15)\n",
       "    Conventions:       CF-1.6\n",
       "    title:             CHIRPS Version 2.0\n",
       "    history:           created by Climate Hazards Group\n",
       "    version:           Version 2.0\n",
       "    date_created:      2022-05-16\n",
       "    creator_name:      Pete Peterson\n",
       "    ...                ...\n",
       "    reference:         Funk, C.C., Peterson, P.J., Landsfeld, M.F., Pedreros,...\n",
       "    comments:           time variable denotes the first day of the given month.\n",
       "    acknowledgements:  The Climate Hazards Group InfraRed Precipitation with ...\n",
       "    ftp_url:           ftp://chg-ftpout.geog.ucsb.edu/pub/org/chg/products/CH...\n",
       "    website:           http://chg.geog.ucsb.edu/data/chirps/index.html\n",
       "    faq:               http://chg-wiki.geog.ucsb.edu/wiki/CHIRPS_FAQ"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#interpolating to low resolution \n",
    "new_lon=np.arange(86.25,92.75+1,0.625)\n",
    "new_lat=np.arange(18.187744,27.309648,0.5)\n",
    "jjas_data = jjas_data.interp(longitude=new_lon,latitude=new_lat)\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "f2a17e1f",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;precip&#x27; (latitude: 19, longitude: 12)&gt;\n",
       "array([[         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [289.21782462,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan, 845.22650224],\n",
       "       [268.68226891, 276.84310336,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan, 826.42169825, 672.68496829],\n",
       "       [280.89524793, 278.37866112,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "...\n",
       "        269.35742439, 289.75731573, 318.38395083, 334.25576641,\n",
       "        386.3556111 , 435.53885474, 510.19281529, 353.61871798],\n",
       "       [246.96007177, 269.63106816, 293.54671863, 274.42740143,\n",
       "        275.30281729, 307.71696918, 360.14187355, 445.87712461,\n",
       "        509.01867077, 637.90840814, 492.37935699, 414.47756702],\n",
       "       [239.26197917, 220.47769931, 282.79220435, 289.97955118,\n",
       "        318.88909364, 350.68797372, 444.7028507 , 574.45505494,\n",
       "        775.83610421, 772.85233427, 535.09066167, 345.88321468],\n",
       "       [234.21085794, 276.37518146, 331.32154518, 360.02466434,\n",
       "        350.55036959, 416.80245774, 516.11991795, 542.8795545 ,\n",
       "        545.72099401, 427.38422506, 402.27078012, 227.81310939],\n",
       "       [259.17647692, 331.21316434, 394.46987642, 465.31054187,\n",
       "        527.51174206, 606.58443695, 554.07900277, 471.61026072,\n",
       "        337.22363197, 308.55782304, 330.01741322, 334.71428104],\n",
       "       [265.58150945, 344.47200545, 415.14912543, 477.73812466,\n",
       "        578.7750842 , 592.841338  , 570.43612992, 465.0097178 ,\n",
       "        400.74787606, 304.9014624 , 346.05517308, 353.77959643],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'precip'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 19</li><li><span class='xr-has-index'>longitude</span>: 12</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0b27c79f-ff01-4636-8fe7-09c37e24b93e' class='xr-array-in' type='checkbox' checked><label for='section-0b27c79f-ff01-4636-8fe7-09c37e24b93e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [289.21782462,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan, 845.22650224],\n",
       "       [268.68226891, 276.84310336,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan, 826.42169825, 672.68496829],\n",
       "       [280.89524793, 278.37866112,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "...\n",
       "        269.35742439, 289.75731573, 318.38395083, 334.25576641,\n",
       "        386.3556111 , 435.53885474, 510.19281529, 353.61871798],\n",
       "       [246.96007177, 269.63106816, 293.54671863, 274.42740143,\n",
       "        275.30281729, 307.71696918, 360.14187355, 445.87712461,\n",
       "        509.01867077, 637.90840814, 492.37935699, 414.47756702],\n",
       "       [239.26197917, 220.47769931, 282.79220435, 289.97955118,\n",
       "        318.88909364, 350.68797372, 444.7028507 , 574.45505494,\n",
       "        775.83610421, 772.85233427, 535.09066167, 345.88321468],\n",
       "       [234.21085794, 276.37518146, 331.32154518, 360.02466434,\n",
       "        350.55036959, 416.80245774, 516.11991795, 542.8795545 ,\n",
       "        545.72099401, 427.38422506, 402.27078012, 227.81310939],\n",
       "       [259.17647692, 331.21316434, 394.46987642, 465.31054187,\n",
       "        527.51174206, 606.58443695, 554.07900277, 471.61026072,\n",
       "        337.22363197, 308.55782304, 330.01741322, 334.71428104],\n",
       "       [265.58150945, 344.47200545, 415.14912543, 477.73812466,\n",
       "        578.7750842 , 592.841338  , 570.43612992, 465.0097178 ,\n",
       "        400.74787606, 304.9014624 , 346.05517308, 353.77959643],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-6472212e-70e7-4ebf-9422-731b3c04d4c9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6472212e-70e7-4ebf-9422-731b3c04d4c9' 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'>float64</div><div class='xr-var-preview xr-preview'>86.25 86.88 87.5 ... 92.5 93.12</div><input id='attrs-436cdc0f-8c07-4880-a390-0ed36224ee2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-436cdc0f-8c07-4880-a390-0ed36224ee2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8238b1ac-6d22-4ab9-99a7-b2dab3a9c795' class='xr-var-data-in' type='checkbox'><label for='data-8238b1ac-6d22-4ab9-99a7-b2dab3a9c795' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25 , 86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 ,\n",
       "       91.875, 92.5  , 93.125])</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'>18.19 18.69 19.19 ... 26.69 27.19</div><input id='attrs-4eb8d1f2-4cd2-4122-bb1d-7c3e3627cf65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4eb8d1f2-4cd2-4122-bb1d-7c3e3627cf65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d08bfad-7350-4fdf-b6a4-aac99cab0f03' class='xr-var-data-in' type='checkbox'><label for='data-5d08bfad-7350-4fdf-b6a4-aac99cab0f03' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.187744, 18.687744, 19.187744, 19.687744, 20.187744, 20.687744,\n",
       "       21.187744, 21.687744, 22.187744, 22.687744, 23.187744, 23.687744,\n",
       "       24.187744, 24.687744, 25.187744, 25.687744, 26.187744, 26.687744,\n",
       "       27.187744])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0d4ef4d4-bd75-4f5c-b960-2e7848f07a33' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0d4ef4d4-bd75-4f5c-b960-2e7848f07a33' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'precip' (latitude: 19, longitude: 12)>\n",
       "array([[         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan],\n",
       "       [289.21782462,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan, 845.22650224],\n",
       "       [268.68226891, 276.84310336,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan, 826.42169825, 672.68496829],\n",
       "       [280.89524793, 278.37866112,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "...\n",
       "        269.35742439, 289.75731573, 318.38395083, 334.25576641,\n",
       "        386.3556111 , 435.53885474, 510.19281529, 353.61871798],\n",
       "       [246.96007177, 269.63106816, 293.54671863, 274.42740143,\n",
       "        275.30281729, 307.71696918, 360.14187355, 445.87712461,\n",
       "        509.01867077, 637.90840814, 492.37935699, 414.47756702],\n",
       "       [239.26197917, 220.47769931, 282.79220435, 289.97955118,\n",
       "        318.88909364, 350.68797372, 444.7028507 , 574.45505494,\n",
       "        775.83610421, 772.85233427, 535.09066167, 345.88321468],\n",
       "       [234.21085794, 276.37518146, 331.32154518, 360.02466434,\n",
       "        350.55036959, 416.80245774, 516.11991795, 542.8795545 ,\n",
       "        545.72099401, 427.38422506, 402.27078012, 227.81310939],\n",
       "       [259.17647692, 331.21316434, 394.46987642, 465.31054187,\n",
       "        527.51174206, 606.58443695, 554.07900277, 471.61026072,\n",
       "        337.22363197, 308.55782304, 330.01741322, 334.71428104],\n",
       "       [265.58150945, 344.47200545, 415.14912543, 477.73812466,\n",
       "        578.7750842 , 592.841338  , 570.43612992, 465.0097178 ,\n",
       "        400.74787606, 304.9014624 , 346.05517308, 353.77959643],\n",
       "       [         nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan,\n",
       "                 nan,          nan,          nan,          nan]])\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.precip.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "33a9852e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#changing unit from mm/month to mm/day\n",
    "pr_mm = jjas_mean/30.4167\n",
    "pr_mm\n",
    "\n",
    "\n",
    "chirps = pr_mm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "b6d9b2b3",
   "metadata": {},
   "outputs": [
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       ".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: 505, bnds: 2, lon: 576, lat: 361)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * lon        (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
       "  * lat        (lat) float64 -90.0 -89.5 -89.0 -88.5 ... 88.5 89.0 89.5 90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1980-01-01T00:30:00 ... 2022-01-16...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc...</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-7d519f31-0763-4132-8c86-f21cb5ecddcd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7d519f31-0763-4132-8c86-f21cb5ecddcd' 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>: 505</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 576</li><li><span class='xr-has-index'>lat</span>: 361</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fe36cce8-7282-4aa3-84f4-d24ca50dc046' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fe36cce8-7282-4aa3-84f4-d24ca50dc046' 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'>1980-01-01T12:00:00 ... 2022-01-...</div><input id='attrs-3faf63f9-bb8c-4002-9427-c15d0153e91e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3faf63f9-bb8c-4002-9427-c15d0153e91e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be8f4831-7931-4f6f-9fcf-c7841d5f60d2' class='xr-var-data-in' type='checkbox'><label for='data-be8f4831-7931-4f6f-9fcf-c7841d5f60d2' title='Show/Hide data repr'><svg 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;1980-01-01T12:00:00.000000000&#x27;, &#x27;1980-02-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1980-03-01T12:00:00.000000000&#x27;, ..., &#x27;2021-11-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;2021-12-01T12:00:00.000000000&#x27;, &#x27;2022-01-01T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-180.0 -179.4 ... 178.8 179.4</div><input id='attrs-065e3179-eb6f-43b6-97ac-af7dc044c026' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-065e3179-eb6f-43b6-97ac-af7dc044c026' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1534ef7-f3d3-4eed-9950-df817dc92d55' class='xr-var-data-in' type='checkbox'><label for='data-d1534ef7-f3d3-4eed-9950-df817dc92d55' title='Show/Hide data repr'><svg 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([-180.   , -179.375, -178.75 , ...,  178.125,  178.75 ,  179.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.5 -89.0 ... 89.5 90.0</div><input id='attrs-7e8260c7-70d1-4847-89f7-1e9e4629c391' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e8260c7-70d1-4847-89f7-1e9e4629c391' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d421b040-c83f-4881-8cee-620988b175b6' class='xr-var-data-in' type='checkbox'><label for='data-d421b040-c83f-4881-8cee-620988b175b6' title='Show/Hide data repr'><svg 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. , -89.5, -89. , ...,  89. ,  89.5,  90. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-af7e4120-bfaa-4d06-a8ab-4b8fffde02a3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af7e4120-bfaa-4d06-a8ab-4b8fffde02a3' 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-cefa4660-450c-4225-b704-5e6ac63067e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cefa4660-450c-4225-b704-5e6ac63067e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55c080e4-54f1-4547-bab7-0f9dc23d160f' class='xr-var-data-in' type='checkbox'><label for='data-55c080e4-54f1-4547-bab7-0f9dc23d160f' title='Show/Hide data 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;1980-01-01T00:30:00.000000000&#x27;, &#x27;1980-01-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1980-02-01T00:30:00.000000000&#x27;, &#x27;1980-02-29T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1980-03-01T00:30:00.000000000&#x27;, &#x27;1980-03-31T23:30:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2021-11-01T00:30:00.000000000&#x27;, &#x27;2021-11-30T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2021-12-01T00:30:00.000000000&#x27;, &#x27;2021-12-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2022-01-16T00:30:00.000000000&#x27;, &#x27;2022-01-16T23:30:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECTOT</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-49b2badb-472f-413a-85d2-69054b2a1f04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49b2badb-472f-413a-85d2-69054b2a1f04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7393f5fc-009e-4ac5-b538-eebbd4d46434' class='xr-var-data-in' type='checkbox'><label for='data-7393f5fc-009e-4ac5-b538-eebbd4d46434' title='Show/Hide data repr'><svg 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>total_precipitation</dd><dt><span>long_name :</span></dt><dd>total_precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[105007680 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b1b71097-269e-4a4c-9614-3dd11954d6e5' class='xr-section-summary-in' type='checkbox'  ><label for='section-b1b71097-269e-4a4c-9614-3dd11954d6e5' class='xr-section-summary' >Attributes: <span>(34)</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>history :</span></dt><dd>Thu Jun 16 11:24:03 2022: cdo mergetime 198001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 198002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198002.nc4 198003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198003.nc4 198004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198004.nc4 198005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198005.nc4 198006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198006.nc4 198007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198007.nc4 198008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198008.nc4 198009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198009.nc4 198010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198010.nc4 198011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198011.nc4 198012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198012.nc4 198101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198101.nc4 198102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198102.nc4 198103PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198103.nc4 198104PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198104.nc4 198105PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198105.nc4 198106PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198106.nc4 198107PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198107.nc4 198108PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198108.nc4 198109PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198109.nc4 198110PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198110.nc4 198111PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198111.nc4 198112PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198112.nc4 198201PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198201.nc4 198202PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198202.nc4 198203PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198203.nc4 198204PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198204.nc4 198205PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198205.nc4 198206PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198206.nc4 198207PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198207.nc4 198208PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198208.nc4 198209PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198209.nc4 198210PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198210.nc4 198211PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198211.nc4 198212PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198212.nc4 198301PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198301.nc4 198302PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198302.nc4 198303PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198303.nc4 198304PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198304.nc4 198305PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198305.nc4 198306PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198306.nc4 198307PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198307.nc4 198308PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198308.nc4 198309PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198309.nc4 198310PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198310.nc4 198311PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198311.nc4 198312PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198312.nc4 198401PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198401.nc4 198402PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198402.nc4 198403PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198403.nc4 198404PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198404.nc4 198405PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198405.nc4 198406PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198406.nc4 198407PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198407.nc4 198408PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198408.nc4 198409PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198409.nc4 198410PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198410.nc4 198411PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198411.nc4 198412PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198412.nc4 198501PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198501.nc4 198502PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198502.nc4 198503PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198503.nc4 198504PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198504.nc4 198505PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198505.nc4 198506PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198506.nc4 198507PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198507.nc4 198508PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198508.nc4 198509PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198509.nc4 198510PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198510.nc4 198511PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198511.nc4 198512PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198512.nc4 198601PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198601.nc4 198602PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198602.nc4 198603PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198603.nc4 198604PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198604.nc4 198605PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198605.nc4 198606PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198606.nc4 198607PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198607.nc4 198608PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198608.nc4 198609PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198609.nc4 198610PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198610.nc4 198611PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198611.nc4 198612PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198612.nc4 198701PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198701.nc4 198702PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198702.nc4 198703PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198703.nc4 198704PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198704.nc4 198705PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198705.nc4 198706PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198706.nc4 198707PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198707.nc4 198708PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198708.nc4 198709PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198709.nc4 198710PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198710.nc4 198711PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198711.nc4 198712PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198712.nc4 198801PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198801.nc4 198802PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198802.nc4 198803PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198803.nc4 198804PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198804.nc4 198805PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198805.nc4 198806PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198806.nc4 198807PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198807.nc4 198808PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198808.nc4 198809PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198809.nc4 198810PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198810.nc4 198811PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198811.nc4 198812PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198812.nc4 198901PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198901.nc4 198902PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198902.nc4 198903PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198903.nc4 198904PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198904.nc4 198905PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198905.nc4 198906PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198906.nc4 198907PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198907.nc4 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200701PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200701.nc4 200702PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200702.nc4 200703PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200703.nc4 200704PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200704.nc4 200705PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200705.nc4 200706PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200706.nc4 200707PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200707.nc4 200708PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200708.nc4 200709PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200709.nc4 200710PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200710.nc4 200711PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200711.nc4 200712PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200712.nc4 200801PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200801.nc4 200802PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200802.nc4 200803PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200803.nc4 200804PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200804.nc4 200805PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200805.nc4 200806PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200806.nc4 200807PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200807.nc4 200808PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200808.nc4 200809PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200809.nc4 200810PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200810.nc4 200811PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200811.nc4 200812PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200812.nc4 200901PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200901.nc4 200902PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200902.nc4 200903PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200903.nc4 200904PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200904.nc4 200905PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200905.nc4 200906PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200906.nc4 200907PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200907.nc4 200908PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200908.nc4 200909PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200909.nc4 200910PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200910.nc4 200911PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200911.nc4 200912PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200912.nc4 201001PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201001.nc4 201002PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201002.nc4 201003PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201003.nc4 201004PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201004.nc4 201005PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201005.nc4 201006PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201006.nc4 201007PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201007.nc4 201008PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201008.nc4 201009PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201009.nc4 201010PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201010.nc4 201011PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201011.nc4 201012PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201012.nc4 201101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201101.nc4 201102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201102.nc4 201103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201103.nc4 201104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201104.nc4 201105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201105.nc4 201106PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201106.nc4 201107PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201107.nc4 201108PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201108.nc4 201109PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201109.nc4 201110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201110.nc4 201111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201111.nc4 201112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201112.nc4 201201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201201.nc4 201202PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201202.nc4 201203PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201203.nc4 201204PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201204.nc4 201205PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201205.nc4 201206PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201206.nc4 201207PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201207.nc4 201208PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201208.nc4 201209PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201209.nc4 201210PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201210.nc4 201211PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201211.nc4 201212PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201212.nc4 201301PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201301.nc4 201302PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201302.nc4 201303PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201303.nc4 201304PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201304.nc4 201305PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201305.nc4 201306PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201306.nc4 201307PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201307.nc4 201308PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201308.nc4 201309PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201309.nc4 201310PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201310.nc4 201311PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201311.nc4 201312PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201312.nc4 201401PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201401.nc4 201402PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201402.nc4 201403PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201403.nc4 201404PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201404.nc4 201405PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201405.nc4 201406PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201406.nc4 201407PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201407.nc4 201408PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201408.nc4 201409PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201409.nc4 201410PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201410.nc4 201411PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201411.nc4 201412PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201412.nc4 201501PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201501.nc4 201502PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201502.nc4 201503PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201503.nc4 201504PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201504.nc4 201505PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201505.nc4 201506PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201506.nc4 201507PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201507.nc4 201508PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201508.nc4 201509PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201509.nc4 201510PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201510.nc4 201511PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201511.nc4 201512PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201512.nc4 201601PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201601.nc4 201602PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201602.nc4 201603PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201603.nc4 201604PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201604.nc4 201605PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201605.nc4 201606PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201606.nc4 201607PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201607.nc4 201608PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201608.nc4 201609PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201609.nc4 201610PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201610.nc4 201611PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201611.nc4 201612PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201612.nc4 201701PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201701.nc4 201702PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201702.nc4 201703PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201703.nc4 201704PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201704.nc4 201705PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201705.nc4 201706PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201706.nc4 201707PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201707.nc4 201708PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201708.nc4 201709PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201709.nc4 201710PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201710.nc4 201711PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201711.nc4 201712PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201712.nc4 201801PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201801.nc4 201802PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201802.nc4 201803PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201803.nc4 201804PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201804.nc4 201805PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201805.nc4 201806PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201806.nc4 201807PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201807.nc4 201808PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201808.nc4 201809PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201809.nc4 201810PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201810.nc4 201811PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201811.nc4 201812PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201812.nc4 201901PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201901.nc4 201902PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201902.nc4 201903PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201903.nc4 201904PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201904.nc4 201905PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201905.nc4 201906PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201906.nc4 201907PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201907.nc4 201908PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201908.nc4 201909PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201909.nc4 201910PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201910.nc4 201911PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201911.nc4 201912PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201912.nc4 202001PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202001.nc4 202002PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202002.nc4 202003PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202003.nc4 202004PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202004.nc4 202005PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202005.nc4 202006PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202006.nc4 202007PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202007.nc4 202008PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202008.nc4 202009PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202009.nc4 202010PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202010.nc4 202011PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202011.nc4 202012PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202012.nc4 202101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202101.nc4 202102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202102.nc4 202103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202103.nc4 202104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202104.nc4 202105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202105.nc4 202106PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202106.nc4 202107PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202107.nc4 202108PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202108.nc4 202109PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202109.nc4 202110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202110.nc4 202111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202111.nc4 202112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202112.nc4 202201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202201.nc ..//../monthly/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc\n",
       "Thu Jun 16 11:14:20 2022: cdo monavg ./1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 tmp/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4\n",
       "Tue Mar  1 13:15:53 2022: ncrcat PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800102.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800103.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800104.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800105.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800106.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800107.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800108.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800109.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800110.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800111.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800112.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800113.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800114.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800115.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800116.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800117.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800118.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800119.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800120.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800121.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800122.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800123.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800124.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800125.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800126.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800127.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800128.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800129.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800130.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800131.nc4 1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc\n",
       "Tue Mar 01 12:51:15 2022: cdo -f nc4 -z zip_3 -L dayavg -selvar,PRECTOT MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Conventions :</span></dt><dd>CF-1</dd><dt><span>History :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>Comment :</span></dt><dd>GMAO filename: d5124_m2_jan79.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Filename :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Institution :</span></dt><dd>NASA Global Modeling and Assimilation Office</dd><dt><span>References :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>Format :</span></dt><dd>NetCDF-4/HDF-5</dd><dt><span>SpatialCoverage :</span></dt><dd>global</dd><dt><span>VersionID :</span></dt><dd>5.12.4</dd><dt><span>TemporalRange :</span></dt><dd>1980-01-01 -&gt; 2016-12-31</dd><dt><span>identifier_product_doi_authority :</span></dt><dd>http://dx.doi.org/</dd><dt><span>ShortName :</span></dt><dd>M2T1NXFLX</dd><dt><span>GranuleID :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>ProductionDateTime :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>LongName :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>Title :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>SouthernmostLatitude :</span></dt><dd>-90.0</dd><dt><span>NorthernmostLatitude :</span></dt><dd>90.0</dd><dt><span>WesternmostLongitude :</span></dt><dd>-180.0</dd><dt><span>EasternmostLongitude :</span></dt><dd>179.375</dd><dt><span>LatitudeResolution :</span></dt><dd>0.5</dd><dt><span>LongitudeResolution :</span></dt><dd>0.625</dd><dt><span>DataResolution :</span></dt><dd>0.5 x 0.625</dd><dt><span>Contact :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>identifier_product_doi :</span></dt><dd>10.5067/7MCPBJ41Y0K6</dd><dt><span>RangeBeginningDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeBeginningTime :</span></dt><dd>00:00:00.000000</dd><dt><span>RangeEndingDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeEndingTime :</span></dt><dd>23:59:59.000000</dd><dt><span>frequency :</span></dt><dd>mon</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>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:    (time: 505, bnds: 2, lon: 576, lat: 361)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * lon        (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
       "  * lat        (lat) float64 -90.0 -89.5 -89.0 -88.5 ... 88.5 89.0 89.5 90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc..."
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     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/model/MERRA/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc')\n",
    "\n",
    " \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "dd4c1bcc",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 419, bnds: 2, lon: 576, lat: 361)\n",
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       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc...</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-bd3b52c0-3c73-4ae2-9895-3a3232ee2a51' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bd3b52c0-3c73-4ae2-9895-3a3232ee2a51' 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'>lon</span>: 576</li><li><span class='xr-has-index'>lat</span>: 361</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e3753f33-8fb0-4601-88f0-d19f3f0e0f20' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3753f33-8fb0-4601-88f0-d19f3f0e0f20' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1981-01-16T12:00:00 ... 2015-11-16</div><input id='attrs-6595883b-0a9d-4343-9760-9b199d914ed0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6595883b-0a9d-4343-9760-9b199d914ed0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5da5e0e8-8dad-4165-8993-4646e7052636' class='xr-var-data-in' type='checkbox'><label for='data-5da5e0e8-8dad-4165-8993-4646e7052636' title='Show/Hide data repr'><svg 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;1981-01-16T12:00:00.000000000&#x27;, &#x27;1981-02-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-03-01T12:00:00.000000000&#x27;, ..., &#x27;2015-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-10-16T12:00:00.000000000&#x27;, &#x27;2015-11-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-180.0 -179.4 ... 178.8 179.4</div><input id='attrs-02c4ef71-62a9-4a13-b069-08409fc64a18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02c4ef71-62a9-4a13-b069-08409fc64a18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64d81a1b-4e56-4a0d-b044-b5939475f384' class='xr-var-data-in' type='checkbox'><label for='data-64d81a1b-4e56-4a0d-b044-b5939475f384' title='Show/Hide data repr'><svg 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([-180.   , -179.375, -178.75 , ...,  178.125,  178.75 ,  179.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.5 -89.0 ... 89.5 90.0</div><input id='attrs-0e1ac38e-dfd2-4746-9d6e-861ba39b8d1a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e1ac38e-dfd2-4746-9d6e-861ba39b8d1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0a4f557-8c23-4485-a48d-566188804205' class='xr-var-data-in' type='checkbox'><label for='data-c0a4f557-8c23-4485-a48d-566188804205' title='Show/Hide data repr'><svg 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. , -89.5, -89. , ...,  89. ,  89.5,  90. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f661e0cb-a3b5-4e42-a34f-c783c856e714' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f661e0cb-a3b5-4e42-a34f-c783c856e714' 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'>1981-01-01T00:30:00 ... 2015-11-...</div><input id='attrs-b2bc8315-9b56-495f-bcdf-b11436e9becf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2bc8315-9b56-495f-bcdf-b11436e9becf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bf88feb-052f-4f54-b5ae-f54e242525ca' class='xr-var-data-in' type='checkbox'><label for='data-2bf88feb-052f-4f54-b5ae-f54e242525ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1981-01-01T00:30:00.000000000&#x27;, &#x27;1981-01-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-02-01T00:30:00.000000000&#x27;, &#x27;1981-02-28T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:30:00.000000000&#x27;, &#x27;1981-03-31T23:30:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-09-01T00:30:00.000000000&#x27;, &#x27;2015-09-30T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-10-01T00:30:00.000000000&#x27;, &#x27;2015-10-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-11-01T00:30:00.000000000&#x27;, &#x27;2015-11-30T23:30:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECTOT</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fc42d6cf-7d5c-49db-982a-1d350e818080' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc42d6cf-7d5c-49db-982a-1d350e818080' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cda9cfa-c80a-4ddb-bd29-cc010fc1d9bf' class='xr-var-data-in' type='checkbox'><label for='data-2cda9cfa-c80a-4ddb-bd29-cc010fc1d9bf' title='Show/Hide data repr'><svg 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>total_precipitation</dd><dt><span>long_name :</span></dt><dd>total_precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[87125184 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-469658c5-bdd2-48c4-acc1-a0916444845f' class='xr-section-summary-in' type='checkbox'  ><label for='section-469658c5-bdd2-48c4-acc1-a0916444845f' class='xr-section-summary' >Attributes: <span>(34)</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>history :</span></dt><dd>Thu Jun 16 11:24:03 2022: cdo mergetime 198001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 198002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198002.nc4 198003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198003.nc4 198004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198004.nc4 198005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198005.nc4 198006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198006.nc4 198007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198007.nc4 198008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198008.nc4 198009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198009.nc4 198010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198010.nc4 198011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198011.nc4 198012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198012.nc4 198101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198101.nc4 198102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198102.nc4 198103PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198103.nc4 198104PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198104.nc4 198105PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198105.nc4 198106PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198106.nc4 198107PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198107.nc4 198108PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198108.nc4 198109PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198109.nc4 198110PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198110.nc4 198111PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198111.nc4 198112PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198112.nc4 198201PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198201.nc4 198202PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198202.nc4 198203PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198203.nc4 198204PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198204.nc4 198205PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198205.nc4 198206PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198206.nc4 198207PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198207.nc4 198208PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198208.nc4 198209PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198209.nc4 198210PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198210.nc4 198211PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198211.nc4 198212PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198212.nc4 198301PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198301.nc4 198302PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198302.nc4 198303PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198303.nc4 198304PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198304.nc4 198305PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198305.nc4 198306PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198306.nc4 198307PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198307.nc4 198308PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198308.nc4 198309PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198309.nc4 198310PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198310.nc4 198311PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198311.nc4 198312PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198312.nc4 198401PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198401.nc4 198402PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198402.nc4 198403PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198403.nc4 198404PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198404.nc4 198405PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198405.nc4 198406PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198406.nc4 198407PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198407.nc4 198408PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198408.nc4 198409PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198409.nc4 198410PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198410.nc4 198411PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198411.nc4 198412PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198412.nc4 198501PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198501.nc4 198502PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198502.nc4 198503PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198503.nc4 198504PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198504.nc4 198505PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198505.nc4 198506PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198506.nc4 198507PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198507.nc4 198508PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198508.nc4 198509PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198509.nc4 198510PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198510.nc4 198511PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198511.nc4 198512PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198512.nc4 198601PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198601.nc4 198602PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198602.nc4 198603PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198603.nc4 198604PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198604.nc4 198605PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198605.nc4 198606PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198606.nc4 198607PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198607.nc4 198608PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198608.nc4 198609PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198609.nc4 198610PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198610.nc4 198611PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198611.nc4 198612PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198612.nc4 198701PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198701.nc4 198702PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198702.nc4 198703PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198703.nc4 198704PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198704.nc4 198705PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198705.nc4 198706PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198706.nc4 198707PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198707.nc4 198708PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198708.nc4 198709PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198709.nc4 198710PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198710.nc4 198711PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198711.nc4 198712PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198712.nc4 198801PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198801.nc4 198802PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198802.nc4 198803PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198803.nc4 198804PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198804.nc4 198805PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198805.nc4 198806PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198806.nc4 198807PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198807.nc4 198808PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198808.nc4 198809PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198809.nc4 198810PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198810.nc4 198811PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198811.nc4 198812PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198812.nc4 198901PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198901.nc4 198902PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198902.nc4 198903PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198903.nc4 198904PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198904.nc4 198905PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198905.nc4 198906PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198906.nc4 198907PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198907.nc4 198908PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198908.nc4 198909PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198909.nc4 198910PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198910.nc4 198911PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198911.nc4 198912PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198912.nc4 199001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199001.nc4 199002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199002.nc4 199003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199003.nc4 199004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199004.nc4 199005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199005.nc4 199006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199006.nc4 199007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199007.nc4 199008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199008.nc4 199009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199009.nc4 199010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199010.nc4 199011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199011.nc4 199012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199012.nc4 199101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199101.nc4 199102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199102.nc4 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201003PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201003.nc4 201004PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201004.nc4 201005PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201005.nc4 201006PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201006.nc4 201007PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201007.nc4 201008PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201008.nc4 201009PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201009.nc4 201010PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201010.nc4 201011PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201011.nc4 201012PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201012.nc4 201101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201101.nc4 201102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201102.nc4 201103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201103.nc4 201104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201104.nc4 201105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201105.nc4 201106PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201106.nc4 201107PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201107.nc4 201108PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201108.nc4 201109PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201109.nc4 201110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201110.nc4 201111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201111.nc4 201112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201112.nc4 201201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201201.nc4 201202PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201202.nc4 201203PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201203.nc4 201204PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201204.nc4 201205PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201205.nc4 201206PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201206.nc4 201207PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201207.nc4 201208PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201208.nc4 201209PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201209.nc4 201210PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201210.nc4 201211PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201211.nc4 201212PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201212.nc4 201301PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201301.nc4 201302PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201302.nc4 201303PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201303.nc4 201304PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201304.nc4 201305PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201305.nc4 201306PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201306.nc4 201307PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201307.nc4 201308PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201308.nc4 201309PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201309.nc4 201310PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201310.nc4 201311PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201311.nc4 201312PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201312.nc4 201401PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201401.nc4 201402PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201402.nc4 201403PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201403.nc4 201404PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201404.nc4 201405PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201405.nc4 201406PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201406.nc4 201407PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201407.nc4 201408PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201408.nc4 201409PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201409.nc4 201410PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201410.nc4 201411PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201411.nc4 201412PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201412.nc4 201501PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201501.nc4 201502PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201502.nc4 201503PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201503.nc4 201504PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201504.nc4 201505PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201505.nc4 201506PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201506.nc4 201507PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201507.nc4 201508PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201508.nc4 201509PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201509.nc4 201510PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201510.nc4 201511PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201511.nc4 201512PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201512.nc4 201601PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201601.nc4 201602PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201602.nc4 201603PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201603.nc4 201604PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201604.nc4 201605PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201605.nc4 201606PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201606.nc4 201607PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201607.nc4 201608PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201608.nc4 201609PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201609.nc4 201610PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201610.nc4 201611PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201611.nc4 201612PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201612.nc4 201701PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201701.nc4 201702PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201702.nc4 201703PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201703.nc4 201704PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201704.nc4 201705PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201705.nc4 201706PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201706.nc4 201707PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201707.nc4 201708PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201708.nc4 201709PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201709.nc4 201710PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201710.nc4 201711PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201711.nc4 201712PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201712.nc4 201801PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201801.nc4 201802PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201802.nc4 201803PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201803.nc4 201804PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201804.nc4 201805PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201805.nc4 201806PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201806.nc4 201807PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201807.nc4 201808PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201808.nc4 201809PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201809.nc4 201810PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201810.nc4 201811PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201811.nc4 201812PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201812.nc4 201901PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201901.nc4 201902PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201902.nc4 201903PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201903.nc4 201904PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201904.nc4 201905PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201905.nc4 201906PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201906.nc4 201907PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201907.nc4 201908PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201908.nc4 201909PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201909.nc4 201910PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201910.nc4 201911PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201911.nc4 201912PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201912.nc4 202001PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202001.nc4 202002PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202002.nc4 202003PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202003.nc4 202004PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202004.nc4 202005PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202005.nc4 202006PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202006.nc4 202007PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202007.nc4 202008PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202008.nc4 202009PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202009.nc4 202010PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202010.nc4 202011PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202011.nc4 202012PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202012.nc4 202101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202101.nc4 202102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202102.nc4 202103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202103.nc4 202104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202104.nc4 202105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202105.nc4 202106PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202106.nc4 202107PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202107.nc4 202108PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202108.nc4 202109PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202109.nc4 202110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202110.nc4 202111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202111.nc4 202112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202112.nc4 202201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202201.nc ..//../monthly/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc\n",
       "Thu Jun 16 11:14:20 2022: cdo monavg ./1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 tmp/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4\n",
       "Tue Mar  1 13:15:53 2022: ncrcat PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800102.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800103.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800104.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800105.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800106.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800107.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800108.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800109.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800110.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800111.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800112.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800113.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800114.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800115.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800116.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800117.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800118.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800119.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800120.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800121.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800122.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800123.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800124.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800125.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800126.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800127.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800128.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800129.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800130.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800131.nc4 1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc\n",
       "Tue Mar 01 12:51:15 2022: cdo -f nc4 -z zip_3 -L dayavg -selvar,PRECTOT MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Conventions :</span></dt><dd>CF-1</dd><dt><span>History :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>Comment :</span></dt><dd>GMAO filename: d5124_m2_jan79.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Filename :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Institution :</span></dt><dd>NASA Global Modeling and Assimilation Office</dd><dt><span>References :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>Format :</span></dt><dd>NetCDF-4/HDF-5</dd><dt><span>SpatialCoverage :</span></dt><dd>global</dd><dt><span>VersionID :</span></dt><dd>5.12.4</dd><dt><span>TemporalRange :</span></dt><dd>1980-01-01 -&gt; 2016-12-31</dd><dt><span>identifier_product_doi_authority :</span></dt><dd>http://dx.doi.org/</dd><dt><span>ShortName :</span></dt><dd>M2T1NXFLX</dd><dt><span>GranuleID :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>ProductionDateTime :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>LongName :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>Title :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>SouthernmostLatitude :</span></dt><dd>-90.0</dd><dt><span>NorthernmostLatitude :</span></dt><dd>90.0</dd><dt><span>WesternmostLongitude :</span></dt><dd>-180.0</dd><dt><span>EasternmostLongitude :</span></dt><dd>179.375</dd><dt><span>LatitudeResolution :</span></dt><dd>0.5</dd><dt><span>LongitudeResolution :</span></dt><dd>0.625</dd><dt><span>DataResolution :</span></dt><dd>0.5 x 0.625</dd><dt><span>Contact :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>identifier_product_doi :</span></dt><dd>10.5067/7MCPBJ41Y0K6</dd><dt><span>RangeBeginningDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeBeginningTime :</span></dt><dd>00:00:00.000000</dd><dt><span>RangeEndingDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeEndingTime :</span></dt><dd>23:59:59.000000</dd><dt><span>frequency :</span></dt><dd>mon</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, lon: 576, lat: 361)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-01-16T12:00:00 ... 2015-11-16\n",
       "  * lon        (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
       "  * lat        (lat) float64 -90.0 -89.5 -89.0 -88.5 ... 88.5 89.0 89.5 90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-01-01T00:30:00 ... 2015-11-30...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc..."
      ]
     },
     "execution_count": 178,
     "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": 179,
   "id": "9a3bc67f",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 140, bnds: 2, lon: 576, lat: 361)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2015-09-16\n",
       "  * lon        (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
       "  * lat        (lat) float64 -90.0 -89.5 -89.0 -88.5 ... 88.5 89.0 89.5 90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01T00:30:00 ... 2015-09-30...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc...</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-e53dad0e-dccd-4bf4-bb7b-f96494e6cb2b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e53dad0e-dccd-4bf4-bb7b-f96494e6cb2b' 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'>lon</span>: 576</li><li><span class='xr-has-index'>lat</span>: 361</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e16e8e79-f386-4382-8d74-5831d9cb5c83' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e16e8e79-f386-4382-8d74-5831d9cb5c83' 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'>1981-06-01T12:00:00 ... 2015-09-16</div><input id='attrs-46622bd2-c0cd-4cd5-bd0a-6d8c16c88740' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46622bd2-c0cd-4cd5-bd0a-6d8c16c88740' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1005af3e-91e2-46ef-b256-631c5c6a05c1' class='xr-var-data-in' type='checkbox'><label for='data-1005af3e-91e2-46ef-b256-631c5c6a05c1' title='Show/Hide data repr'><svg 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;1981-06-01T12:00:00.000000000&#x27;, &#x27;1981-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T12:00:00.000000000&#x27;, &#x27;1981-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T12:00:00.000000000&#x27;, &#x27;1982-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T12:00:00.000000000&#x27;, &#x27;1982-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T12:00:00.000000000&#x27;, &#x27;1983-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T12:00:00.000000000&#x27;, &#x27;1983-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T12:00:00.000000000&#x27;, &#x27;1984-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T12:00:00.000000000&#x27;, &#x27;1984-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T12:00:00.000000000&#x27;, &#x27;1985-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T12:00:00.000000000&#x27;, &#x27;1985-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T12:00:00.000000000&#x27;, &#x27;1986-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T12:00:00.000000000&#x27;, &#x27;1986-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T12:00:00.000000000&#x27;, &#x27;1987-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T12:00:00.000000000&#x27;, &#x27;1987-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T12:00:00.000000000&#x27;, &#x27;1988-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T12:00:00.000000000&#x27;, &#x27;1988-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T12:00:00.000000000&#x27;, &#x27;1989-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T12:00:00.000000000&#x27;, &#x27;1989-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T12:00:00.000000000&#x27;, &#x27;1990-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T12:00:00.000000000&#x27;, &#x27;1990-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T12:00:00.000000000&#x27;, &#x27;1991-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T12:00:00.000000000&#x27;, &#x27;1991-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T12:00:00.000000000&#x27;, &#x27;1992-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T12:00:00.000000000&#x27;, &#x27;1992-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T12:00:00.000000000&#x27;, &#x27;1993-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T12:00:00.000000000&#x27;, &#x27;1993-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T12:00:00.000000000&#x27;, &#x27;1994-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T12:00:00.000000000&#x27;, &#x27;1994-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T12:00:00.000000000&#x27;, &#x27;1995-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T12:00:00.000000000&#x27;, &#x27;1995-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T12:00:00.000000000&#x27;, &#x27;1996-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T12:00:00.000000000&#x27;, &#x27;1996-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T12:00:00.000000000&#x27;, &#x27;1997-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T12:00:00.000000000&#x27;, &#x27;1997-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T12:00:00.000000000&#x27;, &#x27;1998-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T12:00:00.000000000&#x27;, &#x27;1998-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T12:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T12:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T12:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T12:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T12:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T12:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T12:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-16T00:00:00.000000000&#x27;, &#x27;2006-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-16T12:00:00.000000000&#x27;, &#x27;2006-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-16T00:00:00.000000000&#x27;, &#x27;2007-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-16T12:00:00.000000000&#x27;, &#x27;2007-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-16T00:00:00.000000000&#x27;, &#x27;2008-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-16T12:00:00.000000000&#x27;, &#x27;2008-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-16T00:00:00.000000000&#x27;, &#x27;2009-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-16T12:00:00.000000000&#x27;, &#x27;2009-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-16T00:00:00.000000000&#x27;, &#x27;2010-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-16T12:00:00.000000000&#x27;, &#x27;2010-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-16T00:00:00.000000000&#x27;, &#x27;2011-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-16T12:00:00.000000000&#x27;, &#x27;2011-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-15T12:00:00.000000000&#x27;, &#x27;2012-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-16T12:00:00.000000000&#x27;, &#x27;2012-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-16T00:00:00.000000000&#x27;, &#x27;2013-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-16T12:00:00.000000000&#x27;, &#x27;2013-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-16T00:00:00.000000000&#x27;, &#x27;2014-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-16T12:00:00.000000000&#x27;, &#x27;2014-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-16T00:00:00.000000000&#x27;, &#x27;2015-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-16T12:00:00.000000000&#x27;, &#x27;2015-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-180.0 -179.4 ... 178.8 179.4</div><input id='attrs-6951a17b-dd3f-4395-8759-de0fe062231c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6951a17b-dd3f-4395-8759-de0fe062231c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69501195-e97b-4e2c-ada0-74ef3e642b7e' class='xr-var-data-in' type='checkbox'><label for='data-69501195-e97b-4e2c-ada0-74ef3e642b7e' title='Show/Hide data repr'><svg 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([-180.   , -179.375, -178.75 , ...,  178.125,  178.75 ,  179.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.5 -89.0 ... 89.5 90.0</div><input id='attrs-06e89c83-17c9-4475-9ead-dd8ba425c1d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06e89c83-17c9-4475-9ead-dd8ba425c1d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1082ce45-e437-48a5-8d6f-0c06ff630e6b' class='xr-var-data-in' type='checkbox'><label for='data-1082ce45-e437-48a5-8d6f-0c06ff630e6b' title='Show/Hide data repr'><svg 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. , -89.5, -89. , ...,  89. ,  89.5,  90. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d30001c-587f-4c77-9b5b-706c2eec0f15' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4d30001c-587f-4c77-9b5b-706c2eec0f15' 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'>1981-06-01T00:30:00 ... 2015-09-...</div><input id='attrs-06b258b0-dc10-438e-a57f-7d0675af597d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06b258b0-dc10-438e-a57f-7d0675af597d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64c1ba17-4137-40c6-9c27-7506f97406ce' class='xr-var-data-in' type='checkbox'><label for='data-64c1ba17-4137-40c6-9c27-7506f97406ce' title='Show/Hide data 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;1981-06-01T00:30:00.000000000&#x27;, &#x27;1981-06-30T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:30:00.000000000&#x27;, &#x27;1981-07-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:30:00.000000000&#x27;, &#x27;1981-08-31T23:30:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-07-01T00:30:00.000000000&#x27;, &#x27;2015-07-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-08-01T00:30:00.000000000&#x27;, &#x27;2015-08-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-09-01T00:30:00.000000000&#x27;, &#x27;2015-09-30T23:30:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECTOT</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-27be1aa2-8827-40f1-a29c-ebc96995fa86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27be1aa2-8827-40f1-a29c-ebc96995fa86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89a2fca7-a77d-46ad-904d-2b6496da37a1' class='xr-var-data-in' type='checkbox'><label for='data-89a2fca7-a77d-46ad-904d-2b6496da37a1' title='Show/Hide data repr'><svg 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>total_precipitation</dd><dt><span>long_name :</span></dt><dd>total_precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[29111040 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6a3e7e73-60b0-4774-9b1c-c1231ff9cd5d' class='xr-section-summary-in' type='checkbox'  ><label for='section-6a3e7e73-60b0-4774-9b1c-c1231ff9cd5d' class='xr-section-summary' >Attributes: <span>(34)</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>history :</span></dt><dd>Thu Jun 16 11:24:03 2022: cdo mergetime 198001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 198002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198002.nc4 198003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198003.nc4 198004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198004.nc4 198005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198005.nc4 198006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198006.nc4 198007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198007.nc4 198008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198008.nc4 198009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198009.nc4 198010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198010.nc4 198011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198011.nc4 198012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198012.nc4 198101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198101.nc4 198102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198102.nc4 198103PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198103.nc4 198104PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198104.nc4 198105PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198105.nc4 198106PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198106.nc4 198107PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198107.nc4 198108PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198108.nc4 198109PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198109.nc4 198110PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198110.nc4 198111PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198111.nc4 198112PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198112.nc4 198201PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198201.nc4 198202PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198202.nc4 198203PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198203.nc4 198204PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198204.nc4 198205PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198205.nc4 198206PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198206.nc4 198207PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198207.nc4 198208PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198208.nc4 198209PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198209.nc4 198210PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198210.nc4 198211PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198211.nc4 198212PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198212.nc4 198301PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198301.nc4 198302PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198302.nc4 198303PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198303.nc4 198304PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198304.nc4 198305PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198305.nc4 198306PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198306.nc4 198307PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198307.nc4 198308PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198308.nc4 198309PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198309.nc4 198310PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198310.nc4 198311PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198311.nc4 198312PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198312.nc4 198401PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198401.nc4 198402PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198402.nc4 198403PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198403.nc4 198404PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198404.nc4 198405PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198405.nc4 198406PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198406.nc4 198407PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198407.nc4 198408PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198408.nc4 198409PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198409.nc4 198410PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198410.nc4 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200701PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200701.nc4 200702PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200702.nc4 200703PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200703.nc4 200704PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200704.nc4 200705PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200705.nc4 200706PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200706.nc4 200707PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200707.nc4 200708PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200708.nc4 200709PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200709.nc4 200710PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200710.nc4 200711PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200711.nc4 200712PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200712.nc4 200801PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200801.nc4 200802PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200802.nc4 200803PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200803.nc4 200804PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200804.nc4 200805PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200805.nc4 200806PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200806.nc4 200807PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200807.nc4 200808PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200808.nc4 200809PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200809.nc4 200810PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200810.nc4 200811PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200811.nc4 200812PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200812.nc4 200901PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200901.nc4 200902PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200902.nc4 200903PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200903.nc4 200904PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200904.nc4 200905PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200905.nc4 200906PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200906.nc4 200907PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200907.nc4 200908PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200908.nc4 200909PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200909.nc4 200910PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200910.nc4 200911PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200911.nc4 200912PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.200912.nc4 201001PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201001.nc4 201002PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201002.nc4 201003PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201003.nc4 201004PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201004.nc4 201005PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201005.nc4 201006PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201006.nc4 201007PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201007.nc4 201008PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201008.nc4 201009PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201009.nc4 201010PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201010.nc4 201011PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201011.nc4 201012PRECTOT_MERRA2_300.tavg1_2d_flx_Nx.201012.nc4 201101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201101.nc4 201102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201102.nc4 201103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201103.nc4 201104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201104.nc4 201105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201105.nc4 201106PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201106.nc4 201107PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201107.nc4 201108PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201108.nc4 201109PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201109.nc4 201110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201110.nc4 201111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201111.nc4 201112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201112.nc4 201201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201201.nc4 201202PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201202.nc4 201203PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201203.nc4 201204PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201204.nc4 201205PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201205.nc4 201206PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201206.nc4 201207PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201207.nc4 201208PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201208.nc4 201209PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201209.nc4 201210PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201210.nc4 201211PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201211.nc4 201212PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201212.nc4 201301PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201301.nc4 201302PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201302.nc4 201303PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201303.nc4 201304PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201304.nc4 201305PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201305.nc4 201306PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201306.nc4 201307PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201307.nc4 201308PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201308.nc4 201309PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201309.nc4 201310PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201310.nc4 201311PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201311.nc4 201312PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201312.nc4 201401PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201401.nc4 201402PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201402.nc4 201403PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201403.nc4 201404PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201404.nc4 201405PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201405.nc4 201406PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201406.nc4 201407PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201407.nc4 201408PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201408.nc4 201409PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201409.nc4 201410PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201410.nc4 201411PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201411.nc4 201412PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201412.nc4 201501PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201501.nc4 201502PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201502.nc4 201503PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201503.nc4 201504PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201504.nc4 201505PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201505.nc4 201506PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201506.nc4 201507PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201507.nc4 201508PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201508.nc4 201509PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201509.nc4 201510PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201510.nc4 201511PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201511.nc4 201512PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201512.nc4 201601PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201601.nc4 201602PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201602.nc4 201603PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201603.nc4 201604PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201604.nc4 201605PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201605.nc4 201606PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201606.nc4 201607PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201607.nc4 201608PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201608.nc4 201609PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201609.nc4 201610PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201610.nc4 201611PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201611.nc4 201612PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201612.nc4 201701PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201701.nc4 201702PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201702.nc4 201703PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201703.nc4 201704PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201704.nc4 201705PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201705.nc4 201706PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201706.nc4 201707PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201707.nc4 201708PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201708.nc4 201709PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201709.nc4 201710PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201710.nc4 201711PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201711.nc4 201712PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201712.nc4 201801PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201801.nc4 201802PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201802.nc4 201803PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201803.nc4 201804PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201804.nc4 201805PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201805.nc4 201806PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201806.nc4 201807PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201807.nc4 201808PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201808.nc4 201809PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201809.nc4 201810PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201810.nc4 201811PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201811.nc4 201812PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201812.nc4 201901PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201901.nc4 201902PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201902.nc4 201903PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201903.nc4 201904PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201904.nc4 201905PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201905.nc4 201906PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201906.nc4 201907PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201907.nc4 201908PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201908.nc4 201909PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201909.nc4 201910PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201910.nc4 201911PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201911.nc4 201912PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.201912.nc4 202001PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202001.nc4 202002PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202002.nc4 202003PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202003.nc4 202004PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202004.nc4 202005PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202005.nc4 202006PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202006.nc4 202007PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202007.nc4 202008PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202008.nc4 202009PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202009.nc4 202010PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202010.nc4 202011PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202011.nc4 202012PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202012.nc4 202101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202101.nc4 202102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202102.nc4 202103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202103.nc4 202104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202104.nc4 202105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202105.nc4 202106PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202106.nc4 202107PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202107.nc4 202108PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202108.nc4 202109PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202109.nc4 202110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202110.nc4 202111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202111.nc4 202112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202112.nc4 202201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202201.nc ..//../monthly/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc\n",
       "Thu Jun 16 11:14:20 2022: cdo monavg ./1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 tmp/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4\n",
       "Tue Mar  1 13:15:53 2022: ncrcat PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800102.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800103.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800104.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800105.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800106.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800107.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800108.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800109.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800110.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800111.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800112.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800113.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800114.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800115.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800116.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800117.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800118.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800119.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800120.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800121.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800122.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800123.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800124.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800125.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800126.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800127.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800128.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800129.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800130.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800131.nc4 1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc\n",
       "Tue Mar 01 12:51:15 2022: cdo -f nc4 -z zip_3 -L dayavg -selvar,PRECTOT MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Conventions :</span></dt><dd>CF-1</dd><dt><span>History :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>Comment :</span></dt><dd>GMAO filename: d5124_m2_jan79.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Filename :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Institution :</span></dt><dd>NASA Global Modeling and Assimilation Office</dd><dt><span>References :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>Format :</span></dt><dd>NetCDF-4/HDF-5</dd><dt><span>SpatialCoverage :</span></dt><dd>global</dd><dt><span>VersionID :</span></dt><dd>5.12.4</dd><dt><span>TemporalRange :</span></dt><dd>1980-01-01 -&gt; 2016-12-31</dd><dt><span>identifier_product_doi_authority :</span></dt><dd>http://dx.doi.org/</dd><dt><span>ShortName :</span></dt><dd>M2T1NXFLX</dd><dt><span>GranuleID :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>ProductionDateTime :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>LongName :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>Title :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>SouthernmostLatitude :</span></dt><dd>-90.0</dd><dt><span>NorthernmostLatitude :</span></dt><dd>90.0</dd><dt><span>WesternmostLongitude :</span></dt><dd>-180.0</dd><dt><span>EasternmostLongitude :</span></dt><dd>179.375</dd><dt><span>LatitudeResolution :</span></dt><dd>0.5</dd><dt><span>LongitudeResolution :</span></dt><dd>0.625</dd><dt><span>DataResolution :</span></dt><dd>0.5 x 0.625</dd><dt><span>Contact :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>identifier_product_doi :</span></dt><dd>10.5067/7MCPBJ41Y0K6</dd><dt><span>RangeBeginningDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeBeginningTime :</span></dt><dd>00:00:00.000000</dd><dt><span>RangeEndingDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeEndingTime :</span></dt><dd>23:59:59.000000</dd><dt><span>frequency :</span></dt><dd>mon</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, lon: 576, lat: 361)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2015-09-16\n",
       "  * lon        (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
       "  * lat        (lat) float64 -90.0 -89.5 -89.0 -88.5 ... 88.5 89.0 89.5 90.0\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01T00:30:00 ... 2015-09-30...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc..."
      ]
     },
     "execution_count": 179,
     "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": 180,
   "id": "9c60e20a",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 140, bnds: 2, lon: 12, lat: 20)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2015-09-16\n",
       "  * lon        (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat        (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 26.0 26.5 27.0 27.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01T00:30:00 ... 2015-09-30...\n",
       "    PRECTOT    (time, lat, lon) float32 9.803e-05 8.698e-05 ... 0.0003529\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc...</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-3d6c127a-5e15-482f-afcc-4e49cfb5b09b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3d6c127a-5e15-482f-afcc-4e49cfb5b09b' 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'>lon</span>: 12</li><li><span class='xr-has-index'>lat</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2abf3b24-f084-4817-9ae8-ea5c714bc33f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2abf3b24-f084-4817-9ae8-ea5c714bc33f' 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'>1981-06-01T12:00:00 ... 2015-09-16</div><input id='attrs-16b64dc4-e94d-42af-985d-f6eea8b81b67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16b64dc4-e94d-42af-985d-f6eea8b81b67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b932b1b-023a-4f60-be33-4f0fe8947491' class='xr-var-data-in' type='checkbox'><label for='data-8b932b1b-023a-4f60-be33-4f0fe8947491' title='Show/Hide data repr'><svg 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;1981-06-01T12:00:00.000000000&#x27;, &#x27;1981-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1981-08-01T12:00:00.000000000&#x27;, &#x27;1981-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-06-01T12:00:00.000000000&#x27;, &#x27;1982-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1982-08-01T12:00:00.000000000&#x27;, &#x27;1982-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-06-01T12:00:00.000000000&#x27;, &#x27;1983-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1983-08-01T12:00:00.000000000&#x27;, &#x27;1983-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-06-01T12:00:00.000000000&#x27;, &#x27;1984-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1984-08-01T12:00:00.000000000&#x27;, &#x27;1984-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-06-01T12:00:00.000000000&#x27;, &#x27;1985-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1985-08-01T12:00:00.000000000&#x27;, &#x27;1985-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-06-01T12:00:00.000000000&#x27;, &#x27;1986-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1986-08-01T12:00:00.000000000&#x27;, &#x27;1986-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-06-01T12:00:00.000000000&#x27;, &#x27;1987-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1987-08-01T12:00:00.000000000&#x27;, &#x27;1987-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-06-01T12:00:00.000000000&#x27;, &#x27;1988-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1988-08-01T12:00:00.000000000&#x27;, &#x27;1988-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-06-01T12:00:00.000000000&#x27;, &#x27;1989-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1989-08-01T12:00:00.000000000&#x27;, &#x27;1989-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-06-01T12:00:00.000000000&#x27;, &#x27;1990-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1990-08-01T12:00:00.000000000&#x27;, &#x27;1990-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-06-01T12:00:00.000000000&#x27;, &#x27;1991-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1991-08-01T12:00:00.000000000&#x27;, &#x27;1991-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-06-01T12:00:00.000000000&#x27;, &#x27;1992-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1992-08-01T12:00:00.000000000&#x27;, &#x27;1992-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-06-01T12:00:00.000000000&#x27;, &#x27;1993-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1993-08-01T12:00:00.000000000&#x27;, &#x27;1993-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-06-01T12:00:00.000000000&#x27;, &#x27;1994-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1994-08-01T12:00:00.000000000&#x27;, &#x27;1994-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-06-01T12:00:00.000000000&#x27;, &#x27;1995-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1995-08-01T12:00:00.000000000&#x27;, &#x27;1995-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-06-01T12:00:00.000000000&#x27;, &#x27;1996-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1996-08-01T12:00:00.000000000&#x27;, &#x27;1996-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-06-01T12:00:00.000000000&#x27;, &#x27;1997-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1997-08-01T12:00:00.000000000&#x27;, &#x27;1997-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-06-01T12:00:00.000000000&#x27;, &#x27;1998-07-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1998-08-01T12:00:00.000000000&#x27;, &#x27;1998-09-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-06-16T00:00:00.000000000&#x27;, &#x27;1999-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;1999-08-16T12:00:00.000000000&#x27;, &#x27;1999-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-16T00:00:00.000000000&#x27;, &#x27;2000-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-16T12:00:00.000000000&#x27;, &#x27;2000-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2001-06-16T00:00:00.000000000&#x27;, &#x27;2001-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-08-16T12:00:00.000000000&#x27;, &#x27;2001-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2002-06-16T00:00:00.000000000&#x27;, &#x27;2002-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2002-08-16T12:00:00.000000000&#x27;, &#x27;2002-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2003-06-16T00:00:00.000000000&#x27;, &#x27;2003-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2003-08-16T12:00:00.000000000&#x27;, &#x27;2003-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2004-06-16T00:00:00.000000000&#x27;, &#x27;2004-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2004-08-16T12:00:00.000000000&#x27;, &#x27;2004-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-06-16T00:00:00.000000000&#x27;, &#x27;2005-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-08-16T12:00:00.000000000&#x27;, &#x27;2005-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-06-16T00:00:00.000000000&#x27;, &#x27;2006-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2006-08-16T12:00:00.000000000&#x27;, &#x27;2006-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2007-06-16T00:00:00.000000000&#x27;, &#x27;2007-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2007-08-16T12:00:00.000000000&#x27;, &#x27;2007-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2008-06-16T00:00:00.000000000&#x27;, &#x27;2008-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2008-08-16T12:00:00.000000000&#x27;, &#x27;2008-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2009-06-16T00:00:00.000000000&#x27;, &#x27;2009-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2009-08-16T12:00:00.000000000&#x27;, &#x27;2009-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-06-16T00:00:00.000000000&#x27;, &#x27;2010-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2010-08-16T12:00:00.000000000&#x27;, &#x27;2010-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2011-06-16T00:00:00.000000000&#x27;, &#x27;2011-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2011-08-16T12:00:00.000000000&#x27;, &#x27;2011-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2012-06-15T12:00:00.000000000&#x27;, &#x27;2012-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2012-08-16T12:00:00.000000000&#x27;, &#x27;2012-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2013-06-16T00:00:00.000000000&#x27;, &#x27;2013-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2013-08-16T12:00:00.000000000&#x27;, &#x27;2013-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2014-06-16T00:00:00.000000000&#x27;, &#x27;2014-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2014-08-16T12:00:00.000000000&#x27;, &#x27;2014-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2015-06-16T00:00:00.000000000&#x27;, &#x27;2015-07-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2015-08-16T12:00:00.000000000&#x27;, &#x27;2015-09-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.88 87.5 88.12 ... 93.12 93.75</div><input id='attrs-8aa40fa3-5436-418d-acb9-ea29443a1905' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aa40fa3-5436-418d-acb9-ea29443a1905' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a373bddc-2d37-4396-9bd7-ac962dfd0dd7' class='xr-var-data-in' type='checkbox'><label for='data-a373bddc-2d37-4396-9bd7-ac962dfd0dd7' title='Show/Hide data repr'><svg 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([86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 , 91.875,\n",
       "       92.5  , 93.125, 93.75 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.5 19.0 ... 26.5 27.0 27.5</div><input id='attrs-7159afab-ca46-4080-a851-3e8bfa5aee27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7159afab-ca46-4080-a851-3e8bfa5aee27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc8e3dc0-d4d5-46fd-a99b-5914ee5d8a8a' class='xr-var-data-in' type='checkbox'><label for='data-dc8e3dc0-d4d5-46fd-a99b-5914ee5d8a8a' title='Show/Hide data repr'><svg 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. , 18.5, 19. , 19.5, 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5,\n",
       "       24. , 24.5, 25. , 25.5, 26. , 26.5, 27. , 27.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6d33ca64-4767-4960-83bd-ad60f07285fc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6d33ca64-4767-4960-83bd-ad60f07285fc' 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'>1981-06-01T00:30:00 ... 2015-09-...</div><input id='attrs-6104d5a9-66ad-4a64-8311-9c407b2c33d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6104d5a9-66ad-4a64-8311-9c407b2c33d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb2505ac-43c9-4526-ab77-0b94e8fbf151' class='xr-var-data-in' type='checkbox'><label for='data-eb2505ac-43c9-4526-ab77-0b94e8fbf151' title='Show/Hide data 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;1981-06-01T00:30:00.000000000&#x27;, &#x27;1981-06-30T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:30:00.000000000&#x27;, &#x27;1981-07-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:30:00.000000000&#x27;, &#x27;1981-08-31T23:30:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2015-07-01T00:30:00.000000000&#x27;, &#x27;2015-07-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-08-01T00:30:00.000000000&#x27;, &#x27;2015-08-31T23:30:00.000000000&#x27;],\n",
       "       [&#x27;2015-09-01T00:30:00.000000000&#x27;, &#x27;2015-09-30T23:30:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECTOT</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-196bff4a-ae75-4ee0-890a-7810d2788ab1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-196bff4a-ae75-4ee0-890a-7810d2788ab1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2385ad36-ab57-465e-81a0-2d03401a8133' class='xr-var-data-in' type='checkbox'><label for='data-2385ad36-ab57-465e-81a0-2d03401a8133' title='Show/Hide data repr'><svg 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>total_precipitation</dd><dt><span>long_name :</span></dt><dd>total_precipitation</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>array([[[9.802826e-05, 8.697501e-05, ..., 1.107195e-04, 1.241667e-04],\n",
       "        [1.065709e-04, 9.417193e-05, ..., 9.504346e-05, 1.040084e-04],\n",
       "        ...,\n",
       "        [1.624434e-04, 1.562552e-04, ..., 1.701158e-04, 2.288204e-04],\n",
       "        [2.325887e-04, 2.320972e-04, ..., 2.828982e-04, 2.451709e-04]],\n",
       "\n",
       "       [[1.325209e-04, 1.358838e-04, ..., 8.471214e-05, 9.773280e-05],\n",
       "        [1.199990e-04, 1.455433e-04, ..., 9.374497e-05, 1.068057e-04],\n",
       "        ...,\n",
       "        [2.164624e-04, 2.804491e-04, ..., 2.141651e-04, 2.348288e-04],\n",
       "        [3.522705e-04, 3.612466e-04, ..., 3.623681e-04, 3.235737e-04]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[9.119101e-05, 8.239369e-05, ..., 8.145893e-05, 8.519656e-05],\n",
       "        [7.437306e-05, 7.401050e-05, ..., 7.284085e-05, 7.718368e-05],\n",
       "        ...,\n",
       "        [3.897744e-04, 3.660289e-04, ..., 3.611050e-04, 3.729135e-04],\n",
       "        [6.232540e-04, 5.847920e-04, ..., 6.034130e-04, 4.755759e-04]],\n",
       "\n",
       "       [[9.060216e-05, 8.802905e-05, ..., 8.570927e-05, 8.693065e-05],\n",
       "        [8.804513e-05, 9.154542e-05, ..., 9.297164e-05, 9.402856e-05],\n",
       "        ...,\n",
       "        [2.300346e-04, 1.941454e-04, ..., 2.401701e-04, 2.103322e-04],\n",
       "        [2.966339e-04, 2.771589e-04, ..., 4.408945e-04, 3.528958e-04]]],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b9e94878-48c9-47ce-abe1-a382434c033e' class='xr-section-summary-in' type='checkbox'  ><label for='section-b9e94878-48c9-47ce-abe1-a382434c033e' class='xr-section-summary' >Attributes: <span>(34)</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>history :</span></dt><dd>Thu Jun 16 11:24:03 2022: cdo mergetime 198001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 198002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198002.nc4 198003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198003.nc4 198004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198004.nc4 198005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198005.nc4 198006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198006.nc4 198007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198007.nc4 198008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198008.nc4 198009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198009.nc4 198010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198010.nc4 198011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198011.nc4 198012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198012.nc4 198101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198101.nc4 198102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198102.nc4 198103PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198103.nc4 198104PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198104.nc4 198105PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198105.nc4 198106PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198106.nc4 198107PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198107.nc4 198108PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198108.nc4 198109PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198109.nc4 198110PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198110.nc4 198111PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198111.nc4 198112PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198112.nc4 198201PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198201.nc4 198202PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198202.nc4 198203PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198203.nc4 198204PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198204.nc4 198205PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198205.nc4 198206PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198206.nc4 198207PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198207.nc4 198208PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198208.nc4 198209PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198209.nc4 198210PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198210.nc4 198211PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198211.nc4 198212PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198212.nc4 198301PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198301.nc4 198302PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198302.nc4 198303PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198303.nc4 198304PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198304.nc4 198305PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198305.nc4 198306PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198306.nc4 198307PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198307.nc4 198308PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198308.nc4 198309PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198309.nc4 198310PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198310.nc4 198311PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198311.nc4 198312PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198312.nc4 198401PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198401.nc4 198402PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198402.nc4 198403PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198403.nc4 198404PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198404.nc4 198405PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198405.nc4 198406PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198406.nc4 198407PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198407.nc4 198408PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198408.nc4 198409PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198409.nc4 198410PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198410.nc4 198411PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198411.nc4 198412PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198412.nc4 198501PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198501.nc4 198502PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198502.nc4 198503PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198503.nc4 198504PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198504.nc4 198505PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198505.nc4 198506PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198506.nc4 198507PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198507.nc4 198508PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198508.nc4 198509PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198509.nc4 198510PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198510.nc4 198511PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198511.nc4 198512PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198512.nc4 198601PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198601.nc4 198602PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198602.nc4 198603PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198603.nc4 198604PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198604.nc4 198605PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198605.nc4 198606PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198606.nc4 198607PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198607.nc4 198608PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198608.nc4 198609PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198609.nc4 198610PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198610.nc4 198611PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198611.nc4 198612PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198612.nc4 198701PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198701.nc4 198702PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198702.nc4 198703PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198703.nc4 198704PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198704.nc4 198705PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198705.nc4 198706PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198706.nc4 198707PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198707.nc4 198708PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198708.nc4 198709PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198709.nc4 198710PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198710.nc4 198711PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198711.nc4 198712PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198712.nc4 198801PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198801.nc4 198802PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198802.nc4 198803PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198803.nc4 198804PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198804.nc4 198805PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198805.nc4 198806PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198806.nc4 198807PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198807.nc4 198808PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198808.nc4 198809PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198809.nc4 198810PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198810.nc4 198811PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198811.nc4 198812PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198812.nc4 198901PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198901.nc4 198902PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198902.nc4 198903PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198903.nc4 198904PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198904.nc4 198905PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198905.nc4 198906PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198906.nc4 198907PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198907.nc4 198908PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198908.nc4 198909PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198909.nc4 198910PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198910.nc4 198911PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198911.nc4 198912PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198912.nc4 199001PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199001.nc4 199002PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199002.nc4 199003PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199003.nc4 199004PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199004.nc4 199005PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199005.nc4 199006PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199006.nc4 199007PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199007.nc4 199008PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199008.nc4 199009PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199009.nc4 199010PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199010.nc4 199011PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199011.nc4 199012PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199012.nc4 199101PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199101.nc4 199102PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199102.nc4 199103PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199103.nc4 199104PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199104.nc4 199105PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199105.nc4 199106PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199106.nc4 199107PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199107.nc4 199108PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199108.nc4 199109PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199109.nc4 199110PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199110.nc4 199111PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199111.nc4 199112PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.199112.nc4 199201PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199201.nc4 199202PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199202.nc4 199203PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199203.nc4 199204PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199204.nc4 199205PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199205.nc4 199206PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199206.nc4 199207PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199207.nc4 199208PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199208.nc4 199209PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199209.nc4 199210PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199210.nc4 199211PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199211.nc4 199212PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199212.nc4 199301PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199301.nc4 199302PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199302.nc4 199303PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199303.nc4 199304PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199304.nc4 199305PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199305.nc4 199306PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199306.nc4 199307PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199307.nc4 199308PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199308.nc4 199309PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199309.nc4 199310PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199310.nc4 199311PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199311.nc4 199312PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199312.nc4 199401PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199401.nc4 199402PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199402.nc4 199403PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199403.nc4 199404PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199404.nc4 199405PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199405.nc4 199406PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199406.nc4 199407PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199407.nc4 199408PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199408.nc4 199409PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199409.nc4 199410PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199410.nc4 199411PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199411.nc4 199412PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199412.nc4 199501PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199501.nc4 199502PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199502.nc4 199503PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199503.nc4 199504PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199504.nc4 199505PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199505.nc4 199506PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199506.nc4 199507PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199507.nc4 199508PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199508.nc4 199509PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199509.nc4 199510PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199510.nc4 199511PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199511.nc4 199512PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199512.nc4 199601PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199601.nc4 199602PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199602.nc4 199603PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199603.nc4 199604PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199604.nc4 199605PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199605.nc4 199606PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199606.nc4 199607PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199607.nc4 199608PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199608.nc4 199609PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199609.nc4 199610PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199610.nc4 199611PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199611.nc4 199612PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199612.nc4 199701PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199701.nc4 199702PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199702.nc4 199703PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199703.nc4 199704PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199704.nc4 199705PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199705.nc4 199706PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199706.nc4 199707PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199707.nc4 199708PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199708.nc4 199709PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199709.nc4 199710PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199710.nc4 199711PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199711.nc4 199712PRECTOT_MERRA2_200.tavg1_2d_flx_Nx.199712.nc4 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202003PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202003.nc4 202004PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202004.nc4 202005PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202005.nc4 202006PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202006.nc4 202007PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202007.nc4 202008PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202008.nc4 202009PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202009.nc4 202010PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202010.nc4 202011PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202011.nc4 202012PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202012.nc4 202101PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202101.nc4 202102PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202102.nc4 202103PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202103.nc4 202104PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202104.nc4 202105PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202105.nc4 202106PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202106.nc4 202107PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202107.nc4 202108PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202108.nc4 202109PRECTOT_MERRA2_401.tavg1_2d_flx_Nx.202109.nc4 202110PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202110.nc4 202111PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202111.nc4 202112PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202112.nc4 202201PRECTOT_MERRA2_400.tavg1_2d_flx_Nx.202201.nc ..//../monthly/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc\n",
       "Thu Jun 16 11:14:20 2022: cdo monavg ./1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4 tmp/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc4\n",
       "Tue Mar  1 13:15:53 2022: ncrcat PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800102.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800103.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800104.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800105.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800106.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800107.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800108.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800109.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800110.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800111.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800112.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800113.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800114.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800115.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800116.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800117.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800118.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800119.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800120.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800121.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800122.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800123.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800124.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800125.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800126.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800127.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800128.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800129.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800130.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800131.nc4 1980/PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.198001.nc\n",
       "Tue Mar 01 12:51:15 2022: cdo -f nc4 -z zip_3 -L dayavg -selvar,PRECTOT MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4 PRECTOT_MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Conventions :</span></dt><dd>CF-1</dd><dt><span>History :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>Comment :</span></dt><dd>GMAO filename: d5124_m2_jan79.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Filename :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>Institution :</span></dt><dd>NASA Global Modeling and Assimilation Office</dd><dt><span>References :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>Format :</span></dt><dd>NetCDF-4/HDF-5</dd><dt><span>SpatialCoverage :</span></dt><dd>global</dd><dt><span>VersionID :</span></dt><dd>5.12.4</dd><dt><span>TemporalRange :</span></dt><dd>1980-01-01 -&gt; 2016-12-31</dd><dt><span>identifier_product_doi_authority :</span></dt><dd>http://dx.doi.org/</dd><dt><span>ShortName :</span></dt><dd>M2T1NXFLX</dd><dt><span>GranuleID :</span></dt><dd>MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4</dd><dt><span>ProductionDateTime :</span></dt><dd>Original file generated: Sat May 31 17:44:24 2014 GMT</dd><dt><span>LongName :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>Title :</span></dt><dd>MERRA2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics</dd><dt><span>SouthernmostLatitude :</span></dt><dd>-90.0</dd><dt><span>NorthernmostLatitude :</span></dt><dd>90.0</dd><dt><span>WesternmostLongitude :</span></dt><dd>-180.0</dd><dt><span>EasternmostLongitude :</span></dt><dd>179.375</dd><dt><span>LatitudeResolution :</span></dt><dd>0.5</dd><dt><span>LongitudeResolution :</span></dt><dd>0.625</dd><dt><span>DataResolution :</span></dt><dd>0.5 x 0.625</dd><dt><span>Contact :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>identifier_product_doi :</span></dt><dd>10.5067/7MCPBJ41Y0K6</dd><dt><span>RangeBeginningDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeBeginningTime :</span></dt><dd>00:00:00.000000</dd><dt><span>RangeEndingDate :</span></dt><dd>1980-01-01</dd><dt><span>RangeEndingTime :</span></dt><dd>23:59:59.000000</dd><dt><span>frequency :</span></dt><dd>mon</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, lon: 12, lat: 20)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1981-06-01T12:00:00 ... 2015-09-16\n",
       "  * lon        (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat        (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 26.0 26.5 27.0 27.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1981-06-01T00:30:00 ... 2015-09-30...\n",
       "    PRECTOT    (time, lat, lon) float32 ...\n",
       "Attributes: (12/34)\n",
       "    CDI:                               Climate Data Interface version 1.9.9rc...\n",
       "    history:                           Thu Jun 16 11:24:03 2022: cdo mergetim...\n",
       "    Conventions:                       CF-1\n",
       "    History:                           Original file generated: Sat May 31 17...\n",
       "    Comment:                           GMAO filename: d5124_m2_jan79.tavg1_2d...\n",
       "    Filename:                          MERRA2_100.tavg1_2d_flx_Nx.19800101.nc4\n",
       "    ...                                ...\n",
       "    RangeBeginningTime:                00:00:00.000000\n",
       "    RangeEndingDate:                   1980-01-01\n",
       "    RangeEndingTime:                   23:59:59.000000\n",
       "    frequency:                         mon\n",
       "    NCO:                               netCDF Operators version 4.8.1 (Homepa...\n",
       "    CDO:                               Climate Data Operators version 1.9.9rc..."
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#to select the x and y coordinates\n",
    "jjas_data = jjas_data.sel(lon=slice(86.875,94),lat=slice(18,27.5))\n",
    "jjas_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "12e02530",
   "metadata": {},
   "outputs": [
    {
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       "\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;PRECTOT&#x27; (lat: 20, lon: 12)&gt;\n",
       "array([[1.32618356e-04, 1.30065368e-04, 1.28409476e-04, 1.28532149e-04,\n",
       "        1.30463653e-04, 1.30317218e-04, 1.28487300e-04, 1.27769439e-04,\n",
       "        1.31347944e-04, 1.34588045e-04, 1.38847012e-04, 1.49006199e-04],\n",
       "       [1.36541275e-04, 1.34484202e-04, 1.31048815e-04, 1.29665452e-04,\n",
       "        1.27702413e-04, 1.26592699e-04, 1.25204795e-04, 1.25265622e-04,\n",
       "        1.29239212e-04, 1.33902809e-04, 1.39870564e-04, 1.53223591e-04],\n",
       "       [1.36127303e-04, 1.36208037e-04, 1.29093751e-04, 1.29432621e-04,\n",
       "        1.28488668e-04, 1.27814012e-04, 1.23894773e-04, 1.22846075e-04,\n",
       "        1.24430808e-04, 1.31912908e-04, 1.41967146e-04, 1.61860007e-04],\n",
       "       [1.42727557e-04, 1.41649580e-04, 1.33344060e-04, 1.30853659e-04,\n",
       "        1.27352105e-04, 1.26477171e-04, 1.24371130e-04, 1.26577492e-04,\n",
       "        1.26975428e-04, 1.34896720e-04, 1.48233841e-04, 1.79499111e-04],\n",
       "       [1.49769650e-04, 1.42723162e-04, 1.33989452e-04, 1.31866167e-04,\n",
       "        1.29040680e-04, 1.28018524e-04, 1.26653889e-04, 1.26776766e-04,\n",
       "        1.29166627e-04, 1.42029967e-04, 1.67725681e-04, 2.09188162e-04],\n",
       "       [1.54534428e-04, 1.42878576e-04, 1.37655661e-04, 1.32006520e-04,\n",
       "        1.26824321e-04, 1.24287166e-04, 1.26270112e-04, 1.31054025e-04,\n",
       "        1.40263452e-04, 1.69290113e-04, 2.08785714e-04, 2.23287730e-04],\n",
       "       [1.50768043e-04, 1.37535288e-04, 1.34038870e-04, 1.31636611e-04,\n",
       "        1.30103697e-04, 1.27608102e-04, 1.26500978e-04, 1.31446563e-04,\n",
       "...\n",
       "        1.59247225e-04, 1.84539487e-04, 2.18624642e-04, 2.16070999e-04],\n",
       "       [8.92213648e-05, 1.03461251e-04, 9.95386872e-05, 1.02650614e-04,\n",
       "        1.16514319e-04, 1.27586187e-04, 1.38294214e-04, 1.45757076e-04,\n",
       "        1.31686334e-04, 1.63924647e-04, 1.62500262e-04, 1.75508045e-04],\n",
       "       [8.32985315e-05, 9.27938308e-05, 1.02637860e-04, 1.05134000e-04,\n",
       "        1.04043145e-04, 1.22373574e-04, 1.49873464e-04, 3.22517939e-04,\n",
       "        3.33845586e-04, 2.15248132e-04, 1.45072976e-04, 1.68834420e-04],\n",
       "       [8.59497450e-05, 8.99764345e-05, 9.20612074e-05, 9.67274027e-05,\n",
       "        1.22162295e-04, 1.28419153e-04, 1.29629421e-04, 1.37510651e-04,\n",
       "        1.94144974e-04, 1.80073650e-04, 1.37442315e-04, 1.63183038e-04],\n",
       "       [8.32530422e-05, 1.04152714e-04, 1.29058055e-04, 1.10385168e-04,\n",
       "        1.06803302e-04, 1.03901395e-04, 1.21046804e-04, 1.31636931e-04,\n",
       "        1.41678815e-04, 1.44221485e-04, 1.62231969e-04, 1.50474734e-04],\n",
       "       [1.77239592e-04, 1.72406624e-04, 2.27787139e-04, 2.93186895e-04,\n",
       "        4.08944790e-04, 3.52181291e-04, 3.26364796e-04, 2.25069962e-04,\n",
       "        2.14237618e-04, 1.69878258e-04, 1.54514564e-04, 1.63508244e-04],\n",
       "       [2.48989614e-04, 2.15576700e-04, 2.44563271e-04, 3.33491422e-04,\n",
       "        3.80465266e-04, 3.50876071e-04, 3.46309971e-04, 2.47452699e-04,\n",
       "        3.33217526e-04, 2.67684372e-04, 2.98521045e-04, 2.36137639e-04]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat      (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 25.5 26.0 26.5 27.0 27.5</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'>'PRECTOT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 20</li><li><span class='xr-has-index'>lon</span>: 12</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0b35ba4b-d677-4ad5-b62f-740f3296f7f5' class='xr-array-in' type='checkbox' checked><label for='section-0b35ba4b-d677-4ad5-b62f-740f3296f7f5' 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>0.0001326 0.0001301 0.0001284 ... 0.0002677 0.0002985 0.0002361</span></div><div class='xr-array-data'><pre>array([[1.32618356e-04, 1.30065368e-04, 1.28409476e-04, 1.28532149e-04,\n",
       "        1.30463653e-04, 1.30317218e-04, 1.28487300e-04, 1.27769439e-04,\n",
       "        1.31347944e-04, 1.34588045e-04, 1.38847012e-04, 1.49006199e-04],\n",
       "       [1.36541275e-04, 1.34484202e-04, 1.31048815e-04, 1.29665452e-04,\n",
       "        1.27702413e-04, 1.26592699e-04, 1.25204795e-04, 1.25265622e-04,\n",
       "        1.29239212e-04, 1.33902809e-04, 1.39870564e-04, 1.53223591e-04],\n",
       "       [1.36127303e-04, 1.36208037e-04, 1.29093751e-04, 1.29432621e-04,\n",
       "        1.28488668e-04, 1.27814012e-04, 1.23894773e-04, 1.22846075e-04,\n",
       "        1.24430808e-04, 1.31912908e-04, 1.41967146e-04, 1.61860007e-04],\n",
       "       [1.42727557e-04, 1.41649580e-04, 1.33344060e-04, 1.30853659e-04,\n",
       "        1.27352105e-04, 1.26477171e-04, 1.24371130e-04, 1.26577492e-04,\n",
       "        1.26975428e-04, 1.34896720e-04, 1.48233841e-04, 1.79499111e-04],\n",
       "       [1.49769650e-04, 1.42723162e-04, 1.33989452e-04, 1.31866167e-04,\n",
       "        1.29040680e-04, 1.28018524e-04, 1.26653889e-04, 1.26776766e-04,\n",
       "        1.29166627e-04, 1.42029967e-04, 1.67725681e-04, 2.09188162e-04],\n",
       "       [1.54534428e-04, 1.42878576e-04, 1.37655661e-04, 1.32006520e-04,\n",
       "        1.26824321e-04, 1.24287166e-04, 1.26270112e-04, 1.31054025e-04,\n",
       "        1.40263452e-04, 1.69290113e-04, 2.08785714e-04, 2.23287730e-04],\n",
       "       [1.50768043e-04, 1.37535288e-04, 1.34038870e-04, 1.31636611e-04,\n",
       "        1.30103697e-04, 1.27608102e-04, 1.26500978e-04, 1.31446563e-04,\n",
       "...\n",
       "        1.59247225e-04, 1.84539487e-04, 2.18624642e-04, 2.16070999e-04],\n",
       "       [8.92213648e-05, 1.03461251e-04, 9.95386872e-05, 1.02650614e-04,\n",
       "        1.16514319e-04, 1.27586187e-04, 1.38294214e-04, 1.45757076e-04,\n",
       "        1.31686334e-04, 1.63924647e-04, 1.62500262e-04, 1.75508045e-04],\n",
       "       [8.32985315e-05, 9.27938308e-05, 1.02637860e-04, 1.05134000e-04,\n",
       "        1.04043145e-04, 1.22373574e-04, 1.49873464e-04, 3.22517939e-04,\n",
       "        3.33845586e-04, 2.15248132e-04, 1.45072976e-04, 1.68834420e-04],\n",
       "       [8.59497450e-05, 8.99764345e-05, 9.20612074e-05, 9.67274027e-05,\n",
       "        1.22162295e-04, 1.28419153e-04, 1.29629421e-04, 1.37510651e-04,\n",
       "        1.94144974e-04, 1.80073650e-04, 1.37442315e-04, 1.63183038e-04],\n",
       "       [8.32530422e-05, 1.04152714e-04, 1.29058055e-04, 1.10385168e-04,\n",
       "        1.06803302e-04, 1.03901395e-04, 1.21046804e-04, 1.31636931e-04,\n",
       "        1.41678815e-04, 1.44221485e-04, 1.62231969e-04, 1.50474734e-04],\n",
       "       [1.77239592e-04, 1.72406624e-04, 2.27787139e-04, 2.93186895e-04,\n",
       "        4.08944790e-04, 3.52181291e-04, 3.26364796e-04, 2.25069962e-04,\n",
       "        2.14237618e-04, 1.69878258e-04, 1.54514564e-04, 1.63508244e-04],\n",
       "       [2.48989614e-04, 2.15576700e-04, 2.44563271e-04, 3.33491422e-04,\n",
       "        3.80465266e-04, 3.50876071e-04, 3.46309971e-04, 2.47452699e-04,\n",
       "        3.33217526e-04, 2.67684372e-04, 2.98521045e-04, 2.36137639e-04]],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8a2d576d-faaf-4eb0-869f-aee008f83e35' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8a2d576d-faaf-4eb0-869f-aee008f83e35' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.88 87.5 88.12 ... 93.12 93.75</div><input id='attrs-9bb78271-3dce-402e-a628-ce18a26a5d36' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9bb78271-3dce-402e-a628-ce18a26a5d36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dd763af-59e3-49a8-93ed-beeb3dc01a80' class='xr-var-data-in' type='checkbox'><label for='data-6dd763af-59e3-49a8-93ed-beeb3dc01a80' title='Show/Hide data repr'><svg 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([86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 , 91.875,\n",
       "       92.5  , 93.125, 93.75 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.5 19.0 ... 26.5 27.0 27.5</div><input id='attrs-ad0e3924-0ec1-4d5f-9a2b-b24137e2db4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad0e3924-0ec1-4d5f-9a2b-b24137e2db4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9710dbc-50e0-4731-856d-0afd6a264d9a' class='xr-var-data-in' type='checkbox'><label for='data-b9710dbc-50e0-4731-856d-0afd6a264d9a' title='Show/Hide data repr'><svg 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. , 18.5, 19. , 19.5, 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5,\n",
       "       24. , 24.5, 25. , 25.5, 26. , 26.5, 27. , 27.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed092c00-87e5-4b0b-a11e-1dda2856396b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ed092c00-87e5-4b0b-a11e-1dda2856396b' 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 'PRECTOT' (lat: 20, lon: 12)>\n",
       "array([[1.32618356e-04, 1.30065368e-04, 1.28409476e-04, 1.28532149e-04,\n",
       "        1.30463653e-04, 1.30317218e-04, 1.28487300e-04, 1.27769439e-04,\n",
       "        1.31347944e-04, 1.34588045e-04, 1.38847012e-04, 1.49006199e-04],\n",
       "       [1.36541275e-04, 1.34484202e-04, 1.31048815e-04, 1.29665452e-04,\n",
       "        1.27702413e-04, 1.26592699e-04, 1.25204795e-04, 1.25265622e-04,\n",
       "        1.29239212e-04, 1.33902809e-04, 1.39870564e-04, 1.53223591e-04],\n",
       "       [1.36127303e-04, 1.36208037e-04, 1.29093751e-04, 1.29432621e-04,\n",
       "        1.28488668e-04, 1.27814012e-04, 1.23894773e-04, 1.22846075e-04,\n",
       "        1.24430808e-04, 1.31912908e-04, 1.41967146e-04, 1.61860007e-04],\n",
       "       [1.42727557e-04, 1.41649580e-04, 1.33344060e-04, 1.30853659e-04,\n",
       "        1.27352105e-04, 1.26477171e-04, 1.24371130e-04, 1.26577492e-04,\n",
       "        1.26975428e-04, 1.34896720e-04, 1.48233841e-04, 1.79499111e-04],\n",
       "       [1.49769650e-04, 1.42723162e-04, 1.33989452e-04, 1.31866167e-04,\n",
       "        1.29040680e-04, 1.28018524e-04, 1.26653889e-04, 1.26776766e-04,\n",
       "        1.29166627e-04, 1.42029967e-04, 1.67725681e-04, 2.09188162e-04],\n",
       "       [1.54534428e-04, 1.42878576e-04, 1.37655661e-04, 1.32006520e-04,\n",
       "        1.26824321e-04, 1.24287166e-04, 1.26270112e-04, 1.31054025e-04,\n",
       "        1.40263452e-04, 1.69290113e-04, 2.08785714e-04, 2.23287730e-04],\n",
       "       [1.50768043e-04, 1.37535288e-04, 1.34038870e-04, 1.31636611e-04,\n",
       "        1.30103697e-04, 1.27608102e-04, 1.26500978e-04, 1.31446563e-04,\n",
       "...\n",
       "        1.59247225e-04, 1.84539487e-04, 2.18624642e-04, 2.16070999e-04],\n",
       "       [8.92213648e-05, 1.03461251e-04, 9.95386872e-05, 1.02650614e-04,\n",
       "        1.16514319e-04, 1.27586187e-04, 1.38294214e-04, 1.45757076e-04,\n",
       "        1.31686334e-04, 1.63924647e-04, 1.62500262e-04, 1.75508045e-04],\n",
       "       [8.32985315e-05, 9.27938308e-05, 1.02637860e-04, 1.05134000e-04,\n",
       "        1.04043145e-04, 1.22373574e-04, 1.49873464e-04, 3.22517939e-04,\n",
       "        3.33845586e-04, 2.15248132e-04, 1.45072976e-04, 1.68834420e-04],\n",
       "       [8.59497450e-05, 8.99764345e-05, 9.20612074e-05, 9.67274027e-05,\n",
       "        1.22162295e-04, 1.28419153e-04, 1.29629421e-04, 1.37510651e-04,\n",
       "        1.94144974e-04, 1.80073650e-04, 1.37442315e-04, 1.63183038e-04],\n",
       "       [8.32530422e-05, 1.04152714e-04, 1.29058055e-04, 1.10385168e-04,\n",
       "        1.06803302e-04, 1.03901395e-04, 1.21046804e-04, 1.31636931e-04,\n",
       "        1.41678815e-04, 1.44221485e-04, 1.62231969e-04, 1.50474734e-04],\n",
       "       [1.77239592e-04, 1.72406624e-04, 2.27787139e-04, 2.93186895e-04,\n",
       "        4.08944790e-04, 3.52181291e-04, 3.26364796e-04, 2.25069962e-04,\n",
       "        2.14237618e-04, 1.69878258e-04, 1.54514564e-04, 1.63508244e-04],\n",
       "       [2.48989614e-04, 2.15576700e-04, 2.44563271e-04, 3.33491422e-04,\n",
       "        3.80465266e-04, 3.50876071e-04, 3.46309971e-04, 2.47452699e-04,\n",
       "        3.33217526e-04, 2.67684372e-04, 2.98521045e-04, 2.36137639e-04]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat      (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 25.5 26.0 26.5 27.0 27.5"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#getting the mean for JJAS data\n",
    "jjas_mean = jjas_data.PRECTOT.mean('time')\n",
    " \n",
    "jjas_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "b03f0ec7",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;PRECTOT&#x27; (lat: 20, lon: 12)&gt;\n",
       "array([[11.45822592, 11.23764776, 11.09457873, 11.10517764, 11.27205966,\n",
       "        11.2594076 , 11.10130269, 11.03927954, 11.34846238, 11.62840705,\n",
       "        11.99638182, 12.87413556],\n",
       "       [11.7971662 , 11.61943506, 11.32261762, 11.20309504, 11.03348848,\n",
       "        10.93760915, 10.81769429, 10.82294974, 11.16626789, 11.56920274,\n",
       "        12.08481677, 13.23851827],\n",
       "       [11.76139894, 11.76837436, 11.15370006, 11.18297847, 11.10142088,\n",
       "        11.04313061, 10.70450842, 10.61390089, 10.75082179, 11.39727524,\n",
       "        12.26596143, 13.98470462],\n",
       "       [12.33166088, 12.23852369, 11.52092675, 11.30575617, 11.00322185,\n",
       "        10.92762756, 10.74566566, 10.93629529, 10.97067702, 11.65507659,\n",
       "        12.80740388, 15.50872321],\n",
       "       [12.94009779, 12.33128118, 11.57668862, 11.39323683, 11.14911474,\n",
       "        11.0608005 , 10.94289604, 10.95351255, 11.15999655, 12.27138913,\n",
       "        14.4914988 , 18.07385716],\n",
       "       [13.35177454, 12.34470899, 11.89344912, 11.40536335, 10.95762136,\n",
       "        10.73841113, 10.90973765, 11.32306773, 12.11876222, 14.62666579,\n",
       "        18.03908567, 19.29205991],\n",
       "       [13.02635889, 11.88304885, 11.58095836, 11.37340316, 11.24095945,\n",
       "        11.02534002, 10.92968448, 11.35698301, 13.05471822, 17.28646704,\n",
       "...\n",
       "         9.39712138, 10.678592  , 12.77145934, 13.75896027, 15.9442117 ,\n",
       "        18.88916907, 18.66853433],\n",
       "       [ 7.70872592,  8.93905205,  8.60014257,  8.86901307, 10.06683712,\n",
       "        11.02344655, 11.94862006, 12.59341137, 11.3776993 , 14.16308954,\n",
       "        14.04002267, 15.16389507],\n",
       "       [ 7.19699312,  8.01738699,  8.86791106,  9.08357764,  8.98932775,\n",
       "        10.57307683, 12.94906726, 27.86554992, 28.84425865, 18.59743861,\n",
       "        12.53430513, 14.58729389],\n",
       "       [ 7.42605797,  7.77396394,  7.95408832,  8.35724759, 10.5548223 ,\n",
       "        11.09541482, 11.199982  , 11.88092027, 16.77412572, 15.55836336,\n",
       "        11.87501606, 14.0990145 ],\n",
       "       [ 7.19306285,  8.99879448, 11.15061594,  9.53727853,  9.22780526,\n",
       "         8.97708053, 10.45844383, 11.37343082, 12.24104958, 12.46073633,\n",
       "        14.0168421 , 13.00101704],\n",
       "       [15.31350072, 14.89593233, 19.68080881, 25.33134772, 35.33282988,\n",
       "        30.4284635 , 28.19791837, 19.44604469, 18.51013019, 14.67748149,\n",
       "        13.35005835, 14.12711232],\n",
       "       [21.51270267, 18.62582685, 21.1302666 , 28.81365884, 32.87219899,\n",
       "        30.31569254, 29.9211815 , 21.3799132 , 28.78999421, 23.12792977,\n",
       "        25.79221828, 20.40229202]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat      (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 25.5 26.0 26.5 27.0 27.5</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'>'PRECTOT'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 20</li><li><span class='xr-has-index'>lon</span>: 12</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-69637ce1-59fa-4b6c-b414-bde21c29ebb8' class='xr-array-in' type='checkbox' checked><label for='section-69637ce1-59fa-4b6c-b414-bde21c29ebb8' 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>11.46 11.24 11.09 11.11 11.27 11.26 ... 21.38 28.79 23.13 25.79 20.4</span></div><div class='xr-array-data'><pre>array([[11.45822592, 11.23764776, 11.09457873, 11.10517764, 11.27205966,\n",
       "        11.2594076 , 11.10130269, 11.03927954, 11.34846238, 11.62840705,\n",
       "        11.99638182, 12.87413556],\n",
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       "        10.93760915, 10.81769429, 10.82294974, 11.16626789, 11.56920274,\n",
       "        12.08481677, 13.23851827],\n",
       "       [11.76139894, 11.76837436, 11.15370006, 11.18297847, 11.10142088,\n",
       "        11.04313061, 10.70450842, 10.61390089, 10.75082179, 11.39727524,\n",
       "        12.26596143, 13.98470462],\n",
       "       [12.33166088, 12.23852369, 11.52092675, 11.30575617, 11.00322185,\n",
       "        10.92762756, 10.74566566, 10.93629529, 10.97067702, 11.65507659,\n",
       "        12.80740388, 15.50872321],\n",
       "       [12.94009779, 12.33128118, 11.57668862, 11.39323683, 11.14911474,\n",
       "        11.0608005 , 10.94289604, 10.95351255, 11.15999655, 12.27138913,\n",
       "        14.4914988 , 18.07385716],\n",
       "       [13.35177454, 12.34470899, 11.89344912, 11.40536335, 10.95762136,\n",
       "        10.73841113, 10.90973765, 11.32306773, 12.11876222, 14.62666579,\n",
       "        18.03908567, 19.29205991],\n",
       "       [13.02635889, 11.88304885, 11.58095836, 11.37340316, 11.24095945,\n",
       "        11.02534002, 10.92968448, 11.35698301, 13.05471822, 17.28646704,\n",
       "...\n",
       "         9.39712138, 10.678592  , 12.77145934, 13.75896027, 15.9442117 ,\n",
       "        18.88916907, 18.66853433],\n",
       "       [ 7.70872592,  8.93905205,  8.60014257,  8.86901307, 10.06683712,\n",
       "        11.02344655, 11.94862006, 12.59341137, 11.3776993 , 14.16308954,\n",
       "        14.04002267, 15.16389507],\n",
       "       [ 7.19699312,  8.01738699,  8.86791106,  9.08357764,  8.98932775,\n",
       "        10.57307683, 12.94906726, 27.86554992, 28.84425865, 18.59743861,\n",
       "        12.53430513, 14.58729389],\n",
       "       [ 7.42605797,  7.77396394,  7.95408832,  8.35724759, 10.5548223 ,\n",
       "        11.09541482, 11.199982  , 11.88092027, 16.77412572, 15.55836336,\n",
       "        11.87501606, 14.0990145 ],\n",
       "       [ 7.19306285,  8.99879448, 11.15061594,  9.53727853,  9.22780526,\n",
       "         8.97708053, 10.45844383, 11.37343082, 12.24104958, 12.46073633,\n",
       "        14.0168421 , 13.00101704],\n",
       "       [15.31350072, 14.89593233, 19.68080881, 25.33134772, 35.33282988,\n",
       "        30.4284635 , 28.19791837, 19.44604469, 18.51013019, 14.67748149,\n",
       "        13.35005835, 14.12711232],\n",
       "       [21.51270267, 18.62582685, 21.1302666 , 28.81365884, 32.87219899,\n",
       "        30.31569254, 29.9211815 , 21.3799132 , 28.78999421, 23.12792977,\n",
       "        25.79221828, 20.40229202]])</pre></div></div></li><li class='xr-section-item'><input id='section-ced5655a-512d-4485-beb5-2b911f9626dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ced5655a-512d-4485-beb5-2b911f9626dc' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.88 87.5 88.12 ... 93.12 93.75</div><input id='attrs-bec48bc3-6952-46a4-b90c-84348ff0c704' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bec48bc3-6952-46a4-b90c-84348ff0c704' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2244a816-ce8e-4926-ab18-fffe0e24fdd8' class='xr-var-data-in' type='checkbox'><label for='data-2244a816-ce8e-4926-ab18-fffe0e24fdd8' title='Show/Hide data repr'><svg 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([86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 , 91.875,\n",
       "       92.5  , 93.125, 93.75 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.5 19.0 ... 26.5 27.0 27.5</div><input id='attrs-623910af-40ce-4d4d-bc55-eab1424882eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-623910af-40ce-4d4d-bc55-eab1424882eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1d8a0d6-7f33-4bd3-afb6-ae30575585da' class='xr-var-data-in' type='checkbox'><label for='data-c1d8a0d6-7f33-4bd3-afb6-ae30575585da' title='Show/Hide data repr'><svg 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. , 18.5, 19. , 19.5, 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5,\n",
       "       24. , 24.5, 25. , 25.5, 26. , 26.5, 27. , 27.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a10b198d-25cb-49be-bf06-95135b019ce3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a10b198d-25cb-49be-bf06-95135b019ce3' 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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       "<xarray.DataArray 'PRECTOT' (lat: 20, lon: 12)>\n",
       "array([[11.45822592, 11.23764776, 11.09457873, 11.10517764, 11.27205966,\n",
       "        11.2594076 , 11.10130269, 11.03927954, 11.34846238, 11.62840705,\n",
       "        11.99638182, 12.87413556],\n",
       "       [11.7971662 , 11.61943506, 11.32261762, 11.20309504, 11.03348848,\n",
       "        10.93760915, 10.81769429, 10.82294974, 11.16626789, 11.56920274,\n",
       "        12.08481677, 13.23851827],\n",
       "       [11.76139894, 11.76837436, 11.15370006, 11.18297847, 11.10142088,\n",
       "        11.04313061, 10.70450842, 10.61390089, 10.75082179, 11.39727524,\n",
       "        12.26596143, 13.98470462],\n",
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       "        10.92762756, 10.74566566, 10.93629529, 10.97067702, 11.65507659,\n",
       "        12.80740388, 15.50872321],\n",
       "       [12.94009779, 12.33128118, 11.57668862, 11.39323683, 11.14911474,\n",
       "        11.0608005 , 10.94289604, 10.95351255, 11.15999655, 12.27138913,\n",
       "        14.4914988 , 18.07385716],\n",
       "       [13.35177454, 12.34470899, 11.89344912, 11.40536335, 10.95762136,\n",
       "        10.73841113, 10.90973765, 11.32306773, 12.11876222, 14.62666579,\n",
       "        18.03908567, 19.29205991],\n",
       "       [13.02635889, 11.88304885, 11.58095836, 11.37340316, 11.24095945,\n",
       "        11.02534002, 10.92968448, 11.35698301, 13.05471822, 17.28646704,\n",
       "...\n",
       "         9.39712138, 10.678592  , 12.77145934, 13.75896027, 15.9442117 ,\n",
       "        18.88916907, 18.66853433],\n",
       "       [ 7.70872592,  8.93905205,  8.60014257,  8.86901307, 10.06683712,\n",
       "        11.02344655, 11.94862006, 12.59341137, 11.3776993 , 14.16308954,\n",
       "        14.04002267, 15.16389507],\n",
       "       [ 7.19699312,  8.01738699,  8.86791106,  9.08357764,  8.98932775,\n",
       "        10.57307683, 12.94906726, 27.86554992, 28.84425865, 18.59743861,\n",
       "        12.53430513, 14.58729389],\n",
       "       [ 7.42605797,  7.77396394,  7.95408832,  8.35724759, 10.5548223 ,\n",
       "        11.09541482, 11.199982  , 11.88092027, 16.77412572, 15.55836336,\n",
       "        11.87501606, 14.0990145 ],\n",
       "       [ 7.19306285,  8.99879448, 11.15061594,  9.53727853,  9.22780526,\n",
       "         8.97708053, 10.45844383, 11.37343082, 12.24104958, 12.46073633,\n",
       "        14.0168421 , 13.00101704],\n",
       "       [15.31350072, 14.89593233, 19.68080881, 25.33134772, 35.33282988,\n",
       "        30.4284635 , 28.19791837, 19.44604469, 18.51013019, 14.67748149,\n",
       "        13.35005835, 14.12711232],\n",
       "       [21.51270267, 18.62582685, 21.1302666 , 28.81365884, 32.87219899,\n",
       "        30.31569254, 29.9211815 , 21.3799132 , 28.78999421, 23.12792977,\n",
       "        25.79221828, 20.40229202]])\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat      (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 25.5 26.0 26.5 27.0 27.5"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merra = jjas_mean*86400\n",
    "merra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "2e927277",
   "metadata": {},
   "outputs": [
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       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (lat: 20, lon: 12, latitude: 19, longitude: 12)&gt;\n",
       "array([[[[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 2.93736478e+00,  5.69037931e-01, -1.51063252e+00, ...,\n",
       "           1.31387025e+00,  6.08350253e-01,  4.53932850e-01],\n",
       "         [ 2.72678860e+00,  1.33131303e-01, -2.19049749e+00, ...,\n",
       "           1.43407924e+00,  8.10820137e-02, -1.72871352e-01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "...\n",
       "         [ 1.72713571e+01,  1.49030303e+01,  1.28233598e+01, ...,\n",
       "           1.56478626e+01,  1.49423426e+01,  1.47879252e+01],\n",
       "         [ 1.70607810e+01,  1.44671237e+01,  1.21434949e+01, ...,\n",
       "           1.57680716e+01,  1.44150744e+01,  1.41611210e+01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 1.18814309e+01,  9.51310403e+00,  7.43343359e+00, ...,\n",
       "           1.02579364e+01,  9.55241635e+00,  9.39799895e+00],\n",
       "         [ 1.16708547e+01,  9.07719741e+00,  6.75356861e+00, ...,\n",
       "           1.03781453e+01,  9.02514812e+00,  8.77119475e+00],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]]]])\n",
       "Coordinates:\n",
       "  * lon        (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat        (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 26.0 26.5 27.0 27.5\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 20</li><li><span class='xr-has-index'>lon</span>: 12</li><li><span class='xr-has-index'>latitude</span>: 19</li><li><span class='xr-has-index'>longitude</span>: 12</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d61d4632-11ff-4f7a-8fe8-710c8cc52325' class='xr-array-in' type='checkbox' checked><label for='section-d61d4632-11ff-4f7a-8fe8-710c8cc52325' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 2.93736478e+00,  5.69037931e-01, -1.51063252e+00, ...,\n",
       "           1.31387025e+00,  6.08350253e-01,  4.53932850e-01],\n",
       "         [ 2.72678860e+00,  1.33131303e-01, -2.19049749e+00, ...,\n",
       "           1.43407924e+00,  8.10820137e-02, -1.72871352e-01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "...\n",
       "         [ 1.72713571e+01,  1.49030303e+01,  1.28233598e+01, ...,\n",
       "           1.56478626e+01,  1.49423426e+01,  1.47879252e+01],\n",
       "         [ 1.70607810e+01,  1.44671237e+01,  1.21434949e+01, ...,\n",
       "           1.57680716e+01,  1.44150744e+01,  1.41611210e+01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 1.18814309e+01,  9.51310403e+00,  7.43343359e+00, ...,\n",
       "           1.02579364e+01,  9.55241635e+00,  9.39799895e+00],\n",
       "         [ 1.16708547e+01,  9.07719741e+00,  6.75356861e+00, ...,\n",
       "           1.03781453e+01,  9.02514812e+00,  8.77119475e+00],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]]]])</pre></div></div></li><li class='xr-section-item'><input id='section-576c1822-1c14-481e-afdb-298693c4c98a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-576c1822-1c14-481e-afdb-298693c4c98a' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>86.88 87.5 88.12 ... 93.12 93.75</div><input id='attrs-f086a7bb-7433-470d-856d-ce46e78a5066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f086a7bb-7433-470d-856d-ce46e78a5066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88e10efd-f1d6-42da-af6e-20fc1c9a7be4' class='xr-var-data-in' type='checkbox'><label for='data-88e10efd-f1d6-42da-af6e-20fc1c9a7be4' title='Show/Hide data repr'><svg 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([86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 , 91.875,\n",
       "       92.5  , 93.125, 93.75 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.0 18.5 19.0 ... 26.5 27.0 27.5</div><input id='attrs-02bb421a-09d1-4498-9e3e-2f918d8cdb8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02bb421a-09d1-4498-9e3e-2f918d8cdb8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9553da3-ae93-4d72-a34f-fcbfcfc2d1c1' class='xr-var-data-in' type='checkbox'><label for='data-d9553da3-ae93-4d72-a34f-fcbfcfc2d1c1' title='Show/Hide data repr'><svg 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. , 18.5, 19. , 19.5, 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5,\n",
       "       24. , 24.5, 25. , 25.5, 26. , 26.5, 27. , 27.5])</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'>float64</div><div class='xr-var-preview xr-preview'>86.25 86.88 87.5 ... 92.5 93.12</div><input id='attrs-2b05b8f4-f990-4cc2-85fa-4926aa089db9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b05b8f4-f990-4cc2-85fa-4926aa089db9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-765358ec-ef53-4abd-b245-9758fc10d8b4' class='xr-var-data-in' type='checkbox'><label for='data-765358ec-ef53-4abd-b245-9758fc10d8b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25 , 86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 ,\n",
       "       91.875, 92.5  , 93.125])</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'>18.19 18.69 19.19 ... 26.69 27.19</div><input id='attrs-eff086ae-7aff-49a9-81bb-9e19df6a4fa9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eff086ae-7aff-49a9-81bb-9e19df6a4fa9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8a10700-bd98-45f4-8b61-940d6d23fcd7' class='xr-var-data-in' type='checkbox'><label for='data-c8a10700-bd98-45f4-8b61-940d6d23fcd7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([18.187744, 18.687744, 19.187744, 19.687744, 20.187744, 20.687744,\n",
       "       21.187744, 21.687744, 22.187744, 22.687744, 23.187744, 23.687744,\n",
       "       24.187744, 24.687744, 25.187744, 25.687744, 26.187744, 26.687744,\n",
       "       27.187744])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3a4d845d-18a0-4295-8c9b-cb006db36736' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3a4d845d-18a0-4295-8c9b-cb006db36736' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (lat: 20, lon: 12, latitude: 19, longitude: 12)>\n",
       "array([[[[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 2.93736478e+00,  5.69037931e-01, -1.51063252e+00, ...,\n",
       "           1.31387025e+00,  6.08350253e-01,  4.53932850e-01],\n",
       "         [ 2.72678860e+00,  1.33131303e-01, -2.19049749e+00, ...,\n",
       "           1.43407924e+00,  8.10820137e-02, -1.72871352e-01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "...\n",
       "         [ 1.72713571e+01,  1.49030303e+01,  1.28233598e+01, ...,\n",
       "           1.56478626e+01,  1.49423426e+01,  1.47879252e+01],\n",
       "         [ 1.70607810e+01,  1.44671237e+01,  1.21434949e+01, ...,\n",
       "           1.57680716e+01,  1.44150744e+01,  1.41611210e+01],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]],\n",
       "\n",
       "        [[            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan],\n",
       "         ...,\n",
       "         [ 1.18814309e+01,  9.51310403e+00,  7.43343359e+00, ...,\n",
       "           1.02579364e+01,  9.55241635e+00,  9.39799895e+00],\n",
       "         [ 1.16708547e+01,  9.07719741e+00,  6.75356861e+00, ...,\n",
       "           1.03781453e+01,  9.02514812e+00,  8.77119475e+00],\n",
       "         [            nan,             nan,             nan, ...,\n",
       "                      nan,             nan,             nan]]]])\n",
       "Coordinates:\n",
       "  * lon        (lon) float64 86.88 87.5 88.12 88.75 ... 91.88 92.5 93.12 93.75\n",
       "  * lat        (lat) float64 18.0 18.5 19.0 19.5 20.0 ... 26.0 26.5 27.0 27.5\n",
       "  * longitude  (longitude) float64 86.25 86.88 87.5 88.12 ... 91.88 92.5 93.12\n",
       "  * latitude   (latitude) float64 18.19 18.69 19.19 19.69 ... 26.19 26.69 27.19"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bias = merra - chirps\n",
    "bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "646b5d83",
   "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(bias['longitude'][:], bias['latitude'][:],bias[0,0,:,:],\n",
    "                levels=np.arange(-15,15+1,2.5),  transform = ccrs.PlateCarree(),cmap='BrBG',extend='both')\n",
    "\n",
    " \n",
    "# Define the xticks for longitude\n",
    "ax.set_xticks(np.arange(87,94,1), crs=ccrs.PlateCarree())\n",
    "lon_formatter = cticker.LongitudeFormatter()\n",
    "ax.xaxis.set_major_formatter(lon_formatter)\n",
    "\n",
    "# Define the yticks for latitude\n",
    "ax.set_yticks(np.arange(20,28,1), crs=ccrs.PlateCarree())\n",
    "lat_formatter = cticker.LatitudeFormatter()\n",
    "ax.yaxis.set_major_formatter(lat_formatter)\n",
    "\n",
    "\n",
    "plt.colorbar(m1, orientation = 'horizontal',shrink=0.5, fraction = 0.04 , label = 'mm/day')\n",
    "ax.coastlines()\n",
    "ax.add_feature(cfeature.BORDERS)\n",
    "#ax.add_feature(cfeature.STATES)\n",
    "plt.title('Precip Bias(MERRA-CHIRPS)')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/Bias(merra-chirps).png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fc02796",
   "metadata": {},
   "outputs": [],
   "source": [
    "#cma colors\n",
    "'''Colormap CET_D1A is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, \n",
    "BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens,\n",
    "Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, \n",
    "Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy,\n",
    "RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, \n",
    "Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn,\n",
    "autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, \n",
    "copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat,\n",
    "gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r,\n",
    "gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma,\n",
    "magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, \n",
    "seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, \n",
    "ter'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d90aae8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}