pdf_merra.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",
   "execution_count": 68,
   "id": "9b4e84e2",
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   "source": [
    "rain_minimum = 1.0\n",
    "rain_maximum = 250.0\n",
    "rain_step = 1.0\n",
    "spd = 86400.0\n",
    "sph = 3600.0\n",
    "mpy = 30.4167\n",
    "\n",
    "nrainbin = int((rain_maximum-rain_minimum)/rain_step) + 1\n",
    "\n",
    "rain_pdf = np.linspace(rain_minimum,rain_maximum, num=nrainbin, endpoint=True)\n",
    "rain_bin = np.zeros((nrainbin-1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "3e1b1bb0",
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       "</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-a177faa1-83d9-427c-b84d-bb4de19dcaba' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a177faa1-83d9-427c-b84d-bb4de19dcaba' 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-71593be4-e134-4ab3-883f-5baf7a597563' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71593be4-e134-4ab3-883f-5baf7a597563' 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-583f6c2c-78f6-48ba-a3a6-6668d6048d8e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-583f6c2c-78f6-48ba-a3a6-6668d6048d8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a5bb59e-94dd-4fdb-8a11-ecd727476add' class='xr-var-data-in' type='checkbox'><label for='data-1a5bb59e-94dd-4fdb-8a11-ecd727476add' title='Show/Hide data 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-f054688c-78c5-487b-968a-bcfc012082b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f054688c-78c5-487b-968a-bcfc012082b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98590a45-7096-485b-943b-9a6b5ec4eae9' class='xr-var-data-in' type='checkbox'><label for='data-98590a45-7096-485b-943b-9a6b5ec4eae9' title='Show/Hide data 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-f124eca3-58b0-4c67-baf2-dcad323d32a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f124eca3-58b0-4c67-baf2-dcad323d32a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7fbea60-9a89-4cf1-9794-d9f03aa7eac4' class='xr-var-data-in' type='checkbox'><label for='data-e7fbea60-9a89-4cf1-9794-d9f03aa7eac4' title='Show/Hide data 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-eaf9a902-5442-4ae9-aff0-0fbc759df696' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eaf9a902-5442-4ae9-aff0-0fbc759df696' 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-a48930ec-dcb0-45c8-b201-556a66647a46' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a48930ec-dcb0-45c8-b201-556a66647a46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56a66d04-286a-43b7-acfe-1da35abc9e25' class='xr-var-data-in' type='checkbox'><label for='data-56a66d04-286a-43b7-acfe-1da35abc9e25' title='Show/Hide data 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-513b518e-5f78-48b6-8599-3a095e4e72a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-513b518e-5f78-48b6-8599-3a095e4e72a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f415306e-9ab9-43b1-89db-647124e2a0ff' class='xr-var-data-in' type='checkbox'><label for='data-f415306e-9ab9-43b1-89db-647124e2a0ff' title='Show/Hide data 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-b4e154fd-c81c-4106-904a-7a6dd6a362ad' class='xr-section-summary-in' type='checkbox'  ><label for='section-b4e154fd-c81c-4106-904a-7a6dd6a362ad' 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 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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: 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..."
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "pr = xr.open_dataset('/home/mkibria/Academic/pr_of_thesis/reanalysis/MERRA/PRECTOT_MERRA2.tavg1_2m_flx_Nx.1980-2021.nc')\n",
    "\n",
    "pr\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "c6e12424",
   "metadata": {},
   "outputs": [],
   "source": [
    "pr = pr.sel(time=slice('1980-01-16T12:00:00.000000000','2015-12-16T00:00:00.000000000'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "a7bc5951",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#interpolating to new lat and lon\n",
    "\n",
    "#new_lon = np.arange(85,94,0.5)\n",
    "#new_lat = np.arange(17,28,0.5)\n",
    "#pr = pr.interp(latitude=new_lat,longitude=new_lon)\n",
    "#pr\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "95a0a4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 430, bnds: 2, lon: 13, lat: 19)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-02-01T12:00:00 ... 2015-11-16\n",
       "  * lon        (lon) float64 86.25 86.88 87.5 88.12 ... 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\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1980-02-01T00:30:00 ... 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...</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-5e8e840c-29ff-4cc8-843d-149d207de5fe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5e8e840c-29ff-4cc8-843d-149d207de5fe' 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>: 430</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 13</li><li><span class='xr-has-index'>lat</span>: 19</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3a6dccd3-d50e-48f8-839a-ff972614d75c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3a6dccd3-d50e-48f8-839a-ff972614d75c' 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'>1980-02-01T12:00:00 ... 2015-11-16</div><input id='attrs-8354ade2-e257-4e43-ba85-e77f1377cc0d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8354ade2-e257-4e43-ba85-e77f1377cc0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02b9c2fa-d964-4c14-bf39-8285fc03c048' class='xr-var-data-in' type='checkbox'><label for='data-02b9c2fa-d964-4c14-bf39-8285fc03c048' title='Show/Hide data 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;1980-02-01T12:00:00.000000000&#x27;, &#x27;1980-03-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;1980-04-16T00:00:00.000000000&#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'>86.25 86.88 87.5 ... 93.12 93.75</div><input id='attrs-72ad00d5-0455-45b2-8592-2758e67fbafe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72ad00d5-0455-45b2-8592-2758e67fbafe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb716ab2-2da2-4dd8-96a6-4abe6d3bfc70' class='xr-var-data-in' type='checkbox'><label for='data-fb716ab2-2da2-4dd8-96a6-4abe6d3bfc70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([86.25 , 86.875, 87.5  , 88.125, 88.75 , 89.375, 90.   , 90.625, 91.25 ,\n",
       "       91.875, 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 ... 26.0 26.5 27.0</div><input id='attrs-1afdf8f7-e8f7-433d-b84b-659ea860212c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1afdf8f7-e8f7-433d-b84b-659ea860212c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aba5ee96-d69c-41ed-ae70-bfe95c60d83f' class='xr-var-data-in' type='checkbox'><label for='data-aba5ee96-d69c-41ed-ae70-bfe95c60d83f' title='Show/Hide data 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. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9a6f4c8d-ad3d-4326-9d62-4c680c023a22' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9a6f4c8d-ad3d-4326-9d62-4c680c023a22' 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'>1980-02-01T00:30:00 ... 2015-11-...</div><input id='attrs-fbffe304-0550-4815-981d-c6fdef872fd8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbffe304-0550-4815-981d-c6fdef872fd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db3270b5-76d8-4f07-b0ce-05ebdf9fa784' class='xr-var-data-in' type='checkbox'><label for='data-db3270b5-76d8-4f07-b0ce-05ebdf9fa784' title='Show/Hide data 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;1980-02-01T00:30:00.000000000&#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",
       "       [&#x27;1980-04-01T00:30:00.000000000&#x27;, &#x27;1980-04-30T23:30:00.000000000&#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-7aab4780-e38b-41fc-9767-55e9b6c5b549' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7aab4780-e38b-41fc-9767-55e9b6c5b549' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28af13f9-1e18-4915-ab10-b2a718a929b3' class='xr-var-data-in' type='checkbox'><label for='data-28af13f9-1e18-4915-ab10-b2a718a929b3' title='Show/Hide data 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>[106210 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3fa9f15f-e07b-4219-9d03-64844c52a4ce' class='xr-section-summary-in' type='checkbox'  ><label for='section-3fa9f15f-e07b-4219-9d03-64844c52a4ce' 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 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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: 430, bnds: 2, lon: 13, lat: 19)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-02-01T12:00:00 ... 2015-11-16\n",
       "  * lon        (lon) float64 86.25 86.88 87.5 88.12 ... 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\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1980-02-01T00:30:00 ... 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": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pr= pr.sel(lon=slice(86,94),lat=slice(18,27))\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "2100d68b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(430, 19, 13)\n"
     ]
    }
   ],
   "source": [
    "size = pr.PRECTOT.shape\n",
    "print(size)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "77d6e633",
   "metadata": {},
   "outputs": [],
   "source": [
    "for time in range(size[0]):\n",
    "        data = pr.PRECTOT[time,Ellipsis] * spd\n",
    "        nzd  = data.values[tuple(np.where(data >= rain_minimum))]\n",
    "        hist = np.histogram(nzd,\n",
    "                            bins = nrainbin-1,\n",
    "                            range = (rain_minimum, rain_maximum))\n",
    "        rain_bin = rain_bin + hist[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "307f9480",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "plt.plot(rain_bin, 'bo')\n",
    "ax.set_yscale('log')\n",
    "#ax.set_xscale('log')\n",
    "plt.xlabel('Precipitation [mm/day]')\n",
    "plt.ylabel('Event Number [#]')\n",
    "plt.title('Precipitation daily PDF-merra')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/pdf_merra.png\")\n",
    "\n",
    "\n",
    "\n",
    "plt.show( )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a43f36ef",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fdab7b8f",
   "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
}