pdf_gcm_mpiesm.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": 11,
   "id": "9b4e84e2",
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    "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": 12,
   "id": "3e1b1bb0",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
       "  * lat        (lat) float64 -88.57 -86.72 -84.86 -83.0 ... 84.86 86.72 88.57\n",
       "  * lon        (lon) float64 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1850-01-01 1850-02-01 ... 2006-01-01\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -87.65 -87.65 ... 87.65 87.65 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -0.9375 0.9375 0.9375 ... 357.2 357.2 359.1\n",
       "    pr         (time, lat, lon) float32 1.488e-06 1.492e-06 ... 6.684e-06\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6d0c133b-589a-43e1-b8ae-a2363e0a5c20' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6d0c133b-589a-43e1-b8ae-a2363e0a5c20' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1872</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bdc0af23-d036-43dd-ad22-3dfbc8a93bcc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bdc0af23-d036-43dd-ad22-3dfbc8a93bcc' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00 ... 2005-12-...</div><input id='attrs-151d042e-a983-49b6-8539-ba9e10f9a39c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-151d042e-a983-49b6-8539-ba9e10f9a39c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-078dc149-7d9f-4b40-bbf0-e34dd3c3dae4' class='xr-var-data-in' type='checkbox'><label for='data-078dc149-7d9f-4b40-bbf0-e34dd3c3dae4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;1850-03-16T12:00:00.000000000&#x27;, ..., &#x27;2005-10-16T12:00:00.000000000&#x27;,\n",
       "       &#x27;2005-11-16T00:00:00.000000000&#x27;, &#x27;2005-12-16T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.57 -86.72 ... 86.72 88.57</div><input id='attrs-c3a971bf-e7a7-4610-85df-c405c8d3f7fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3a971bf-e7a7-4610-85df-c405c8d3f7fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b1f4a5d-70e4-4b98-81dc-74118518d1c7' class='xr-var-data-in' type='checkbox'><label for='data-0b1f4a5d-70e4-4b98-81dc-74118518d1c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-88.572166, -86.722534, -84.861969, -82.99894 , -81.134979, -79.270561,\n",
       "       -77.405891, -75.541061, -73.676132, -71.811134, -69.946083, -68.080994,\n",
       "       -66.215874, -64.350731, -62.485569, -60.620396, -58.755211, -56.890015,\n",
       "       -55.024807, -53.159595, -51.294376, -49.429153, -47.563927, -45.698692,\n",
       "       -43.833458, -41.96822 , -40.102978, -38.237736, -36.37249 , -34.507244,\n",
       "       -32.641994, -30.776745, -28.911493, -27.04624 , -25.180986, -23.315731,\n",
       "       -21.450476, -19.585218, -17.719961, -15.854704, -13.989446, -12.124187,\n",
       "       -10.258928,  -8.393669,  -6.528409,  -4.66315 ,  -2.79789 ,  -0.93263 ,\n",
       "         0.93263 ,   2.79789 ,   4.66315 ,   6.528409,   8.393669,  10.258928,\n",
       "        12.124187,  13.989446,  15.854704,  17.719961,  19.585218,  21.450476,\n",
       "        23.315731,  25.180986,  27.04624 ,  28.911493,  30.776745,  32.641994,\n",
       "        34.507244,  36.37249 ,  38.237736,  40.102978,  41.96822 ,  43.833458,\n",
       "        45.698692,  47.563927,  49.429153,  51.294376,  53.159595,  55.024807,\n",
       "        56.890011,  58.755211,  60.620396,  62.485569,  64.350731,  66.215874,\n",
       "        68.080994,  69.946083,  71.811134,  73.676132,  75.541061,  77.405891,\n",
       "        79.270561,  81.134979,  82.99894 ,  84.861969,  86.722534,  88.572166])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-ee963152-466c-439f-a121-3e5ff317efe6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ee963152-466c-439f-a121-3e5ff317efe6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de3c8b77-02be-41eb-8334-e1fa2db52093' class='xr-var-data-in' type='checkbox'><label for='data-de3c8b77-02be-41eb-8334-e1fa2db52093' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-299f7416-7a4c-4ec3-8f52-e3ae91e6c168' class='xr-section-summary-in' type='checkbox'  checked><label for='section-299f7416-7a4c-4ec3-8f52-e3ae91e6c168' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-01 ... 2006-01-01</div><input id='attrs-10aca670-aa56-4d9c-a0ba-48c3485de38f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10aca670-aa56-4d9c-a0ba-48c3485de38f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5ff5188-8eff-450b-afb9-fb065025680e' class='xr-var-data-in' type='checkbox'><label for='data-e5ff5188-8eff-450b-afb9-fb065025680e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;1850-01-01T00:00:00.000000000&#x27;, &#x27;1850-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-02-01T00:00:00.000000000&#x27;, &#x27;1850-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1850-03-01T00:00:00.000000000&#x27;, &#x27;1850-04-01T00:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2005-10-01T00:00:00.000000000&#x27;, &#x27;2005-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-11-01T00:00:00.000000000&#x27;, &#x27;2005-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-12-01T00:00:00.000000000&#x27;, &#x27;2006-01-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -87.65 -87.65 ... 87.65 90.0</div><input id='attrs-4513fe0d-584d-46bf-9b2b-b36cc2655e1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4513fe0d-584d-46bf-9b2b-b36cc2655e1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a06daa8-d689-4062-92fc-eb5f3d3353fd' class='xr-var-data-in' type='checkbox'><label for='data-3a06daa8-d689-4062-92fc-eb5f3d3353fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-9.00000000e+01, -8.76473503e+01],\n",
       "       [-8.76473503e+01, -8.57922516e+01],\n",
       "       [-8.57922516e+01, -8.39304543e+01],\n",
       "       [-8.39304543e+01, -8.20669594e+01],\n",
       "       [-8.20669594e+01, -8.02027702e+01],\n",
       "       [-8.02027702e+01, -7.83382263e+01],\n",
       "       [-7.83382263e+01, -7.64734764e+01],\n",
       "       [-7.64734764e+01, -7.46085968e+01],\n",
       "       [-7.46085968e+01, -7.27436333e+01],\n",
       "       [-7.27436333e+01, -7.08786087e+01],\n",
       "       [-7.08786087e+01, -6.90135384e+01],\n",
       "       [-6.90135384e+01, -6.71484337e+01],\n",
       "       [-6.71484337e+01, -6.52833023e+01],\n",
       "       [-6.52833023e+01, -6.34181499e+01],\n",
       "       [-6.34181499e+01, -6.15529823e+01],\n",
       "       [-6.15529823e+01, -5.96878033e+01],\n",
       "       [-5.96878033e+01, -5.78226128e+01],\n",
       "       [-5.78226128e+01, -5.59574108e+01],\n",
       "       [-5.59574108e+01, -5.40922012e+01],\n",
       "       [-5.40922012e+01, -5.22269859e+01],\n",
       "...\n",
       "       [ 5.22269859e+01,  5.40922012e+01],\n",
       "       [ 5.40922012e+01,  5.59574089e+01],\n",
       "       [ 5.59574089e+01,  5.78226109e+01],\n",
       "       [ 5.78226109e+01,  5.96878033e+01],\n",
       "       [ 5.96878033e+01,  6.15529823e+01],\n",
       "       [ 6.15529823e+01,  6.34181499e+01],\n",
       "       [ 6.34181499e+01,  6.52833023e+01],\n",
       "       [ 6.52833023e+01,  6.71484337e+01],\n",
       "       [ 6.71484337e+01,  6.90135384e+01],\n",
       "       [ 6.90135384e+01,  7.08786087e+01],\n",
       "       [ 7.08786087e+01,  7.27436333e+01],\n",
       "       [ 7.27436333e+01,  7.46085968e+01],\n",
       "       [ 7.46085968e+01,  7.64734764e+01],\n",
       "       [ 7.64734764e+01,  7.83382263e+01],\n",
       "       [ 7.83382263e+01,  8.02027702e+01],\n",
       "       [ 8.02027702e+01,  8.20669594e+01],\n",
       "       [ 8.20669594e+01,  8.39304543e+01],\n",
       "       [ 8.39304543e+01,  8.57922516e+01],\n",
       "       [ 8.57922516e+01,  8.76473503e+01],\n",
       "       [ 8.76473503e+01,  9.00000000e+01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-26cea617-d825-427b-97a8-26555d377c6e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26cea617-d825-427b-97a8-26555d377c6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-151230c1-72e5-495e-86bb-b1ec35447035' class='xr-var-data-in' type='checkbox'><label for='data-151230c1-72e5-495e-86bb-b1ec35447035' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
       "       [  0.9375,   2.8125],\n",
       "       [  2.8125,   4.6875],\n",
       "       [  4.6875,   6.5625],\n",
       "       [  6.5625,   8.4375],\n",
       "       [  8.4375,  10.3125],\n",
       "       [ 10.3125,  12.1875],\n",
       "       [ 12.1875,  14.0625],\n",
       "       [ 14.0625,  15.9375],\n",
       "       [ 15.9375,  17.8125],\n",
       "       [ 17.8125,  19.6875],\n",
       "       [ 19.6875,  21.5625],\n",
       "       [ 21.5625,  23.4375],\n",
       "       [ 23.4375,  25.3125],\n",
       "       [ 25.3125,  27.1875],\n",
       "       [ 27.1875,  29.0625],\n",
       "       [ 29.0625,  30.9375],\n",
       "       [ 30.9375,  32.8125],\n",
       "       [ 32.8125,  34.6875],\n",
       "       [ 34.6875,  36.5625],\n",
       "...\n",
       "       [321.5625, 323.4375],\n",
       "       [323.4375, 325.3125],\n",
       "       [325.3125, 327.1875],\n",
       "       [327.1875, 329.0625],\n",
       "       [329.0625, 330.9375],\n",
       "       [330.9375, 332.8125],\n",
       "       [332.8125, 334.6875],\n",
       "       [334.6875, 336.5625],\n",
       "       [336.5625, 338.4375],\n",
       "       [338.4375, 340.3125],\n",
       "       [340.3125, 342.1875],\n",
       "       [342.1875, 344.0625],\n",
       "       [344.0625, 345.9375],\n",
       "       [345.9375, 347.8125],\n",
       "       [347.8125, 349.6875],\n",
       "       [349.6875, 351.5625],\n",
       "       [351.5625, 353.4375],\n",
       "       [353.4375, 355.3125],\n",
       "       [355.3125, 357.1875],\n",
       "       [357.1875, 359.0625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.488e-06 1.492e-06 ... 6.684e-06</div><input id='attrs-affdd3be-c074-4ef6-af29-301fe5033a90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-affdd3be-c074-4ef6-af29-301fe5033a90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4fd882f-465e-467f-8e29-787aa7124181' class='xr-var-data-in' type='checkbox'><label for='data-c4fd882f-465e-467f-8e29-787aa7124181' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[1.4876132e-06, 1.4918915e-06, 1.4964608e-06, ...,\n",
       "         1.4406251e-06, 1.4403340e-06, 1.4397810e-06],\n",
       "        [3.5493576e-06, 5.5529090e-06, 5.1372335e-06, ...,\n",
       "         4.4979970e-06, 3.4733530e-06, 2.8956565e-06],\n",
       "        [2.3577013e-06, 2.8028589e-06, 5.2558753e-06, ...,\n",
       "         4.9855007e-06, 4.9174996e-06, 3.9467268e-06],\n",
       "        ...,\n",
       "        [6.6314096e-06, 8.8093802e-06, 7.2736439e-06, ...,\n",
       "         4.2219035e-06, 8.1369217e-06, 6.4107007e-06],\n",
       "        [6.6713546e-06, 6.9204543e-06, 7.6029537e-06, ...,\n",
       "         4.9746013e-06, 4.6099303e-06, 4.0003943e-06],\n",
       "        [3.2598036e-06, 3.3526012e-06, 3.3597316e-06, ...,\n",
       "         3.1827658e-06, 3.1751406e-06, 3.1947129e-06]],\n",
       "\n",
       "       [[1.4632969e-06, 1.4627294e-06, 1.4613906e-06, ...,\n",
       "         1.5209662e-06, 1.4637917e-06, 1.4631078e-06],\n",
       "        [2.0489970e-06, 1.2473465e-06, 2.3025059e-06, ...,\n",
       "         1.1740922e-06, 1.6851700e-06, 2.1669111e-06],\n",
       "        [3.2281969e-06, 3.3726683e-06, 2.2294844e-06, ...,\n",
       "         3.0117371e-06, 2.3026223e-06, 3.3179676e-06],\n",
       "...\n",
       "        [6.1859319e-06, 6.8537047e-06, 5.4485718e-06, ...,\n",
       "         5.7996513e-06, 5.9175072e-06, 6.4505584e-06],\n",
       "        [4.6736241e-06, 4.5410125e-06, 4.8293441e-06, ...,\n",
       "         3.9420702e-06, 4.2116444e-06, 4.1815219e-06],\n",
       "        [3.8360449e-06, 3.8548023e-06, 3.8332073e-06, ...,\n",
       "         3.8510043e-06, 3.8165017e-06, 3.8217404e-06]],\n",
       "\n",
       "       [[1.1203083e-06, 1.1168013e-06, 1.1161173e-06, ...,\n",
       "         1.1228985e-06, 1.1220109e-06, 1.1211669e-06],\n",
       "        [2.2865424e-07, 1.5724800e-07, 1.4450052e-07, ...,\n",
       "         2.0356674e-07, 1.4889520e-07, 1.4738180e-07],\n",
       "        [8.0975587e-07, 9.3044946e-07, 1.0577496e-06, ...,\n",
       "         1.2754463e-06, 1.3322133e-06, 7.7293953e-07],\n",
       "        ...,\n",
       "        [7.1076502e-06, 8.5738720e-06, 8.9544046e-06, ...,\n",
       "         6.1736209e-06, 5.7405705e-06, 6.1049068e-06],\n",
       "        [7.8150188e-06, 8.6252403e-06, 8.8656234e-06, ...,\n",
       "         6.7344226e-06, 6.7750661e-06, 7.3245901e-06],\n",
       "        [6.6230568e-06, 6.5644708e-06, 6.4616179e-06, ...,\n",
       "         6.6588254e-06, 6.8387599e-06, 6.6835055e-06]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38cef023-b180-491b-8d73-974d03dfa046' class='xr-section-summary-in' type='checkbox'  ><label for='section-38cef023-b180-491b-8d73-974d03dfa046' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
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       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
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       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
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     "execution_count": 12,
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   "source": [
    "\n",
    "pr = xr.load_dataset('/home/mkibria/Academic/pr_of_thesis/GCM/MPI-ESM-MR/pr_Amon_MPI-ESM-MR_historical_r1i1p1_185001-200512.nc')\n",
    "\n",
    "pr\n",
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    "\n"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c6e12424",
   "metadata": {},
   "outputs": [],
   "source": [
    "pr = pr.sel(time=slice('1980-01-16T12:00:00.000000000','2005-12-16T00:00:00.000000000'))\n"
   ]
  },
  {
   "cell_type": "code",
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   "id": "ca6be930",
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   "outputs": [
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       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
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       "    ...                     ...\n",
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       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4311a196-e58c-4a78-a8ed-026df01a7250' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4311a196-e58c-4a78-a8ed-026df01a7250' 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>: 311</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 4</li><li><span class='xr-has-index'>lon</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c1c8cba7-41a7-479d-9031-82ee0744356c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c1c8cba7-41a7-479d-9031-82ee0744356c' 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'>1980-01-16T12:00:00 ... 2005-11-16</div><input id='attrs-9b5d1e2e-de26-412e-8ffc-f557733a875b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b5d1e2e-de26-412e-8ffc-f557733a875b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f805623-0c66-44b5-b5f6-708d2054c9ce' class='xr-var-data-in' type='checkbox'><label for='data-6f805623-0c66-44b5-b5f6-708d2054c9ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1980-01-16T12:00:00.000000000&#x27;, &#x27;1980-02-15T12:00:00.000000000&#x27;,\n",
       "       &#x27;1980-03-16T12:00:00.000000000&#x27;, ..., &#x27;2005-09-16T00:00:00.000000000&#x27;,\n",
       "       &#x27;2005-10-16T12:00:00.000000000&#x27;, &#x27;2005-11-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>19.59 21.45 23.32 25.18</div><input id='attrs-14638aba-8fc8-49fe-9e28-c79413615b63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14638aba-8fc8-49fe-9e28-c79413615b63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b6995a8-98c0-43c1-9f2c-ed3ace9bab7a' class='xr-var-data-in' type='checkbox'><label for='data-8b6995a8-98c0-43c1-9f2c-ed3ace9bab7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([19.585218, 21.450476, 23.315731, 25.180986])</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 88.12 90.0 91.88 93.75</div><input id='attrs-f458932f-5086-4298-8c0a-d08b2ab14eaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f458932f-5086-4298-8c0a-d08b2ab14eaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26f915b1-1c39-4222-b7dc-131e4268201f' class='xr-var-data-in' type='checkbox'><label for='data-26f915b1-1c39-4222-b7dc-131e4268201f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([86.25 , 88.125, 90.   , 91.875, 93.75 ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02b93975-c07d-418f-8c8a-d9a3351f93fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-02b93975-c07d-418f-8c8a-d9a3351f93fd' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1980-01-01 ... 2005-12-01</div><input id='attrs-a2e6ccc8-848e-4971-b098-30f36860416a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a2e6ccc8-848e-4971-b098-30f36860416a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de6b356a-7ffe-4c60-869b-7e7b59c86d2f' class='xr-var-data-in' type='checkbox'><label for='data-de6b356a-7ffe-4c60-869b-7e7b59c86d2f' 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;1980-01-01T00:00:00.000000000&#x27;, &#x27;1980-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-02-01T00:00:00.000000000&#x27;, &#x27;1980-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-03-01T00:00:00.000000000&#x27;, &#x27;1980-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-04-01T00:00:00.000000000&#x27;, &#x27;1980-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-05-01T00:00:00.000000000&#x27;, &#x27;1980-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-06-01T00:00:00.000000000&#x27;, &#x27;1980-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-07-01T00:00:00.000000000&#x27;, &#x27;1980-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-08-01T00:00:00.000000000&#x27;, &#x27;1980-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-09-01T00:00:00.000000000&#x27;, &#x27;1980-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-10-01T00:00:00.000000000&#x27;, &#x27;1980-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-11-01T00:00:00.000000000&#x27;, &#x27;1980-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1980-12-01T00:00:00.000000000&#x27;, &#x27;1981-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-01-01T00:00:00.000000000&#x27;, &#x27;1981-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-02-01T00:00:00.000000000&#x27;, &#x27;1981-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-03-01T00:00:00.000000000&#x27;, &#x27;1981-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-04-01T00:00:00.000000000&#x27;, &#x27;1981-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-05-01T00:00:00.000000000&#x27;, &#x27;1981-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-06-01T00:00:00.000000000&#x27;, &#x27;1981-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-07-01T00:00:00.000000000&#x27;, &#x27;1981-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;1981-08-01T00:00:00.000000000&#x27;, &#x27;1981-09-01T00:00:00.000000000&#x27;],\n",
       "...\n",
       "       [&#x27;2004-05-01T00:00:00.000000000&#x27;, &#x27;2004-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-06-01T00:00:00.000000000&#x27;, &#x27;2004-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-07-01T00:00:00.000000000&#x27;, &#x27;2004-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-08-01T00:00:00.000000000&#x27;, &#x27;2004-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-09-01T00:00:00.000000000&#x27;, &#x27;2004-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-10-01T00:00:00.000000000&#x27;, &#x27;2004-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-11-01T00:00:00.000000000&#x27;, &#x27;2004-12-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2004-12-01T00:00:00.000000000&#x27;, &#x27;2005-01-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-01-01T00:00:00.000000000&#x27;, &#x27;2005-02-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-02-01T00:00:00.000000000&#x27;, &#x27;2005-03-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-03-01T00:00:00.000000000&#x27;, &#x27;2005-04-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-04-01T00:00:00.000000000&#x27;, &#x27;2005-05-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-05-01T00:00:00.000000000&#x27;, &#x27;2005-06-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-06-01T00:00:00.000000000&#x27;, &#x27;2005-07-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-07-01T00:00:00.000000000&#x27;, &#x27;2005-08-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-08-01T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-09-01T00:00:00.000000000&#x27;, &#x27;2005-10-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-10-01T00:00:00.000000000&#x27;, &#x27;2005-11-01T00:00:00.000000000&#x27;],\n",
       "       [&#x27;2005-11-01T00:00:00.000000000&#x27;, &#x27;2005-12-01T00:00:00.000000000&#x27;]],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.65 20.52 20.52 ... 24.25 26.11</div><input id='attrs-2e856a15-3114-4414-bf59-b65ba96334a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e856a15-3114-4414-bf59-b65ba96334a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-483f8404-0230-426f-b39f-594a9a530f70' class='xr-var-data-in' type='checkbox'><label for='data-483f8404-0230-426f-b39f-594a9a530f70' 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([[18.6525898 , 20.51784706],\n",
       "       [20.51784706, 22.38310337],\n",
       "       [22.38310337, 24.24835873],\n",
       "       [24.24835873, 26.11361313]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>85.31 87.19 87.19 ... 92.81 94.69</div><input id='attrs-d489eb8d-7c63-4072-b978-b2a7d29cde4a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d489eb8d-7c63-4072-b978-b2a7d29cde4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5dfe5162-5753-4ed3-9c64-7512efce3911' class='xr-var-data-in' type='checkbox'><label for='data-5dfe5162-5753-4ed3-9c64-7512efce3911' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[85.3125, 87.1875],\n",
       "       [87.1875, 89.0625],\n",
       "       [89.0625, 90.9375],\n",
       "       [90.9375, 92.8125],\n",
       "       [92.8125, 94.6875]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.022e-05 2.878e-05 ... 1.556e-18</div><input id='attrs-1e50e034-65c7-4ed9-808c-5c83a67bcc4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e50e034-65c7-4ed9-808c-5c83a67bcc4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a11c5414-ddc9-4894-a0e8-21143a4cbfe9' class='xr-var-data-in' type='checkbox'><label for='data-a11c5414-ddc9-4894-a0e8-21143a4cbfe9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2011-10-08T16:30:02Z altered by CMOR: replaced missing value flag (2e+20) with standard missing value (1e+20).</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_MPI-ESM-MR_historical_r0i0p0.nc areacella: areacella_fx_MPI-ESM-MR_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[2.02163792e-05, 2.87775038e-05, 2.42430106e-05, 6.53992174e-06,\n",
       "         2.96495273e-07],\n",
       "        [1.12776761e-05, 2.88288866e-05, 2.87124712e-05, 1.48586842e-05,\n",
       "         3.79000267e-06],\n",
       "        [7.75030639e-06, 8.49584467e-06, 6.99989323e-06, 3.68154724e-06,\n",
       "         1.35897426e-06],\n",
       "        [4.51349479e-06, 8.62790330e-06, 1.12822017e-05, 9.04101762e-06,\n",
       "         4.40479198e-06]],\n",
       "\n",
       "       [[1.63359800e-07, 1.10769179e-07, 2.83820555e-07, 5.12111001e-07,\n",
       "         5.67524694e-10],\n",
       "        [7.58154783e-09, 1.04591891e-06, 1.30233821e-06, 1.42221688e-06,\n",
       "         1.66640136e-18],\n",
       "        [1.66640136e-18, 9.45874490e-09, 1.51427230e-07, 8.20145942e-08,\n",
       "         1.60071068e-10],\n",
       "        [1.66640136e-18, 5.93427103e-08, 1.83994416e-07, 1.14436261e-07,\n",
       "         1.66640136e-18]],\n",
       "\n",
       "       [[5.25033101e-08, 1.00379111e-07, 1.49803236e-06, 9.06013884e-06,\n",
       "         7.49787432e-06],\n",
       "...\n",
       "        [7.09935557e-06, 3.23845888e-05, 7.97801622e-05, 7.88828766e-05,\n",
       "         4.23232268e-05]],\n",
       "\n",
       "       [[2.33597821e-05, 5.11281105e-05, 4.13717207e-05, 3.78803816e-05,\n",
       "         3.60966951e-05],\n",
       "        [2.67684372e-05, 1.50457345e-05, 5.72779973e-05, 4.71013336e-05,\n",
       "         3.40052648e-05],\n",
       "        [2.79324449e-05, 9.66338848e-06, 3.81405698e-08, 1.04261708e-05,\n",
       "         1.36052258e-05],\n",
       "        [3.07710434e-06, 6.61396189e-06, 7.61389674e-06, 1.05307990e-05,\n",
       "         3.90340574e-07]],\n",
       "\n",
       "       [[5.06566721e-07, 2.29134457e-07, 4.82104952e-07, 4.68135113e-07,\n",
       "         1.55643245e-18],\n",
       "        [4.60859155e-08, 2.59722583e-06, 1.17352465e-06, 7.89819751e-07,\n",
       "         2.40994268e-07],\n",
       "        [3.65605229e-06, 2.88718729e-06, 3.82686267e-07, 1.55643245e-18,\n",
       "         7.40983523e-08],\n",
       "        [9.37579898e-07, 2.76076025e-06, 3.94327799e-07, 1.30385160e-08,\n",
       "         1.55643245e-18]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b7478b53-1758-4750-a297-89ebcfb286d0' class='xr-section-summary-in' type='checkbox'  ><label for='section-b7478b53-1758-4750-a297-89ebcfb286d0' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Max Planck Institute for Meteorology</dd><dt><span>institute_id :</span></dt><dd>MPI-M</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosmos/branches/releases/mpi-esm-cmip5/src/mod; atmosphere: ECHAM6 (REV: 4936), T63L47; land: JSBACH (REV: 4936); ocean: MPIOM (REV: 4936), GR15L40; sea ice: 4936; marine bgc: HAMOCC (REV: 4936);</dd><dt><span>model_id :</span></dt><dd>MPI-ESM-MR</dd><dt><span>forcing :</span></dt><dd>GHG,Oz,SD,Sl,Vl,LU</dd><dt><span>parent_experiment_id :</span></dt><dd>N/A</dd><dt><span>parent_experiment_rip :</span></dt><dd>N/A</dd><dt><span>branch_time :</span></dt><dd>0.0</dd><dt><span>contact :</span></dt><dd>cmip5-mpi-esm@dkrz.de</dd><dt><span>history :</span></dt><dd>Model raw output postprocessing with modelling environment (IMDI) at DKRZ: URL: http://svn-mad.zmaw.de/svn/mad/Model/IMDI/trunk, REV: 3911 2011-10-08T16:30:02Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</dd><dt><span>references :</span></dt><dd>ECHAM6: n/a; JSBACH: Raddatz et al., 2007. Will the tropical land biosphere dominate the climate-carbon cycle feedback during the twenty first century? Climate Dynamics, 29, 565-574, doi 10.1007/s00382-007-0247-8;  MPIOM: Marsland et al., 2003. The Max-Planck-Institute global ocean/sea ice model with orthogonal curvilinear coordinates. Ocean Modelling, 5, 91-127;  HAMOCC: Technical Documentation, http://www.mpimet.mpg.de/fileadmin/models/MPIOM/HAMOCC5.1_TECHNICAL_REPORT.pdf;</dd><dt><span>initialization_method :</span></dt><dd>1</dd><dt><span>physics_version :</span></dt><dd>1</dd><dt><span>tracking_id :</span></dt><dd>f94bedfd-180d-43ad-b12d-99f102968059</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>creation_date :</span></dt><dd>2011-10-08T16:30:02Z</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>project_id :</span></dt><dd>CMIP5</dd><dt><span>table_id :</span></dt><dd>Table Amon (27 April 2011) a5a1c518f52ae340313ba0aada03f862</dd><dt><span>title :</span></dt><dd>MPI-ESM-MR model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>N/A</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 311, bnds: 2, lat: 4, lon: 5)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-16T12:00:00 ... 2005-11-16\n",
       "  * lat        (lat) float64 19.59 21.45 23.32 25.18\n",
       "  * lon        (lon) float64 86.25 88.12 90.0 91.88 93.75\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] 1980-01-01 1980-02-01 ... 2005-12-01\n",
       "    lat_bnds   (lat, bnds) float64 18.65 20.52 20.52 22.38 ... 24.25 24.25 26.11\n",
       "    lon_bnds   (lon, bnds) float64 85.31 87.19 87.19 89.06 ... 92.81 92.81 94.69\n",
       "    pr         (time, lat, lon) float32 2.022e-05 2.878e-05 ... 1.556e-18\n",
       "Attributes: (12/27)\n",
       "    institution:            Max Planck Institute for Meteorology\n",
       "    institute_id:           MPI-M\n",
       "    experiment_id:          historical\n",
       "    source:                 MPI-ESM-MR 2011; URL: http://svn.zmaw.de/svn/cosm...\n",
       "    model_id:               MPI-ESM-MR\n",
       "    forcing:                GHG,Oz,SD,Sl,Vl,LU\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  MPI-ESM-MR model output prepared for CMIP5 histor...\n",
       "    parent_experiment:      N/A\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pr= pr.sel(lon=slice(86,94),lat=slice(18,27))\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 16,
   "id": "2100d68b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(311, 4, 5)\n"
     ]
    }
   ],
   "source": [
    "size = pr.pr.shape\n",
    "print(size)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "77d6e633",
   "metadata": {},
   "outputs": [],
   "source": [
    "for time in range(size[0]):\n",
    "        data = pr.pr[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": 18,
   "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-gcm_mpiesm')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/pdf_gcm_mpiesm.png\")\n",
    "\n",
    "\n",
    "\n",
    "plt.show( )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a43f36ef",
   "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
}