pdf_gcm_noresm.ipynb

{
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   "id": "b2254f18",
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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": 5,
   "id": "9b4e84e2",
   "metadata": {},
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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": 6,
   "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: 144)\n",
       "Coordinates:\n",
       "  * time       (time) object 1850-01-16 12:00:00 ... 2005-12-16 12:00:00\n",
       "  * lat        (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 86.21 88.11 90.0\n",
       "  * lon        (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) object 1850-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -89.05 -89.05 ... 89.05 89.05 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -1.25 1.25 1.25 3.75 ... 356.2 356.2 358.8\n",
       "    pr         (time, lat, lon) float32 7.435e-07 7.435e-07 ... 3.993e-06\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\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-06086490-197c-495f-abf8-93080b2309b2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-06086490-197c-495f-abf8-93080b2309b2' 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>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-75f78b12-58e0-427d-ba84-efe2f988628a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-75f78b12-58e0-427d-ba84-efe2f988628a' 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'>object</div><div class='xr-var-preview xr-preview'>1850-01-16 12:00:00 ... 2005-12-...</div><input id='attrs-0e37b341-484b-42c0-b0d7-acb7deba3666' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e37b341-484b-42c0-b0d7-acb7deba3666' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4842c16-5455-41f8-9d39-806365db391a' class='xr-var-data-in' type='checkbox'><label for='data-b4842c16-5455-41f8-9d39-806365db391a' 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([cftime.DatetimeNoLeap(1850, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1850, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       ...,\n",
       "       cftime.DatetimeNoLeap(2005, 10, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2005, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2005, 12, 16, 12, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</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 -88.11 -86.21 ... 88.11 90.0</div><input id='attrs-ebf9e1b3-74e8-4272-9ce6-0ae17f81ad28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ebf9e1b3-74e8-4272-9ce6-0ae17f81ad28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17db7a6d-9437-4172-b19e-d1c0b9c6fc4f' class='xr-var-data-in' type='checkbox'><label for='data-17db7a6d-9437-4172-b19e-d1c0b9c6fc4f' 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([-90.      , -88.105263, -86.210526, -84.315789, -82.421053, -80.526316,\n",
       "       -78.631579, -76.736842, -74.842105, -72.947368, -71.052632, -69.157895,\n",
       "       -67.263158, -65.368421, -63.473684, -61.578947, -59.684211, -57.789474,\n",
       "       -55.894737, -54.      , -52.105263, -50.210526, -48.315789, -46.421053,\n",
       "       -44.526316, -42.631579, -40.736842, -38.842105, -36.947368, -35.052632,\n",
       "       -33.157895, -31.263158, -29.368421, -27.473684, -25.578947, -23.684211,\n",
       "       -21.789474, -19.894737, -18.      , -16.105263, -14.210526, -12.315789,\n",
       "       -10.421053,  -8.526316,  -6.631579,  -4.736842,  -2.842105,  -0.947368,\n",
       "         0.947368,   2.842105,   4.736842,   6.631579,   8.526316,  10.421053,\n",
       "        12.315789,  14.210526,  16.105263,  18.      ,  19.894737,  21.789474,\n",
       "        23.684211,  25.578947,  27.473684,  29.368421,  31.263158,  33.157895,\n",
       "        35.052632,  36.947368,  38.842105,  40.736842,  42.631579,  44.526316,\n",
       "        46.421053,  48.315789,  50.210526,  52.105263,  54.      ,  55.894737,\n",
       "        57.789474,  59.684211,  61.578947,  63.473684,  65.368421,  67.263158,\n",
       "        69.157895,  71.052632,  72.947368,  74.842105,  76.736842,  78.631579,\n",
       "        80.526316,  82.421053,  84.315789,  86.210526,  88.105263,  90.      ])</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 2.5 5.0 ... 352.5 355.0 357.5</div><input id='attrs-08459704-9e1e-4cf8-abea-84b1f6ea9d25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08459704-9e1e-4cf8-abea-84b1f6ea9d25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd6cee5d-d48a-400a-b341-e1f1f6d73b42' class='xr-var-data-in' type='checkbox'><label for='data-cd6cee5d-d48a-400a-b341-e1f1f6d73b42' 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. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,\n",
       "        25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,\n",
       "        50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,\n",
       "        75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,\n",
       "       100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,\n",
       "       125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,\n",
       "       150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,\n",
       "       175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,\n",
       "       200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,\n",
       "       225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,\n",
       "       250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,\n",
       "       275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,\n",
       "       300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,\n",
       "       325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,\n",
       "       350. , 352.5, 355. , 357.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eebb17f4-df2f-4b05-9b92-3be3d1768877' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eebb17f4-df2f-4b05-9b92-3be3d1768877' 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'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2006-01-...</div><input id='attrs-62dc8086-6251-4e2f-b92d-ffa88a0aed04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62dc8086-6251-4e2f-b92d-ffa88a0aed04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97d0db96-18a7-4d99-ae15-97d966055edd' class='xr-var-data-in' type='checkbox'><label for='data-97d0db96-18a7-4d99-ae15-97d966055edd' 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([[cftime.DatetimeNoLeap(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       ...,\n",
       "       [cftime.DatetimeNoLeap(2005, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 12, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2006, 1, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
       "      dtype=object)</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 -89.05 -89.05 ... 89.05 90.0</div><input id='attrs-ae430358-345c-4ff0-9023-004dbcea2af0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae430358-345c-4ff0-9023-004dbcea2af0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b07fb6df-05dc-43d9-b5fa-01f4f08863fd' class='xr-var-data-in' type='checkbox'><label for='data-b07fb6df-05dc-43d9-b5fa-01f4f08863fd' 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([[-90.        , -89.05263158],\n",
       "       [-89.05263158, -87.15789474],\n",
       "       [-87.15789474, -85.26315789],\n",
       "       [-85.26315789, -83.36842105],\n",
       "       [-83.36842105, -81.47368421],\n",
       "       [-81.47368421, -79.57894737],\n",
       "       [-79.57894737, -77.68421053],\n",
       "       [-77.68421053, -75.78947368],\n",
       "       [-75.78947368, -73.89473684],\n",
       "       [-73.89473684, -72.        ],\n",
       "       [-72.        , -70.10526316],\n",
       "       [-70.10526316, -68.21052632],\n",
       "       [-68.21052632, -66.31578947],\n",
       "       [-66.31578947, -64.42105263],\n",
       "       [-64.42105263, -62.52631579],\n",
       "       [-62.52631579, -60.63157895],\n",
       "       [-60.63157895, -58.73684211],\n",
       "       [-58.73684211, -56.84210526],\n",
       "       [-56.84210526, -54.94736842],\n",
       "       [-54.94736842, -53.05263158],\n",
       "...\n",
       "       [ 53.05263158,  54.94736842],\n",
       "       [ 54.94736842,  56.84210526],\n",
       "       [ 56.84210526,  58.73684211],\n",
       "       [ 58.73684211,  60.63157895],\n",
       "       [ 60.63157895,  62.52631579],\n",
       "       [ 62.52631579,  64.42105263],\n",
       "       [ 64.42105263,  66.31578947],\n",
       "       [ 66.31578947,  68.21052632],\n",
       "       [ 68.21052632,  70.10526316],\n",
       "       [ 70.10526316,  72.        ],\n",
       "       [ 72.        ,  73.89473684],\n",
       "       [ 73.89473684,  75.78947368],\n",
       "       [ 75.78947368,  77.68421053],\n",
       "       [ 77.68421053,  79.57894737],\n",
       "       [ 79.57894737,  81.47368421],\n",
       "       [ 81.47368421,  83.36842105],\n",
       "       [ 83.36842105,  85.26315789],\n",
       "       [ 85.26315789,  87.15789474],\n",
       "       [ 87.15789474,  89.05263158],\n",
       "       [ 89.05263158,  90.        ]])</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'>-1.25 1.25 1.25 ... 356.2 358.8</div><input id='attrs-172683c8-094d-4343-a71c-be6b3bd46f11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-172683c8-094d-4343-a71c-be6b3bd46f11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539133df-0ea0-4528-b6c1-19c3e1000a6c' class='xr-var-data-in' type='checkbox'><label for='data-539133df-0ea0-4528-b6c1-19c3e1000a6c' 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([[ -1.25,   1.25],\n",
       "       [  1.25,   3.75],\n",
       "       [  3.75,   6.25],\n",
       "       [  6.25,   8.75],\n",
       "       [  8.75,  11.25],\n",
       "       [ 11.25,  13.75],\n",
       "       [ 13.75,  16.25],\n",
       "       [ 16.25,  18.75],\n",
       "       [ 18.75,  21.25],\n",
       "       [ 21.25,  23.75],\n",
       "       [ 23.75,  26.25],\n",
       "       [ 26.25,  28.75],\n",
       "       [ 28.75,  31.25],\n",
       "       [ 31.25,  33.75],\n",
       "       [ 33.75,  36.25],\n",
       "       [ 36.25,  38.75],\n",
       "       [ 38.75,  41.25],\n",
       "       [ 41.25,  43.75],\n",
       "       [ 43.75,  46.25],\n",
       "       [ 46.25,  48.75],\n",
       "...\n",
       "       [308.75, 311.25],\n",
       "       [311.25, 313.75],\n",
       "       [313.75, 316.25],\n",
       "       [316.25, 318.75],\n",
       "       [318.75, 321.25],\n",
       "       [321.25, 323.75],\n",
       "       [323.75, 326.25],\n",
       "       [326.25, 328.75],\n",
       "       [328.75, 331.25],\n",
       "       [331.25, 333.75],\n",
       "       [333.75, 336.25],\n",
       "       [336.25, 338.75],\n",
       "       [338.75, 341.25],\n",
       "       [341.25, 343.75],\n",
       "       [343.75, 346.25],\n",
       "       [346.25, 348.75],\n",
       "       [348.75, 351.25],\n",
       "       [351.25, 353.75],\n",
       "       [353.75, 356.25],\n",
       "       [356.25, 358.75]])</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'>7.435e-07 7.435e-07 ... 3.993e-06</div><input id='attrs-7384806c-481f-48fe-a642-9e5b1982bf97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7384806c-481f-48fe-a642-9e5b1982bf97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbb7d69f-eb24-4d03-9461-73b6628deb5c' class='xr-var-data-in' type='checkbox'><label for='data-bbb7d69f-eb24-4d03-9461-73b6628deb5c' 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>original_name :</span></dt><dd>PRECT</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>2011-06-01T05:45:35Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_NorESM1-M_historical_r0i0p0.nc areacella: areacella_fx_NorESM1-M_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[7.4350447e-07, 7.4350447e-07, 7.4350447e-07, ...,\n",
       "         7.4350447e-07, 7.4350447e-07, 7.4350447e-07],\n",
       "        [8.0493129e-07, 7.7935482e-07, 7.9384102e-07, ...,\n",
       "         7.8030246e-07, 8.5266936e-07, 8.7502514e-07],\n",
       "        [1.2994650e-06, 1.3008956e-06, 1.3300941e-06, ...,\n",
       "         1.3439856e-06, 1.3231902e-06, 1.2630969e-06],\n",
       "        ...,\n",
       "        [5.7034531e-06, 5.7494344e-06, 5.6121344e-06, ...,\n",
       "         5.8830497e-06, 5.8585556e-06, 5.7785523e-06],\n",
       "        [2.3210002e-06, 2.3933871e-06, 2.5122745e-06, ...,\n",
       "         2.1528763e-06, 2.2064423e-06, 2.2023416e-06],\n",
       "        [2.0354694e-06, 2.0354694e-06, 2.0354694e-06, ...,\n",
       "         2.0354692e-06, 2.0354692e-06, 2.0354692e-06]],\n",
       "\n",
       "       [[6.2566932e-07, 6.2566932e-07, 6.2566932e-07, ...,\n",
       "         6.2566932e-07, 6.2566932e-07, 6.2566932e-07],\n",
       "        [1.2056101e-06, 1.2318991e-06, 1.1926493e-06, ...,\n",
       "         1.3276967e-06, 1.3362459e-06, 1.2629134e-06],\n",
       "        [2.0996999e-06, 1.9572624e-06, 1.8253436e-06, ...,\n",
       "         2.5013314e-06, 2.3878906e-06, 2.2619579e-06],\n",
       "...\n",
       "        [7.9904612e-06, 7.8463418e-06, 7.9237398e-06, ...,\n",
       "         7.2852026e-06, 7.5438525e-06, 7.6320757e-06],\n",
       "        [6.0071757e-06, 6.0885745e-06, 6.0909460e-06, ...,\n",
       "         5.7130419e-06, 5.8108853e-06, 6.0334364e-06],\n",
       "        [4.0528216e-06, 4.0528162e-06, 4.0528112e-06, ...,\n",
       "         4.0528125e-06, 4.0528198e-06, 4.0528307e-06]],\n",
       "\n",
       "       [[6.4476478e-07, 6.4476478e-07, 6.4476478e-07, ...,\n",
       "         6.4476478e-07, 6.4476478e-07, 6.4476478e-07],\n",
       "        [7.7189867e-07, 7.4727620e-07, 9.7994132e-07, ...,\n",
       "         8.0299264e-07, 7.4259708e-07, 7.7860847e-07],\n",
       "        [1.4973949e-06, 1.3890879e-06, 1.3124281e-06, ...,\n",
       "         1.4822887e-06, 1.4442521e-06, 1.5045026e-06],\n",
       "        ...,\n",
       "        [7.2088537e-06, 7.5461780e-06, 7.7956101e-06, ...,\n",
       "         6.1553706e-06, 6.4785768e-06, 6.8181648e-06],\n",
       "        [7.3731226e-06, 7.3305409e-06, 7.4893005e-06, ...,\n",
       "         6.3092866e-06, 6.7121291e-06, 6.9119692e-06],\n",
       "        [3.9931756e-06, 3.9931756e-06, 3.9931761e-06, ...,\n",
       "         3.9931756e-06, 3.9931756e-06, 3.9931756e-06]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-04807b72-5e04-4fe8-8b71-071d124a3c9e' class='xr-section-summary-in' type='checkbox'  ><label for='section-04807b72-5e04-4fe8-8b71-071d124a3c9e' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Norwegian Climate Centre</dd><dt><span>institute_id :</span></dt><dd>NCC</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-ver1_cmip5-r112, f19L26);  ocean: MICOM (MICOM-noresm-ver1_cmip5-r112, gx1v6L53);  sea ice: CICE (CICE4-noresm-ver1_cmip5-r112);  land: CLM (CLM4-noresm-ver1_cmip5-r112)</dd><dt><span>model_id :</span></dt><dd>NorESM1-M</dd><dt><span>forcing :</span></dt><dd>GHG, SA, Oz, Sl, Vl, BC, OC</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_experiment_rip :</span></dt><dd>r1i1p1</dd><dt><span>branch_time :</span></dt><dd>255135.0</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</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>5ccde64e-cfe8-47f6-9de8-9ea1621e7781</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>2011-06-01T05:45:35Z</dd><dt><span>history :</span></dt><dd>2011-06-01T05:45:35Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</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>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>pre-industrial control</dd><dt><span>modeling_realm :</span></dt><dd>atmos</dd><dt><span>realization :</span></dt><dd>1</dd><dt><span>cmor_version :</span></dt><dd>2.6.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 144)\n",
       "Coordinates:\n",
       "  * time       (time) object 1850-01-16 12:00:00 ... 2005-12-16 12:00:00\n",
       "  * lat        (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 86.21 88.11 90.0\n",
       "  * lon        (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
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       "Data variables:\n",
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       "    lat_bnds   (lat, bnds) float64 -90.0 -89.05 -89.05 ... 89.05 89.05 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -1.25 1.25 1.25 3.75 ... 356.2 356.2 358.8\n",
       "    pr         (time, lat, lon) float32 7.435e-07 7.435e-07 ... 3.993e-06\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "pr = xr.load_dataset('/home/mkibria/Academic/pr_of_thesis/GCM/Noresm1-M/pr_Amon_NorESM1-M_historical_r1i1p1_185001-200512.nc')\n",
    "\n",
    "pr\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "66027bf4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mkibria/miniconda3/envs/esp-sp/lib/python3.9/site-packages/xarray/coding/times.py:351: FutureWarning: Index.ravel returning ndarray is deprecated; in a future version this will return a view on self.\n",
      "  sample = dates.ravel()[0]\n",
      "/tmp/ipykernel_10806/3522490540.py:3: RuntimeWarning: Converting a CFTimeIndex with dates from a non-standard calendar, 'noleap', to a pandas.DatetimeIndex, which uses dates from the standard calendar.  This may lead to subtle errors in operations that depend on the length of time between dates.\n",
      "  datetimeindex = pr.indexes['time'].to_datetimeindex()\n"
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    },
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 144)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
       "  * lat        (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 86.21 88.11 90.0\n",
       "  * lon        (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) object 1850-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -89.05 -89.05 ... 89.05 89.05 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -1.25 1.25 1.25 3.75 ... 356.2 356.2 358.8\n",
       "    pr         (time, lat, lon) float32 7.435e-07 7.435e-07 ... 3.993e-06\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\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-4b855e42-a558-4edd-8c3f-c83558c5b0f3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4b855e42-a558-4edd-8c3f-c83558c5b0f3' 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>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-76b1ea83-397a-4f03-83e0-3b25d9e1844b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-76b1ea83-397a-4f03-83e0-3b25d9e1844b' 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-aafee470-a02c-4aae-a13f-a24aea31a608' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aafee470-a02c-4aae-a13f-a24aea31a608' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5ea309c-b6ed-4eaf-bcb8-81fe7dfe42cd' class='xr-var-data-in' type='checkbox'><label for='data-f5ea309c-b6ed-4eaf-bcb8-81fe7dfe42cd' 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;1850-01-16T12:00:00.000000000&#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'>-90.0 -88.11 -86.21 ... 88.11 90.0</div><input id='attrs-4b3a7186-0eb1-4431-ab15-2f5ed91a604c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b3a7186-0eb1-4431-ab15-2f5ed91a604c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da20e4f6-268e-4954-ac96-d47872e8594d' class='xr-var-data-in' type='checkbox'><label for='data-da20e4f6-268e-4954-ac96-d47872e8594d' 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([-90.      , -88.105263, -86.210526, -84.315789, -82.421053, -80.526316,\n",
       "       -78.631579, -76.736842, -74.842105, -72.947368, -71.052632, -69.157895,\n",
       "       -67.263158, -65.368421, -63.473684, -61.578947, -59.684211, -57.789474,\n",
       "       -55.894737, -54.      , -52.105263, -50.210526, -48.315789, -46.421053,\n",
       "       -44.526316, -42.631579, -40.736842, -38.842105, -36.947368, -35.052632,\n",
       "       -33.157895, -31.263158, -29.368421, -27.473684, -25.578947, -23.684211,\n",
       "       -21.789474, -19.894737, -18.      , -16.105263, -14.210526, -12.315789,\n",
       "       -10.421053,  -8.526316,  -6.631579,  -4.736842,  -2.842105,  -0.947368,\n",
       "         0.947368,   2.842105,   4.736842,   6.631579,   8.526316,  10.421053,\n",
       "        12.315789,  14.210526,  16.105263,  18.      ,  19.894737,  21.789474,\n",
       "        23.684211,  25.578947,  27.473684,  29.368421,  31.263158,  33.157895,\n",
       "        35.052632,  36.947368,  38.842105,  40.736842,  42.631579,  44.526316,\n",
       "        46.421053,  48.315789,  50.210526,  52.105263,  54.      ,  55.894737,\n",
       "        57.789474,  59.684211,  61.578947,  63.473684,  65.368421,  67.263158,\n",
       "        69.157895,  71.052632,  72.947368,  74.842105,  76.736842,  78.631579,\n",
       "        80.526316,  82.421053,  84.315789,  86.210526,  88.105263,  90.      ])</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 2.5 5.0 ... 352.5 355.0 357.5</div><input id='attrs-b94b2704-7eed-4410-8a64-b78ddabbc4c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b94b2704-7eed-4410-8a64-b78ddabbc4c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bc6f470-9953-46d9-9aba-fe131bcea106' class='xr-var-data-in' type='checkbox'><label for='data-1bc6f470-9953-46d9-9aba-fe131bcea106' 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. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,\n",
       "        25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,\n",
       "        50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,\n",
       "        75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,\n",
       "       100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,\n",
       "       125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,\n",
       "       150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,\n",
       "       175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,\n",
       "       200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,\n",
       "       225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,\n",
       "       250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,\n",
       "       275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,\n",
       "       300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,\n",
       "       325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,\n",
       "       350. , 352.5, 355. , 357.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ffc49fc8-26c6-4d6c-bc24-e97fccc45c60' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ffc49fc8-26c6-4d6c-bc24-e97fccc45c60' 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'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2006-01-...</div><input id='attrs-a9440b76-7d83-4930-a911-9e24741604bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9440b76-7d83-4930-a911-9e24741604bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be4673c6-3ef1-444a-9d53-3fe0528dc4af' class='xr-var-data-in' type='checkbox'><label for='data-be4673c6-3ef1-444a-9d53-3fe0528dc4af' 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([[cftime.DatetimeNoLeap(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1850, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       ...,\n",
       "       [cftime.DatetimeNoLeap(2005, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 12, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 12, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2006, 1, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
       "      dtype=object)</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 -89.05 -89.05 ... 89.05 90.0</div><input id='attrs-1b13dc4f-53c7-4ee7-92fc-5652c1147184' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b13dc4f-53c7-4ee7-92fc-5652c1147184' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e52e420f-ea45-4f09-a8c5-3f1704f0427c' class='xr-var-data-in' type='checkbox'><label for='data-e52e420f-ea45-4f09-a8c5-3f1704f0427c' 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([[-90.        , -89.05263158],\n",
       "       [-89.05263158, -87.15789474],\n",
       "       [-87.15789474, -85.26315789],\n",
       "       [-85.26315789, -83.36842105],\n",
       "       [-83.36842105, -81.47368421],\n",
       "       [-81.47368421, -79.57894737],\n",
       "       [-79.57894737, -77.68421053],\n",
       "       [-77.68421053, -75.78947368],\n",
       "       [-75.78947368, -73.89473684],\n",
       "       [-73.89473684, -72.        ],\n",
       "       [-72.        , -70.10526316],\n",
       "       [-70.10526316, -68.21052632],\n",
       "       [-68.21052632, -66.31578947],\n",
       "       [-66.31578947, -64.42105263],\n",
       "       [-64.42105263, -62.52631579],\n",
       "       [-62.52631579, -60.63157895],\n",
       "       [-60.63157895, -58.73684211],\n",
       "       [-58.73684211, -56.84210526],\n",
       "       [-56.84210526, -54.94736842],\n",
       "       [-54.94736842, -53.05263158],\n",
       "...\n",
       "       [ 53.05263158,  54.94736842],\n",
       "       [ 54.94736842,  56.84210526],\n",
       "       [ 56.84210526,  58.73684211],\n",
       "       [ 58.73684211,  60.63157895],\n",
       "       [ 60.63157895,  62.52631579],\n",
       "       [ 62.52631579,  64.42105263],\n",
       "       [ 64.42105263,  66.31578947],\n",
       "       [ 66.31578947,  68.21052632],\n",
       "       [ 68.21052632,  70.10526316],\n",
       "       [ 70.10526316,  72.        ],\n",
       "       [ 72.        ,  73.89473684],\n",
       "       [ 73.89473684,  75.78947368],\n",
       "       [ 75.78947368,  77.68421053],\n",
       "       [ 77.68421053,  79.57894737],\n",
       "       [ 79.57894737,  81.47368421],\n",
       "       [ 81.47368421,  83.36842105],\n",
       "       [ 83.36842105,  85.26315789],\n",
       "       [ 85.26315789,  87.15789474],\n",
       "       [ 87.15789474,  89.05263158],\n",
       "       [ 89.05263158,  90.        ]])</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'>-1.25 1.25 1.25 ... 356.2 358.8</div><input id='attrs-f166ffff-38e5-4bb5-b483-3f56127ba697' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f166ffff-38e5-4bb5-b483-3f56127ba697' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edf0f36e-b022-41d7-9eb3-af39f63dc284' class='xr-var-data-in' type='checkbox'><label for='data-edf0f36e-b022-41d7-9eb3-af39f63dc284' 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([[ -1.25,   1.25],\n",
       "       [  1.25,   3.75],\n",
       "       [  3.75,   6.25],\n",
       "       [  6.25,   8.75],\n",
       "       [  8.75,  11.25],\n",
       "       [ 11.25,  13.75],\n",
       "       [ 13.75,  16.25],\n",
       "       [ 16.25,  18.75],\n",
       "       [ 18.75,  21.25],\n",
       "       [ 21.25,  23.75],\n",
       "       [ 23.75,  26.25],\n",
       "       [ 26.25,  28.75],\n",
       "       [ 28.75,  31.25],\n",
       "       [ 31.25,  33.75],\n",
       "       [ 33.75,  36.25],\n",
       "       [ 36.25,  38.75],\n",
       "       [ 38.75,  41.25],\n",
       "       [ 41.25,  43.75],\n",
       "       [ 43.75,  46.25],\n",
       "       [ 46.25,  48.75],\n",
       "...\n",
       "       [308.75, 311.25],\n",
       "       [311.25, 313.75],\n",
       "       [313.75, 316.25],\n",
       "       [316.25, 318.75],\n",
       "       [318.75, 321.25],\n",
       "       [321.25, 323.75],\n",
       "       [323.75, 326.25],\n",
       "       [326.25, 328.75],\n",
       "       [328.75, 331.25],\n",
       "       [331.25, 333.75],\n",
       "       [333.75, 336.25],\n",
       "       [336.25, 338.75],\n",
       "       [338.75, 341.25],\n",
       "       [341.25, 343.75],\n",
       "       [343.75, 346.25],\n",
       "       [346.25, 348.75],\n",
       "       [348.75, 351.25],\n",
       "       [351.25, 353.75],\n",
       "       [353.75, 356.25],\n",
       "       [356.25, 358.75]])</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'>7.435e-07 7.435e-07 ... 3.993e-06</div><input id='attrs-bdf9b9a9-9abe-401e-bafc-ce19766e975a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdf9b9a9-9abe-401e-bafc-ce19766e975a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aac93724-791c-431f-a103-bb445a1562d0' class='xr-var-data-in' type='checkbox'><label for='data-aac93724-791c-431f-a103-bb445a1562d0' 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>original_name :</span></dt><dd>PRECT</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>2011-06-01T05:45:35Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_NorESM1-M_historical_r0i0p0.nc areacella: areacella_fx_NorESM1-M_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[7.4350447e-07, 7.4350447e-07, 7.4350447e-07, ...,\n",
       "         7.4350447e-07, 7.4350447e-07, 7.4350447e-07],\n",
       "        [8.0493129e-07, 7.7935482e-07, 7.9384102e-07, ...,\n",
       "         7.8030246e-07, 8.5266936e-07, 8.7502514e-07],\n",
       "        [1.2994650e-06, 1.3008956e-06, 1.3300941e-06, ...,\n",
       "         1.3439856e-06, 1.3231902e-06, 1.2630969e-06],\n",
       "        ...,\n",
       "        [5.7034531e-06, 5.7494344e-06, 5.6121344e-06, ...,\n",
       "         5.8830497e-06, 5.8585556e-06, 5.7785523e-06],\n",
       "        [2.3210002e-06, 2.3933871e-06, 2.5122745e-06, ...,\n",
       "         2.1528763e-06, 2.2064423e-06, 2.2023416e-06],\n",
       "        [2.0354694e-06, 2.0354694e-06, 2.0354694e-06, ...,\n",
       "         2.0354692e-06, 2.0354692e-06, 2.0354692e-06]],\n",
       "\n",
       "       [[6.2566932e-07, 6.2566932e-07, 6.2566932e-07, ...,\n",
       "         6.2566932e-07, 6.2566932e-07, 6.2566932e-07],\n",
       "        [1.2056101e-06, 1.2318991e-06, 1.1926493e-06, ...,\n",
       "         1.3276967e-06, 1.3362459e-06, 1.2629134e-06],\n",
       "        [2.0996999e-06, 1.9572624e-06, 1.8253436e-06, ...,\n",
       "         2.5013314e-06, 2.3878906e-06, 2.2619579e-06],\n",
       "...\n",
       "        [7.9904612e-06, 7.8463418e-06, 7.9237398e-06, ...,\n",
       "         7.2852026e-06, 7.5438525e-06, 7.6320757e-06],\n",
       "        [6.0071757e-06, 6.0885745e-06, 6.0909460e-06, ...,\n",
       "         5.7130419e-06, 5.8108853e-06, 6.0334364e-06],\n",
       "        [4.0528216e-06, 4.0528162e-06, 4.0528112e-06, ...,\n",
       "         4.0528125e-06, 4.0528198e-06, 4.0528307e-06]],\n",
       "\n",
       "       [[6.4476478e-07, 6.4476478e-07, 6.4476478e-07, ...,\n",
       "         6.4476478e-07, 6.4476478e-07, 6.4476478e-07],\n",
       "        [7.7189867e-07, 7.4727620e-07, 9.7994132e-07, ...,\n",
       "         8.0299264e-07, 7.4259708e-07, 7.7860847e-07],\n",
       "        [1.4973949e-06, 1.3890879e-06, 1.3124281e-06, ...,\n",
       "         1.4822887e-06, 1.4442521e-06, 1.5045026e-06],\n",
       "        ...,\n",
       "        [7.2088537e-06, 7.5461780e-06, 7.7956101e-06, ...,\n",
       "         6.1553706e-06, 6.4785768e-06, 6.8181648e-06],\n",
       "        [7.3731226e-06, 7.3305409e-06, 7.4893005e-06, ...,\n",
       "         6.3092866e-06, 6.7121291e-06, 6.9119692e-06],\n",
       "        [3.9931756e-06, 3.9931756e-06, 3.9931761e-06, ...,\n",
       "         3.9931756e-06, 3.9931756e-06, 3.9931756e-06]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c5eed40-7727-42a6-8c10-62ddfee16eca' class='xr-section-summary-in' type='checkbox'  ><label for='section-0c5eed40-7727-42a6-8c10-62ddfee16eca' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Norwegian Climate Centre</dd><dt><span>institute_id :</span></dt><dd>NCC</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-ver1_cmip5-r112, f19L26);  ocean: MICOM (MICOM-noresm-ver1_cmip5-r112, gx1v6L53);  sea ice: CICE (CICE4-noresm-ver1_cmip5-r112);  land: CLM (CLM4-noresm-ver1_cmip5-r112)</dd><dt><span>model_id :</span></dt><dd>NorESM1-M</dd><dt><span>forcing :</span></dt><dd>GHG, SA, Oz, Sl, Vl, BC, OC</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_experiment_rip :</span></dt><dd>r1i1p1</dd><dt><span>branch_time :</span></dt><dd>255135.0</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</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>5ccde64e-cfe8-47f6-9de8-9ea1621e7781</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>2011-06-01T05:45:35Z</dd><dt><span>history :</span></dt><dd>2011-06-01T05:45:35Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</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>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>pre-industrial control</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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       "<xarray.Dataset>\n",
       "Dimensions:    (time: 1872, bnds: 2, lat: 96, lon: 144)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00 ... 2005-12-16T12:00:00\n",
       "  * lat        (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 86.21 88.11 90.0\n",
       "  * lon        (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) object 1850-01-01 00:00:00 ... 2006-01-01 00:00:00\n",
       "    lat_bnds   (lat, bnds) float64 -90.0 -89.05 -89.05 ... 89.05 89.05 90.0\n",
       "    lon_bnds   (lon, bnds) float64 -1.25 1.25 1.25 3.75 ... 356.2 356.2 358.8\n",
       "    pr         (time, lat, lon) float32 7.435e-07 7.435e-07 ... 3.993e-06\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#changing time dim to datetime64[ns] dtype\n",
    "\n",
    "datetimeindex = pr.indexes['time'].to_datetimeindex()\n",
    "pr['time']=datetimeindex\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
   "execution_count": 10,
   "id": "e33423e4",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 311, bnds: 2, lat: 5, lon: 3)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-16T12:00:00 ... 2005-11-16\n",
       "  * lat        (lat) float64 18.0 19.89 21.79 23.68 25.58\n",
       "  * lon        (lon) float64 87.5 90.0 92.5\n",
       "Dimensions without coordinates: bnds\n",
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       "    time_bnds  (time, bnds) object 1980-01-01 00:00:00 ... 2005-12-01 00:00:00\n",
       "    lat_bnds   (lat, bnds) float64 17.05 18.95 18.95 20.84 ... 24.63 24.63 26.53\n",
       "    lon_bnds   (lon, bnds) float64 86.25 88.75 88.75 91.25 91.25 93.75\n",
       "    pr         (time, lat, lon) float32 8.478e-07 1.648e-07 ... 1.643e-05\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\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-488a7235-343d-4165-899d-1e738325453f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-488a7235-343d-4165-899d-1e738325453f' 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>: 5</li><li><span class='xr-has-index'>lon</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-45a77226-906f-49ea-afc3-79878db2832e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-45a77226-906f-49ea-afc3-79878db2832e' 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-4e97c163-c475-43fe-be02-030925616631' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e97c163-c475-43fe-be02-030925616631' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33b3dff4-a0c4-4d0c-92a3-69a30360bc55' class='xr-var-data-in' type='checkbox'><label for='data-33b3dff4-a0c4-4d0c-92a3-69a30360bc55' 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;1980-01-16T12:00:00.000000000&#x27;, &#x27;1980-02-15T00:00:00.000000000&#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'>18.0 19.89 21.79 23.68 25.58</div><input id='attrs-d768aeb4-bdd6-4d11-b6a7-bf97afd90b51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d768aeb4-bdd6-4d11-b6a7-bf97afd90b51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06d46501-bead-4ce9-b3f2-6acf8b18158c' class='xr-var-data-in' type='checkbox'><label for='data-06d46501-bead-4ce9-b3f2-6acf8b18158c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([18.      , 19.894737, 21.789474, 23.684211, 25.578947])</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'>87.5 90.0 92.5</div><input id='attrs-42f2a2dc-adf5-4c9f-b336-4089bc904769' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42f2a2dc-adf5-4c9f-b336-4089bc904769' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbe3b33c-efad-48bf-8b8a-4c7fe5db14ac' class='xr-var-data-in' type='checkbox'><label for='data-fbe3b33c-efad-48bf-8b8a-4c7fe5db14ac' 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([87.5, 90. , 92.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0e7942ed-7188-48d9-86ea-cc99f0413251' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0e7942ed-7188-48d9-86ea-cc99f0413251' 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'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 00:00:00 ... 2005-12-...</div><input id='attrs-5acd7563-5473-4da9-bff5-f08bb4fe7dfa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5acd7563-5473-4da9-bff5-f08bb4fe7dfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45e3145b-cffa-40ef-871a-bb8a54680fc2' class='xr-var-data-in' type='checkbox'><label for='data-45e3145b-cffa-40ef-871a-bb8a54680fc2' 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([[cftime.DatetimeNoLeap(1980, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 2, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 4, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 5, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 5, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 6, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 6, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 7, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 7, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 8, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 8, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 9, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 9, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 10, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(1980, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(1980, 11, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "...\n",
       "        cftime.DatetimeNoLeap(2005, 3, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 4, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 4, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 5, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 5, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 6, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 6, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 7, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 7, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 8, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 8, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 9, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 9, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 10, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
       "       [cftime.DatetimeNoLeap(2005, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
       "        cftime.DatetimeNoLeap(2005, 12, 1, 0, 0, 0, 0, has_year_zero=True)]],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.05 18.95 18.95 ... 24.63 26.53</div><input id='attrs-eecea4bd-d81c-4283-91a5-ca340834b227' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eecea4bd-d81c-4283-91a5-ca340834b227' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f5c1727-4c57-4343-a03e-504f2e227463' class='xr-var-data-in' type='checkbox'><label for='data-8f5c1727-4c57-4343-a03e-504f2e227463' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[17.05263158, 18.94736842],\n",
       "       [18.94736842, 20.84210526],\n",
       "       [20.84210526, 22.73684211],\n",
       "       [22.73684211, 24.63157895],\n",
       "       [24.63157895, 26.52631579]])</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'>86.25 88.75 88.75 91.25 91.25 93.75</div><input id='attrs-9d9c740c-a6ff-469b-bb84-55a0201358bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d9c740c-a6ff-469b-bb84-55a0201358bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51f6da85-0bc9-4ac5-bf70-ac43c9709b28' class='xr-var-data-in' type='checkbox'><label for='data-51f6da85-0bc9-4ac5-bf70-ac43c9709b28' 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([[86.25, 88.75],\n",
       "       [88.75, 91.25],\n",
       "       [91.25, 93.75]])</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'>8.478e-07 1.648e-07 ... 1.643e-05</div><input id='attrs-fdc89806-39ca-4ead-a3e5-a08669ff9edf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fdc89806-39ca-4ead-a3e5-a08669ff9edf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f6e2fc9-3bd6-47a4-bdda-68c62d7b4c93' class='xr-var-data-in' type='checkbox'><label for='data-1f6e2fc9-3bd6-47a4-bdda-68c62d7b4c93' 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>original_name :</span></dt><dd>PRECT</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>2011-06-01T05:45:35Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;.</dd><dt><span>associated_files :</span></dt><dd>baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_NorESM1-M_historical_r0i0p0.nc areacella: areacella_fx_NorESM1-M_historical_r0i0p0.nc</dd></dl></div><div class='xr-var-data'><pre>array([[[8.47763999e-07, 1.64836365e-07, 8.47535873e-08],\n",
       "        [6.05358480e-07, 4.13114520e-07, 5.02044415e-08],\n",
       "        [4.67934257e-07, 4.29129585e-07, 1.18106236e-07],\n",
       "        [4.23763481e-07, 1.84185183e-07, 3.48019675e-08],\n",
       "        [3.41938971e-06, 6.89039268e-07, 8.61461274e-07]],\n",
       "\n",
       "       [[1.97675490e-06, 1.36327321e-06, 1.30571482e-06],\n",
       "        [5.33128014e-06, 4.66713118e-06, 3.41119221e-06],\n",
       "        [1.52595021e-05, 1.22647789e-05, 9.90516673e-06],\n",
       "        [2.06848199e-05, 2.91268734e-05, 2.40048030e-05],\n",
       "        [1.94428994e-05, 2.38188295e-05, 3.06978654e-05]],\n",
       "\n",
       "       [[2.14653119e-06, 3.39865983e-06, 5.14847352e-06],\n",
       "        [8.46536921e-07, 3.07330606e-06, 2.54534802e-06],\n",
       "        [1.39830072e-05, 1.23321533e-05, 9.55759970e-06],\n",
       "        [1.19545002e-05, 1.49113112e-05, 1.22547099e-05],\n",
       "        [5.29710178e-06, 4.07764992e-06, 4.92079607e-06]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[7.71902633e-05, 7.80776099e-05, 8.61920998e-05],\n",
       "        [1.10895940e-04, 8.51734585e-05, 6.12243894e-05],\n",
       "        [1.47439510e-04, 1.04476436e-04, 5.90397613e-05],\n",
       "        [6.73151080e-05, 7.19239033e-05, 6.48820132e-05],\n",
       "        [9.76722586e-05, 1.04752457e-04, 7.70201150e-05]],\n",
       "\n",
       "       [[6.20014325e-05, 6.70978552e-05, 5.00874885e-05],\n",
       "        [3.55416851e-05, 5.79487933e-05, 5.40814472e-05],\n",
       "        [3.01054861e-05, 2.45760348e-05, 2.08324964e-05],\n",
       "        [3.44707732e-05, 1.98466132e-05, 1.38849400e-05],\n",
       "        [6.70424415e-05, 3.68743167e-05, 2.04181015e-05]],\n",
       "\n",
       "       [[5.20611684e-05, 2.04868684e-05, 3.78947493e-06],\n",
       "        [3.06567345e-05, 2.10855251e-05, 5.18495517e-06],\n",
       "        [1.01174564e-05, 1.62802753e-05, 9.19316153e-06],\n",
       "        [3.02651665e-06, 1.01007154e-05, 1.66295995e-05],\n",
       "        [5.58866759e-06, 6.48962805e-06, 1.64306148e-05]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b497b0f-1560-4ddf-9440-5392c2fbd82b' class='xr-section-summary-in' type='checkbox'  ><label for='section-9b497b0f-1560-4ddf-9440-5392c2fbd82b' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>Norwegian Climate Centre</dd><dt><span>institute_id :</span></dt><dd>NCC</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-noresm-ver1_cmip5-r112, f19L26);  ocean: MICOM (MICOM-noresm-ver1_cmip5-r112, gx1v6L53);  sea ice: CICE (CICE4-noresm-ver1_cmip5-r112);  land: CLM (CLM4-noresm-ver1_cmip5-r112)</dd><dt><span>model_id :</span></dt><dd>NorESM1-M</dd><dt><span>forcing :</span></dt><dd>GHG, SA, Oz, Sl, Vl, BC, OC</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_experiment_rip :</span></dt><dd>r1i1p1</dd><dt><span>branch_time :</span></dt><dd>255135.0</dd><dt><span>contact :</span></dt><dd>Please send any requests or bug reports to noresm-ncc@met.no.</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>5ccde64e-cfe8-47f6-9de8-9ea1621e7781</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>2011-06-01T05:45:35Z</dd><dt><span>history :</span></dt><dd>2011-06-01T05:45:35Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.</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>NorESM1-M model output prepared for CMIP5 historical</dd><dt><span>parent_experiment :</span></dt><dd>pre-industrial control</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: 5, lon: 3)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-16T12:00:00 ... 2005-11-16\n",
       "  * lat        (lat) float64 18.0 19.89 21.79 23.68 25.58\n",
       "  * lon        (lon) float64 87.5 90.0 92.5\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) object 1980-01-01 00:00:00 ... 2005-12-01 00:00:00\n",
       "    lat_bnds   (lat, bnds) float64 17.05 18.95 18.95 20.84 ... 24.63 24.63 26.53\n",
       "    lon_bnds   (lon, bnds) float64 86.25 88.75 88.75 91.25 91.25 93.75\n",
       "    pr         (time, lat, lon) float32 8.478e-07 1.648e-07 ... 1.643e-05\n",
       "Attributes: (12/26)\n",
       "    institution:            Norwegian Climate Centre\n",
       "    institute_id:           NCC\n",
       "    experiment_id:          historical\n",
       "    source:                 NorESM1-M 2011  atmosphere: CAM-Oslo (CAM4-Oslo-n...\n",
       "    model_id:               NorESM1-M\n",
       "    forcing:                GHG, SA, Oz, Sl, Vl, BC, OC\n",
       "    ...                     ...\n",
       "    table_id:               Table Amon (27 April 2011) a5a1c518f52ae340313ba0...\n",
       "    title:                  NorESM1-M model output prepared for CMIP5 historical\n",
       "    parent_experiment:      pre-industrial control\n",
       "    modeling_realm:         atmos\n",
       "    realization:            1\n",
       "    cmor_version:           2.6.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pr= pr.sel(lon=slice(86,94),lat=slice(18,27))\n",
    "pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 12,
   "id": "2100d68b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(311, 5, 3)\n"
     ]
    }
   ],
   "source": [
    "size = pr.pr.shape\n",
    "print(size)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 14,
   "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_noresm')\n",
    "plt.savefig(\"/home/mkibria/Academic/pr_of_thesis/figures/pdf_gcm_noresm.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
}