HOVMOLLER.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "774e0269",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "83aba02a",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (longitude: 137, latitude: 65, time: 8640)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Data variables:\n",
       "    r          (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2022-07-14 08:59:12 GMT by grib_to_netcdf-2.25.1: /opt/ecmw...</pre><div class='xr-wrap' hidden><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-71456978-ef78-4d6a-bcf6-7cd392e0231f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-71456978-ef78-4d6a-bcf6-7cd392e0231f' 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'>longitude</span>: 137</li><li><span class='xr-has-index'>latitude</span>: 65</li><li><span class='xr-has-index'>time</span>: 8640</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9fd80d0e-93ca-4e32-bfa4-6198f4f12f0e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9fd80d0e-93ca-4e32-bfa4-6198f4f12f0e' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-17.0 -16.75 -16.5 ... 16.75 17.0</div><input id='attrs-be2fe5b3-de48-4d4e-b4eb-aa50ba12bb65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be2fe5b3-de48-4d4e-b4eb-aa50ba12bb65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0625562b-02fa-46c4-beb8-46f386cd5fa6' class='xr-var-data-in' type='checkbox'><label for='data-0625562b-02fa-46c4-beb8-46f386cd5fa6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-17.  , -16.75, -16.5 , -16.25, -16.  , -15.75, -15.5 , -15.25, -15.  ,\n",
       "       -14.75, -14.5 , -14.25, -14.  , -13.75, -13.5 , -13.25, -13.  , -12.75,\n",
       "       -12.5 , -12.25, -12.  , -11.75, -11.5 , -11.25, -11.  , -10.75, -10.5 ,\n",
       "       -10.25, -10.  ,  -9.75,  -9.5 ,  -9.25,  -9.  ,  -8.75,  -8.5 ,  -8.25,\n",
       "        -8.  ,  -7.75,  -7.5 ,  -7.25,  -7.  ,  -6.75,  -6.5 ,  -6.25,  -6.  ,\n",
       "        -5.75,  -5.5 ,  -5.25,  -5.  ,  -4.75,  -4.5 ,  -4.25,  -4.  ,  -3.75,\n",
       "        -3.5 ,  -3.25,  -3.  ,  -2.75,  -2.5 ,  -2.25,  -2.  ,  -1.75,  -1.5 ,\n",
       "        -1.25,  -1.  ,  -0.75,  -0.5 ,  -0.25,   0.  ,   0.25,   0.5 ,   0.75,\n",
       "         1.  ,   1.25,   1.5 ,   1.75,   2.  ,   2.25,   2.5 ,   2.75,   3.  ,\n",
       "         3.25,   3.5 ,   3.75,   4.  ,   4.25,   4.5 ,   4.75,   5.  ,   5.25,\n",
       "         5.5 ,   5.75,   6.  ,   6.25,   6.5 ,   6.75,   7.  ,   7.25,   7.5 ,\n",
       "         7.75,   8.  ,   8.25,   8.5 ,   8.75,   9.  ,   9.25,   9.5 ,   9.75,\n",
       "        10.  ,  10.25,  10.5 ,  10.75,  11.  ,  11.25,  11.5 ,  11.75,  12.  ,\n",
       "        12.25,  12.5 ,  12.75,  13.  ,  13.25,  13.5 ,  13.75,  14.  ,  14.25,\n",
       "        14.5 ,  14.75,  15.  ,  15.25,  15.5 ,  15.75,  16.  ,  16.25,  16.5 ,\n",
       "        16.75,  17.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>20.0 19.75 19.5 ... 4.5 4.25 4.0</div><input id='attrs-aee60705-1b9a-4666-8c42-ba6effb52af6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aee60705-1b9a-4666-8c42-ba6effb52af6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-350e96e9-21c1-4dbe-90e8-93715a81801c' class='xr-var-data-in' type='checkbox'><label for='data-350e96e9-21c1-4dbe-90e8-93715a81801c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([20.  , 19.75, 19.5 , 19.25, 19.  , 18.75, 18.5 , 18.25, 18.  , 17.75,\n",
       "       17.5 , 17.25, 17.  , 16.75, 16.5 , 16.25, 16.  , 15.75, 15.5 , 15.25,\n",
       "       15.  , 14.75, 14.5 , 14.25, 14.  , 13.75, 13.5 , 13.25, 13.  , 12.75,\n",
       "       12.5 , 12.25, 12.  , 11.75, 11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25,\n",
       "       10.  ,  9.75,  9.5 ,  9.25,  9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,\n",
       "        7.5 ,  7.25,  7.  ,  6.75,  6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,\n",
       "        5.  ,  4.75,  4.5 ,  4.25,  4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2020-12-01T23:00:00</div><input id='attrs-3702319f-2068-4001-9524-0ac54802fe99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3702319f-2068-4001-9524-0ac54802fe99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-610d8167-1048-45f1-8817-39626b579c26' class='xr-var-data-in' type='checkbox'><label for='data-610d8167-1048-45f1-8817-39626b579c26' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-01T01:00:00.000000000&#x27;,\n",
       "       &#x27;1991-01-01T02:00:00.000000000&#x27;, ..., &#x27;2020-12-01T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-01T22:00:00.000000000&#x27;, &#x27;2020-12-01T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97d4b11b-7d01-4be3-af4e-0902ede4ec26' class='xr-section-summary-in' type='checkbox'  checked><label for='section-97d4b11b-7d01-4be3-af4e-0902ede4ec26' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>r</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1dc02022-28b9-4f2d-88d9-6ad493b64f6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1dc02022-28b9-4f2d-88d9-6ad493b64f6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46008014-028a-4aff-9ce3-7cbc0fbbbe89' class='xr-var-data-in' type='checkbox'><label for='data-46008014-028a-4aff-9ce3-7cbc0fbbbe89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div><div class='xr-var-data'><pre>[76939200 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1898a213-69cf-4307-a808-d506ba6fc75a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1898a213-69cf-4307-a808-d506ba6fc75a' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>2022-07-14 08:59:12 GMT by grib_to_netcdf-2.25.1: /opt/ecmwf/mars-client/bin/grib_to_netcdf.bin -S param -o /cache/data5/adaptor.mars.internal-1657789120.2218776-553-16-b7aa4533-0616-44d1-85c2-0857f22cc3d9.nc /cache/tmp/b7aa4533-0616-44d1-85c2-0857f22cc3d9-adaptor.mars.internal-1657788387.9853826-553-31-tmp.grib</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (longitude: 137, latitude: 65, time: 8640)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Data variables:\n",
       "    r          (time, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  CF-1.6\n",
       "    history:      2022-07-14 08:59:12 GMT by grib_to_netcdf-2.25.1: /opt/ecmw..."
      ]
     },
     "execution_count": 5,
     "metadata": {},
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    }
   ],
   "source": [
    "data = xr.open_dataset('Relative_humidity_1981_2020.nc')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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   "outputs": [
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       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'r'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 8640</li><li><span class='xr-has-index'>latitude</span>: 65</li><li><span class='xr-has-index'>longitude</span>: 137</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f8fb8297-7395-4ec6-b120-4e85f3765ffa' class='xr-array-in' type='checkbox' checked><label for='section-f8fb8297-7395-4ec6-b120-4e85f3765ffa' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[76939200 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-208f9492-807e-405e-857b-67771cbce32f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-208f9492-807e-405e-857b-67771cbce32f' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-17.0 -16.75 -16.5 ... 16.75 17.0</div><input id='attrs-9846b893-db2d-410d-9de3-15ebaf282de1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9846b893-db2d-410d-9de3-15ebaf282de1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-638f56d2-6704-487c-9d69-1711fb11a069' class='xr-var-data-in' type='checkbox'><label for='data-638f56d2-6704-487c-9d69-1711fb11a069' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-17.  , -16.75, -16.5 , -16.25, -16.  , -15.75, -15.5 , -15.25, -15.  ,\n",
       "       -14.75, -14.5 , -14.25, -14.  , -13.75, -13.5 , -13.25, -13.  , -12.75,\n",
       "       -12.5 , -12.25, -12.  , -11.75, -11.5 , -11.25, -11.  , -10.75, -10.5 ,\n",
       "       -10.25, -10.  ,  -9.75,  -9.5 ,  -9.25,  -9.  ,  -8.75,  -8.5 ,  -8.25,\n",
       "        -8.  ,  -7.75,  -7.5 ,  -7.25,  -7.  ,  -6.75,  -6.5 ,  -6.25,  -6.  ,\n",
       "        -5.75,  -5.5 ,  -5.25,  -5.  ,  -4.75,  -4.5 ,  -4.25,  -4.  ,  -3.75,\n",
       "        -3.5 ,  -3.25,  -3.  ,  -2.75,  -2.5 ,  -2.25,  -2.  ,  -1.75,  -1.5 ,\n",
       "        -1.25,  -1.  ,  -0.75,  -0.5 ,  -0.25,   0.  ,   0.25,   0.5 ,   0.75,\n",
       "         1.  ,   1.25,   1.5 ,   1.75,   2.  ,   2.25,   2.5 ,   2.75,   3.  ,\n",
       "         3.25,   3.5 ,   3.75,   4.  ,   4.25,   4.5 ,   4.75,   5.  ,   5.25,\n",
       "         5.5 ,   5.75,   6.  ,   6.25,   6.5 ,   6.75,   7.  ,   7.25,   7.5 ,\n",
       "         7.75,   8.  ,   8.25,   8.5 ,   8.75,   9.  ,   9.25,   9.5 ,   9.75,\n",
       "        10.  ,  10.25,  10.5 ,  10.75,  11.  ,  11.25,  11.5 ,  11.75,  12.  ,\n",
       "        12.25,  12.5 ,  12.75,  13.  ,  13.25,  13.5 ,  13.75,  14.  ,  14.25,\n",
       "        14.5 ,  14.75,  15.  ,  15.25,  15.5 ,  15.75,  16.  ,  16.25,  16.5 ,\n",
       "        16.75,  17.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>20.0 19.75 19.5 ... 4.5 4.25 4.0</div><input id='attrs-0f1c1252-453f-46ca-818b-1ec7c6d6fcac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f1c1252-453f-46ca-818b-1ec7c6d6fcac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e3caf39-c2f9-4d4c-bb34-ec731920757e' class='xr-var-data-in' type='checkbox'><label for='data-2e3caf39-c2f9-4d4c-bb34-ec731920757e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([20.  , 19.75, 19.5 , 19.25, 19.  , 18.75, 18.5 , 18.25, 18.  , 17.75,\n",
       "       17.5 , 17.25, 17.  , 16.75, 16.5 , 16.25, 16.  , 15.75, 15.5 , 15.25,\n",
       "       15.  , 14.75, 14.5 , 14.25, 14.  , 13.75, 13.5 , 13.25, 13.  , 12.75,\n",
       "       12.5 , 12.25, 12.  , 11.75, 11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25,\n",
       "       10.  ,  9.75,  9.5 ,  9.25,  9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,\n",
       "        7.5 ,  7.25,  7.  ,  6.75,  6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,\n",
       "        5.  ,  4.75,  4.5 ,  4.25,  4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2020-12-01T23:00:00</div><input id='attrs-7837c0da-5bb8-4a3e-b95a-e5e4593ee7aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7837c0da-5bb8-4a3e-b95a-e5e4593ee7aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eccc2a84-938d-48e3-b2a1-e469d4b18e4c' class='xr-var-data-in' type='checkbox'><label for='data-eccc2a84-938d-48e3-b2a1-e469d4b18e4c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-01T01:00:00.000000000&#x27;,\n",
       "       &#x27;1991-01-01T02:00:00.000000000&#x27;, ..., &#x27;2020-12-01T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-01T22:00:00.000000000&#x27;, &#x27;2020-12-01T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0528dcb-27a4-4485-8198-9dfa387ccc43' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d0528dcb-27a4-4485-8198-9dfa387ccc43' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'r' (time: 8640, latitude: 65, longitude: 137)>\n",
       "[76939200 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rh = data.r\n",
    "rh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7db6e19b",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "togo=rh.sel(longitude=slice(-1.5,3.5),latitude=slice(11.5,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "52c4b183",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;r&#x27; (time: 8640, latitude: 31, longitude: 21)&gt;\n",
       "[5624640 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -1.5 -1.25 -1.0 -0.75 ... 2.75 3.0 3.25 3.5\n",
       "  * latitude   (latitude) float32 11.5 11.25 11.0 10.75 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'r'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 8640</li><li><span class='xr-has-index'>latitude</span>: 31</li><li><span class='xr-has-index'>longitude</span>: 21</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cf2df23b-de80-45f4-b742-a51a6d3366de' class='xr-array-in' type='checkbox' checked><label for='section-cf2df23b-de80-45f4-b742-a51a6d3366de' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[5624640 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-89c742de-9c8e-4874-8335-bdc4bd4ffab6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-89c742de-9c8e-4874-8335-bdc4bd4ffab6' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-1.5 -1.25 -1.0 ... 3.0 3.25 3.5</div><input id='attrs-2d8788c2-943f-4240-a49e-e105dab2df5a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d8788c2-943f-4240-a49e-e105dab2df5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e28d5a9-bb6d-4c6a-a6be-4e96f4538836' class='xr-var-data-in' type='checkbox'><label for='data-7e28d5a9-bb6d-4c6a-a6be-4e96f4538836' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-1.5 , -1.25, -1.  , -0.75, -0.5 , -0.25,  0.  ,  0.25,  0.5 ,  0.75,\n",
       "        1.  ,  1.25,  1.5 ,  1.75,  2.  ,  2.25,  2.5 ,  2.75,  3.  ,  3.25,\n",
       "        3.5 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.5 11.25 11.0 ... 4.5 4.25 4.0</div><input id='attrs-cdf8f970-b7e5-4810-b1f3-d5be4343c39f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cdf8f970-b7e5-4810-b1f3-d5be4343c39f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b87b563-7472-4636-8c54-9b4f5704e3dd' class='xr-var-data-in' type='checkbox'><label for='data-0b87b563-7472-4636-8c54-9b4f5704e3dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25, 10.  ,  9.75,  9.5 ,  9.25,\n",
       "        9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,  7.5 ,  7.25,  7.  ,  6.75,\n",
       "        6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,  5.  ,  4.75,  4.5 ,  4.25,\n",
       "        4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2020-12-01T23:00:00</div><input id='attrs-f00d8c08-424e-4ef2-995d-7bf0f39d0d5f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f00d8c08-424e-4ef2-995d-7bf0f39d0d5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-805b3036-0f5a-4c4b-b741-1a29dc9f386a' class='xr-var-data-in' type='checkbox'><label for='data-805b3036-0f5a-4c4b-b741-1a29dc9f386a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-01T01:00:00.000000000&#x27;,\n",
       "       &#x27;1991-01-01T02:00:00.000000000&#x27;, ..., &#x27;2020-12-01T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-01T22:00:00.000000000&#x27;, &#x27;2020-12-01T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3eb500f8-1e69-443d-b3cb-e90c4ffa3d76' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3eb500f8-1e69-443d-b3cb-e90c4ffa3d76' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'r' (time: 8640, latitude: 31, longitude: 21)>\n",
       "[5624640 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -1.5 -1.25 -1.0 -0.75 ... 2.75 3.0 3.25 3.5\n",
       "  * latitude   (latitude) float32 11.5 11.25 11.0 10.75 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "togo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "16af00ab",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;r&#x27; (time: 1728, latitude: 65, longitude: 137)&gt;\n",
       "[15387840 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1995-01-01 ... 2000-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'r'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1728</li><li><span class='xr-has-index'>latitude</span>: 65</li><li><span class='xr-has-index'>longitude</span>: 137</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-04b66957-4f70-4ade-ba28-d66bf071fa0f' class='xr-array-in' type='checkbox' checked><label for='section-04b66957-4f70-4ade-ba28-d66bf071fa0f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[15387840 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-737315dc-8a37-47e0-ac21-ec3307f1b515' class='xr-section-summary-in' type='checkbox'  checked><label for='section-737315dc-8a37-47e0-ac21-ec3307f1b515' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-17.0 -16.75 -16.5 ... 16.75 17.0</div><input id='attrs-18f9fea5-8705-4a2f-89b3-21bbbab86e4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18f9fea5-8705-4a2f-89b3-21bbbab86e4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9d044d2-5eba-4341-9a4b-95b02724a00e' class='xr-var-data-in' type='checkbox'><label for='data-e9d044d2-5eba-4341-9a4b-95b02724a00e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-17.  , -16.75, -16.5 , -16.25, -16.  , -15.75, -15.5 , -15.25, -15.  ,\n",
       "       -14.75, -14.5 , -14.25, -14.  , -13.75, -13.5 , -13.25, -13.  , -12.75,\n",
       "       -12.5 , -12.25, -12.  , -11.75, -11.5 , -11.25, -11.  , -10.75, -10.5 ,\n",
       "       -10.25, -10.  ,  -9.75,  -9.5 ,  -9.25,  -9.  ,  -8.75,  -8.5 ,  -8.25,\n",
       "        -8.  ,  -7.75,  -7.5 ,  -7.25,  -7.  ,  -6.75,  -6.5 ,  -6.25,  -6.  ,\n",
       "        -5.75,  -5.5 ,  -5.25,  -5.  ,  -4.75,  -4.5 ,  -4.25,  -4.  ,  -3.75,\n",
       "        -3.5 ,  -3.25,  -3.  ,  -2.75,  -2.5 ,  -2.25,  -2.  ,  -1.75,  -1.5 ,\n",
       "        -1.25,  -1.  ,  -0.75,  -0.5 ,  -0.25,   0.  ,   0.25,   0.5 ,   0.75,\n",
       "         1.  ,   1.25,   1.5 ,   1.75,   2.  ,   2.25,   2.5 ,   2.75,   3.  ,\n",
       "         3.25,   3.5 ,   3.75,   4.  ,   4.25,   4.5 ,   4.75,   5.  ,   5.25,\n",
       "         5.5 ,   5.75,   6.  ,   6.25,   6.5 ,   6.75,   7.  ,   7.25,   7.5 ,\n",
       "         7.75,   8.  ,   8.25,   8.5 ,   8.75,   9.  ,   9.25,   9.5 ,   9.75,\n",
       "        10.  ,  10.25,  10.5 ,  10.75,  11.  ,  11.25,  11.5 ,  11.75,  12.  ,\n",
       "        12.25,  12.5 ,  12.75,  13.  ,  13.25,  13.5 ,  13.75,  14.  ,  14.25,\n",
       "        14.5 ,  14.75,  15.  ,  15.25,  15.5 ,  15.75,  16.  ,  16.25,  16.5 ,\n",
       "        16.75,  17.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>20.0 19.75 19.5 ... 4.5 4.25 4.0</div><input id='attrs-72c6166b-3a09-4936-84cc-168378720ec8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72c6166b-3a09-4936-84cc-168378720ec8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07902e73-3161-44b8-9aa1-ca10f158bc88' class='xr-var-data-in' type='checkbox'><label for='data-07902e73-3161-44b8-9aa1-ca10f158bc88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([20.  , 19.75, 19.5 , 19.25, 19.  , 18.75, 18.5 , 18.25, 18.  , 17.75,\n",
       "       17.5 , 17.25, 17.  , 16.75, 16.5 , 16.25, 16.  , 15.75, 15.5 , 15.25,\n",
       "       15.  , 14.75, 14.5 , 14.25, 14.  , 13.75, 13.5 , 13.25, 13.  , 12.75,\n",
       "       12.5 , 12.25, 12.  , 11.75, 11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25,\n",
       "       10.  ,  9.75,  9.5 ,  9.25,  9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,\n",
       "        7.5 ,  7.25,  7.  ,  6.75,  6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,\n",
       "        5.  ,  4.75,  4.5 ,  4.25,  4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1995-01-01 ... 2000-12-01T23:00:00</div><input id='attrs-5f466b69-a76c-4dc8-b877-c82a56d82669' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f466b69-a76c-4dc8-b877-c82a56d82669' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de440f5a-1f8f-4ebe-b41e-39ecbfbc2d90' class='xr-var-data-in' type='checkbox'><label for='data-de440f5a-1f8f-4ebe-b41e-39ecbfbc2d90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1995-01-01T00:00:00.000000000&#x27;, &#x27;1995-01-01T01:00:00.000000000&#x27;,\n",
       "       &#x27;1995-01-01T02:00:00.000000000&#x27;, ..., &#x27;2000-12-01T21:00:00.000000000&#x27;,\n",
       "       &#x27;2000-12-01T22:00:00.000000000&#x27;, &#x27;2000-12-01T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-042d6e12-2974-4c2e-90da-f60e6d395e29' class='xr-section-summary-in' type='checkbox'  checked><label for='section-042d6e12-2974-4c2e-90da-f60e6d395e29' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'r' (time: 1728, latitude: 65, longitude: 137)>\n",
       "[15387840 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1995-01-01 ... 2000-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yr=rh.sel(time=slice('1995','2000'))\n",
    "yr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e66c14c5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;r&#x27; (time: 8640, latitude: 31, longitude: 21)&gt;\n",
       "[5624640 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -1.5 -1.25 -1.0 -0.75 ... 2.75 3.0 3.25 3.5\n",
       "  * latitude   (latitude) float32 11.5 11.25 11.0 10.75 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'r'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 8640</li><li><span class='xr-has-index'>latitude</span>: 31</li><li><span class='xr-has-index'>longitude</span>: 21</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fef5e345-5c71-4591-b178-534d059f96db' class='xr-array-in' type='checkbox' checked><label for='section-fef5e345-5c71-4591-b178-534d059f96db' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[5624640 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-6204e2a5-296c-4aee-8bf5-34b777d456b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6204e2a5-296c-4aee-8bf5-34b777d456b5' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-1.5 -1.25 -1.0 ... 3.0 3.25 3.5</div><input id='attrs-9eeb8c63-fb47-48a2-ac87-971b88b8b02e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9eeb8c63-fb47-48a2-ac87-971b88b8b02e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdeb799b-1eaa-4d0a-b9a2-4022d5734534' class='xr-var-data-in' type='checkbox'><label for='data-fdeb799b-1eaa-4d0a-b9a2-4022d5734534' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-1.5 , -1.25, -1.  , -0.75, -0.5 , -0.25,  0.  ,  0.25,  0.5 ,  0.75,\n",
       "        1.  ,  1.25,  1.5 ,  1.75,  2.  ,  2.25,  2.5 ,  2.75,  3.  ,  3.25,\n",
       "        3.5 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.5 11.25 11.0 ... 4.5 4.25 4.0</div><input id='attrs-878e4378-143a-4436-a5b9-8cb9cbf6ba2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-878e4378-143a-4436-a5b9-8cb9cbf6ba2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c65f4b99-ac49-4012-b1c7-7640d6504c46' class='xr-var-data-in' type='checkbox'><label for='data-c65f4b99-ac49-4012-b1c7-7640d6504c46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25, 10.  ,  9.75,  9.5 ,  9.25,\n",
       "        9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,  7.5 ,  7.25,  7.  ,  6.75,\n",
       "        6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,  5.  ,  4.75,  4.5 ,  4.25,\n",
       "        4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2020-12-01T23:00:00</div><input id='attrs-5313662c-c2f5-4261-8dcc-078a2e16daf3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5313662c-c2f5-4261-8dcc-078a2e16daf3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebfe97c6-fbe9-4b21-9fa6-7b07a821c92c' class='xr-var-data-in' type='checkbox'><label for='data-ebfe97c6-fbe9-4b21-9fa6-7b07a821c92c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-01T01:00:00.000000000&#x27;,\n",
       "       &#x27;1991-01-01T02:00:00.000000000&#x27;, ..., &#x27;2020-12-01T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-01T22:00:00.000000000&#x27;, &#x27;2020-12-01T23:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8899600e-be8f-4577-9813-8e68b974c7d2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8899600e-be8f-4577-9813-8e68b974c7d2' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Relative humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'r' (time: 8640, latitude: 31, longitude: 21)>\n",
       "[5624640 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -1.5 -1.25 -1.0 -0.75 ... 2.75 3.0 3.25 3.5\n",
       "  * latitude   (latitude) float32 11.5 11.25 11.0 10.75 ... 4.75 4.5 4.25 4.0\n",
       "  * time       (time) datetime64[ns] 1991-01-01 ... 2020-12-01T23:00:00\n",
       "Attributes:\n",
       "    units:          %\n",
       "    long_name:      Relative humidity\n",
       "    standard_name:  relative_humidity"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "togo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2cef1d9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1c504f1e490>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "togo[0,:,:].plot()\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "f445e8d4",
   "metadata": {},
   "source": [
    "rh.resample(time='M').mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ffaf2b81",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;r&#x27; (season: 4, latitude: 65, longitude: 137)&gt;\n",
       "array([[[45.116493, 41.06006 , 36.641506, ..., 21.366724, 21.177757,\n",
       "         19.657595],\n",
       "        [44.923927, 40.614235, 35.434273, ..., 22.466028, 22.345282,\n",
       "         21.077192],\n",
       "        [44.54281 , 40.185955, 34.86744 , ..., 22.707224, 22.716225,\n",
       "         22.177105],\n",
       "        ...,\n",
       "        [82.54628 , 82.53091 , 82.51879 , ..., 50.317715, 49.673256,\n",
       "         48.703476],\n",
       "        [82.95839 , 82.9856  , 82.98993 , ..., 57.22018 , 56.245113,\n",
       "         54.96652 ],\n",
       "        [83.34711 , 83.35022 , 83.35646 , ..., 61.73595 , 60.960625,\n",
       "         60.305935]],\n",
       "\n",
       "       [[75.0701  , 70.90759 , 66.09675 , ..., 20.901052, 20.544271,\n",
       "         20.016865],\n",
       "        [75.64563 , 73.274864, 66.92588 , ..., 21.44985 , 21.035143,\n",
       "         20.670748],\n",
       "        [75.86831 , 74.953636, 68.60222 , ..., 21.78242 , 21.518055,\n",
       "         21.33142 ],\n",
       "...\n",
       "        [82.60931 , 82.64105 , 82.63944 , ..., 78.30782 , 76.46418 ,\n",
       "         75.4377  ],\n",
       "        [82.78521 , 82.83635 , 82.84173 , ..., 81.82591 , 80.528656,\n",
       "         79.087265],\n",
       "        [82.9502  , 82.97954 , 82.954575, ..., 83.31453 , 82.56908 ,\n",
       "         82.03073 ]],\n",
       "\n",
       "       [[59.617046, 55.487823, 50.78774 , ..., 19.882833, 19.747833,\n",
       "         18.899359],\n",
       "        [60.447975, 57.171455, 51.3883  , ..., 20.490486, 20.316154,\n",
       "         19.569239],\n",
       "        [61.054436, 58.4745  , 52.504925, ..., 20.502045, 20.514935,\n",
       "         20.214554],\n",
       "        ...,\n",
       "        [84.24323 , 84.28583 , 84.324615, ..., 83.6096  , 82.668175,\n",
       "         81.9578  ],\n",
       "        [84.010056, 84.03983 , 84.089554, ..., 87.17738 , 86.334816,\n",
       "         85.318405],\n",
       "        [83.71133 , 83.78811 , 83.73638 , ..., 88.583466, 88.11919 ,\n",
       "         87.72538 ]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * season     (season) object &#x27;DJF&#x27; &#x27;JJA&#x27; &#x27;MAM&#x27; &#x27;SON&#x27;</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'r'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>season</span>: 4</li><li><span class='xr-has-index'>latitude</span>: 65</li><li><span class='xr-has-index'>longitude</span>: 137</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-58741bcb-3a53-4e20-be72-9786752dc2ac' class='xr-array-in' type='checkbox' checked><label for='section-58741bcb-3a53-4e20-be72-9786752dc2ac' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>45.12 41.06 36.64 31.83 28.94 28.32 ... 88.51 88.65 88.58 88.12 87.73</span></div><div class='xr-array-data'><pre>array([[[45.116493, 41.06006 , 36.641506, ..., 21.366724, 21.177757,\n",
       "         19.657595],\n",
       "        [44.923927, 40.614235, 35.434273, ..., 22.466028, 22.345282,\n",
       "         21.077192],\n",
       "        [44.54281 , 40.185955, 34.86744 , ..., 22.707224, 22.716225,\n",
       "         22.177105],\n",
       "        ...,\n",
       "        [82.54628 , 82.53091 , 82.51879 , ..., 50.317715, 49.673256,\n",
       "         48.703476],\n",
       "        [82.95839 , 82.9856  , 82.98993 , ..., 57.22018 , 56.245113,\n",
       "         54.96652 ],\n",
       "        [83.34711 , 83.35022 , 83.35646 , ..., 61.73595 , 60.960625,\n",
       "         60.305935]],\n",
       "\n",
       "       [[75.0701  , 70.90759 , 66.09675 , ..., 20.901052, 20.544271,\n",
       "         20.016865],\n",
       "        [75.64563 , 73.274864, 66.92588 , ..., 21.44985 , 21.035143,\n",
       "         20.670748],\n",
       "        [75.86831 , 74.953636, 68.60222 , ..., 21.78242 , 21.518055,\n",
       "         21.33142 ],\n",
       "...\n",
       "        [82.60931 , 82.64105 , 82.63944 , ..., 78.30782 , 76.46418 ,\n",
       "         75.4377  ],\n",
       "        [82.78521 , 82.83635 , 82.84173 , ..., 81.82591 , 80.528656,\n",
       "         79.087265],\n",
       "        [82.9502  , 82.97954 , 82.954575, ..., 83.31453 , 82.56908 ,\n",
       "         82.03073 ]],\n",
       "\n",
       "       [[59.617046, 55.487823, 50.78774 , ..., 19.882833, 19.747833,\n",
       "         18.899359],\n",
       "        [60.447975, 57.171455, 51.3883  , ..., 20.490486, 20.316154,\n",
       "         19.569239],\n",
       "        [61.054436, 58.4745  , 52.504925, ..., 20.502045, 20.514935,\n",
       "         20.214554],\n",
       "        ...,\n",
       "        [84.24323 , 84.28583 , 84.324615, ..., 83.6096  , 82.668175,\n",
       "         81.9578  ],\n",
       "        [84.010056, 84.03983 , 84.089554, ..., 87.17738 , 86.334816,\n",
       "         85.318405],\n",
       "        [83.71133 , 83.78811 , 83.73638 , ..., 88.583466, 88.11919 ,\n",
       "         87.72538 ]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-4ae89a6b-16a6-4383-8d91-014cfe60d8a5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4ae89a6b-16a6-4383-8d91-014cfe60d8a5' 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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-17.0 -16.75 -16.5 ... 16.75 17.0</div><input id='attrs-3aa8dc07-6419-464e-a088-8102f2c3813d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3aa8dc07-6419-464e-a088-8102f2c3813d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca97db2d-5231-4fa4-a708-0f38f8ea550b' class='xr-var-data-in' type='checkbox'><label for='data-ca97db2d-5231-4fa4-a708-0f38f8ea550b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-17.  , -16.75, -16.5 , -16.25, -16.  , -15.75, -15.5 , -15.25, -15.  ,\n",
       "       -14.75, -14.5 , -14.25, -14.  , -13.75, -13.5 , -13.25, -13.  , -12.75,\n",
       "       -12.5 , -12.25, -12.  , -11.75, -11.5 , -11.25, -11.  , -10.75, -10.5 ,\n",
       "       -10.25, -10.  ,  -9.75,  -9.5 ,  -9.25,  -9.  ,  -8.75,  -8.5 ,  -8.25,\n",
       "        -8.  ,  -7.75,  -7.5 ,  -7.25,  -7.  ,  -6.75,  -6.5 ,  -6.25,  -6.  ,\n",
       "        -5.75,  -5.5 ,  -5.25,  -5.  ,  -4.75,  -4.5 ,  -4.25,  -4.  ,  -3.75,\n",
       "        -3.5 ,  -3.25,  -3.  ,  -2.75,  -2.5 ,  -2.25,  -2.  ,  -1.75,  -1.5 ,\n",
       "        -1.25,  -1.  ,  -0.75,  -0.5 ,  -0.25,   0.  ,   0.25,   0.5 ,   0.75,\n",
       "         1.  ,   1.25,   1.5 ,   1.75,   2.  ,   2.25,   2.5 ,   2.75,   3.  ,\n",
       "         3.25,   3.5 ,   3.75,   4.  ,   4.25,   4.5 ,   4.75,   5.  ,   5.25,\n",
       "         5.5 ,   5.75,   6.  ,   6.25,   6.5 ,   6.75,   7.  ,   7.25,   7.5 ,\n",
       "         7.75,   8.  ,   8.25,   8.5 ,   8.75,   9.  ,   9.25,   9.5 ,   9.75,\n",
       "        10.  ,  10.25,  10.5 ,  10.75,  11.  ,  11.25,  11.5 ,  11.75,  12.  ,\n",
       "        12.25,  12.5 ,  12.75,  13.  ,  13.25,  13.5 ,  13.75,  14.  ,  14.25,\n",
       "        14.5 ,  14.75,  15.  ,  15.25,  15.5 ,  15.75,  16.  ,  16.25,  16.5 ,\n",
       "        16.75,  17.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>20.0 19.75 19.5 ... 4.5 4.25 4.0</div><input id='attrs-21054df6-b2d8-483d-988d-038d418b27c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21054df6-b2d8-483d-988d-038d418b27c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7e95c02-f9d7-47b1-8672-dea122e8a12f' class='xr-var-data-in' type='checkbox'><label for='data-d7e95c02-f9d7-47b1-8672-dea122e8a12f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([20.  , 19.75, 19.5 , 19.25, 19.  , 18.75, 18.5 , 18.25, 18.  , 17.75,\n",
       "       17.5 , 17.25, 17.  , 16.75, 16.5 , 16.25, 16.  , 15.75, 15.5 , 15.25,\n",
       "       15.  , 14.75, 14.5 , 14.25, 14.  , 13.75, 13.5 , 13.25, 13.  , 12.75,\n",
       "       12.5 , 12.25, 12.  , 11.75, 11.5 , 11.25, 11.  , 10.75, 10.5 , 10.25,\n",
       "       10.  ,  9.75,  9.5 ,  9.25,  9.  ,  8.75,  8.5 ,  8.25,  8.  ,  7.75,\n",
       "        7.5 ,  7.25,  7.  ,  6.75,  6.5 ,  6.25,  6.  ,  5.75,  5.5 ,  5.25,\n",
       "        5.  ,  4.75,  4.5 ,  4.25,  4.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>season</span></div><div class='xr-var-dims'>(season)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;DJF&#x27; &#x27;JJA&#x27; &#x27;MAM&#x27; &#x27;SON&#x27;</div><input id='attrs-fe16231b-5cf6-4084-9ab4-161bed2a44d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe16231b-5cf6-4084-9ab4-161bed2a44d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-019983b1-0aa7-433f-9fda-0a67e389bd5f' class='xr-var-data-in' type='checkbox'><label for='data-019983b1-0aa7-433f-9fda-0a67e389bd5f' 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;DJF&#x27;, &#x27;JJA&#x27;, &#x27;MAM&#x27;, &#x27;SON&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-042e9b5e-4a7f-4e83-9799-3fe974842b63' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-042e9b5e-4a7f-4e83-9799-3fe974842b63' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'r' (season: 4, latitude: 65, longitude: 137)>\n",
       "array([[[45.116493, 41.06006 , 36.641506, ..., 21.366724, 21.177757,\n",
       "         19.657595],\n",
       "        [44.923927, 40.614235, 35.434273, ..., 22.466028, 22.345282,\n",
       "         21.077192],\n",
       "        [44.54281 , 40.185955, 34.86744 , ..., 22.707224, 22.716225,\n",
       "         22.177105],\n",
       "        ...,\n",
       "        [82.54628 , 82.53091 , 82.51879 , ..., 50.317715, 49.673256,\n",
       "         48.703476],\n",
       "        [82.95839 , 82.9856  , 82.98993 , ..., 57.22018 , 56.245113,\n",
       "         54.96652 ],\n",
       "        [83.34711 , 83.35022 , 83.35646 , ..., 61.73595 , 60.960625,\n",
       "         60.305935]],\n",
       "\n",
       "       [[75.0701  , 70.90759 , 66.09675 , ..., 20.901052, 20.544271,\n",
       "         20.016865],\n",
       "        [75.64563 , 73.274864, 66.92588 , ..., 21.44985 , 21.035143,\n",
       "         20.670748],\n",
       "        [75.86831 , 74.953636, 68.60222 , ..., 21.78242 , 21.518055,\n",
       "         21.33142 ],\n",
       "...\n",
       "        [82.60931 , 82.64105 , 82.63944 , ..., 78.30782 , 76.46418 ,\n",
       "         75.4377  ],\n",
       "        [82.78521 , 82.83635 , 82.84173 , ..., 81.82591 , 80.528656,\n",
       "         79.087265],\n",
       "        [82.9502  , 82.97954 , 82.954575, ..., 83.31453 , 82.56908 ,\n",
       "         82.03073 ]],\n",
       "\n",
       "       [[59.617046, 55.487823, 50.78774 , ..., 19.882833, 19.747833,\n",
       "         18.899359],\n",
       "        [60.447975, 57.171455, 51.3883  , ..., 20.490486, 20.316154,\n",
       "         19.569239],\n",
       "        [61.054436, 58.4745  , 52.504925, ..., 20.502045, 20.514935,\n",
       "         20.214554],\n",
       "        ...,\n",
       "        [84.24323 , 84.28583 , 84.324615, ..., 83.6096  , 82.668175,\n",
       "         81.9578  ],\n",
       "        [84.010056, 84.03983 , 84.089554, ..., 87.17738 , 86.334816,\n",
       "         85.318405],\n",
       "        [83.71133 , 83.78811 , 83.73638 , ..., 88.583466, 88.11919 ,\n",
       "         87.72538 ]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * longitude  (longitude) float32 -17.0 -16.75 -16.5 -16.25 ... 16.5 16.75 17.0\n",
       "  * latitude   (latitude) float32 20.0 19.75 19.5 19.25 ... 4.75 4.5 4.25 4.0\n",
       "  * season     (season) object 'DJF' 'JJA' 'MAM' 'SON'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rh_mean=rh.groupby('time.season').mean()\n",
    "rh_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cb602685",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1c5050bb2b0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rh_mean[0,:,:].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3947f09e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hovmoller plot\n",
    "togo.groupby('time.month').mean(dim=('time','longitude')).T.plot.contourf()\n",
    "plt.savefig('HOVMOLLER.jpeg')"
   ]
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}