{
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  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1e916ee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns\n",
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c1fb32b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%config InlineBackend.close_figures=False # tell pyplot not to close figures\n",
    "#np.warnings.filterwarnings('ignore') # silence numpy warning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "12b5d654",
   "metadata": {},
   "outputs": [],
   "source": [
    "# path to netcdf file\n",
    "f = r'\\\\...\\precip.comb.v2018to2016-v6monitorafter.total.nc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d55805b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Frozen({'lat': 180, 'lon': 360, 'time': 1548})"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# open netcdf file\n",
    "ds = xr.open_dataset(f)\n",
    "ds.dims"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "26893b72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method ImplementsDatasetReduce._reduce_method.<locals>.wrapped_func of <xarray.Dataset>\n",
       "Dimensions:  (lat: 180, lon: 360, time: 1548)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * time     (time) datetime64[ns] 1891-01-01 1891-02-01 ... 2019-12-01\n",
       "Data variables:\n",
       "    precip   (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    Original_Source:  http://www.dwd.de/en/FundE/Klima/KLIS/int/GPCC/GPCC.htm...\n",
       "    Reference:        Users of the data sets are kindly requested to give fee...\n",
       "    original_source:  ftp://ftp-anon.dwd.de/pub/data/gpcc/html/download_gate....\n",
       "    Conventions:      CF 1.0\n",
       "    dataset_title:    Global Precipitation Climatology Centre (GPCC)\n",
       "    title:            GPCC Full Data Reanalysis Version 2018 1.0x1.0 Monthly ...\n",
       "    history:          Created 09/2018  based on V2018 data obtained via ftp\n",
       "    References:       https://www.psl.noaa.gov/data/gridded/data.gpcc.html>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# explore variables\n",
    "ds.var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2146b725",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;precip&#x27; (time: 1548, lat: 180, lon: 360)&gt;\n",
       "[100310400 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * time     (time) datetime64[ns] 1891-01-01 1891-02-01 ... 2019-12-01\n",
       "Attributes:\n",
       "    long_name:     GPCC Monthly total of precipitation\n",
       "    statistic:     Total\n",
       "    valid_range:   [   0. 8000.]\n",
       "    parent_stat:   Observations\n",
       "    var_desc:      Precipitation\n",
       "    units:         mm\n",
       "    level:         Surface\n",
       "    actual_range:  [   0.   3349.61]\n",
       "    dataset:       GPCC Precipitation 1.0degree V2018 Full Reanalysis</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'precip'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1548</li><li><span class='xr-has-index'>lat</span>: 180</li><li><span class='xr-has-index'>lon</span>: 360</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-df2bec3d-4ce3-49f0-a0bd-e5294c618c62' class='xr-array-in' type='checkbox' checked><label for='section-df2bec3d-4ce3-49f0-a0bd-e5294c618c62' 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>[100310400 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-6f63a061-06e2-43e2-adf0-9882b4624d0a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f63a061-06e2-43e2-adf0-9882b4624d0a' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.5 88.5 87.5 ... -88.5 -89.5</div><input id='attrs-7a8f7b53-ccd1-4291-85b9-7bbdbb813512' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a8f7b53-ccd1-4291-85b9-7bbdbb813512' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a62df912-4302-4e4b-bec8-f3d6fcec353b' class='xr-var-data-in' type='checkbox'><label for='data-a62df912-4302-4e4b-bec8-f3d6fcec353b' 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>actual_range :</span></dt><dd>[-89.5  89.5]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([ 89.5,  88.5,  87.5,  86.5,  85.5,  84.5,  83.5,  82.5,  81.5,  80.5,\n",
       "        79.5,  78.5,  77.5,  76.5,  75.5,  74.5,  73.5,  72.5,  71.5,  70.5,\n",
       "        69.5,  68.5,  67.5,  66.5,  65.5,  64.5,  63.5,  62.5,  61.5,  60.5,\n",
       "        59.5,  58.5,  57.5,  56.5,  55.5,  54.5,  53.5,  52.5,  51.5,  50.5,\n",
       "        49.5,  48.5,  47.5,  46.5,  45.5,  44.5,  43.5,  42.5,  41.5,  40.5,\n",
       "        39.5,  38.5,  37.5,  36.5,  35.5,  34.5,  33.5,  32.5,  31.5,  30.5,\n",
       "        29.5,  28.5,  27.5,  26.5,  25.5,  24.5,  23.5,  22.5,  21.5,  20.5,\n",
       "        19.5,  18.5,  17.5,  16.5,  15.5,  14.5,  13.5,  12.5,  11.5,  10.5,\n",
       "         9.5,   8.5,   7.5,   6.5,   5.5,   4.5,   3.5,   2.5,   1.5,   0.5,\n",
       "        -0.5,  -1.5,  -2.5,  -3.5,  -4.5,  -5.5,  -6.5,  -7.5,  -8.5,  -9.5,\n",
       "       -10.5, -11.5, -12.5, -13.5, -14.5, -15.5, -16.5, -17.5, -18.5, -19.5,\n",
       "       -20.5, -21.5, -22.5, -23.5, -24.5, -25.5, -26.5, -27.5, -28.5, -29.5,\n",
       "       -30.5, -31.5, -32.5, -33.5, -34.5, -35.5, -36.5, -37.5, -38.5, -39.5,\n",
       "       -40.5, -41.5, -42.5, -43.5, -44.5, -45.5, -46.5, -47.5, -48.5, -49.5,\n",
       "       -50.5, -51.5, -52.5, -53.5, -54.5, -55.5, -56.5, -57.5, -58.5, -59.5,\n",
       "       -60.5, -61.5, -62.5, -63.5, -64.5, -65.5, -66.5, -67.5, -68.5, -69.5,\n",
       "       -70.5, -71.5, -72.5, -73.5, -74.5, -75.5, -76.5, -77.5, -78.5, -79.5,\n",
       "       -80.5, -81.5, -82.5, -83.5, -84.5, -85.5, -86.5, -87.5, -88.5, -89.5],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-8c254014-ce91-4ba4-b42e-37c85b3b8a12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8c254014-ce91-4ba4-b42e-37c85b3b8a12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33d05b02-448e-40c3-af38-2af8cba791f6' class='xr-var-data-in' type='checkbox'><label for='data-33d05b02-448e-40c3-af38-2af8cba791f6' 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>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.5 359.5]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 357.5, 358.5, 359.5], 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'>1891-01-01 ... 2019-12-01</div><input id='attrs-638e201e-51cf-4605-8e8c-f27db2aca91f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-638e201e-51cf-4605-8e8c-f27db2aca91f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72d6a7b8-477f-4bfd-bb5b-63d11974f0d7' class='xr-var-data-in' type='checkbox'><label for='data-72d6a7b8-477f-4bfd-bb5b-63d11974f0d7' 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><dt><span>delta_t :</span></dt><dd>0000-01-00 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-01-00 00:00:00</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>coordinate_defines :</span></dt><dd>start</dd><dt><span>actual_range :</span></dt><dd>[33237. 80322.]</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1891-01-01T00:00:00.000000000&#x27;, &#x27;1891-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1891-03-01T00:00:00.000000000&#x27;, ..., &#x27;2019-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-12-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-561168ee-e146-47ea-ba38-56c9fdce7e63' class='xr-section-summary-in' type='checkbox'  checked><label for='section-561168ee-e146-47ea-ba38-56c9fdce7e63' class='xr-section-summary' >Attributes: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>GPCC Monthly total of precipitation</dd><dt><span>statistic :</span></dt><dd>Total</dd><dt><span>valid_range :</span></dt><dd>[   0. 8000.]</dd><dt><span>parent_stat :</span></dt><dd>Observations</dd><dt><span>var_desc :</span></dt><dd>Precipitation</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>level :</span></dt><dd>Surface</dd><dt><span>actual_range :</span></dt><dd>[   0.   3349.61]</dd><dt><span>dataset :</span></dt><dd>GPCC Precipitation 1.0degree V2018 Full Reanalysis</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'precip' (time: 1548, lat: 180, lon: 360)>\n",
       "[100310400 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * time     (time) datetime64[ns] 1891-01-01 1891-02-01 ... 2019-12-01\n",
       "Attributes:\n",
       "    long_name:     GPCC Monthly total of precipitation\n",
       "    statistic:     Total\n",
       "    valid_range:   [   0. 8000.]\n",
       "    parent_stat:   Observations\n",
       "    var_desc:      Precipitation\n",
       "    units:         mm\n",
       "    level:         Surface\n",
       "    actual_range:  [   0.   3349.61]\n",
       "    dataset:       GPCC Precipitation 1.0degree V2018 Full Reanalysis"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ewxplore precipitation variable\n",
    "prec = ds.precip\n",
    "prec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "dbf0e37d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract data for specific date\n",
    "oct2018 = prec.sel(time='2018-10-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "0556d16b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot data\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18.5, 10.5)\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.coastlines() \n",
    "oct2018.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "71b81308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>precip</th>\n",
       "      <th>year</th>\n",
       "      <th>Month</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-01-01</td>\n",
       "      <td>312.390015</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-02-01</td>\n",
       "      <td>200.419998</td>\n",
       "      <td>2010</td>\n",
       "      <td>2</td>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-03-01</td>\n",
       "      <td>205.570007</td>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-04-01</td>\n",
       "      <td>177.970001</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-05-01</td>\n",
       "      <td>131.910004</td>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>58.080002</td>\n",
       "      <td>2019</td>\n",
       "      <td>8</td>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2019-09-01</td>\n",
       "      <td>189.190002</td>\n",
       "      <td>2019</td>\n",
       "      <td>9</td>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2019-10-01</td>\n",
       "      <td>231.259995</td>\n",
       "      <td>2019</td>\n",
       "      <td>10</td>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2019-11-01</td>\n",
       "      <td>186.910004</td>\n",
       "      <td>2019</td>\n",
       "      <td>11</td>\n",
       "      <td>Nov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>347.899994</td>\n",
       "      <td>2019</td>\n",
       "      <td>12</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          time      precip  year  Month month\n",
       "0   2010-01-01  312.390015  2010      1   Jan\n",
       "1   2010-02-01  200.419998  2010      2   Feb\n",
       "2   2010-03-01  205.570007  2010      3   Mar\n",
       "3   2010-04-01  177.970001  2010      4   Apr\n",
       "4   2010-05-01  131.910004  2010      5   May\n",
       "..         ...         ...   ...    ...   ...\n",
       "115 2019-08-01   58.080002  2019      8   Aug\n",
       "116 2019-09-01  189.190002  2019      9   Sep\n",
       "117 2019-10-01  231.259995  2019     10   Oct\n",
       "118 2019-11-01  186.910004  2019     11   Nov\n",
       "119 2019-12-01  347.899994  2019     12   Dec\n",
       "\n",
       "[120 rows x 5 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract year and month precipitation for a specific location: vanocuver BC\n",
    "prec_slice = prec.sel(time=slice(\"2010-01-01\", \"2019-12-31\"))\n",
    "\n",
    "pre_monthly_loc = prec_slice.sel(lat = 49, \n",
    "                           lon = -123+360, # add 360 to convert negative longs from (-180, 180) to (0, 360)\n",
    "                           method='nearest')\n",
    "\n",
    "df = pre_monthly_loc.to_dataframe()\n",
    "df.reset_index(drop=False, inplace=True)\n",
    "df = df[['time', 'precip']]\n",
    "df['year'] = pd.DatetimeIndex(df['time']).year\n",
    "df['Month'] = pd.DatetimeIndex(df['time']).month\n",
    "df['month'] = pd.DatetimeIndex(df['time']).month_name().str.slice(stop=3)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "a97d6eba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a Heatmap for year/month precipitation in Vancouver, BC\n",
    "data = df.pivot([\"Month\",\"month\"], \"year\", \"precip\")\n",
    "\n",
    "data = data.sort_values(by='Month',ascending=False)\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18, 6)\n",
    "\n",
    "ax = sns.heatmap(data, cmap=\"YlGnBu\").set(title='Monthly Precipitation in Vancouver BC from 2010 - 2019')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0ee98a0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract oct 2018 precipitation in British Columbia - this time using .where instead of .sel\n",
    "bc_oct2018_prec = oct2018.where((oct2018.lat > 45) & \n",
    "                                (oct2018.lat < 70) & \n",
    "                                (oct2018.lon > -137+360) & # add 360 to convert negative longs from (-180, 180) to (0, 360)\n",
    "                                (oct2018.lon < -114+360),\n",
    "                                drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6260c1fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>precip</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">45.5</th>\n",
       "      <th>241.5</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>56.549999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242.5</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>52.779999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243.5</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>51.759998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244.5</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>73.239998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245.5</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>47.490002</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 time     precip\n",
       "lat  lon                        \n",
       "45.5 241.5 2018-10-01  56.549999\n",
       "     242.5 2018-10-01  52.779999\n",
       "     243.5 2018-10-01  51.759998\n",
       "     244.5 2018-10-01  73.239998\n",
       "     245.5 2018-10-01  47.490002"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# export extracted data to dataframe\n",
    "df = bc_oct2018_prec.to_dataframe()\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "db1c4363",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (lat: 180, lon: 360, year: 129)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * year     (year) int64 1891 1892 1893 1894 1895 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</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-29bc8927-6a74-4bf6-8ee5-d39564a4dfba' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-29bc8927-6a74-4bf6-8ee5-d39564a4dfba' 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'>lat</span>: 180</li><li><span class='xr-has-index'>lon</span>: 360</li><li><span class='xr-has-index'>year</span>: 129</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a80815b2-323f-4786-ab13-e749c52cf959' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a80815b2-323f-4786-ab13-e749c52cf959' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.5 88.5 87.5 ... -88.5 -89.5</div><input id='attrs-963b3d04-464d-4e0f-ab44-011b88eb8b8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-963b3d04-464d-4e0f-ab44-011b88eb8b8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2838987-b1e0-4ef2-addd-9b6c1b916f62' class='xr-var-data-in' type='checkbox'><label for='data-b2838987-b1e0-4ef2-addd-9b6c1b916f62' 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>actual_range :</span></dt><dd>[-89.5  89.5]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([ 89.5,  88.5,  87.5,  86.5,  85.5,  84.5,  83.5,  82.5,  81.5,  80.5,\n",
       "        79.5,  78.5,  77.5,  76.5,  75.5,  74.5,  73.5,  72.5,  71.5,  70.5,\n",
       "        69.5,  68.5,  67.5,  66.5,  65.5,  64.5,  63.5,  62.5,  61.5,  60.5,\n",
       "        59.5,  58.5,  57.5,  56.5,  55.5,  54.5,  53.5,  52.5,  51.5,  50.5,\n",
       "        49.5,  48.5,  47.5,  46.5,  45.5,  44.5,  43.5,  42.5,  41.5,  40.5,\n",
       "        39.5,  38.5,  37.5,  36.5,  35.5,  34.5,  33.5,  32.5,  31.5,  30.5,\n",
       "        29.5,  28.5,  27.5,  26.5,  25.5,  24.5,  23.5,  22.5,  21.5,  20.5,\n",
       "        19.5,  18.5,  17.5,  16.5,  15.5,  14.5,  13.5,  12.5,  11.5,  10.5,\n",
       "         9.5,   8.5,   7.5,   6.5,   5.5,   4.5,   3.5,   2.5,   1.5,   0.5,\n",
       "        -0.5,  -1.5,  -2.5,  -3.5,  -4.5,  -5.5,  -6.5,  -7.5,  -8.5,  -9.5,\n",
       "       -10.5, -11.5, -12.5, -13.5, -14.5, -15.5, -16.5, -17.5, -18.5, -19.5,\n",
       "       -20.5, -21.5, -22.5, -23.5, -24.5, -25.5, -26.5, -27.5, -28.5, -29.5,\n",
       "       -30.5, -31.5, -32.5, -33.5, -34.5, -35.5, -36.5, -37.5, -38.5, -39.5,\n",
       "       -40.5, -41.5, -42.5, -43.5, -44.5, -45.5, -46.5, -47.5, -48.5, -49.5,\n",
       "       -50.5, -51.5, -52.5, -53.5, -54.5, -55.5, -56.5, -57.5, -58.5, -59.5,\n",
       "       -60.5, -61.5, -62.5, -63.5, -64.5, -65.5, -66.5, -67.5, -68.5, -69.5,\n",
       "       -70.5, -71.5, -72.5, -73.5, -74.5, -75.5, -76.5, -77.5, -78.5, -79.5,\n",
       "       -80.5, -81.5, -82.5, -83.5, -84.5, -85.5, -86.5, -87.5, -88.5, -89.5],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-dac5334d-a177-4990-88a5-0d957f69493d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dac5334d-a177-4990-88a5-0d957f69493d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-039b437c-fbee-4ef6-a97e-ca9bae140bbd' class='xr-var-data-in' type='checkbox'><label for='data-039b437c-fbee-4ef6-a97e-ca9bae140bbd' 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>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.5 359.5]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 357.5, 358.5, 359.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1891 1892 1893 ... 2017 2018 2019</div><input id='attrs-4e81e960-bb3b-4b34-843e-4d348e44da51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e81e960-bb3b-4b34-843e-4d348e44da51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90e75d9e-5c51-4144-a4ae-eefc5a0c42f5' class='xr-var-data-in' type='checkbox'><label for='data-90e75d9e-5c51-4144-a4ae-eefc5a0c42f5' 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([1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902,\n",
       "       1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914,\n",
       "       1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926,\n",
       "       1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938,\n",
       "       1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950,\n",
       "       1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962,\n",
       "       1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974,\n",
       "       1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986,\n",
       "       1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998,\n",
       "       1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,\n",
       "       2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-14890249-158e-4804-b04c-33b14bb5094a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14890249-158e-4804-b04c-33b14bb5094a' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(year, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-f5590118-8ed5-4d01-b250-ce54b3710b36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5590118-8ed5-4d01-b250-ce54b3710b36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ddf5aa4-d743-4afa-b924-a7e89cd0a583' class='xr-var-data-in' type='checkbox'><label for='data-4ddf5aa4-d743-4afa-b924-a7e89cd0a583' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84d6c152-2da4-4613-b47b-23d681ad99d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-84d6c152-2da4-4613-b47b-23d681ad99d6' 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.Dataset>\n",
       "Dimensions:  (lat: 180, lon: 360, year: 129)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * year     (year) int64 1891 1892 1893 1894 1895 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate annual precpitation from monthly data\n",
    "annual_prec = ds.groupby(\"time.year\").sum(\"time\")\n",
    "annual_prec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "762b3541",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot annual precipitation for selected year: 2018\n",
    "prec = annual_prec.precip\n",
    "year2018 = prec.sel(year=2018)\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18.5, 10.5)\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.coastlines() \n",
    "year2018.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "090e723b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<defs>\n",
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       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (year: 30)\n",
       "Coordinates:\n",
       "    lat      float32 49.5\n",
       "    lon      float32 237.5\n",
       "  * year     (year) int64 1990 1991 1992 1993 1994 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year) float32 2.743e+03 2.234e+03 2.12e+03 ... 2.381e+03 2.009e+03</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-b1373ed3-5f30-4a02-81a9-b419515b5fd5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b1373ed3-5f30-4a02-81a9-b419515b5fd5' 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'>year</span>: 30</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1ffb46ae-ec62-442d-a235-295d82298e34' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1ffb46ae-ec62-442d-a235-295d82298e34' 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>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>49.5</div><input id='attrs-b70482cc-2350-46bd-b881-66cfd16c7060' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b70482cc-2350-46bd-b881-66cfd16c7060' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7a095e-aa50-4530-b07d-855216e94964' class='xr-var-data-in' type='checkbox'><label for='data-5e7a095e-aa50-4530-b07d-855216e94964' 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>actual_range :</span></dt><dd>[-89.5  89.5]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array(49.5, dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>237.5</div><input id='attrs-6c7f46a8-778d-47da-83ea-baadcf50c602' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c7f46a8-778d-47da-83ea-baadcf50c602' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e25c3b2-cc92-4172-b209-4bfa78f19073' class='xr-var-data-in' type='checkbox'><label for='data-2e25c3b2-cc92-4172-b209-4bfa78f19073' 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>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.5 359.5]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array(237.5, dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1990 1991 1992 ... 2017 2018 2019</div><input id='attrs-be480c89-e074-4e9c-9ff6-37de0035bba0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be480c89-e074-4e9c-9ff6-37de0035bba0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51c08d5b-f321-44d4-bef5-92365a5fce76' class='xr-var-data-in' type='checkbox'><label for='data-51c08d5b-f321-44d4-bef5-92365a5fce76' 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([1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001,\n",
       "       2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013,\n",
       "       2014, 2015, 2016, 2017, 2018, 2019], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c2f52f89-cb6d-4712-ba63-b8c92b5eb0b1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2f52f89-cb6d-4712-ba63-b8c92b5eb0b1' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.743e+03 2.234e+03 ... 2.009e+03</div><input id='attrs-a1a4b117-e2bb-4bb5-8f90-aec9232b22db' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a1a4b117-e2bb-4bb5-8f90-aec9232b22db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-024ac944-3298-40ce-8d13-869ab840523d' class='xr-var-data-in' type='checkbox'><label for='data-024ac944-3298-40ce-8d13-869ab840523d' 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([2742.6   , 2234.2397, 2119.6301, 1899.43  , 2243.15  , 2577.7698,\n",
       "       2446.79  , 2894.99  , 2306.34  , 2577.6702, 1922.6101, 2170.72  ,\n",
       "       1993.1802, 2246.07  , 2172.64  , 2237.5398, 2292.1802, 2657.8   ,\n",
       "       2025.79  , 2195.6401, 2255.43  , 2278.4   , 2340.11  , 1997.2401,\n",
       "       2389.48  , 2265.6602, 2372.0203, 2291.02  , 2380.6099, 2008.8801],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-08cc7c81-a868-44e4-94fe-c4250dd52cd0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-08cc7c81-a868-44e4-94fe-c4250dd52cd0' 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.Dataset>\n",
       "Dimensions:  (year: 30)\n",
       "Coordinates:\n",
       "    lat      float32 49.5\n",
       "    lon      float32 237.5\n",
       "  * year     (year) int64 1990 1991 1992 1993 1994 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year) float32 2.743e+03 2.234e+03 2.12e+03 ... 2.381e+03 2.009e+03"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract annual precipitation for a specific location: vanocuver BC\n",
    "annual_prec_loc = annual_prec.sel(lat = 49, \n",
    "                                  lon = -123+360,\n",
    "                                  year = [x for x in range(1990, 2020)],\n",
    "                                  \n",
    "                                   method='nearest')\n",
    "\n",
    "annual_prec_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "56f319d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# plot results\n",
    "annual_prec_loc.precip.plot()\n",
    "\n",
    "mean_val = annual_prec_loc.mean('year')['precip']\n",
    "plt.axhline (mean_val, color='g', linestyle='dashed') # plot the mean value\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18, 6)\n",
    "\n",
    "plt.show\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "a884bbbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\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.Dataset&gt;\n",
       "Dimensions:  (lat: 180, lon: 360, year: 129)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * year     (year) int64 1891 1892 1893 1894 1895 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    z_score  (year, lat, lon) float32 nan nan nan nan nan ... nan nan nan nan</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-e3ba6683-bc2a-4cbc-b5ca-5905f071a445' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e3ba6683-bc2a-4cbc-b5ca-5905f071a445' 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'>lat</span>: 180</li><li><span class='xr-has-index'>lon</span>: 360</li><li><span class='xr-has-index'>year</span>: 129</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ca50a79f-4f48-4113-b1a1-1e0ccf45745f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ca50a79f-4f48-4113-b1a1-1e0ccf45745f' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>89.5 88.5 87.5 ... -88.5 -89.5</div><input id='attrs-8b2951d3-3047-4401-ba17-a6b7db6b7737' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b2951d3-3047-4401-ba17-a6b7db6b7737' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84c7ed55-75fd-415e-ad48-657772671f87' class='xr-var-data-in' type='checkbox'><label for='data-84c7ed55-75fd-415e-ad48-657772671f87' 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>actual_range :</span></dt><dd>[-89.5  89.5]</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([ 89.5,  88.5,  87.5,  86.5,  85.5,  84.5,  83.5,  82.5,  81.5,  80.5,\n",
       "        79.5,  78.5,  77.5,  76.5,  75.5,  74.5,  73.5,  72.5,  71.5,  70.5,\n",
       "        69.5,  68.5,  67.5,  66.5,  65.5,  64.5,  63.5,  62.5,  61.5,  60.5,\n",
       "        59.5,  58.5,  57.5,  56.5,  55.5,  54.5,  53.5,  52.5,  51.5,  50.5,\n",
       "        49.5,  48.5,  47.5,  46.5,  45.5,  44.5,  43.5,  42.5,  41.5,  40.5,\n",
       "        39.5,  38.5,  37.5,  36.5,  35.5,  34.5,  33.5,  32.5,  31.5,  30.5,\n",
       "        29.5,  28.5,  27.5,  26.5,  25.5,  24.5,  23.5,  22.5,  21.5,  20.5,\n",
       "        19.5,  18.5,  17.5,  16.5,  15.5,  14.5,  13.5,  12.5,  11.5,  10.5,\n",
       "         9.5,   8.5,   7.5,   6.5,   5.5,   4.5,   3.5,   2.5,   1.5,   0.5,\n",
       "        -0.5,  -1.5,  -2.5,  -3.5,  -4.5,  -5.5,  -6.5,  -7.5,  -8.5,  -9.5,\n",
       "       -10.5, -11.5, -12.5, -13.5, -14.5, -15.5, -16.5, -17.5, -18.5, -19.5,\n",
       "       -20.5, -21.5, -22.5, -23.5, -24.5, -25.5, -26.5, -27.5, -28.5, -29.5,\n",
       "       -30.5, -31.5, -32.5, -33.5, -34.5, -35.5, -36.5, -37.5, -38.5, -39.5,\n",
       "       -40.5, -41.5, -42.5, -43.5, -44.5, -45.5, -46.5, -47.5, -48.5, -49.5,\n",
       "       -50.5, -51.5, -52.5, -53.5, -54.5, -55.5, -56.5, -57.5, -58.5, -59.5,\n",
       "       -60.5, -61.5, -62.5, -63.5, -64.5, -65.5, -66.5, -67.5, -68.5, -69.5,\n",
       "       -70.5, -71.5, -72.5, -73.5, -74.5, -75.5, -76.5, -77.5, -78.5, -79.5,\n",
       "       -80.5, -81.5, -82.5, -83.5, -84.5, -85.5, -86.5, -87.5, -88.5, -89.5],\n",
       "      dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-3e990cfa-bfa0-41c9-a1c0-e8682179a599' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e990cfa-bfa0-41c9-a1c0-e8682179a599' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c7fecde-7807-4b51-b302-007324a902af' class='xr-var-data-in' type='checkbox'><label for='data-7c7fecde-7807-4b51-b302-007324a902af' 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>Longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>actual_range :</span></dt><dd>[  0.5 359.5]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>coordinate_defines :</span></dt><dd>point</dd></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 357.5, 358.5, 359.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>year</span></div><div class='xr-var-dims'>(year)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1891 1892 1893 ... 2017 2018 2019</div><input id='attrs-a24a050d-6631-4f32-8c45-ac4c8e77466c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a24a050d-6631-4f32-8c45-ac4c8e77466c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a49be7a5-b993-4cb7-929c-eeaca17d3238' class='xr-var-data-in' type='checkbox'><label for='data-a49be7a5-b993-4cb7-929c-eeaca17d3238' 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([1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902,\n",
       "       1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914,\n",
       "       1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926,\n",
       "       1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938,\n",
       "       1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950,\n",
       "       1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962,\n",
       "       1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974,\n",
       "       1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986,\n",
       "       1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998,\n",
       "       1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,\n",
       "       2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba770d7f-6a98-4ec2-9e14-07eb33ccb325' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ba770d7f-6a98-4ec2-9e14-07eb33ccb325' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(year, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-e095e2b9-480f-48d5-a39f-a001c0a64b18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e095e2b9-480f-48d5-a39f-a001c0a64b18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc8e1a5d-2e01-4188-8d56-06c16c23d543' class='xr-var-data-in' type='checkbox'><label for='data-cc8e1a5d-2e01-4188-8d56-06c16c23d543' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_score</span></div><div class='xr-var-dims'>(year, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-afe2fd02-3246-4696-a53f-56646ae7949d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-afe2fd02-3246-4696-a53f-56646ae7949d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ec4794c-3d2a-4492-b21b-692fd52d0b9c' class='xr-var-data-in' type='checkbox'><label for='data-2ec4794c-3d2a-4492-b21b-692fd52d0b9c' 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([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a49610bb-d45e-43f8-aa0b-ad0c49338691' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a49610bb-d45e-43f8-aa0b-ad0c49338691' 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.Dataset>\n",
       "Dimensions:  (lat: 180, lon: 360, year: 129)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 89.5 88.5 87.5 86.5 85.5 ... -86.5 -87.5 -88.5 -89.5\n",
       "  * lon      (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 355.5 356.5 357.5 358.5 359.5\n",
       "  * year     (year) int64 1891 1892 1893 1894 1895 ... 2015 2016 2017 2018 2019\n",
       "Data variables:\n",
       "    precip   (year, lat, lon) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    z_score  (year, lat, lon) float32 nan nan nan nan nan ... nan nan nan nan"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate Annual Precipitation anomaly (z_score) for each year\n",
    "mean = annual_prec.mean('year')['precip']\n",
    "stdev = annual_prec.std('year')['precip']\n",
    "\n",
    "annual_prec['z_score'] = (annual_prec.precip - mean) / stdev\n",
    "annual_prec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9cb5caaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the z_score for selected year: 2018\n",
    "z_score = annual_prec.z_score\n",
    "year2018 = z_score.sel(year=2018)\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18.5, 10.5)\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "year2018.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2cc14b96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogam of z_score\n",
    "annual_prec.z_score.plot()\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18, 6)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "cd1e5ea1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the new xarray dataset to netCDF\n",
    "output = r'\\\\...\\precip_annual_anomalies.nc' \n",
    "annual_prec.to_netcdf(path=output, mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47f34f9b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}