{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Line plot demo\n",
    "=========\n",
    "This example shows you how to make a line plot using the `psyplot.project.ProjectPlotter.lineplot` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import psyplot.project as psy\n",
    "import numpy as np\n",
    "%config InlineBackend.close_figures = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes = iter(psy.multiple_subplots(2, 2, n=3))\n",
    "for var in ['t2m', 'u', 'v']:\n",
    "    psy.plot.lineplot(\n",
    "        'demo.nc',  # netCDF file storing the data\n",
    "        name=var, # one plot for each variable\n",
    "        t=range(5),  # one line for each time step\n",
    "        z=0, x=0,      # choose latitude and longitude as dimensions\n",
    "        ylabel=\"{desc}\",  # use the longname and units on the y-axis\n",
    "        ax=next(axes),\n",
    "        color='coolwarm',\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, now we want to show the legend. As we show one line per timestep (and actually it's one line per month), we might want to label the lines accordingly. The `legendlabels` formatoption can be automatically used for this, and we can use pythons built-in [datetime](https://docs.python.org/3/library/datetime.html#strftime-and-strptime-behavior) formatting to format the time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp = psy.gcp(True)\n",
    "sp.update(\n",
    "    legendlabels=\"%B\",   # use the Month as label for the legend\n",
    ")\n",
    "sp.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The legend is the same for all plots, so let's disable it for the last two, and show it for the first one above the plots. We can use the `legend` formatoption for this, that accepts a boolean (to enable or disable the legend), or a dictionary with keyword arguments for [matplotlibs legend](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.legend.html) function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp[1:].update(legend=False)  # disable the legend for the second and third plot\n",
    "sp[0].psy.update(\n",
    "    legend=dict(\n",
    "        title=\"Month\",\n",
    "        loc=\"upper center\",\n",
    "        bbox_to_anchor=(1.1, 1.3),\n",
    "        ncol=5,\n",
    "        fontsize=\"xx-large\",\n",
    "        title_fontsize=\"xx-large\",\n",
    "    )\n",
    ")\n",
    "sp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sp.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing uncertainties\n",
    "\n",
    "The `lineplot` plotmethod also supports the visualization of uncertainty intervals. For this example, let's assume the horizontal windspeed `u` has an uncertainty of 3 meter per second.\n",
    "\n",
    "We save this constant variable in our dataset as `u_std`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "\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, 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><div class='xr-wrap'><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-cf73f03f-f624-4115-b188-00c2e04b15ff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cf73f03f-f624-4115-b188-00c2e04b15ff' 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>: 96</li><li><span class='xr-has-index'>lev</span>: 4</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>time</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-64bc8ead-4f71-4dcd-a021-7d84b892df7c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-64bc8ead-4f71-4dcd-a021-7d84b892df7c' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.875 3.75 ... 356.2 358.1</div><input id='attrs-cb12dae5-1765-4311-a344-c07f67698d94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb12dae5-1765-4311-a344-c07f67698d94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64e80f1a-1dee-488c-b61f-f52aa1146bb6' class='xr-var-data-in' type='checkbox'><label for='data-64e80f1a-1dee-488c-b61f-f52aa1146bb6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array([  0.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>88.57 86.72 84.86 ... -86.72 -88.57</div><input id='attrs-83bc6127-7fda-463e-9975-c18cf9239cf2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83bc6127-7fda-463e-9975-c18cf9239cf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a69c822e-47b8-43b3-b0c9-3de34ed312e1' class='xr-var-data-in' type='checkbox'><label for='data-a69c822e-47b8-43b3-b0c9-3de34ed312e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.572169,  86.722531,  84.86197 ,  82.998942,  81.134977,  79.270559,\n",
       "        77.405888,  75.541061,  73.676132,  71.811132,  69.946081,  68.080991,\n",
       "        66.215872,  64.35073 ,  62.485571,  60.620396,  58.755209,  56.890013,\n",
       "        55.024808,  53.159595,  51.294377,  49.429154,  47.563926,  45.698694,\n",
       "        43.833459,  41.96822 ,  40.102979,  38.237736,  36.372491,  34.507243,\n",
       "        32.641994,  30.776744,  28.911492,  27.046239,  25.180986,  23.315731,\n",
       "        21.450475,  19.585219,  17.719962,  15.854704,  13.989446,  12.124187,\n",
       "        10.258928,   8.393669,   6.528409,   4.66315 ,   2.79789 ,   0.93263 ,\n",
       "        -0.93263 ,  -2.79789 ,  -4.66315 ,  -6.528409,  -8.393669, -10.258928,\n",
       "       -12.124187, -13.989446, -15.854704, -17.719962, -19.585219, -21.450475,\n",
       "       -23.315731, -25.180986, -27.046239, -28.911492, -30.776744, -32.641994,\n",
       "       -34.507243, -36.372491, -38.237736, -40.102979, -41.96822 , -43.833459,\n",
       "       -45.698694, -47.563926, -49.429154, -51.294377, -53.159595, -55.024808,\n",
       "       -56.890013, -58.755209, -60.620396, -62.485571, -64.35073 , -66.215872,\n",
       "       -68.080991, -69.946081, -71.811132, -73.676132, -75.541061, -77.405888,\n",
       "       -79.270559, -81.134977, -82.998942, -84.86197 , -86.722531, -88.572169])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 8.5e+04 5e+04 2e+04</div><input id='attrs-5a455747-6005-4ef7-8304-9558a1d33f8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a455747-6005-4ef7-8304-9558a1d33f8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d518d3e-4590-4ff3-acf4-416c10a0c179' class='xr-var-data-in' type='checkbox'><label for='data-2d518d3e-4590-4ff3-acf4-416c10a0c179' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><pre class='xr-var-data'>array([100000.,  85000.,  50000.,  20000.])</pre></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'>1979-01-31T18:00:00 ... 1979-05-31T18:00:00</div><input id='attrs-301ec2ca-e74b-4849-9770-93718d3c9c0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-301ec2ca-e74b-4849-9770-93718d3c9c0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04803b84-76f4-4909-86e2-e1146c576aad' class='xr-var-data-in' type='checkbox'><label for='data-04803b84-76f4-4909-86e2-e1146c576aad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array([&#x27;1979-01-31T18:00:00.000000000&#x27;, &#x27;1979-02-28T18:00:00.000000000&#x27;,\n",
       "       &#x27;1979-03-31T18:00:00.000000000&#x27;, &#x27;1979-04-30T18:00:00.000000000&#x27;,\n",
       "       &#x27;1979-05-31T18:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-8e2d81a8-37ca-4b8c-961d-5ec17eee01c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8e2d81a8-37ca-4b8c-961d-5ec17eee01c6' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>t2m</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2cd29507-4536-4375-ae83-42356249f75b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cd29507-4536-4375-ae83-42356249f75b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41c45465-7912-400a-b3ab-d3f65ea85f79' class='xr-var-data-in' type='checkbox'><label for='data-41c45465-7912-400a-b3ab-d3f65ea85f79' 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>Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>code :</span></dt><dd>130</dd><dt><span>table :</span></dt><dd>128</dd><dt><span>grid_type :</span></dt><dd>gaussian</dd></dl></div><pre class='xr-var-data'>[368640 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-5.548854 -5.470729 ... -3.8433208</div><input id='attrs-33db1cc6-ed8b-4f23-bd03-02ec7341b30c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33db1cc6-ed8b-4f23-bd03-02ec7341b30c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61871dd3-2882-404c-adb1-bedb78796e10' class='xr-var-data-in' type='checkbox'><label for='data-61871dd3-2882-404c-adb1-bedb78796e10' 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>zonal wind-velocity</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>code :</span></dt><dd>131</dd><dt><span>table :</span></dt><dd>128</dd><dt><span>grid_type :</span></dt><dd>gaussian</dd></dl></div><pre class='xr-var-data'>array([[[[-5.548854, ..., -5.618678],\n",
       "         ...,\n",
       "         [-3.48733 , ..., -3.599635]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 0.567179, ...,  0.379679],\n",
       "         ...,\n",
       "         [ 0.028116, ...,  0.063272]]],\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "       [[[ 3.058149, ...,  3.079634],\n",
       "         ...,\n",
       "         [-7.162554, ..., -7.268511]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[ 1.471132, ...,  1.528749],\n",
       "         ...,\n",
       "         [-3.798399, ..., -3.843321]]]], dtype=float32)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-958793f3-37fd-4719-ab73-36b068bf5191' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-958793f3-37fd-4719-ab73-36b068bf5191' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b24cc860-6716-42ed-ad7a-728e82ec46e0' class='xr-var-data-in' type='checkbox'><label for='data-b24cc860-6716-42ed-ad7a-728e82ec46e0' 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>meridional wind-velocity</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>code :</span></dt><dd>132</dd><dt><span>table :</span></dt><dd>128</dd><dt><span>grid_type :</span></dt><dd>gaussian</dd></dl></div><pre class='xr-var-data'>[368640 values with dtype=float32]</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>u_std</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0 3.0</div><input id='attrs-4cc9df7c-b186-4261-a4d1-23fa77dae1b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4cc9df7c-b186-4261-a4d1-23fa77dae1b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92dc34ec-29d5-4ea3-9af4-72c598751de3' class='xr-var-data-in' type='checkbox'><label for='data-92dc34ec-29d5-4ea3-9af4-72c598751de3' 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>zonal wind-velocity</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>code :</span></dt><dd>131</dd><dt><span>table :</span></dt><dd>128</dd><dt><span>grid_type :</span></dt><dd>gaussian</dd></dl></div><pre class='xr-var-data'>array([[[[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]]],\n",
       "\n",
       "\n",
       "       [[[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]]],\n",
       "\n",
       "\n",
       "       [[[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]]],\n",
       "\n",
       "\n",
       "       [[[3., 3., 3., ..., 3., 3., 3.],\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
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       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]]],\n",
       "\n",
       "\n",
       "       [[[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]],\n",
       "\n",
       "        [[3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         ...,\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.],\n",
       "         [3., 3., 3., ..., 3., 3., 3.]]]], dtype=float32)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-b5594055-532a-43e4-875a-cd02d39f787d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b5594055-532a-43e4-875a-cd02d39f787d' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-t2m-u-v_relativetime.nc</dd><dt><span>title :</span></dt><dd>Test file</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (lat: 96, lev: 4, lon: 192, time: 5)\n",
       "Coordinates:\n",
       "  * lon      (lon) float64 0.0 1.875 3.75 5.625 7.5 ... 352.5 354.4 356.2 358.1\n",
       "  * lat      (lat) float64 88.57 86.72 84.86 83.0 ... -83.0 -84.86 -86.72 -88.57\n",
       "  * lev      (lev) float64 1e+05 8.5e+04 5e+04 2e+04\n",
       "  * time     (time) datetime64[ns] 1979-01-31T18:00:00 ... 1979-05-31T18:00:00\n",
       "Data variables:\n",
       "    t2m      (time, lev, lat, lon) float32 ...\n",
       "    u        (time, lev, lat, lon) float32 -5.548854 -5.470729 ... -3.8433208\n",
       "    v        (time, lev, lat, lon) float32 ...\n",
       "    u_std    (time, lev, lat, lon) float32 3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0 3.0\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/...\n",
       "    Conventions:  CF-1.4\n",
       "    history:      Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-...\n",
       "    title:        Test file\n",
       "    CDO:          Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg...."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = psy.open_dataset(\"demo.nc\")\n",
    "ds[\"u_std\"] = ds.u.copy(data=np.ones_like(ds.u) * 3)\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualize this uncertainty, we need to pass it as `name=[[[\"u\", \"u_std\"]]]` to the lineplot method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "nbsphinx-thumbnail": {
     "tooltip": "Flexibly create lineplots (incl. uncertainty intervals) with the psy.plot.lineplot method."
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp = ds.psy.plot.lineplot(\n",
    "    name=[[[\"u\", \"u_std\"]]],         \n",
    "    t=range(2),          # one line for each time step\n",
    "    z=0, x=0,            # choose latitude and longitude as dimensions\n",
    "    ylabel=\"{desc}\",     # use the longname and units on the y-axis\n",
    "    xlabel=\"{desc}\",     # use the longname and units on the x-axis\n",
    "    color=\"coolwarm\",\n",
    "    legendlabels=\"%B\",   # use the Month as label for the legend ()\n",
    "    legend={\"loc\": \"upper center\", \"bbox_to_anchor\": (0.5, 1.2), \"ncol\": 2, \"title\": \"Month\"},\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This structure parameters for `name` is important here, because it tells the lineplot how to structure the data. Using this syntax, our project `sp` now holds a list two 2D arrays, one for each line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "psyplot.project.Project([arr3: psyplot.data.InteractiveList([\n",
       "    arr0: 2-dim DataArray of u, u_std, with (variable, lat)=(2, 96), time=1979-01-31T18:00:00, lev=100000.0, lon=0.0,\n",
       "    arr1: 2-dim DataArray of u, u_std, with (variable, lat)=(2, 96), time=1979-02-28T18:00:00, lev=100000.0, lon=0.0])])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `name=[[[\"u\", \"u_std\"]]]` is effectively the same as using `ds[[\"u\", \"u_std\"]].to_array()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\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, 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><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>variable</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cd71f769-5a0f-4cc3-9144-0a4270277909' class='xr-array-in' type='checkbox' ><label for='section-cd71f769-5a0f-4cc3-9144-0a4270277909' 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>-5.548854 -4.1748304 -2.2866468 -1.2041273 ... 3.0 3.0 3.0 3.0</span></div><pre class='xr-array-data'>array([[-5.548854  , -4.1748304 , -2.2866468 , -1.2041273 , -1.835475  ,\n",
       "        -3.1245375 , -3.7724867 , -3.7163343 , -3.3364515 , -2.7407484 ,\n",
       "        -2.1152601 , -1.4316664 , -0.8032484 ,  0.01755238,  0.7587633 ,\n",
       "         1.0795641 ,  1.9267321 ,  3.5702868 ,  4.11765   ,  3.4946032 ,\n",
       "         3.5873766 ,  3.5903063 ,  2.2924547 ,  1.7192125 ,  2.393529  ,\n",
       "         2.643529  ,  2.5780993 ,  3.2187243 ,  3.2275133 ,  1.6640368 ,\n",
       "         0.43259144, -0.21877575, -1.1460218 , -1.469264  , -0.8994398 ,\n",
       "        -0.9209242 , -1.9463148 , -3.1084242 , -3.9131117 , -4.0761976 ,\n",
       "        -3.634303  , -3.0571547 , -2.1577406 , -0.6006117 ,  0.8031969 ,\n",
       "         1.2529039 ,  0.59860706, -0.02248669, -0.33303356, -0.25539684,\n",
       "         0.05417347,  0.18845081, -0.22219372, -1.2588148 , -2.6782484 ,\n",
       "        -3.9194593 , -5.0395765 , -6.418483  , -7.7617445 , -8.567897  ,\n",
       "        -8.929713  , -8.928248  , -8.342311  , -6.918971  , -4.7202406 ,\n",
       "        -2.0053968 ,  1.258275  ,  4.8202868 ,  7.832494  , 10.224584  ,\n",
       "        11.624974  , 11.937963  , 11.861791  , 11.053197  ,  9.686986  ,\n",
       "         7.794896  ,  6.019994  ,  4.9150133 ,  2.8803453 ,  0.35202503,\n",
       "        -0.441432  , -0.0273695 ,  0.28366566,  0.48972034, -0.35500622,\n",
       "        -2.929225  , -4.9565687 , -4.361354  , -1.8227797 ,  0.34177113,\n",
       "         0.1547594 , -1.6777601 , -2.3779554 , -1.9463148 , -2.6640882 ,\n",
       "        -3.4873304 ],\n",
       "       [ 3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-4a2c8c66-d952-470c-93e5-db84e2c87a77' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a2c8c66-d952-470c-93e5-db84e2c87a77' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-31T18:00:00</div><input id='attrs-4690e180-9ba4-433f-aee5-6882fdd86563' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4690e180-9ba4-433f-aee5-6882fdd86563' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea800f39-304a-48ef-8bee-d362c9a2569b' class='xr-var-data-in' type='checkbox'><label for='data-ea800f39-304a-48ef-8bee-d362c9a2569b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array(&#x27;1979-01-31T18:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>88.57 86.72 84.86 ... -86.72 -88.57</div><input id='attrs-3c6396d4-3d73-4de9-821e-4c522fc83646' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c6396d4-3d73-4de9-821e-4c522fc83646' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4eb1ac85-c7d0-4852-bc76-ad6f4abe2ec3' class='xr-var-data-in' type='checkbox'><label for='data-4eb1ac85-c7d0-4852-bc76-ad6f4abe2ec3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.572169,  86.722531,  84.86197 ,  82.998942,  81.134977,  79.270559,\n",
       "        77.405888,  75.541061,  73.676132,  71.811132,  69.946081,  68.080991,\n",
       "        66.215872,  64.35073 ,  62.485571,  60.620396,  58.755209,  56.890013,\n",
       "        55.024808,  53.159595,  51.294377,  49.429154,  47.563926,  45.698694,\n",
       "        43.833459,  41.96822 ,  40.102979,  38.237736,  36.372491,  34.507243,\n",
       "        32.641994,  30.776744,  28.911492,  27.046239,  25.180986,  23.315731,\n",
       "        21.450475,  19.585219,  17.719962,  15.854704,  13.989446,  12.124187,\n",
       "        10.258928,   8.393669,   6.528409,   4.66315 ,   2.79789 ,   0.93263 ,\n",
       "        -0.93263 ,  -2.79789 ,  -4.66315 ,  -6.528409,  -8.393669, -10.258928,\n",
       "       -12.124187, -13.989446, -15.854704, -17.719962, -19.585219, -21.450475,\n",
       "       -23.315731, -25.180986, -27.046239, -28.911492, -30.776744, -32.641994,\n",
       "       -34.507243, -36.372491, -38.237736, -40.102979, -41.96822 , -43.833459,\n",
       "       -45.698694, -47.563926, -49.429154, -51.294377, -53.159595, -55.024808,\n",
       "       -56.890013, -58.755209, -60.620396, -62.485571, -64.35073 , -66.215872,\n",
       "       -68.080991, -69.946081, -71.811132, -73.676132, -75.541061, -77.405888,\n",
       "       -79.270559, -81.134977, -82.998942, -84.86197 , -86.722531, -88.572169])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05</div><input id='attrs-5415a5f1-5ef1-473b-8691-aec9fd211585' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5415a5f1-5ef1-473b-8691-aec9fd211585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed33f699-b22e-4e31-b9ea-dff9625597e8' class='xr-var-data-in' type='checkbox'><label for='data-ed33f699-b22e-4e31-b9ea-dff9625597e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><pre class='xr-var-data'>array(100000.)</pre></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'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-5e84c473-083b-4c70-96d2-ed7693c0965c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e84c473-083b-4c70-96d2-ed7693c0965c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-269e336a-28fa-4daa-99e3-bd558022a498' class='xr-var-data-in' type='checkbox'><label for='data-269e336a-28fa-4daa-99e3-bd558022a498' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(0.)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;u&#x27; &#x27;u_std&#x27;</div><input id='attrs-7a8e2fd2-593c-4e46-96bc-de99f92e10c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a8e2fd2-593c-4e46-96bc-de99f92e10c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a837d4de-269d-48b4-a6de-0492043eacfc' class='xr-var-data-in' type='checkbox'><label for='data-a837d4de-269d-48b4-a6de-0492043eacfc' 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><pre class='xr-var-data'>array([&#x27;u&#x27;, &#x27;u_std&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-3c1b0872-619a-49c4-a396-cfabe575b1f7' class='xr-section-summary-in' type='checkbox'  ><label for='section-3c1b0872-619a-49c4-a396-cfabe575b1f7' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-t2m-u-v_relativetime.nc</dd><dt><span>title :</span></dt><dd>Test file</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg.de/cdo)</dd><dt><span>long_name :</span></dt><dd>zonal wind-velocity</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>code :</span></dt><dd>131</dd><dt><span>table :</span></dt><dd>128</dd><dt><span>grid_type :</span></dt><dd>gaussian</dd></dl></div></li></ul></div></div>"
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       "        -2.1152601 , -1.4316664 , -0.8032484 ,  0.01755238,  0.7587633 ,\n",
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       "         3.5873766 ,  3.5903063 ,  2.2924547 ,  1.7192125 ,  2.393529  ,\n",
       "         2.643529  ,  2.5780993 ,  3.2187243 ,  3.2275133 ,  1.6640368 ,\n",
       "         0.43259144, -0.21877575, -1.1460218 , -1.469264  , -0.8994398 ,\n",
       "        -0.9209242 , -1.9463148 , -3.1084242 , -3.9131117 , -4.0761976 ,\n",
       "        -3.634303  , -3.0571547 , -2.1577406 , -0.6006117 ,  0.8031969 ,\n",
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       "        11.624974  , 11.937963  , 11.861791  , 11.053197  ,  9.686986  ,\n",
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       "         0.1547594 , -1.6777601 , -2.3779554 , -1.9463148 , -2.6640882 ,\n",
       "        -3.4873304 ],\n",
       "       [ 3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
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       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
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       "         3.        ]], dtype=float32)\n",
       "Coordinates:\n",
       "    time      datetime64[ns] 1979-01-31T18:00:00\n",
       "  * lat       (lat) float64 88.57 86.72 84.86 83.0 ... -84.86 -86.72 -88.57\n",
       "    lev       float64 1e+05\n",
       "    lon       float64 0.0\n",
       "  * variable  (variable) <U5 'u' 'u_std'\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/...\n",
       "    Conventions:  CF-1.4\n",
       "    history:      Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-...\n",
       "    title:        Test file\n",
       "    CDO:          Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg....\n",
       "    long_name:    zonal wind-velocity\n",
       "    units:        m/s\n",
       "    code:         131\n",
       "    table:        128\n",
       "    grid_type:    gaussian"
      ]
     },
     "execution_count": 9,
     "metadata": {},
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       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, 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><div class='xr-wrap'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>variable</span>: 2</li><li><span class='xr-has-index'>lat</span>: 96</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b03bedf9-80b8-4cb4-8fa0-9d9e91e20162' class='xr-array-in' type='checkbox' ><label for='section-b03bedf9-80b8-4cb4-8fa0-9d9e91e20162' 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>-5.548854 -4.1748304 -2.2866468 -1.2041273 ... 3.0 3.0 3.0 3.0</span></div><pre class='xr-array-data'>array([[-5.548854  , -4.1748304 , -2.2866468 , -1.2041273 , -1.835475  ,\n",
       "        -3.1245375 , -3.7724867 , -3.7163343 , -3.3364515 , -2.7407484 ,\n",
       "        -2.1152601 , -1.4316664 , -0.8032484 ,  0.01755238,  0.7587633 ,\n",
       "         1.0795641 ,  1.9267321 ,  3.5702868 ,  4.11765   ,  3.4946032 ,\n",
       "         3.5873766 ,  3.5903063 ,  2.2924547 ,  1.7192125 ,  2.393529  ,\n",
       "         2.643529  ,  2.5780993 ,  3.2187243 ,  3.2275133 ,  1.6640368 ,\n",
       "         0.43259144, -0.21877575, -1.1460218 , -1.469264  , -0.8994398 ,\n",
       "        -0.9209242 , -1.9463148 , -3.1084242 , -3.9131117 , -4.0761976 ,\n",
       "        -3.634303  , -3.0571547 , -2.1577406 , -0.6006117 ,  0.8031969 ,\n",
       "         1.2529039 ,  0.59860706, -0.02248669, -0.33303356, -0.25539684,\n",
       "         0.05417347,  0.18845081, -0.22219372, -1.2588148 , -2.6782484 ,\n",
       "        -3.9194593 , -5.0395765 , -6.418483  , -7.7617445 , -8.567897  ,\n",
       "        -8.929713  , -8.928248  , -8.342311  , -6.918971  , -4.7202406 ,\n",
       "        -2.0053968 ,  1.258275  ,  4.8202868 ,  7.832494  , 10.224584  ,\n",
       "        11.624974  , 11.937963  , 11.861791  , 11.053197  ,  9.686986  ,\n",
       "         7.794896  ,  6.019994  ,  4.9150133 ,  2.8803453 ,  0.35202503,\n",
       "        -0.441432  , -0.0273695 ,  0.28366566,  0.48972034, -0.35500622,\n",
       "        -2.929225  , -4.9565687 , -4.361354  , -1.8227797 ,  0.34177113,\n",
       "         0.1547594 , -1.6777601 , -2.3779554 , -1.9463148 , -2.6640882 ,\n",
       "        -3.4873304 ],\n",
       "       [ 3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ]], dtype=float32)</pre></div></li><li class='xr-section-item'><input id='section-b795c5e7-c9da-43b2-b75b-1ed0c9ddf37f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b795c5e7-c9da-43b2-b75b-1ed0c9ddf37f' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-31T18:00:00</div><input id='attrs-53c858a7-1586-41a2-927d-6ac6752094c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53c858a7-1586-41a2-927d-6ac6752094c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d68f69fd-f772-46a3-a876-4b712caf40d8' class='xr-var-data-in' type='checkbox'><label for='data-d68f69fd-f772-46a3-a876-4b712caf40d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><pre class='xr-var-data'>array(&#x27;1979-01-31T18:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>88.57 86.72 84.86 ... -86.72 -88.57</div><input id='attrs-3d1012b0-d283-4056-bf85-a399bfb52093' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d1012b0-d283-4056-bf85-a399bfb52093' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17002d9f-184c-471c-a39f-7d97abc8fdae' class='xr-var-data-in' type='checkbox'><label for='data-17002d9f-184c-471c-a39f-7d97abc8fdae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><pre class='xr-var-data'>array([ 88.572169,  86.722531,  84.86197 ,  82.998942,  81.134977,  79.270559,\n",
       "        77.405888,  75.541061,  73.676132,  71.811132,  69.946081,  68.080991,\n",
       "        66.215872,  64.35073 ,  62.485571,  60.620396,  58.755209,  56.890013,\n",
       "        55.024808,  53.159595,  51.294377,  49.429154,  47.563926,  45.698694,\n",
       "        43.833459,  41.96822 ,  40.102979,  38.237736,  36.372491,  34.507243,\n",
       "        32.641994,  30.776744,  28.911492,  27.046239,  25.180986,  23.315731,\n",
       "        21.450475,  19.585219,  17.719962,  15.854704,  13.989446,  12.124187,\n",
       "        10.258928,   8.393669,   6.528409,   4.66315 ,   2.79789 ,   0.93263 ,\n",
       "        -0.93263 ,  -2.79789 ,  -4.66315 ,  -6.528409,  -8.393669, -10.258928,\n",
       "       -12.124187, -13.989446, -15.854704, -17.719962, -19.585219, -21.450475,\n",
       "       -23.315731, -25.180986, -27.046239, -28.911492, -30.776744, -32.641994,\n",
       "       -34.507243, -36.372491, -38.237736, -40.102979, -41.96822 , -43.833459,\n",
       "       -45.698694, -47.563926, -49.429154, -51.294377, -53.159595, -55.024808,\n",
       "       -56.890013, -58.755209, -60.620396, -62.485571, -64.35073 , -66.215872,\n",
       "       -68.080991, -69.946081, -71.811132, -73.676132, -75.541061, -77.405888,\n",
       "       -79.270559, -81.134977, -82.998942, -84.86197 , -86.722531, -88.572169])</pre></li><li class='xr-var-item'><div class='xr-var-name'><span>lev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05</div><input id='attrs-f284c524-ec39-4b61-b664-786ba9c5f017' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f284c524-ec39-4b61-b664-786ba9c5f017' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb2031d2-a0fd-4a67-a8fa-ff0b0b0e6105' class='xr-var-data-in' type='checkbox'><label for='data-fb2031d2-a0fd-4a67-a8fa-ff0b0b0e6105' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><pre class='xr-var-data'>array(100000.)</pre></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'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-ff0519dc-9423-4e43-a90f-7b8eca3e273b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff0519dc-9423-4e43-a90f-7b8eca3e273b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d5ca59b-041b-4a12-9cfb-40a7866b34c5' class='xr-var-data-in' type='checkbox'><label for='data-0d5ca59b-041b-4a12-9cfb-40a7866b34c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><pre class='xr-var-data'>array(0.)</pre></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;u&#x27; &#x27;u_std&#x27;</div><input id='attrs-d57593d8-679e-462e-94fc-dd408c7cb844' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d57593d8-679e-462e-94fc-dd408c7cb844' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60612c59-d3e9-4e60-baa7-69fadfbc18a5' class='xr-var-data-in' type='checkbox'><label for='data-60612c59-d3e9-4e60-baa7-69fadfbc18a5' 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><pre class='xr-var-data'>array([&#x27;u&#x27;, &#x27;u_std&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></li></ul></div></li><li class='xr-section-item'><input id='section-ffb8f4ad-e49e-4524-93ea-298e379f7310' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ffb8f4ad-e49e-4524-93ea-298e379f7310' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.4</dd><dt><span>history :</span></dt><dd>Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-t2m-u-v_relativetime.nc</dd><dt><span>title :</span></dt><dd>Test file</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (variable: 2, lat: 96)>\n",
       "array([[-5.548854  , -4.1748304 , -2.2866468 , -1.2041273 , -1.835475  ,\n",
       "        -3.1245375 , -3.7724867 , -3.7163343 , -3.3364515 , -2.7407484 ,\n",
       "        -2.1152601 , -1.4316664 , -0.8032484 ,  0.01755238,  0.7587633 ,\n",
       "         1.0795641 ,  1.9267321 ,  3.5702868 ,  4.11765   ,  3.4946032 ,\n",
       "         3.5873766 ,  3.5903063 ,  2.2924547 ,  1.7192125 ,  2.393529  ,\n",
       "         2.643529  ,  2.5780993 ,  3.2187243 ,  3.2275133 ,  1.6640368 ,\n",
       "         0.43259144, -0.21877575, -1.1460218 , -1.469264  , -0.8994398 ,\n",
       "        -0.9209242 , -1.9463148 , -3.1084242 , -3.9131117 , -4.0761976 ,\n",
       "        -3.634303  , -3.0571547 , -2.1577406 , -0.6006117 ,  0.8031969 ,\n",
       "         1.2529039 ,  0.59860706, -0.02248669, -0.33303356, -0.25539684,\n",
       "         0.05417347,  0.18845081, -0.22219372, -1.2588148 , -2.6782484 ,\n",
       "        -3.9194593 , -5.0395765 , -6.418483  , -7.7617445 , -8.567897  ,\n",
       "        -8.929713  , -8.928248  , -8.342311  , -6.918971  , -4.7202406 ,\n",
       "        -2.0053968 ,  1.258275  ,  4.8202868 ,  7.832494  , 10.224584  ,\n",
       "        11.624974  , 11.937963  , 11.861791  , 11.053197  ,  9.686986  ,\n",
       "         7.794896  ,  6.019994  ,  4.9150133 ,  2.8803453 ,  0.35202503,\n",
       "        -0.441432  , -0.0273695 ,  0.28366566,  0.48972034, -0.35500622,\n",
       "        -2.929225  , -4.9565687 , -4.361354  , -1.8227797 ,  0.34177113,\n",
       "         0.1547594 , -1.6777601 , -2.3779554 , -1.9463148 , -2.6640882 ,\n",
       "        -3.4873304 ],\n",
       "       [ 3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ,  3.        ,  3.        ,  3.        ,  3.        ,\n",
       "         3.        ]], dtype=float32)\n",
       "Coordinates:\n",
       "    time      datetime64[ns] 1979-01-31T18:00:00\n",
       "  * lat       (lat) float64 88.57 86.72 84.86 83.0 ... -84.86 -86.72 -88.57\n",
       "    lev       float64 1e+05\n",
       "    lon       float64 0.0\n",
       "  * variable  (variable) <U5 'u' 'u_std'\n",
       "Attributes:\n",
       "    CDI:          Climate Data Interface version 1.6.8 (http://mpimet.mpg.de/...\n",
       "    Conventions:  CF-1.4\n",
       "    history:      Mon Aug 17 22:51:40 2015: cdo -r copy test-t2m-u-v.nc test-...\n",
       "    title:        Test file\n",
       "    CDO:          Climate Data Operators version 1.6.8rc2 (http://mpimet.mpg...."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds[[\"u\", \"u_std\"]].isel(time=0, lon=0, lev=0).to_array()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "psy.close('all')"
   ]
  }
 ],
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