notebooks/demo/rook-errors-2022-12-08.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Collected rook errors 2022-12-08\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['ROOK_URL'] = 'http://rook.dkrz.de/wps'\n",
    "\n",
    "from rooki import operators as ops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process error: subset_level_by_values got multiple values for argument level_values \n",
    "\n",
    "**patched in clisops v0.9.5**: \n",
    "* https://github.com/roocs/clisops/pull/263\n",
    "* https://github.com/roocs/clisops/pull/265\n",
    "\n",
    "\n",
    "fc4aed08-74a5-11ed-95c3-fa163eaaf620 |  1830 | execute   | 1.0.0   | 2022-12-05 15:06:16.95578  | 2022-12-05 15:06:19.901915 | orchestrate | Process error: subset_level_by_values got multiple values for argument level_values \n",
    "\n",
    "failed due to level values like 1000.00000001 instead of 1000.0\n",
    "\n",
    "```\n",
    "drwx------ 3 tomcat tomcat 114 Dec  5 15:06 pywps_process_7kwbnw67\n",
    "\n",
    "workflow:\n",
    "<![CDATA[{\\\\\\\"inputs\\\\\\\": {\\\\\\\"ta\\\\\\\": [\\\\\\\"c3s-cmip6.CMIP.NOAA-GFDL.GFDL-ESM4.historical.r1i1p1f1.Amon.ta.gr1.v20190726\\\\\\\"]}, \\\\\\\"steps\\\\\\\": {\\\\\\\"subset_ta_1\\\\\\\": {\\\\\\\"run\\\\\\\": \\\\\\\"subset\\\\\\\", \\\\\\\"in\\\\\\\": {\\\\\\\"collection\\\\\\\": \\\\\\\"inputs/ta\\\\\\\", \\\\\\\"time\\\\\\\": \\\\\\\"1950/1999\\\\\\\", \\\\\\\"time_components\\\\\\\": \\\\\\\"year:1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999|month:jan,feb,mar,apr,may,jun,jul,aug,sep,oct,nov,dec\\\\\\\", \\\\\\\"level\\\\\\\": \\\\\\\"10000\\\\\\\", \\\\\\\"area\\\\\\\": \\\\\\\"-157,49.2,-117.3,67.6\\\\\\\"}}}, \\\\\\\"outputs\\\\\\\": {\\\\\\\"output\\\\\\\": \\\\\\\"subset_ta_1/output\\\\\\\"}, \\\\\\\"doc\\\\\\\": \\\\\\\"workflow\\\\\\\"}]]>\n",
    "\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/subset.py\", line 105, in _calculate\n",
    "    result = subset_bbox(ds, **kwargs)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/core/subset.py\", line 270, in func_checker\n",
    "    return func(*args, **kwargs)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/core/subset.py\", line 1295, in subset_bbox\n",
    "    da = subset_level_by_values(da, level_values)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/core/subset.py\", line 308, in func_checker\n",
    "    return func(*args, **kwargs)\n",
    "TypeError: subset_level_by_values() got multiple values for argument 'level_values'\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reproduce error ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "subset = ops.Subset(\n",
    "        ops.Input(\n",
    "            'noaa', ['c3s-cmip6.CMIP.NOAA-GFDL.GFDL-ESM4.historical.r1i1p1f1.Amon.ta.gr1.v20190726']\n",
    "        ),\n",
    "        time=\"1950/1950\",\n",
    "        level='10000',\n",
    "        area='-157,49.2,-117.3,67.6'\n",
    ")\n",
    "\n",
    "wf = subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**It happens when you run `level` and `area` subsetting in one step** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time + area works\n",
    "\n",
    "wf = ops.Subset(\n",
    "        ops.Input(\n",
    "            'noaa', ['c3s-cmip6.CMIP.NOAA-GFDL.GFDL-ESM4.historical.r1i1p1f1.Amon.ta.gr1.v20190726']\n",
    "        ),\n",
    "        time=\"1950/1950\",\n",
    "        # level='10000',\n",
    "        area='-157,49.2,-117.3,67.6'\n",
    ")\n",
    "\n",
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time + level works\n",
    "\n",
    "wf = ops.Subset(\n",
    "        ops.Input(\n",
    "            'noaa', ['c3s-cmip6.CMIP.NOAA-GFDL.GFDL-ESM4.historical.r1i1p1f1.Amon.ta.gr1.v20190726']\n",
    "        ),\n",
    "        time=\"1950/1950\",\n",
    "        level='10000',\n",
    "        # area='-157,49.2,-117.3,67.6'\n",
    ")\n",
    "\n",
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Workaround ... run level and area subsetting in seperate steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "subset = ops.Subset(\n",
    "        ops.Input(\n",
    "            'noaa', ['c3s-cmip6.CMIP.NOAA-GFDL.GFDL-ESM4.historical.r1i1p1f1.Amon.ta.gr1.v20190726']\n",
    "        ),\n",
    "        time=\"1950/1950\",    \n",
    ")\n",
    "\n",
    "subset = ops.Subset(\n",
    "        subset,\n",
    "        level='10000',        \n",
    ")\n",
    "\n",
    "subset = ops.Subset(\n",
    "    subset,\n",
    "    area='-157,49.2,-117.3,67.6'\n",
    ")\n",
    "\n",
    "wf = subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_u3hbayxa/ta_Amon_GFDL-ESM4_historical_r1i1p1f1_gr1_19500116-19501216.nc.\n"
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       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\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:    (bnds: 2, lat: 19, lon: 32, plev: 1, time: 12)\n",
       "Coordinates:\n",
       "  * bnds       (bnds) float64 1.0 2.0\n",
       "  * lat        (lat) float64 49.5 50.5 51.5 52.5 53.5 ... 64.5 65.5 66.5 67.5\n",
       "  * lon        (lon) float64 203.1 204.4 205.6 206.9 ... 238.1 239.4 240.6 241.9\n",
       "  * plev       (plev) float64 1e+04\n",
       "  * time       (time) object 1950-01-16 12:00:00 ... 1950-12-16 12:00:00\n",
       "Data variables:\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "    time_bnds  (time, bnds) object ...\n",
       "Attributes: (12/46)\n",
       "    external_variables:     areacella\n",
       "    history:                File was processed by fremetar (GFDL analog of CM...\n",
       "    table_id:               Amon\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    ...                     ...\n",
       "    title:                  NOAA GFDL GFDL-ESM4 model output prepared for CMI...\n",
       "    tracking_id:            hdl:21.14100/3042a141-567a-4c4a-a049-ff6d9a699b89\n",
       "    variable_id:            ta\n",
       "    variant_info:           N/A\n",
       "    references:             see further_info_url attribute\n",
       "    variant_label:          r1i1p1f1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-b92996cc-df2d-49de-bc5a-4843431f27a6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b92996cc-df2d-49de-bc5a-4843431f27a6' 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'>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 19</li><li><span class='xr-has-index'>lon</span>: 32</li><li><span class='xr-has-index'>plev</span>: 1</li><li><span class='xr-has-index'>time</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1fec91a2-4ee5-446b-9f46-001297a44337' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1fec91a2-4ee5-446b-9f46-001297a44337' 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 class='xr-has-index'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-04cfa224-77f1-4d0b-bafb-66edf44e63de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04cfa224-77f1-4d0b-bafb-66edf44e63de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d064dd7d-45e4-4d59-87c1-242ef6bf43f2' class='xr-var-data-in' type='checkbox'><label for='data-d064dd7d-45e4-4d59-87c1-242ef6bf43f2' 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>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>49.5 50.5 51.5 ... 65.5 66.5 67.5</div><input id='attrs-4f6f4e27-cfd1-4968-9d39-a6a5667311e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f6f4e27-cfd1-4968-9d39-a6a5667311e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d7e019c-4f47-4921-ab3f-2582e632a99a' class='xr-var-data-in' type='checkbox'><label for='data-3d7e019c-4f47-4921-ab3f-2582e632a99a' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5, 60.5,\n",
       "       61.5, 62.5, 63.5, 64.5, 65.5, 66.5, 67.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>203.1 204.4 205.6 ... 240.6 241.9</div><input id='attrs-9dec886b-969c-4a9d-b87d-61d9ee1d67bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9dec886b-969c-4a9d-b87d-61d9ee1d67bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f18d461-be7f-4622-8b08-0237db25e26c' class='xr-var-data-in' type='checkbox'><label for='data-7f18d461-be7f-4622-8b08-0237db25e26c' 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>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([203.125, 204.375, 205.625, 206.875, 208.125, 209.375, 210.625, 211.875,\n",
       "       213.125, 214.375, 215.625, 216.875, 218.125, 219.375, 220.625, 221.875,\n",
       "       223.125, 224.375, 225.625, 226.875, 228.125, 229.375, 230.625, 231.875,\n",
       "       233.125, 234.375, 235.625, 236.875, 238.125, 239.375, 240.625, 241.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+04</div><input id='attrs-aad4e589-42ab-462d-8e79-0eef702b53d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aad4e589-42ab-462d-8e79-0eef702b53d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2288b4ea-7350-46ff-b992-530e4ee444c8' class='xr-var-data-in' type='checkbox'><label for='data-2288b4ea-7350-46ff-b992-530e4ee444c8' 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>pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>description :</span></dt><dd>There are 19  requested levels. If the upper levels are above the model top they should be omitted.</dd></dl></div><div class='xr-var-data'><pre>array([10000.])</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'>object</div><div class='xr-var-preview xr-preview'>1950-01-16 12:00:00 ... 1950-12-...</div><input id='attrs-92af9de6-0654-41d4-9799-43a419d52176' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92af9de6-0654-41d4-9799-43a419d52176' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a51200cf-5a2f-4abe-a1cb-7acd84fc02d5' class='xr-var-data-in' type='checkbox'><label for='data-a51200cf-5a2f-4abe-a1cb-7acd84fc02d5' 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>axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>description :</span></dt><dd>Temporal mean</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1950, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 4, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 5, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 6, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 7, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 8, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 9, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 10, 16, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(1950, 12, 16, 12, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81a208db-cb00-4c04-a8b9-49ee8a862ca1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-81a208db-cb00-4c04-a8b9-49ee8a862ca1' 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>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aa64b63c-83d6-4f46-9ca6-494150db4937' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa64b63c-83d6-4f46-9ca6-494150db4937' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-296925e8-b6a5-4f4a-bb5b-23de18d12b5a' class='xr-var-data-in' type='checkbox'><label for='data-296925e8-b6a5-4f4a-bb5b-23de18d12b5a' 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>latitude bounds</dd></dl></div><div class='xr-var-data'><pre>[38 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0aa4aadd-4622-4be6-889a-1d867311c4f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0aa4aadd-4622-4be6-889a-1d867311c4f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bdce8d5-c79d-4e78-92c4-cab1eca33842' class='xr-var-data-in' type='checkbox'><label for='data-9bdce8d5-c79d-4e78-92c4-cab1eca33842' 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 bounds</dd></dl></div><div class='xr-var-data'><pre>[64 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c99de84e-430a-4d75-ba08-ea7c4c2d0a60' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c99de84e-430a-4d75-ba08-ea7c4c2d0a60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acced639-c153-4d24-b169-59a18eb4aa10' class='xr-var-data-in' type='checkbox'><label for='data-acced639-c153-4d24-b169-59a18eb4aa10' 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>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>original_name :</span></dt><dd>ta</dd></dl></div><div class='xr-var-data'><pre>[7296 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bf8fea5f-139f-4927-9874-fb1b5b04b819' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf8fea5f-139f-4927-9874-fb1b5b04b819' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c1132a8-0038-40bd-9eb8-042b8aef2dc6' class='xr-var-data-in' type='checkbox'><label for='data-9c1132a8-0038-40bd-9eb8-042b8aef2dc6' 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 axis boundaries</dd></dl></div><div class='xr-var-data'><pre>[24 values with dtype=object]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-18c2b14b-038f-4439-ad6a-89ca923b1f2d' class='xr-section-summary-in' type='checkbox'  ><label for='section-18c2b14b-038f-4439-ad6a-89ca923b1f2d' class='xr-section-summary' >Indexes: <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-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-313f35b6-0f98-4aa0-98f1-aa9f2837be6c' class='xr-index-data-in' type='checkbox'/><label for='index-313f35b6-0f98-4aa0-98f1-aa9f2837be6c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dc5ec657-0261-44fb-a600-357ce33034b7' class='xr-index-data-in' type='checkbox'/><label for='index-dc5ec657-0261-44fb-a600-357ce33034b7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([             49.5,              50.5,              51.5,\n",
       "              52.50000000000001,              53.5,              54.5,\n",
       "                           55.5,              56.5,              57.5,\n",
       "                           58.5,              59.5,              60.5,\n",
       "              61.50000000000001, 62.50000000000001, 63.50000000000001,\n",
       "                           64.5,              65.5,              66.5,\n",
       "                           67.5],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-40a62318-6620-4064-bed1-3047da4943e3' class='xr-index-data-in' type='checkbox'/><label for='index-40a62318-6620-4064-bed1-3047da4943e3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([           203.125,            204.375,            205.625,\n",
       "                         206.875,            208.125,            209.375,\n",
       "                         210.625,            211.875,            213.125,\n",
       "                         214.375,            215.625,            216.875,\n",
       "                         218.125,            219.375,            220.625,\n",
       "              221.87500000000003,            223.125,            224.375,\n",
       "                         225.625,            226.875,            228.125,\n",
       "                         229.375, 230.62499999999997,            231.875,\n",
       "              233.12500000000003,            234.375, 235.62500000000003,\n",
       "                         236.875, 238.12500000000003,            239.375,\n",
       "              240.62500000000003,            241.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8c4ccf46-2aa2-478c-93e8-ece6af878834' class='xr-index-data-in' type='checkbox'/><label for='index-8c4ccf46-2aa2-478c-93e8-ece6af878834' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([10000.0], dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0e735246-5de9-4cc4-a010-a06a05ab44a6' class='xr-index-data-in' type='checkbox'/><label for='index-0e735246-5de9-4cc4-a010-a06a05ab44a6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1950-01-16 12:00:00, 1950-02-15 00:00:00, 1950-03-16 12:00:00,\n",
       "             1950-04-16 00:00:00, 1950-05-16 12:00:00, 1950-06-16 00:00:00,\n",
       "             1950-07-16 12:00:00, 1950-08-16 12:00:00, 1950-09-16 00:00:00,\n",
       "             1950-10-16 12:00:00, 1950-11-16 00:00:00, 1950-12-16 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=12, calendar=&#x27;noleap&#x27;, freq=&#x27;None&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f455ac0-6ca6-457e-8409-64df6cf8734b' class='xr-section-summary-in' type='checkbox'  ><label for='section-8f455ac0-6ca6-457e-8409-64df6cf8734b' class='xr-section-summary' >Attributes: <span>(46)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_MFLg3OOf97,realiz_id_6UiFuoEKMa,run_id_eWiWnwFCM2]</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>36500.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>creation_date :</span></dt><dd>2019-07-26T23:08:41Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-ESM4.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>atmos data regridded from Cubed-sphere (c96) to 180,288; interpolation method: conserve_order2</dd><dt><span>grid_label :</span></dt><dd>gr1</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>GFDL-ESM4</dd><dt><span>parent_time_units :</span></dt><dd>days since 0001-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>GFDL-ESM4 (2018):\n",
       "atmos: GFDL-AM4.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 49 levels; top level 1 Pa)\n",
       "ocean: GFDL-OM4p5 (GFDL-MOM6, tripolar - nominal 0.5 deg; 720 x 576 longitude/latitude; 75 levels; top grid cell 0-2 m)\n",
       "seaIce: GFDL-SIM4p5 (GFDL-SIS2.0, tripolar - nominal 0.5 deg; 720 x 576 longitude/latitude; 5 layers; 5 thickness categories)\n",
       "land: GFDL-LM4.1\n",
       "aerosol: interactive\n",
       "atmosChem: GFDL-ATMCHEM4.1 (full atmospheric chemistry)\n",
       "ocnBgchem: GFDL-COBALTv2\n",
       "landIce: GFDL-LM4.1\n",
       "(GFDL ID: 2019_0334)</dd><dt><span>source_id :</span></dt><dd>GFDL-ESM4</dd><dt><span>source_type :</span></dt><dd>AOGCM AER CHEM BGC</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>title :</span></dt><dd>NOAA GFDL GFDL-ESM4 model output prepared for CMIP6 all-forcing simulation of the recent past</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/3042a141-567a-4c4a-a049-ff6d9a699b89</dd><dt><span>variable_id :</span></dt><dd>ta</dd><dt><span>variant_info :</span></dt><dd>N/A</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (bnds: 2, lat: 19, lon: 32, plev: 1, time: 12)\n",
       "Coordinates:\n",
       "  * bnds       (bnds) float64 1.0 2.0\n",
       "  * lat        (lat) float64 49.5 50.5 51.5 52.5 53.5 ... 64.5 65.5 66.5 67.5\n",
       "  * lon        (lon) float64 203.1 204.4 205.6 206.9 ... 238.1 239.4 240.6 241.9\n",
       "  * plev       (plev) float64 1e+04\n",
       "  * time       (time) object 1950-01-16 12:00:00 ... 1950-12-16 12:00:00\n",
       "Data variables:\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "    time_bnds  (time, bnds) object ...\n",
       "Attributes: (12/46)\n",
       "    external_variables:     areacella\n",
       "    history:                File was processed by fremetar (GFDL analog of CM...\n",
       "    table_id:               Amon\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    ...                     ...\n",
       "    title:                  NOAA GFDL GFDL-ESM4 model output prepared for CMI...\n",
       "    tracking_id:            hdl:21.14100/3042a141-567a-4c4a-a049-ff6d9a699b89\n",
       "    variable_id:            ta\n",
       "    variant_info:           N/A\n",
       "    references:             see further_info_url attribute\n",
       "    variant_label:          r1i1p1f1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = resp.datasets()[0]\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process error: Requested levels include some not found in the dataset: 1000.0\n",
    "\n",
    "**patched in clisops v0.9.5**:\n",
    "https://github.com/roocs/clisops/pull/262\n",
    "\n",
    "\n",
    " 73eff3d4-7a06-11ed-8892-fa163eaaf620 | 13106 | execute   | 1.0.0   | 2022-12-12 11:19:25.186633 | 2022-12-12 11:19:28.614311 | orchestrate | Process error: Requested levels include some not found in the \n",
    "dataset: 1000.0 \n",
    "\n",
    "```\n",
    "drwx------ 3 tomcat tomcat 114 Dec 12 11:19 pywps_process_4ax_t2fd\n",
    "\n",
    "workflow:\n",
    "\"<![CDATA[{\\\\\\\"inputs\\\\\\\": {\\\\\\\"ta\\\\\\\": [\\\\\\\"c3s-cmip6.CMIP.CSIRO-ARCCSS.ACCESS-CM2.historical.r1i1p1f1.Amon.ta.gn.v20191108\\\\\\\"]}, \\\\\\\"steps\\\\\\\": {\\\\\\\"subset_ta_1\\\\\\\": {\\\\\\\"run\\\\\\\": \\\\\\\"subset\\\\\\\", \\\\\\\"in\\\\\\\": {\\\\\\\"collection\\\\\\\": \\\\\\\"inputs/ta\\\\\\\", \\\\\\\"time\\\\\\\": \\\\\\\"1850/1850\\\\\\\", \\\\\\\"time_components\\\\\\\": \\\\\\\"year:1850|month:jan\\\\\\\", \\\\\\\"level\\\\\\\": \\\\\\\"1000\\\\\\\"}}}, \\\\\\\"outputs\\\\\\\": {\\\\\\\"output\\\\\\\": \\\\\\\"subset_ta_1/output\\\\\\\"}, \\\\\\\"doc\\\\\\\": \\\\\\\"workflow\\\\\\\"}]]>\\\"\n",
    " \n",
    "INFO:elastic_transport.transport:GET https://elasticsearch.ceda.ac.uk:443/c3s-roocs-fix/_doc/ebe88e46683c77c1d50cbcabb10c2593 [status:404 duration:0.163s]\n",
    "/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/subset.py:123: UserWarning: \"start_date\" not found within input date time range. Defaulting to minimum time step in xarray object.\n",
    "  result = subset_time(self.ds, **kwargs)\n",
    "/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/subset.py:123: UserWarning: \"end_date\" has been nudged to nearest valid time step in xarray object.\n",
    "  result = subset_time(self.ds, **kwargs)\n",
    "Traceback (most recent call last):\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/rook/director/director.py\", line 185, in process\n",
    "    file_uris = runner(self.inputs)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/rook/utils/subset_utils.py\", line 5, in run_subset\n",
    "    result = subset(**args)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/daops/ops/subset.py\", line 85, in subset\n",
    "    result_set = Subset(**locals()).calculate()\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/daops/ops/base.py\", line 88, in calculate\n",
    "    process(self.get_operation_callable(), norm_collection, **self.params),\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/daops/processor.py\", line 17, in process\n",
    "    result = operation(dset, **kwargs)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/subset.py\", line 232, in subset\n",
    "    return op.process()\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/base_operation.py\", line 132, in process\n",
    "    processed_ds = self._calculate()\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/ops/subset.py\", line 154, in _calculate\n",
    "    result = subset_level_by_values(result, **kwargs)\n",
    "  File \"/usr/local/anaconda/envs/rook/lib/python3.10/site-packages/clisops/core/subset.py\", line 295, in func_checker\n",
    "    raise ValueError(\n",
    "ValueError: Requested levels include some not found in the dataset: {1000.0}\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reproduce error ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wf = ops.Subset(\n",
    "        ops.Input(\n",
    "            'cmip6', ['c3s-cmip6.CMIP.CSIRO-ARCCSS.ACCESS-CM2.historical.r1i1p1f1.Amon.ta.gn.v20191108']\n",
    "        ),\n",
    "        time=\"1850/1850\",\n",
    "        time_components=\"year:1850|month:jan\",\n",
    "        level='1000.0',\n",
    ")\n",
    "\n",
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Run without level subset ... check which levels are available in dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wf = ops.Subset(\n",
    "        ops.Input(\n",
    "            'cmip6', ['c3s-cmip6.CMIP.CSIRO-ARCCSS.ACCESS-CM2.historical.r1i1p1f1.Amon.ta.gn.v20191108']\n",
    "        ),\n",
    "        time=\"1850/1850\",\n",
    "        time_components=\"year:1850|month:jan\",\n",
    "        # level='1000',\n",
    ")\n",
    "\n",
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_ruziap6u/ta_Amon_ACCESS-CM2_historical_r1i1p1f1_gn_18500116-18500116.nc.\n"
     ]
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       ".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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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:    (time: 1, bnds: 2, plev: 19, lat: 144, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00\n",
       "  * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 1e+03 500.0 100.0\n",
       "  * lat        (lat) float64 -89.38 -88.12 -86.88 -85.62 ... 86.88 88.12 89.38\n",
       "  * lon        (lon) float64 0.9375 2.812 4.688 6.562 ... 355.3 357.2 359.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    plev_bnds  (plev, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    branch_time_in_parent:  0.0\n",
       "    creation_date:          2019-11-08T11:44:24Z\n",
       "    ...                     ...\n",
       "    variable_id:            ta\n",
       "    variant_label:          r1i1p1f1\n",
       "    version:                v20191108\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c0679540-5072-4bf8-bfd8-531e25d84301' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c0679540-5072-4bf8-bfd8-531e25d84301' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>lat</span>: 144</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-901c4774-1ff4-48f1-ba34-976ae3fe44b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-901c4774-1ff4-48f1-ba34-976ae3fe44b3' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00</div><input id='attrs-db5b5396-247c-4948-97f0-f6cf8b7901be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db5b5396-247c-4948-97f0-f6cf8b7901be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a870fc8-fb65-4813-8881-d7afc1b4eb50' class='xr-var-data-in' type='checkbox'><label for='data-9a870fc8-fb65-4813-8881-d7afc1b4eb50' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 500.0 100.0</div><input id='attrs-17b83d7d-4830-4fa5-b3ff-38e0640c8d69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17b83d7d-4830-4fa5-b3ff-38e0640c8d69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6a4c6a3-74a3-4f29-9f66-a069bf0627c9' class='xr-var-data-in' type='checkbox'><label for='data-f6a4c6a3-74a3-4f29-9f66-a069bf0627c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>plev_bnds</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,\n",
       "        25000.,  20000.,  15000.,  10000.,   7000.,   5000.,   3000.,   2000.,\n",
       "         1000.,    500.,    100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.38 -88.12 ... 88.12 89.38</div><input id='attrs-8eeb039d-8110-4ba2-a624-50018e881267' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8eeb039d-8110-4ba2-a624-50018e881267' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0f5ed09-7973-4e80-acdd-b6f6702daab9' class='xr-var-data-in' type='checkbox'><label for='data-f0f5ed09-7973-4e80-acdd-b6f6702daab9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.375, -88.125, -86.875, -85.625, -84.375, -83.125, -81.875, -80.625,\n",
       "       -79.375, -78.125, -76.875, -75.625, -74.375, -73.125, -71.875, -70.625,\n",
       "       -69.375, -68.125, -66.875, -65.625, -64.375, -63.125, -61.875, -60.625,\n",
       "       -59.375, -58.125, -56.875, -55.625, -54.375, -53.125, -51.875, -50.625,\n",
       "       -49.375, -48.125, -46.875, -45.625, -44.375, -43.125, -41.875, -40.625,\n",
       "       -39.375, -38.125, -36.875, -35.625, -34.375, -33.125, -31.875, -30.625,\n",
       "       -29.375, -28.125, -26.875, -25.625, -24.375, -23.125, -21.875, -20.625,\n",
       "       -19.375, -18.125, -16.875, -15.625, -14.375, -13.125, -11.875, -10.625,\n",
       "        -9.375,  -8.125,  -6.875,  -5.625,  -4.375,  -3.125,  -1.875,  -0.625,\n",
       "         0.625,   1.875,   3.125,   4.375,   5.625,   6.875,   8.125,   9.375,\n",
       "        10.625,  11.875,  13.125,  14.375,  15.625,  16.875,  18.125,  19.375,\n",
       "        20.625,  21.875,  23.125,  24.375,  25.625,  26.875,  28.125,  29.375,\n",
       "        30.625,  31.875,  33.125,  34.375,  35.625,  36.875,  38.125,  39.375,\n",
       "        40.625,  41.875,  43.125,  44.375,  45.625,  46.875,  48.125,  49.375,\n",
       "        50.625,  51.875,  53.125,  54.375,  55.625,  56.875,  58.125,  59.375,\n",
       "        60.625,  61.875,  63.125,  64.375,  65.625,  66.875,  68.125,  69.375,\n",
       "        70.625,  71.875,  73.125,  74.375,  75.625,  76.875,  78.125,  79.375,\n",
       "        80.625,  81.875,  83.125,  84.375,  85.625,  86.875,  88.125,  89.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9375 2.812 4.688 ... 357.2 359.1</div><input id='attrs-401a78f6-cddd-4c4f-a7b2-1526773bbef1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-401a78f6-cddd-4c4f-a7b2-1526773bbef1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e019f50-4b44-4ae7-9633-062a9ddd8581' class='xr-var-data-in' type='checkbox'><label for='data-1e019f50-4b44-4ae7-9633-062a9ddd8581' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.9375,   2.8125,   4.6875,   6.5625,   8.4375,  10.3125,  12.1875,\n",
       "        14.0625,  15.9375,  17.8125,  19.6875,  21.5625,  23.4375,  25.3125,\n",
       "        27.1875,  29.0625,  30.9375,  32.8125,  34.6875,  36.5625,  38.4375,\n",
       "        40.3125,  42.1875,  44.0625,  45.9375,  47.8125,  49.6875,  51.5625,\n",
       "        53.4375,  55.3125,  57.1875,  59.0625,  60.9375,  62.8125,  64.6875,\n",
       "        66.5625,  68.4375,  70.3125,  72.1875,  74.0625,  75.9375,  77.8125,\n",
       "        79.6875,  81.5625,  83.4375,  85.3125,  87.1875,  89.0625,  90.9375,\n",
       "        92.8125,  94.6875,  96.5625,  98.4375, 100.3125, 102.1875, 104.0625,\n",
       "       105.9375, 107.8125, 109.6875, 111.5625, 113.4375, 115.3125, 117.1875,\n",
       "       119.0625, 120.9375, 122.8125, 124.6875, 126.5625, 128.4375, 130.3125,\n",
       "       132.1875, 134.0625, 135.9375, 137.8125, 139.6875, 141.5625, 143.4375,\n",
       "       145.3125, 147.1875, 149.0625, 150.9375, 152.8125, 154.6875, 156.5625,\n",
       "       158.4375, 160.3125, 162.1875, 164.0625, 165.9375, 167.8125, 169.6875,\n",
       "       171.5625, 173.4375, 175.3125, 177.1875, 179.0625, 180.9375, 182.8125,\n",
       "       184.6875, 186.5625, 188.4375, 190.3125, 192.1875, 194.0625, 195.9375,\n",
       "       197.8125, 199.6875, 201.5625, 203.4375, 205.3125, 207.1875, 209.0625,\n",
       "       210.9375, 212.8125, 214.6875, 216.5625, 218.4375, 220.3125, 222.1875,\n",
       "       224.0625, 225.9375, 227.8125, 229.6875, 231.5625, 233.4375, 235.3125,\n",
       "       237.1875, 239.0625, 240.9375, 242.8125, 244.6875, 246.5625, 248.4375,\n",
       "       250.3125, 252.1875, 254.0625, 255.9375, 257.8125, 259.6875, 261.5625,\n",
       "       263.4375, 265.3125, 267.1875, 269.0625, 270.9375, 272.8125, 274.6875,\n",
       "       276.5625, 278.4375, 280.3125, 282.1875, 284.0625, 285.9375, 287.8125,\n",
       "       289.6875, 291.5625, 293.4375, 295.3125, 297.1875, 299.0625, 300.9375,\n",
       "       302.8125, 304.6875, 306.5625, 308.4375, 310.3125, 312.1875, 314.0625,\n",
       "       315.9375, 317.8125, 319.6875, 321.5625, 323.4375, 325.3125, 327.1875,\n",
       "       329.0625, 330.9375, 332.8125, 334.6875, 336.5625, 338.4375, 340.3125,\n",
       "       342.1875, 344.0625, 345.9375, 347.8125, 349.6875, 351.5625, 353.4375,\n",
       "       355.3125, 357.1875, 359.0625])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d88d264f-68e5-432a-a5bc-a163c1f792c9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d88d264f-68e5-432a-a5bc-a163c1f792c9' class='xr-section-summary' >Data variables: <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_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8a512e47-8201-4426-9ed7-4eb120fc9df0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a512e47-8201-4426-9ed7-4eb120fc9df0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4924a5c-6e22-461b-be5e-96659e4adc24' class='xr-var-data-in' type='checkbox'><label for='data-f4924a5c-6e22-461b-be5e-96659e4adc24' 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>[2 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>plev_bnds</span></div><div class='xr-var-dims'>(plev, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2cfeca54-324c-422b-ba0c-36f0f3e85d25' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cfeca54-324c-422b-ba0c-36f0f3e85d25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f0d4835-0b51-46d3-8073-64490833eae2' class='xr-var-data-in' type='checkbox'><label for='data-3f0d4835-0b51-46d3-8073-64490833eae2' 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>[38 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9590280a-6e74-42ad-a9a6-765c3f21d3da' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9590280a-6e74-42ad-a9a6-765c3f21d3da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a3f269c-8bcd-4b1b-8eb0-67ad1e507fea' class='xr-var-data-in' type='checkbox'><label for='data-0a3f269c-8bcd-4b1b-8eb0-67ad1e507fea' 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>[288 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8d21c3a1-f694-4e55-a9e3-548062aaac50' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d21c3a1-f694-4e55-a9e3-548062aaac50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f03a2dcd-0352-48ac-bfe2-3ced919c5f3b' class='xr-var-data-in' type='checkbox'><label for='data-f03a2dcd-0352-48ac-bfe2-3ced919c5f3b' 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>[384 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-129daedb-3cab-423f-932e-1b558e36b21b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-129daedb-3cab-423f-932e-1b558e36b21b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8aae3a61-4535-4e84-92d9-e099adb3d3c4' class='xr-var-data-in' type='checkbox'><label for='data-8aae3a61-4535-4e84-92d9-e099adb3d3c4' 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_temperature</dd><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>comment :</span></dt><dd>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-11-08T11:44:22Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20). 2019-11-08T11:44:24Z altered by CMOR: Inverted axis: plev.</dd></dl></div><div class='xr-var-data'><pre>[525312 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-20116a01-cbf2-4361-b2cb-3aab063e4cde' class='xr-section-summary-in' type='checkbox'  ><label for='section-20116a01-cbf2-4361-b2cb-3aab063e4cde' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-28865b6a-8814-41b3-a373-7a5f0b03925c' class='xr-index-data-in' type='checkbox'/><label for='index-28865b6a-8814-41b3-a373-7a5f0b03925c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1850-01-16 12:00:00&#x27;], dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8f161380-5018-48e5-b0e2-8d74369cb153' class='xr-index-data-in' type='checkbox'/><label for='index-8f161380-5018-48e5-b0e2-8d74369cb153' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([100000.00000001001,  92500.00000001001,  85000.00000001001,\n",
       "               70000.00000001001, 60000.000000010004,     50000.00000001,\n",
       "                  40000.00000001, 30000.000000009997, 25000.000000009997,\n",
       "              20000.000000009997, 15000.000000009999,     10000.00000001,\n",
       "                   7000.00000001,      5000.00000001,      3000.00000001,\n",
       "                   2000.00000001,      1000.00000001,       500.00000001,\n",
       "              100.00000001000001],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10a9aef0-ae4a-4f39-a014-f859896861ff' class='xr-index-data-in' type='checkbox'/><label for='index-10a9aef0-ae4a-4f39-a014-f859896861ff' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-89.375, -88.125, -86.875, -85.625, -84.375, -83.125, -81.875,\n",
       "              -80.625, -79.375, -78.125,\n",
       "              ...\n",
       "               78.125,  79.375,  80.625,  81.875,  83.125,  84.375,  85.625,\n",
       "               86.875,  88.125,  89.375],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=144))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a222fb53-61ea-4628-a2ad-8bec2c54c4cd' class='xr-index-data-in' type='checkbox'/><label for='index-a222fb53-61ea-4628-a2ad-8bec2c54c4cd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  0.9375,   2.8125,   4.6875,   6.5625,   8.4375,  10.3125,\n",
       "               12.1875,  14.0625,  15.9375,  17.8125,\n",
       "              ...\n",
       "              342.1875, 344.0625, 345.9375, 347.8125, 349.6875, 351.5625,\n",
       "              353.4375, 355.3125, 357.1875, 359.0625],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c03be1d9-ad5f-402f-a84f-bf8ddb9b20fe' class='xr-section-summary-in' type='checkbox'  ><label for='section-c03be1d9-ad5f-402f-a84f-bf8ddb9b20fe' class='xr-section-summary' >Attributes: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>creation_date :</span></dt><dd>2019-11-08T11:44:24Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.CSIRO-ARCCSS.ACCESS-CM2.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (144x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-11-08T11:44:24Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>CSIRO (Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia), ARCCSS (Australian Research Council Centre of Excellence for Climate System Science)</dd><dt><span>institution_id :</span></dt><dd>CSIRO-ARCCSS</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: CM2-historical; Local ID: bj594; Variable: ta ([&#x27;fld_s30i294&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-CM2</dd><dt><span>parent_time_units :</span></dt><dd>days since 0950-01-01</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-CM2 (2019): \n",
       "aerosol: UKCA-GLOMAP-mode\n",
       "atmos: MetUM-HadGEM3-GA7.1 (N96; 192 x 144 longitude/latitude; 85 levels; top level 85 km)\n",
       "atmosChem: none\n",
       "land: CABLE2.5\n",
       "landIce: none\n",
       "ocean: ACCESS-OM2 (GFDL-MOM5, tripolar primarily 1deg; 360 x 300 longitude/latitude; 50 levels; top grid cell 0-10 m)\n",
       "ocnBgchem: none\n",
       "seaIce: CICE5.1.2 (same grid as ocean)</dd><dt><span>source_id :</span></dt><dd>ACCESS-CM2</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(30 April 2019) MD5:e14f55f257cceafb2523e41244962371</dd><dt><span>title :</span></dt><dd>ACCESS-CM2 output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>ta</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>version :</span></dt><dd>v20191108</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by CSIRO is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/).  Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment.  Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file).  The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 1, bnds: 2, plev: 19, lat: 144, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00\n",
       "  * plev       (plev) float64 1e+05 9.25e+04 8.5e+04 7e+04 ... 1e+03 500.0 100.0\n",
       "  * lat        (lat) float64 -89.38 -88.12 -86.88 -85.62 ... 86.88 88.12 89.38\n",
       "  * lon        (lon) float64 0.9375 2.812 4.688 6.562 ... 355.3 357.2 359.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    plev_bnds  (plev, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    branch_time_in_parent:  0.0\n",
       "    creation_date:          2019-11-08T11:44:24Z\n",
       "    ...                     ...\n",
       "    variable_id:            ta\n",
       "    variant_label:          r1i1p1f1\n",
       "    version:                v20191108\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un..."
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = resp.datasets()[0]\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Workaround ... use interval levels**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wf = ops.Subset(\n",
    "        ops.Input(\n",
    "            'cmip6', ['c3s-cmip6.CMIP.CSIRO-ARCCSS.ACCESS-CM2.historical.r1i1p1f1.Amon.ta.gn.v20191108']\n",
    "        ),\n",
    "        time=\"1850/1850\",\n",
    "        time_components=\"year:1850|month:jan\",\n",
    "        level='1001/100',\n",
    ")\n",
    "\n",
    "resp = wf.orchestrate()\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading to /var/folders/qb/mg0csz190wd4rxybhhnwjln80000gn/T/metalink_i0flicdf/ta_Amon_ACCESS-CM2_historical_r1i1p1f1_gn_18500116-18500116.nc.\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-dim-list:after {\n",
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       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
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       "\n",
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       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
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       "\n",
       ".xr-var-data > table {\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
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       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
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       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
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       "\n",
       "dl.xr-attrs {\n",
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       "\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",
       ".xr-no-icon {\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:    (time: 1, bnds: 2, plev: 3, lat: 144, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00\n",
       "  * plev       (plev) float64 1e+03 500.0 100.0\n",
       "  * lat        (lat) float64 -89.38 -88.12 -86.88 -85.62 ... 86.88 88.12 89.38\n",
       "  * lon        (lon) float64 0.9375 2.812 4.688 6.562 ... 355.3 357.2 359.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    plev_bnds  (plev, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    branch_time_in_parent:  0.0\n",
       "    creation_date:          2019-11-08T11:44:24Z\n",
       "    ...                     ...\n",
       "    variable_id:            ta\n",
       "    variant_label:          r1i1p1f1\n",
       "    version:                v20191108\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-b8be88b3-0367-43ed-b29f-cd89485acd38' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b8be88b3-0367-43ed-b29f-cd89485acd38' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>plev</span>: 3</li><li><span class='xr-has-index'>lat</span>: 144</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-83e6ebba-6b82-45f9-b2f9-9d578b869d74' class='xr-section-summary-in' type='checkbox'  checked><label for='section-83e6ebba-6b82-45f9-b2f9-9d578b869d74' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00</div><input id='attrs-beb266b9-78b2-4914-add0-f756b5b5800c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-beb266b9-78b2-4914-add0-f756b5b5800c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbe72867-49b1-4ca8-af26-50bf93ecb8b3' class='xr-var-data-in' type='checkbox'><label for='data-fbe72867-49b1-4ca8-af26-50bf93ecb8b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+03 500.0 100.0</div><input id='attrs-8a92f0ad-3136-437e-9197-29e94bbd3e57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a92f0ad-3136-437e-9197-29e94bbd3e57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-531e5b1d-84db-476e-96a9-c74b83c610e9' class='xr-var-data-in' type='checkbox'><label for='data-531e5b1d-84db-476e-96a9-c74b83c610e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>plev_bnds</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><div class='xr-var-data'><pre>array([1000.,  500.,  100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.38 -88.12 ... 88.12 89.38</div><input id='attrs-db8c46df-dc5f-4684-80ed-6d03c4fd3ca2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db8c46df-dc5f-4684-80ed-6d03c4fd3ca2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-face440a-7598-4713-b832-02a8fb0a4c42' class='xr-var-data-in' type='checkbox'><label for='data-face440a-7598-4713-b832-02a8fb0a4c42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.375, -88.125, -86.875, -85.625, -84.375, -83.125, -81.875, -80.625,\n",
       "       -79.375, -78.125, -76.875, -75.625, -74.375, -73.125, -71.875, -70.625,\n",
       "       -69.375, -68.125, -66.875, -65.625, -64.375, -63.125, -61.875, -60.625,\n",
       "       -59.375, -58.125, -56.875, -55.625, -54.375, -53.125, -51.875, -50.625,\n",
       "       -49.375, -48.125, -46.875, -45.625, -44.375, -43.125, -41.875, -40.625,\n",
       "       -39.375, -38.125, -36.875, -35.625, -34.375, -33.125, -31.875, -30.625,\n",
       "       -29.375, -28.125, -26.875, -25.625, -24.375, -23.125, -21.875, -20.625,\n",
       "       -19.375, -18.125, -16.875, -15.625, -14.375, -13.125, -11.875, -10.625,\n",
       "        -9.375,  -8.125,  -6.875,  -5.625,  -4.375,  -3.125,  -1.875,  -0.625,\n",
       "         0.625,   1.875,   3.125,   4.375,   5.625,   6.875,   8.125,   9.375,\n",
       "        10.625,  11.875,  13.125,  14.375,  15.625,  16.875,  18.125,  19.375,\n",
       "        20.625,  21.875,  23.125,  24.375,  25.625,  26.875,  28.125,  29.375,\n",
       "        30.625,  31.875,  33.125,  34.375,  35.625,  36.875,  38.125,  39.375,\n",
       "        40.625,  41.875,  43.125,  44.375,  45.625,  46.875,  48.125,  49.375,\n",
       "        50.625,  51.875,  53.125,  54.375,  55.625,  56.875,  58.125,  59.375,\n",
       "        60.625,  61.875,  63.125,  64.375,  65.625,  66.875,  68.125,  69.375,\n",
       "        70.625,  71.875,  73.125,  74.375,  75.625,  76.875,  78.125,  79.375,\n",
       "        80.625,  81.875,  83.125,  84.375,  85.625,  86.875,  88.125,  89.375])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9375 2.812 4.688 ... 357.2 359.1</div><input id='attrs-b8f9e8f6-f1dd-4c10-8cd5-96695ad0c999' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8f9e8f6-f1dd-4c10-8cd5-96695ad0c999' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d474e82d-8c4d-4e4f-8265-bf53298518b8' class='xr-var-data-in' type='checkbox'><label for='data-d474e82d-8c4d-4e4f-8265-bf53298518b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.9375,   2.8125,   4.6875,   6.5625,   8.4375,  10.3125,  12.1875,\n",
       "        14.0625,  15.9375,  17.8125,  19.6875,  21.5625,  23.4375,  25.3125,\n",
       "        27.1875,  29.0625,  30.9375,  32.8125,  34.6875,  36.5625,  38.4375,\n",
       "        40.3125,  42.1875,  44.0625,  45.9375,  47.8125,  49.6875,  51.5625,\n",
       "        53.4375,  55.3125,  57.1875,  59.0625,  60.9375,  62.8125,  64.6875,\n",
       "        66.5625,  68.4375,  70.3125,  72.1875,  74.0625,  75.9375,  77.8125,\n",
       "        79.6875,  81.5625,  83.4375,  85.3125,  87.1875,  89.0625,  90.9375,\n",
       "        92.8125,  94.6875,  96.5625,  98.4375, 100.3125, 102.1875, 104.0625,\n",
       "       105.9375, 107.8125, 109.6875, 111.5625, 113.4375, 115.3125, 117.1875,\n",
       "       119.0625, 120.9375, 122.8125, 124.6875, 126.5625, 128.4375, 130.3125,\n",
       "       132.1875, 134.0625, 135.9375, 137.8125, 139.6875, 141.5625, 143.4375,\n",
       "       145.3125, 147.1875, 149.0625, 150.9375, 152.8125, 154.6875, 156.5625,\n",
       "       158.4375, 160.3125, 162.1875, 164.0625, 165.9375, 167.8125, 169.6875,\n",
       "       171.5625, 173.4375, 175.3125, 177.1875, 179.0625, 180.9375, 182.8125,\n",
       "       184.6875, 186.5625, 188.4375, 190.3125, 192.1875, 194.0625, 195.9375,\n",
       "       197.8125, 199.6875, 201.5625, 203.4375, 205.3125, 207.1875, 209.0625,\n",
       "       210.9375, 212.8125, 214.6875, 216.5625, 218.4375, 220.3125, 222.1875,\n",
       "       224.0625, 225.9375, 227.8125, 229.6875, 231.5625, 233.4375, 235.3125,\n",
       "       237.1875, 239.0625, 240.9375, 242.8125, 244.6875, 246.5625, 248.4375,\n",
       "       250.3125, 252.1875, 254.0625, 255.9375, 257.8125, 259.6875, 261.5625,\n",
       "       263.4375, 265.3125, 267.1875, 269.0625, 270.9375, 272.8125, 274.6875,\n",
       "       276.5625, 278.4375, 280.3125, 282.1875, 284.0625, 285.9375, 287.8125,\n",
       "       289.6875, 291.5625, 293.4375, 295.3125, 297.1875, 299.0625, 300.9375,\n",
       "       302.8125, 304.6875, 306.5625, 308.4375, 310.3125, 312.1875, 314.0625,\n",
       "       315.9375, 317.8125, 319.6875, 321.5625, 323.4375, 325.3125, 327.1875,\n",
       "       329.0625, 330.9375, 332.8125, 334.6875, 336.5625, 338.4375, 340.3125,\n",
       "       342.1875, 344.0625, 345.9375, 347.8125, 349.6875, 351.5625, 353.4375,\n",
       "       355.3125, 357.1875, 359.0625])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-74cd465e-d54d-48a9-a6ee-bbd4bbbfe9b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74cd465e-d54d-48a9-a6ee-bbd4bbbfe9b2' class='xr-section-summary' >Data variables: <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_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1db43a5e-9aaf-446f-a856-031018a239bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1db43a5e-9aaf-446f-a856-031018a239bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42c79145-2a26-4830-8c72-7cf48186bebd' class='xr-var-data-in' type='checkbox'><label for='data-42c79145-2a26-4830-8c72-7cf48186bebd' 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>[2 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>plev_bnds</span></div><div class='xr-var-dims'>(plev, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-463b4e0f-b9f5-41cc-935e-5018c9534d90' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-463b4e0f-b9f5-41cc-935e-5018c9534d90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83d405c1-c3ec-45f9-ab49-5f5a2435057a' class='xr-var-data-in' type='checkbox'><label for='data-83d405c1-c3ec-45f9-ab49-5f5a2435057a' 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>[6 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4314d984-dead-4af5-b0ab-c4686fb60fed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4314d984-dead-4af5-b0ab-c4686fb60fed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee627861-9a76-483e-85b9-634d8a7dc352' class='xr-var-data-in' type='checkbox'><label for='data-ee627861-9a76-483e-85b9-634d8a7dc352' 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>[288 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fdd86ec5-5053-4866-9377-fe5332d266c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdd86ec5-5053-4866-9377-fe5332d266c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34e56a36-c0ab-4cb6-b123-49c6a8c069f3' class='xr-var-data-in' type='checkbox'><label for='data-34e56a36-c0ab-4cb6-b123-49c6a8c069f3' 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>[384 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ta</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c40fbf3a-c9a7-4125-91d3-2bfe02343c7e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c40fbf3a-c9a7-4125-91d3-2bfe02343c7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-087b6565-22ba-4e49-ad2d-b30e11450570' class='xr-var-data-in' type='checkbox'><label for='data-087b6565-22ba-4e49-ad2d-b30e11450570' 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_temperature</dd><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>comment :</span></dt><dd>Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-11-08T11:44:22Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20). 2019-11-08T11:44:24Z altered by CMOR: Inverted axis: plev.</dd></dl></div><div class='xr-var-data'><pre>[82944 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a6d12cf6-95f5-45cb-a8f6-dbc313b6de21' class='xr-section-summary-in' type='checkbox'  ><label for='section-a6d12cf6-95f5-45cb-a8f6-dbc313b6de21' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-abdadb76-dbbb-46f0-8cda-f6bd603a830a' class='xr-index-data-in' type='checkbox'/><label for='index-abdadb76-dbbb-46f0-8cda-f6bd603a830a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1850-01-16 12:00:00&#x27;], dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d4ac7438-60aa-4190-b1a9-034a0c6e526e' class='xr-index-data-in' type='checkbox'/><label for='index-d4ac7438-60aa-4190-b1a9-034a0c6e526e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1000.00000001, 500.00000001, 100.00000001000001], dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b6b4ce2f-5af4-46b3-b17b-af35d09fba48' class='xr-index-data-in' type='checkbox'/><label for='index-b6b4ce2f-5af4-46b3-b17b-af35d09fba48' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-89.375, -88.125, -86.875, -85.625, -84.375, -83.125, -81.875,\n",
       "              -80.625, -79.375, -78.125,\n",
       "              ...\n",
       "               78.125,  79.375,  80.625,  81.875,  83.125,  84.375,  85.625,\n",
       "               86.875,  88.125,  89.375],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=144))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c9a7a870-c74f-435b-92f6-5aa02021513a' class='xr-index-data-in' type='checkbox'/><label for='index-c9a7a870-c74f-435b-92f6-5aa02021513a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  0.9375,   2.8125,   4.6875,   6.5625,   8.4375,  10.3125,\n",
       "               12.1875,  14.0625,  15.9375,  17.8125,\n",
       "              ...\n",
       "              342.1875, 344.0625, 345.9375, 347.8125, 349.6875, 351.5625,\n",
       "              353.4375, 355.3125, 357.1875, 359.0625],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-34e43215-4457-4570-8029-bdb4a014e158' class='xr-section-summary-in' type='checkbox'  ><label for='section-34e43215-4457-4570-8029-bdb4a014e158' class='xr-section-summary' >Attributes: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>0.0</dd><dt><span>creation_date :</span></dt><dd>2019-11-08T11:44:24Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.CSIRO-ARCCSS.ACCESS-CM2.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (144x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-11-08T11:44:24Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>CSIRO (Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia), ARCCSS (Australian Research Council Centre of Excellence for Climate System Science)</dd><dt><span>institution_id :</span></dt><dd>CSIRO-ARCCSS</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: CM2-historical; Local ID: bj594; Variable: ta ([&#x27;fld_s30i294&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-CM2</dd><dt><span>parent_time_units :</span></dt><dd>days since 0950-01-01</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-CM2 (2019): \n",
       "aerosol: UKCA-GLOMAP-mode\n",
       "atmos: MetUM-HadGEM3-GA7.1 (N96; 192 x 144 longitude/latitude; 85 levels; top level 85 km)\n",
       "atmosChem: none\n",
       "land: CABLE2.5\n",
       "landIce: none\n",
       "ocean: ACCESS-OM2 (GFDL-MOM5, tripolar primarily 1deg; 360 x 300 longitude/latitude; 50 levels; top grid cell 0-10 m)\n",
       "ocnBgchem: none\n",
       "seaIce: CICE5.1.2 (same grid as ocean)</dd><dt><span>source_id :</span></dt><dd>ACCESS-CM2</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(30 April 2019) MD5:e14f55f257cceafb2523e41244962371</dd><dt><span>title :</span></dt><dd>ACCESS-CM2 output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>ta</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>version :</span></dt><dd>v20191108</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by CSIRO is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/).  Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment.  Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file).  The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 1, bnds: 2, plev: 3, lat: 144, lon: 192)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1850-01-16T12:00:00\n",
       "  * plev       (plev) float64 1e+03 500.0 100.0\n",
       "  * lat        (lat) float64 -89.38 -88.12 -86.88 -85.62 ... 86.88 88.12 89.38\n",
       "  * lon        (lon) float64 0.9375 2.812 4.688 6.562 ... 355.3 357.2 359.1\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    time_bnds  (time, bnds) datetime64[ns] ...\n",
       "    plev_bnds  (plev, bnds) float64 ...\n",
       "    lat_bnds   (lat, bnds) float64 ...\n",
       "    lon_bnds   (lon, bnds) float64 ...\n",
       "    ta         (time, plev, lat, lon) float32 ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            CMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   0.0\n",
       "    branch_time_in_parent:  0.0\n",
       "    creation_date:          2019-11-08T11:44:24Z\n",
       "    ...                     ...\n",
       "    variable_id:            ta\n",
       "    variant_label:          r1i1p1f1\n",
       "    version:                v20191108\n",
       "    cmor_version:           3.4.0\n",
       "    tracking_id:            hdl:21.14100/63080540-7883-44ff-8828-01ceb912221c\n",
       "    license:                CMIP6 model data produced by CSIRO is licensed un..."
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = resp.datasets()[0]\n",
    "ds"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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