python/cleanup_CNRM_KCC_atlas_netcdf.ipynb

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    "## Cleaning up Atlas data - CNRM/S KCC\n",
    "**Function**      : Preprocess netCDF files and restructure the dataset<br>\n",
    "**Description**   : In this notebook serves to clean up Atlas data which is given in netcdf format and aggregate the data into a single file.<br>\n",
    "**Return Values   : .nc files**<br>\n",
    "**Note**          : All the data is saved to netCDF4 format. Note that data from different models may vary concerning the resolution and coordinates.<br>"
   ]
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "### Path\n",
    "Specify the path to the dataset and the place to save the outputs. <br>"
   ]
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   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# please specify data path\n",
    "datapath = Path(\"./AtlasData/raw\")\n",
    "\n",
    "# please specify output path\n",
    "output_path = Path(\"./AtlasData/preprocess\")\n",
    "os.makedirs(output_path, exist_ok=True)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Components used to create the output file names. Here, only `institution_id` and `cmor_var` is based on on CMIP DRS conventions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "output_file_name = {\n",
    "    \"prefix\": \"atlas\",\n",
    "    \"activity\": \"EUCP\",  # project name e.g. EUCP\n",
    "    \"institution_id\": \"CNRM\",  # CNRM\n",
    "    \"source\": \"CMIP6\",  # e.g. CMIP6 or CMIP5\n",
    "    \"method\": \"KCC\",  # e.g. KCC (former HistC)\n",
    "    \"sub_method\": \"cons\",  # e.g. cons or uncons\n",
    "    \"cmor_var\": \"tas\",  # e.g. tas or pr\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load raw data\n",
    "Extract weather/climate data from given netCDF files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (lat: 72, lon: 144)\n",
       "Coordinates:\n",
       "  * lat         (lat) float64 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon         (lon) float64 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "Data variables: (12/15)\n",
       "    avg_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q25_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q75_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q10_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q90_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    avg_cons    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    ...          ...\n",
       "    q90_cons    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    avg_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q25_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q75_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q10_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q90_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes:\n",
       "    history:  Thu Jul 22 22:36:08 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6...\n",
       "    NCO:      netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, C...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8cf68c00-f94d-41a7-8b2f-20b9b69bd32d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8cf68c00-f94d-41a7-8b2f-20b9b69bd32d' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 72</li><li><span class='xr-has-index'>lon</span>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5a225121-a646-4380-8257-24a2f29d6016' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a225121-a646-4380-8257-24a2f29d6016' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.75 -86.25 ... 86.25 88.75</div><input id='attrs-3241c144-d886-426e-9cad-f0e6096dc0b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3241c144-d886-426e-9cad-f0e6096dc0b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13032387-d3cd-4044-bf17-ea0e0c576a74' class='xr-var-data-in' type='checkbox'><label for='data-13032387-d3cd-4044-bf17-ea0e0c576a74' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>lat</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,\n",
       "       -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,\n",
       "       -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,\n",
       "       -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,\n",
       "         1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,\n",
       "        23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,\n",
       "        46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,\n",
       "        68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75])</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'>1.25 3.75 6.25 ... 356.2 358.8</div><input id='attrs-ff030135-c23e-433e-8d63-063c400bce90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff030135-c23e-433e-8d63-063c400bce90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e5e1765-bec1-4288-b95e-43bd9b881574' class='xr-var-data-in' type='checkbox'><label for='data-2e5e1765-bec1-4288-b95e-43bd9b881574' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>lon</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,\n",
       "        23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,\n",
       "        46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,\n",
       "        68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,\n",
       "        91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,\n",
       "       113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,\n",
       "       136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,\n",
       "       158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,\n",
       "       181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,\n",
       "       203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,\n",
       "       226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,\n",
       "       248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,\n",
       "       271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,\n",
       "       293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,\n",
       "       316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,\n",
       "       338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dadb9a98-4805-4378-8643-1ea054feab64' class='xr-section-summary-in' type='checkbox'  ><label for='section-dadb9a98-4805-4378-8643-1ea054feab64' class='xr-section-summary' >Data variables: <span>(15)</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>avg_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-086b9048-829c-4fd8-bea7-4261a547a4b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-086b9048-829c-4fd8-bea7-4261a547a4b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2096a7b-676f-4f65-ad7e-b92202b31780' class='xr-var-data-in' type='checkbox'><label for='data-c2096a7b-676f-4f65-ad7e-b92202b31780' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-55e851a0-41f9-4793-af8d-5013d99a38b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55e851a0-41f9-4793-af8d-5013d99a38b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-226d1f73-7915-4fc4-a3c2-f924ddabf8ba' class='xr-var-data-in' type='checkbox'><label for='data-226d1f73-7915-4fc4-a3c2-f924ddabf8ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e68272a5-1375-4485-bb8d-3772e272cc9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e68272a5-1375-4485-bb8d-3772e272cc9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f87c0c2f-c12a-4153-a057-dddc639b9639' class='xr-var-data-in' type='checkbox'><label for='data-f87c0c2f-c12a-4153-a057-dddc639b9639' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-07083c9b-4be9-435a-b794-dca67eb609ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07083c9b-4be9-435a-b794-dca67eb609ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e203022d-cc38-4457-90d5-df90e4f06ba9' class='xr-var-data-in' type='checkbox'><label for='data-e203022d-cc38-4457-90d5-df90e4f06ba9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-855eb100-e847-421f-bdd0-04e03c8722be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-855eb100-e847-421f-bdd0-04e03c8722be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-962a3373-910d-4698-8d6c-2664d068c71d' class='xr-var-data-in' type='checkbox'><label for='data-962a3373-910d-4698-8d6c-2664d068c71d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>avg_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e122aa9-359b-4d6b-ba9e-66ee80791b33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e122aa9-359b-4d6b-ba9e-66ee80791b33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40ebd432-4f28-45d6-b51c-7df3fd7b8058' class='xr-var-data-in' type='checkbox'><label for='data-40ebd432-4f28-45d6-b51c-7df3fd7b8058' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-905740f1-211a-4dfd-aa9b-968c3ba5b454' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-905740f1-211a-4dfd-aa9b-968c3ba5b454' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6e6a52f-fe4b-47f8-832e-4d5c7bf136cc' class='xr-var-data-in' type='checkbox'><label for='data-e6e6a52f-fe4b-47f8-832e-4d5c7bf136cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1f3e8ab2-9342-4dd6-b696-1212e243747d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f3e8ab2-9342-4dd6-b696-1212e243747d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e94179f-d4db-46ee-90f4-139ff9168009' class='xr-var-data-in' type='checkbox'><label for='data-4e94179f-d4db-46ee-90f4-139ff9168009' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b7f7f046-0da5-433b-9617-42055ab5f891' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7f7f046-0da5-433b-9617-42055ab5f891' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c3923a6-c082-4f62-a0fc-0c06b6584528' class='xr-var-data-in' type='checkbox'><label for='data-7c3923a6-c082-4f62-a0fc-0c06b6584528' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-63b50908-ca41-4fff-811f-15f86f7185c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63b50908-ca41-4fff-811f-15f86f7185c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46383a68-e737-4732-99be-c488696ddd8c' class='xr-var-data-in' type='checkbox'><label for='data-46383a68-e737-4732-99be-c488696ddd8c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>avg_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-60fa69c8-beaa-4314-a759-05823f394a91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60fa69c8-beaa-4314-a759-05823f394a91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f53ca846-a4e0-4868-a584-ddd958295857' class='xr-var-data-in' type='checkbox'><label for='data-f53ca846-a4e0-4868-a584-ddd958295857' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d084c22-2fd7-4b0c-bdcb-2f092db47f96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d084c22-2fd7-4b0c-bdcb-2f092db47f96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb6edc5e-23e7-4347-aab5-707ed4bcded8' class='xr-var-data-in' type='checkbox'><label for='data-bb6edc5e-23e7-4347-aab5-707ed4bcded8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-03499cac-b9e9-4507-9667-9202db91a85f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03499cac-b9e9-4507-9667-9202db91a85f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60433945-0179-4e5d-bc2f-9a6c1e6f6462' class='xr-var-data-in' type='checkbox'><label for='data-60433945-0179-4e5d-bc2f-9a6c1e6f6462' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1cec0551-8cea-4a44-9def-291bc74094b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1cec0551-8cea-4a44-9def-291bc74094b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-768c4c58-967a-4102-b133-f0c881cc0165' class='xr-var-data-in' type='checkbox'><label for='data-768c4c58-967a-4102-b133-f0c881cc0165' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b17ecf8b-b363-44b5-8647-c393e7b132e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b17ecf8b-b363-44b5-8647-c393e7b132e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bd6978c-17f0-4203-ba2a-cbefed126da3' class='xr-var-data-in' type='checkbox'><label for='data-5bd6978c-17f0-4203-ba2a-cbefed126da3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f59d49f9-9420-4755-9755-e075577e38c8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f59d49f9-9420-4755-9755-e075577e38c8' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>history :</span></dt><dd>Thu Jul 22 22:36:08 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6_histssp585_DJF.nc CNRM_atlas_tas_CMIP6_histssp585_DJF_latlon.nc</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (lat: 72, lon: 144)\n",
       "Coordinates:\n",
       "  * lat         (lat) float64 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon         (lon) float64 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "Data variables: (12/15)\n",
       "    avg_uncons  (lat, lon) float32 ...\n",
       "    q25_uncons  (lat, lon) float32 ...\n",
       "    q75_uncons  (lat, lon) float32 ...\n",
       "    q10_uncons  (lat, lon) float32 ...\n",
       "    q90_uncons  (lat, lon) float32 ...\n",
       "    avg_cons    (lat, lon) float32 ...\n",
       "    ...          ...\n",
       "    q90_cons    (lat, lon) float32 ...\n",
       "    avg_diff    (lat, lon) float32 ...\n",
       "    q25_diff    (lat, lon) float32 ...\n",
       "    q75_diff    (lat, lon) float32 ...\n",
       "    q10_diff    (lat, lon) float32 ...\n",
       "    q90_diff    (lat, lon) float32 ...\n",
       "Attributes:\n",
       "    history:  Thu Jul 22 22:36:08 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6...\n",
       "    NCO:      netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, C..."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "INSTITUTION_ID = output_file_name[\"institution_id\"]\n",
    "METHOD = output_file_name[\"method\"]\n",
    "dataset_tas_djf = xr.open_dataset(\n",
    "    datapath\n",
    "    / f\"{INSTITUTION_ID}_{METHOD}\"\n",
    "    / \"CNRM_atlas_tas_CMIP6_histssp585_DJF_latlon.nc\"\n",
    ")\n",
    "dataset_tas_djf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "Dimensions:     (lat: 72, lon: 144)\n",
       "Coordinates:\n",
       "  * lat         (lat) float64 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
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       "    q10_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q90_uncons  (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    avg_cons    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    ...          ...\n",
       "    q90_cons    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    avg_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q25_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q75_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q10_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "    q90_diff    (lat, lon) float32 nan nan nan nan nan ... nan nan nan nan nan\n",
       "Attributes:\n",
       "    history:  Wed Jul 21 16:39:05 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6...\n",
       "    NCO:      netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, C...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-dc9554cb-5cab-4f8c-bd72-a9314907ec7b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dc9554cb-5cab-4f8c-bd72-a9314907ec7b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 72</li><li><span class='xr-has-index'>lon</span>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bc34c62f-eecc-44ab-8bc4-c564d89c4e9a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bc34c62f-eecc-44ab-8bc4-c564d89c4e9a' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-88.75 -86.25 ... 86.25 88.75</div><input id='attrs-3e197628-ee6c-4aaa-a110-dce1b4e160df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e197628-ee6c-4aaa-a110-dce1b4e160df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0dc9a44c-98e2-4cde-9492-e38420b2c445' class='xr-var-data-in' type='checkbox'><label for='data-0dc9a44c-98e2-4cde-9492-e38420b2c445' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>lat</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-88.75, -86.25, -83.75, -81.25, -78.75, -76.25, -73.75, -71.25, -68.75,\n",
       "       -66.25, -63.75, -61.25, -58.75, -56.25, -53.75, -51.25, -48.75, -46.25,\n",
       "       -43.75, -41.25, -38.75, -36.25, -33.75, -31.25, -28.75, -26.25, -23.75,\n",
       "       -21.25, -18.75, -16.25, -13.75, -11.25,  -8.75,  -6.25,  -3.75,  -1.25,\n",
       "         1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,\n",
       "        23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,\n",
       "        46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,\n",
       "        68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75])</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'>1.25 3.75 6.25 ... 356.2 358.8</div><input id='attrs-fb829700-af11-4dd4-8db0-9d54c81e2f17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb829700-af11-4dd4-8db0-9d54c81e2f17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b0fc765-8fbe-40ae-afd9-51d570054dc3' class='xr-var-data-in' type='checkbox'><label for='data-5b0fc765-8fbe-40ae-afd9-51d570054dc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>lon</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([  1.25,   3.75,   6.25,   8.75,  11.25,  13.75,  16.25,  18.75,  21.25,\n",
       "        23.75,  26.25,  28.75,  31.25,  33.75,  36.25,  38.75,  41.25,  43.75,\n",
       "        46.25,  48.75,  51.25,  53.75,  56.25,  58.75,  61.25,  63.75,  66.25,\n",
       "        68.75,  71.25,  73.75,  76.25,  78.75,  81.25,  83.75,  86.25,  88.75,\n",
       "        91.25,  93.75,  96.25,  98.75, 101.25, 103.75, 106.25, 108.75, 111.25,\n",
       "       113.75, 116.25, 118.75, 121.25, 123.75, 126.25, 128.75, 131.25, 133.75,\n",
       "       136.25, 138.75, 141.25, 143.75, 146.25, 148.75, 151.25, 153.75, 156.25,\n",
       "       158.75, 161.25, 163.75, 166.25, 168.75, 171.25, 173.75, 176.25, 178.75,\n",
       "       181.25, 183.75, 186.25, 188.75, 191.25, 193.75, 196.25, 198.75, 201.25,\n",
       "       203.75, 206.25, 208.75, 211.25, 213.75, 216.25, 218.75, 221.25, 223.75,\n",
       "       226.25, 228.75, 231.25, 233.75, 236.25, 238.75, 241.25, 243.75, 246.25,\n",
       "       248.75, 251.25, 253.75, 256.25, 258.75, 261.25, 263.75, 266.25, 268.75,\n",
       "       271.25, 273.75, 276.25, 278.75, 281.25, 283.75, 286.25, 288.75, 291.25,\n",
       "       293.75, 296.25, 298.75, 301.25, 303.75, 306.25, 308.75, 311.25, 313.75,\n",
       "       316.25, 318.75, 321.25, 323.75, 326.25, 328.75, 331.25, 333.75, 336.25,\n",
       "       338.75, 341.25, 343.75, 346.25, 348.75, 351.25, 353.75, 356.25, 358.75])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ca2ca5b8-4f80-413c-8669-5cf3e92f6e6d' class='xr-section-summary-in' type='checkbox'  ><label for='section-ca2ca5b8-4f80-413c-8669-5cf3e92f6e6d' class='xr-section-summary' >Data variables: <span>(15)</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>avg_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bca602d6-baa5-43be-acce-2e12915e0e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bca602d6-baa5-43be-acce-2e12915e0e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c848cf60-b8e7-4928-9bc6-43b313a0a731' class='xr-var-data-in' type='checkbox'><label for='data-c848cf60-b8e7-4928-9bc6-43b313a0a731' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-53daa38f-104e-43f8-91b5-e49aa1c05761' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53daa38f-104e-43f8-91b5-e49aa1c05761' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3697622a-3670-47f9-a37a-63a1fce23efb' class='xr-var-data-in' type='checkbox'><label for='data-3697622a-3670-47f9-a37a-63a1fce23efb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0d235f57-24f5-4ee3-9769-a3d9b62a7be0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d235f57-24f5-4ee3-9769-a3d9b62a7be0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce1fdef2-a2a9-47ec-ace7-a0f3c45157a3' class='xr-var-data-in' type='checkbox'><label for='data-ce1fdef2-a2a9-47ec-ace7-a0f3c45157a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cbc66e1d-e107-4958-8826-0ae76d88c961' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbc66e1d-e107-4958-8826-0ae76d88c961' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5610eb2-519e-46a0-975b-7f28e57797ed' class='xr-var-data-in' type='checkbox'><label for='data-e5610eb2-519e-46a0-975b-7f28e57797ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_uncons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b79c0ec-9714-4480-975d-20c21fbdcb38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b79c0ec-9714-4480-975d-20c21fbdcb38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce9f58b1-7bc7-439e-98a8-16148819039d' class='xr-var-data-in' type='checkbox'><label for='data-ce9f58b1-7bc7-439e-98a8-16148819039d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>avg_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-88091e58-60ff-43c5-b85b-5890a04ffb2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88091e58-60ff-43c5-b85b-5890a04ffb2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f811a31-e77e-4c0e-bb6b-6e2e9654af93' class='xr-var-data-in' type='checkbox'><label for='data-2f811a31-e77e-4c0e-bb6b-6e2e9654af93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-570e0f13-f8c0-427c-a453-e03e318bfb4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-570e0f13-f8c0-427c-a453-e03e318bfb4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-003d4a0e-1e16-4c49-b067-93f034f82892' class='xr-var-data-in' type='checkbox'><label for='data-003d4a0e-1e16-4c49-b067-93f034f82892' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6b5396fe-0d58-4427-aa67-b72e013b273b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b5396fe-0d58-4427-aa67-b72e013b273b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d97dc8ce-8e4e-4af5-b669-e7a0800fa2c3' class='xr-var-data-in' type='checkbox'><label for='data-d97dc8ce-8e4e-4af5-b669-e7a0800fa2c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-846ca3f9-d071-4bec-a4ac-beeb7df64269' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-846ca3f9-d071-4bec-a4ac-beeb7df64269' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0daac274-0a29-40b6-b26b-02c1c10fe4a4' class='xr-var-data-in' type='checkbox'><label for='data-0daac274-0a29-40b6-b26b-02c1c10fe4a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_cons</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dd8e9959-dce2-4f57-bb8c-1bbc6dc5c7e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd8e9959-dce2-4f57-bb8c-1bbc6dc5c7e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-824eb097-c229-4932-b4ac-70c394af9a60' class='xr-var-data-in' type='checkbox'><label for='data-824eb097-c229-4932-b4ac-70c394af9a60' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>avg_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-761a7d2c-a33e-4b63-8acc-540da5fdb69f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-761a7d2c-a33e-4b63-8acc-540da5fdb69f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21b1fc81-c440-465d-a3cd-9fa686dfeacf' class='xr-var-data-in' type='checkbox'><label for='data-21b1fc81-c440-465d-a3cd-9fa686dfeacf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q25_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0e73de28-b8cc-43f7-8a38-cba7fd5ef790' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e73de28-b8cc-43f7-8a38-cba7fd5ef790' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-285ebc4a-3247-4671-8b6d-ab72fa2797a7' class='xr-var-data-in' type='checkbox'><label for='data-285ebc4a-3247-4671-8b6d-ab72fa2797a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q25 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q75_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6e492edc-aa1e-46cf-8bb3-86ce83228a87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e492edc-aa1e-46cf-8bb3-86ce83228a87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-037186cc-e356-45f7-94a5-16274b7df3df' class='xr-var-data-in' type='checkbox'><label for='data-037186cc-e356-45f7-94a5-16274b7df3df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q75 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q10_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3cbfce1c-7bf3-4162-8a03-93c3c0a5ff13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cbfce1c-7bf3-4162-8a03-93c3c0a5ff13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-280b1027-30c2-442a-a42e-e984d31089e6' class='xr-var-data-in' type='checkbox'><label for='data-280b1027-30c2-442a-a42e-e984d31089e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q10 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q90_diff</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1dfd7d82-cebf-47a8-bd69-6a5b98591066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1dfd7d82-cebf-47a8-bd69-6a5b98591066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9eb5be56-a1e3-41aa-bbc5-01f304e24490' class='xr-var-data-in' type='checkbox'><label for='data-9eb5be56-a1e3-41aa-bbc5-01f304e24490' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>q90 tas</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fd73c24f-8a98-4a60-b376-a7f53e0cb17c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd73c24f-8a98-4a60-b376-a7f53e0cb17c' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>history :</span></dt><dd>Wed Jul 21 16:39:05 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6_histssp585_JJA.nc CNRM_atlas_tas_CMIP6_histssp585_JJA_latlon.nc</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (lat: 72, lon: 144)\n",
       "Coordinates:\n",
       "  * lat         (lat) float64 -88.75 -86.25 -83.75 -81.25 ... 83.75 86.25 88.75\n",
       "  * lon         (lon) float64 1.25 3.75 6.25 8.75 ... 351.2 353.8 356.2 358.8\n",
       "Data variables: (12/15)\n",
       "    avg_uncons  (lat, lon) float32 ...\n",
       "    q25_uncons  (lat, lon) float32 ...\n",
       "    q75_uncons  (lat, lon) float32 ...\n",
       "    q10_uncons  (lat, lon) float32 ...\n",
       "    q90_uncons  (lat, lon) float32 ...\n",
       "    avg_cons    (lat, lon) float32 ...\n",
       "    ...          ...\n",
       "    q90_cons    (lat, lon) float32 ...\n",
       "    avg_diff    (lat, lon) float32 ...\n",
       "    q25_diff    (lat, lon) float32 ...\n",
       "    q75_diff    (lat, lon) float32 ...\n",
       "    q10_diff    (lat, lon) float32 ...\n",
       "    q90_diff    (lat, lon) float32 ...\n",
       "Attributes:\n",
       "    history:  Wed Jul 21 16:39:05 2021: ncpdq -a lat,lon CNRM_atlas_tas_CMIP6...\n",
       "    NCO:      netCDF Operators version 4.9.2 (Homepage = http://nco.sf.net, C..."
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_tas_jja = xr.open_dataset(\n",
    "    datapath\n",
    "    / f\"{INSTITUTION_ID}_{METHOD}\"\n",
    "    / \"CNRM_atlas_tas_CMIP6_histssp585_JJA_latlon.nc\"\n",
    ")\n",
    "dataset_tas_jja"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocess data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert longitudes variables from from 0-360 to -180-180"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_tas_djf.coords[\"lon\"] = (dataset_tas_djf.coords[\"lon\"] + 180) % 360 - 180\n",
    "dataset_tas_djf = dataset_tas_djf.sortby(dataset_tas_djf.lon)\n",
    "\n",
    "dataset_tas_jja.coords[\"lon\"] = (dataset_tas_jja.coords[\"lon\"] + 180) % 360 - 180\n",
    "dataset_tas_jja = dataset_tas_jja.sortby(dataset_tas_jja.lon)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select Europe region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "EU_LAT_BNDS = slice(30, 77)\n",
    "EU_LON_BNDS = slice(-9, 39)\n",
    "\n",
    "eu_dataset_tas_djf = dataset_tas_djf.sel(lon=EU_LON_BNDS, lat=EU_LAT_BNDS)\n",
    "eu_dataset_tas_jja = dataset_tas_jja.sel(lon=EU_LON_BNDS, lat=EU_LAT_BNDS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create an empty xarray to host the processed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "VAR_NAME = \"tas\"\n",
    "TIMES = {\n",
    "    \"JJA\": \"2050-7-16\",\n",
    "    \"DJF\": \"2051-1-16\",\n",
    "}  # \"0000-4-16\", \"0000-7-16\", \"0000-10-16\", \"0000-1-16\" MAM JJA SON DJF\n",
    "PERCENTILES = [10, 25, 50, 75, 90]\n",
    "\n",
    "LAT = eu_dataset_tas_djf.coords[\"lat\"]\n",
    "LON = eu_dataset_tas_djf.coords[\"lon\"]\n",
    "\n",
    "ds = xr.Dataset(\n",
    "    {\n",
    "        VAR_NAME: (\n",
    "            (\"time\", \"latitude\", \"longitude\", \"percentile\"),\n",
    "            np.full([len(TIMES), len(LAT), len(LON), len(PERCENTILES)], np.nan),\n",
    "        ),\n",
    "        \"climatology_bounds\": (\n",
    "            pd.to_datetime([\"2050-6-1\", \"2050-9-1\", \"2050-12-1\", \"2051-3-1\"])\n",
    "        ),\n",
    "    },\n",
    "    coords={\n",
    "        \"time\": pd.to_datetime(list(TIMES.values())),\n",
    "        \"latitude\": LAT.values,\n",
    "        \"longitude\": LON.values,\n",
    "        \"percentile\": PERCENTILES,\n",
    "    },\n",
    "    attrs={\n",
    "        \"description\": f\"Contains modified {INSTITUTION_ID} {METHOD} data used for Atlas in EUCP project.\",\n",
    "        \"history\": f\"original {INSTITUTION_ID} {METHOD} data files CNRM_atlas_tas_CMIP6_histssp585_JJA_latlon.nc, CNRM_atlas_tas_CMIP6_histssp585_DJF.nc\",\n",
    "    },\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fix attributes of each variable. Here, we follow CF-conventions as much as possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       ".xr-section-summary-in:checked + label:before {\n",
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       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
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       "\n",
       ".xr-section-inline-details {\n",
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       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
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       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
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       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
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       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
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       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
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       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
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       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
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       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
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       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
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       "\n",
       ".xr-has-index {\n",
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       "\n",
       ".xr-var-list,\n",
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       ".xr-var-item > .xr-var-name span {\n",
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       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
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       "\n",
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       ".xr-var-name span,\n",
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       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
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       "\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "  float: left;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
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       "\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "  white-space: pre-wrap;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:             (time: 2, latitude: 19, longitude: 20, percentile: 5, climatology_bounds: 4)\n",
       "Coordinates:\n",
       "  * climatology_bounds  (climatology_bounds) datetime64[ns] 2050-06-01 ... 20...\n",
       "  * time                (time) datetime64[ns] 2050-07-16 2051-01-16\n",
       "  * latitude            (latitude) float64 31.25 33.75 36.25 ... 73.75 76.25\n",
       "  * longitude           (longitude) float64 -8.75 -6.25 -3.75 ... 36.25 38.75\n",
       "  * percentile          (percentile) int64 10 25 50 75 90\n",
       "Data variables:\n",
       "    tas                 (time, latitude, longitude, percentile) float64 nan ....\n",
       "Attributes:\n",
       "    description:  Contains modified CNRM KCC data used for Atlas in EUCP proj...\n",
       "    history:      original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp58...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4de0af3f-bb42-4f2f-866d-5365bf7b37c8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4de0af3f-bb42-4f2f-866d-5365bf7b37c8' 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>: 2</li><li><span class='xr-has-index'>latitude</span>: 19</li><li><span class='xr-has-index'>longitude</span>: 20</li><li><span class='xr-has-index'>percentile</span>: 5</li><li><span class='xr-has-index'>climatology_bounds</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2485b9e4-b52f-4299-ad57-cc14ed3dd4b4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2485b9e4-b52f-4299-ad57-cc14ed3dd4b4' 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'>climatology_bounds</span></div><div class='xr-var-dims'>(climatology_bounds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2050-06-01 ... 2051-03-01</div><input id='attrs-c6ae851b-9381-4417-a49a-0125502a4af7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6ae851b-9381-4417-a49a-0125502a4af7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9da723f-aa4c-4a16-8089-4a45f36bd628' class='xr-var-data-in' type='checkbox'><label for='data-b9da723f-aa4c-4a16-8089-4a45f36bd628' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2050-06-01T00:00:00.000000000&#x27;, &#x27;2050-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2050-12-01T00:00:00.000000000&#x27;, &#x27;2051-03-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>2050-07-16 2051-01-16</div><input id='attrs-57c40279-a149-4654-beb3-df09d8905718' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57c40279-a149-4654-beb3-df09d8905718' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c80a65f1-0815-405c-8ad3-755e9545ba0b' class='xr-var-data-in' type='checkbox'><label for='data-c80a65f1-0815-405c-8ad3-755e9545ba0b' 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>climatology :</span></dt><dd>climatology_bounds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>climatology_bounds :</span></dt><dd>[&#x27;2050-6-1&#x27;, &#x27;2050-9-1&#x27;, &#x27;2050-12-1&#x27;, &#x27;2051-3-1&#x27;]</dd><dt><span>description :</span></dt><dd>mean changes over 20 years 2041-2060 vs 1995-2014. The mid point 2050 is chosen as the representative time.</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2050-07-16T00:00:00.000000000&#x27;, &#x27;2051-01-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>31.25 33.75 36.25 ... 73.75 76.25</div><input id='attrs-9bc30830-7bf1-4876-ae8e-c88e2ea0ce65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9bc30830-7bf1-4876-ae8e-c88e2ea0ce65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-278d3270-6000-4a35-a609-4b545c2b0f35' class='xr-var-data-in' type='checkbox'><label for='data-278d3270-6000-4a35-a609-4b545c2b0f35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([31.25, 33.75, 36.25, 38.75, 41.25, 43.75, 46.25, 48.75, 51.25, 53.75,\n",
       "       56.25, 58.75, 61.25, 63.75, 66.25, 68.75, 71.25, 73.75, 76.25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.75 -6.25 -3.75 ... 36.25 38.75</div><input id='attrs-6c1b5c0a-1f86-47bd-8bc8-83cc71e3ad7e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c1b5c0a-1f86-47bd-8bc8-83cc71e3ad7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09c873cd-2b56-4805-8c4e-2b51b94d9b38' class='xr-var-data-in' type='checkbox'><label for='data-09c873cd-2b56-4805-8c4e-2b51b94d9b38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-8.75, -6.25, -3.75, -1.25,  1.25,  3.75,  6.25,  8.75, 11.25, 13.75,\n",
       "       16.25, 18.75, 21.25, 23.75, 26.25, 28.75, 31.25, 33.75, 36.25, 38.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>percentile</span></div><div class='xr-var-dims'>(percentile)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10 25 50 75 90</div><input id='attrs-bc67f630-5e09-4c7c-a2cd-e2907f427a8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc67f630-5e09-4c7c-a2cd-e2907f427a8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7576c4d6-6bfe-4291-b09a-b3dcec65176e' class='xr-var-data-in' type='checkbox'><label for='data-7576c4d6-6bfe-4291-b09a-b3dcec65176e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>percentile</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([10, 25, 50, 75, 90])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-47bdf41f-a91d-48af-9941-17811ebb8917' class='xr-section-summary-in' type='checkbox'  checked><label for='section-47bdf41f-a91d-48af-9941-17811ebb8917' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, latitude, longitude, percentile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-0fbebea2-786d-4cf8-a462-587989f7221a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fbebea2-786d-4cf8-a462-587989f7221a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee4c5af8-cc52-43f5-bbe0-79ef3c63e09b' class='xr-var-data-in' type='checkbox'><label for='data-ee4c5af8-cc52-43f5-bbe0-79ef3c63e09b' 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>description :</span></dt><dd>Change in Air Temperature</dd><dt><span>standard_name :</span></dt><dd>Change in Air Temperature</dd><dt><span>long_name :</span></dt><dd>Change in Near-Surface Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: mean changes over 20 years 2041-2060 vs 1995-2014</dd></dl></div><div class='xr-var-data'><pre>array([[[[nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         ...,\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan]],\n",
       "\n",
       "        [[nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         ...,\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan]],\n",
       "\n",
       "        [[nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan]],\n",
       "\n",
       "        [[nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         ...,\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan]],\n",
       "\n",
       "        [[nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         ...,\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan],\n",
       "         [nan, nan, nan, nan, nan]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-61a62769-06dd-4adb-b3fe-21bf7e425dfb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-61a62769-06dd-4adb-b3fe-21bf7e425dfb' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Contains modified CNRM KCC data used for Atlas in EUCP project.</dd><dt><span>history :</span></dt><dd>original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp585_JJA_latlon.nc, CNRM_atlas_tas_CMIP6_histssp585_DJF.nc</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:             (time: 2, latitude: 19, longitude: 20, percentile: 5, climatology_bounds: 4)\n",
       "Coordinates:\n",
       "  * climatology_bounds  (climatology_bounds) datetime64[ns] 2050-06-01 ... 20...\n",
       "  * time                (time) datetime64[ns] 2050-07-16 2051-01-16\n",
       "  * latitude            (latitude) float64 31.25 33.75 36.25 ... 73.75 76.25\n",
       "  * longitude           (longitude) float64 -8.75 -6.25 -3.75 ... 36.25 38.75\n",
       "  * percentile          (percentile) int64 10 25 50 75 90\n",
       "Data variables:\n",
       "    tas                 (time, latitude, longitude, percentile) float64 nan ....\n",
       "Attributes:\n",
       "    description:  Contains modified CNRM KCC data used for Atlas in EUCP proj...\n",
       "    history:      original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp58..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attrs = {\n",
    "    \"tas\": {\n",
    "        \"description\": \"Change in Air Temperature\",\n",
    "        \"standard_name\": \"Change in Air Temperature\",\n",
    "        \"long_name\": \"Change in Near-Surface Air Temperature\",\n",
    "        \"units\": \"K\",  # in line with raw data\n",
    "        \"cell_methods\": \"time: mean changes over 20 years 2041-2060 vs 1995-2014\",\n",
    "    },\n",
    "    \"latitude\": {\"units\": \"degrees_north\", \"long_name\": \"latitude\", \"axis\": \"Y\"},\n",
    "    \"longitude\": {\"units\": \"degrees_east\", \"long_name\": \"longitude\", \"axis\": \"X\"},\n",
    "    \"time\": {\n",
    "        \"climatology\": \"climatology_bounds\",\n",
    "        \"long_name\": \"time\",\n",
    "        \"axis\": \"T\",\n",
    "        \"climatology_bounds\": [\"2050-6-1\", \"2050-9-1\", \"2050-12-1\", \"2051-3-1\"],\n",
    "        \"description\": \"mean changes over 20 years 2041-2060 vs 1995-2014. The mid point 2050 is chosen as the representative time.\",\n",
    "    },\n",
    "    \"percentile\": {\"units\": \"%\", \"long_name\": \"percentile\", \"axis\": \"Z\"},\n",
    "}\n",
    "\n",
    "for key in attrs.keys():\n",
    "    ds[key].attrs = attrs[key]\n",
    "\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Assemble data and save to netcdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a function to assemble and save data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def assembly(ds_original, ds_target, var, season, cons, percentile):\n",
    "    \"\"\"\n",
    "    Select data from original nc files and save the target fields.\n",
    "    \"\"\"\n",
    "    for j, percentile in enumerate(PERCENTILES):\n",
    "        p = f\"q{percentile}\"\n",
    "        if percentile == 50:\n",
    "            # KCC uses normal distribution and therefore the mean is 50 percentile\n",
    "            p = \"avg\"\n",
    "        ds_target[f\"{var}\"].values[list(TIMES).index(season), :, :, j] = ds_original[\n",
    "            f\"{p}_{cons}\"\n",
    "        ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call the function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one dataset is saved to atlas_EUCP_CNRM_CMIP6_KCC_uncons_tas.nc\n",
      "one dataset is saved to atlas_EUCP_CNRM_CMIP6_KCC_cons_tas.nc\n"
     ]
    }
   ],
   "source": [
    "output_file_name[\"cmor_var\"] = VAR_NAME\n",
    "for projection in [\"uncons\", \"cons\"]:\n",
    "    output_file_name[\"sub_method\"] = projection\n",
    "\n",
    "    # DJF\n",
    "    assembly(\n",
    "        eu_dataset_tas_djf,\n",
    "        ds,\n",
    "        \"tas\",\n",
    "        \"DJF\",\n",
    "        projection,\n",
    "        ds.coords[\"percentile\"].values[:],\n",
    "    )\n",
    "\n",
    "    # JJA\n",
    "    assembly(\n",
    "        eu_dataset_tas_jja,\n",
    "        ds,\n",
    "        \"tas\",\n",
    "        \"JJA\",\n",
    "        projection,\n",
    "        ds.coords[\"percentile\"].values[:],\n",
    "    )\n",
    "\n",
    "    file_name = f\"{'_'.join(output_file_name.values())}.nc\"\n",
    "    print(f\"one dataset is saved to {file_name}\")\n",
    "    ds.to_netcdf(output_path / file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load one of the saved data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:             (time: 2, latitude: 19, longitude: 20, percentile: 5, climatology_bounds: 4)\n",
       "Coordinates:\n",
       "  * climatology_bounds  (climatology_bounds) datetime64[ns] 2050-06-01 ... 20...\n",
       "  * time                (time) datetime64[ns] 2050-07-16 2051-01-16\n",
       "  * latitude            (latitude) float64 31.25 33.75 36.25 ... 73.75 76.25\n",
       "  * longitude           (longitude) float64 -8.75 -6.25 -3.75 ... 36.25 38.75\n",
       "  * percentile          (percentile) int64 10 25 50 75 90\n",
       "Data variables:\n",
       "    tas                 (time, latitude, longitude, percentile) float64 1.891...\n",
       "Attributes:\n",
       "    description:  Contains modified CNRM KCC data used for Atlas in EUCP proj...\n",
       "    history:      original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp58...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0c40694a-66f2-4e38-9bdc-8236cd868252' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0c40694a-66f2-4e38-9bdc-8236cd868252' 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>: 2</li><li><span class='xr-has-index'>latitude</span>: 19</li><li><span class='xr-has-index'>longitude</span>: 20</li><li><span class='xr-has-index'>percentile</span>: 5</li><li><span class='xr-has-index'>climatology_bounds</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-896a2db9-d43f-404b-8af8-662882970e64' class='xr-section-summary-in' type='checkbox'  checked><label for='section-896a2db9-d43f-404b-8af8-662882970e64' 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'>climatology_bounds</span></div><div class='xr-var-dims'>(climatology_bounds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2050-06-01 ... 2051-03-01</div><input id='attrs-c04d8c9c-0ffe-41cf-9c50-22855043b20f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c04d8c9c-0ffe-41cf-9c50-22855043b20f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4354494e-b6a5-4a79-8082-fc072d514d16' class='xr-var-data-in' type='checkbox'><label for='data-4354494e-b6a5-4a79-8082-fc072d514d16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2050-06-01T00:00:00.000000000&#x27;, &#x27;2050-09-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2050-12-01T00:00:00.000000000&#x27;, &#x27;2051-03-01T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>2050-07-16 2051-01-16</div><input id='attrs-b2b5cbc3-fcc2-409a-b237-3c0961fa2573' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2b5cbc3-fcc2-409a-b237-3c0961fa2573' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10fb5241-4e0c-41e8-8a1e-d63287de23dd' class='xr-var-data-in' type='checkbox'><label for='data-10fb5241-4e0c-41e8-8a1e-d63287de23dd' 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>climatology :</span></dt><dd>climatology_bounds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>climatology_bounds :</span></dt><dd>[&#x27;2050-6-1&#x27;, &#x27;2050-9-1&#x27;, &#x27;2050-12-1&#x27;, &#x27;2051-3-1&#x27;]</dd><dt><span>description :</span></dt><dd>mean changes over 20 years 2041-2060 vs 1995-2014. The mid point 2050 is chosen as the representative time.</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2050-07-16T00:00:00.000000000&#x27;, &#x27;2051-01-16T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>31.25 33.75 36.25 ... 73.75 76.25</div><input id='attrs-7a07d15c-752b-4086-9862-1619e2498102' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a07d15c-752b-4086-9862-1619e2498102' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e1fd089-0ad8-4509-a7a7-0626325f4e86' class='xr-var-data-in' type='checkbox'><label for='data-1e1fd089-0ad8-4509-a7a7-0626325f4e86' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([31.25, 33.75, 36.25, 38.75, 41.25, 43.75, 46.25, 48.75, 51.25, 53.75,\n",
       "       56.25, 58.75, 61.25, 63.75, 66.25, 68.75, 71.25, 73.75, 76.25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.75 -6.25 -3.75 ... 36.25 38.75</div><input id='attrs-32135211-4951-4c4d-be68-b9b480e39019' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32135211-4951-4c4d-be68-b9b480e39019' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf77d198-a7b5-4c5c-8046-a8b07382352d' class='xr-var-data-in' type='checkbox'><label for='data-cf77d198-a7b5-4c5c-8046-a8b07382352d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-8.75, -6.25, -3.75, -1.25,  1.25,  3.75,  6.25,  8.75, 11.25, 13.75,\n",
       "       16.25, 18.75, 21.25, 23.75, 26.25, 28.75, 31.25, 33.75, 36.25, 38.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>percentile</span></div><div class='xr-var-dims'>(percentile)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10 25 50 75 90</div><input id='attrs-a6e69717-25c3-42e4-a97c-4b6b52617568' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6e69717-25c3-42e4-a97c-4b6b52617568' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f563be59-0139-44d2-bc87-77aa31f9a37d' class='xr-var-data-in' type='checkbox'><label for='data-f563be59-0139-44d2-bc87-77aa31f9a37d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>percentile</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([10, 25, 50, 75, 90])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c80cc92b-1b26-47e0-b2f4-1c91033b3d6e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c80cc92b-1b26-47e0-b2f4-1c91033b3d6e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, latitude, longitude, percentile)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dd9ae796-b643-4d37-8f2c-030014a27720' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd9ae796-b643-4d37-8f2c-030014a27720' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52920c03-2e40-449b-973a-c3ef3df1c0b6' class='xr-var-data-in' type='checkbox'><label for='data-52920c03-2e40-449b-973a-c3ef3df1c0b6' 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>description :</span></dt><dd>Change in Air Temperature</dd><dt><span>standard_name :</span></dt><dd>Change in Air Temperature</dd><dt><span>long_name :</span></dt><dd>Change in Near-Surface Air Temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: mean changes over 20 years 2041-2060 vs 1995-2014</dd></dl></div><div class='xr-var-data'><pre>array([[[[1.890986, ..., 2.743273],\n",
       "         ...,\n",
       "         [3.051123, ..., 3.98871 ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[     nan, ...,      nan],\n",
       "         ...,\n",
       "         [     nan, ...,      nan]]],\n",
       "\n",
       "\n",
       "       [[[1.27192 , ..., 1.819007],\n",
       "         ...,\n",
       "         [1.34147 , ..., 2.134868]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[     nan, ...,      nan],\n",
       "         ...,\n",
       "         [     nan, ...,      nan]]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed4e48d0-1092-4922-a815-e0e0490075ed' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed4e48d0-1092-4922-a815-e0e0490075ed' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>description :</span></dt><dd>Contains modified CNRM KCC data used for Atlas in EUCP project.</dd><dt><span>history :</span></dt><dd>original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp585_JJA_latlon.nc, CNRM_atlas_tas_CMIP6_histssp585_DJF.nc</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:             (time: 2, latitude: 19, longitude: 20, percentile: 5, climatology_bounds: 4)\n",
       "Coordinates:\n",
       "  * climatology_bounds  (climatology_bounds) datetime64[ns] 2050-06-01 ... 20...\n",
       "  * time                (time) datetime64[ns] 2050-07-16 2051-01-16\n",
       "  * latitude            (latitude) float64 31.25 33.75 36.25 ... 73.75 76.25\n",
       "  * longitude           (longitude) float64 -8.75 -6.25 -3.75 ... 36.25 38.75\n",
       "  * percentile          (percentile) int64 10 25 50 75 90\n",
       "Data variables:\n",
       "    tas                 (time, latitude, longitude, percentile) float64 ...\n",
       "Attributes:\n",
       "    description:  Contains modified CNRM KCC data used for Atlas in EUCP proj...\n",
       "    history:      original CNRM KCC data files CNRM_atlas_tas_CMIP6_histssp58..."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = xr.open_dataset(output_path / \"atlas_EUCP_CNRM_CMIP6_KCC_cons_tas.nc\")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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