docs/examples/read_paired_data.ipynb

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    "# Reading Paired Data\n",
    "\n",
    "First let's just import the driver."
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     "text": [
      "Please install h5py to open files from the Amazon S3 servers.\n",
      "Please install h5netcdf to open files from the Amazon S3 servers.\n"
     ]
    }
   ],
   "source": [
    "from melodies_monet import driver"
   ]
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    "## Read model and observations"
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     "text": [
      "example:wrfchem:racm_esrl\n",
      "**** Reading WRF-Chem model output...\n",
      "example:wrfchem:racm_esrl_vcp\n",
      "**** Reading WRF-Chem model output...\n"
     ]
    }
   ],
   "source": [
    "an = driver.analysis()\n",
    "an.control = \"control_wrfchem_saveandread.yaml\"\n",
    "an.read_control()\n",
    "an.control_dict\n",
    "\n",
    "an.open_models()\n",
    "an.open_obs()"
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    "## Read saved data using control file\n",
    "\n",
    "The driver will read the data based on the information included in the control file by calling {func}`an.read_analysis()<melodies_monet.driver.analysis.read_analysis>`.\n",
    "\n",
    "In the control file analysis section, setting method to `'netcdf'` for a given attribute of the analysis class (e.g., paired,  models, obs) will read NetCDF-4 files and set the appropriate attribute with the data. Filenames must be specified as a dict, with the keys being the pair name and the values being either a string with the filename to be read, or an iterable with multiple filenames to be read. If multiple files (such as several different days) are specified they will be joined by coordinates with [xarray's merge function](https://docs.xarray.dev/en/stable/generated/xarray.merge.html).\n",
    "\n",
    "In the control file analysis section, setting method to `'pkl'` for a given attribute of the analysis class (e.g., paired, models, obs) will read .pkl files and set the appropriate attribute with the data. Filenames must be specified as either a string or an iterable. If multiple files (such as several different days) are specified, they will be joined by coordinates with xarray's merge function."
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     "text": [
      "Reading:  ./output/save_and_read/0905_airnow_RACM_ESRL.nc4\n",
      "Reading:  ./output/save_and_read/0905_airnow_RACM_ESRL_VCP.nc4\n"
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   "source": [
    "an.read_analysis()"
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       "    state_name  (x) object &#x27;CC&#x27; &#x27;CC&#x27; &#x27;CC&#x27; &#x27;CC&#x27; &#x27;CC&#x27; &#x27;CC&#x27; ... &#x27;&#x27; &#x27;&#x27; &#x27;&#x27; &#x27;&#x27; &#x27;&#x27; &#x27;&#x27;\n",
       "    epa_region  (x) object &#x27;CA&#x27; &#x27;CA&#x27; &#x27;CA&#x27; &#x27;CA&#x27; &#x27;CA&#x27; ... &#x27;&#x27; &#x27;R6&#x27; &#x27;DSMG&#x27; &#x27;DSUZ&#x27;\n",
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       "Attributes:\n",
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       "    dict_json:     {\\n    &quot;type&quot;: &quot;pt_sfc&quot;,\\n    &quot;radius_of_influence&quot;: 10000...\n",
       "    group_name:    airnow_RACM_ESRL</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6564833f-53cb-4207-b507-6ad81d143352' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6564833f-53cb-4207-b507-6ad81d143352' 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>: 2091</li><li><span class='xr-has-index'>x</span>: 3786</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-06285db2-9b28-4597-98db-601af05d05b7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-06285db2-9b28-4597-98db-601af05d05b7' 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'>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'>2019-09-01 ... 2019-09-30T00:30:00</div><input id='attrs-0666bd14-a2ce-426c-ad4b-bf7a5077afd7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0666bd14-a2ce-426c-ad4b-bf7a5077afd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7642aebf-9ad7-4b77-b9c0-52b06488f800' class='xr-var-data-in' type='checkbox'><label for='data-7642aebf-9ad7-4b77-b9c0-52b06488f800' 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;2019-09-01T00:00:00.000000000&#x27;, &#x27;2019-09-01T00:15:00.000000000&#x27;,\n",
       "       &#x27;2019-09-01T00:30:00.000000000&#x27;, ..., &#x27;2019-09-30T00:00:00.000000000&#x27;,\n",
       "       &#x27;2019-09-30T00:15:00.000000000&#x27;, &#x27;2019-09-30T00:30:00.000000000&#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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 3782 3783 3784 3785</div><input id='attrs-02149992-8dbb-4b8a-8899-b4ce47a79493' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02149992-8dbb-4b8a-8899-b4ce47a79493' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-804c0738-7a63-4493-a686-7c0b08be39de' class='xr-var-data-in' type='checkbox'><label for='data-804c0738-7a63-4493-a686-7c0b08be39de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 3783, 3784, 3785])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb952e14-3b8d-4622-8dfc-de0c0f60033f' class='xr-section-summary-in' type='checkbox'  ><label for='section-eb952e14-3b8d-4622-8dfc-de0c0f60033f' class='xr-section-summary' >Data variables: <span>(35)</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>BARPR</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fec7ff87-e741-406c-9532-e8c86109ccd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fec7ff87-e741-406c-9532-e8c86109ccd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57fe7ddd-2ec3-4d5f-83ea-49e1ee401c5b' class='xr-var-data-in' type='checkbox'><label for='data-57fe7ddd-2ec3-4d5f-83ea-49e1ee401c5b' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>BC</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ddc8c52c-8c88-4a66-85e1-45bb127e1c23' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddc8c52c-8c88-4a66-85e1-45bb127e1c23' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0707122c-a595-42d0-9221-69f475304438' class='xr-var-data-in' type='checkbox'><label for='data-0707122c-a595-42d0-9221-69f475304438' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a58f6154-a3de-48cb-a295-54dce5861742' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a58f6154-a3de-48cb-a295-54dce5861742' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca526a02-3d2b-44e0-8e08-bce64570143e' class='xr-var-data-in' type='checkbox'><label for='data-ca526a02-3d2b-44e0-8e08-bce64570143e' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bff779a3-f116-4edf-962a-8e54fb66b0c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bff779a3-f116-4edf-962a-8e54fb66b0c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c684e0f7-2b5e-40b5-a83e-ddefc58fe6b9' class='xr-var-data-in' type='checkbox'><label for='data-c684e0f7-2b5e-40b5-a83e-ddefc58fe6b9' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO2</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3302267d-058a-4665-9107-84c4d8b81df5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3302267d-058a-4665-9107-84c4d8b81df5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e9feddc-5e48-4925-a1e1-79e1124536e0' class='xr-var-data-in' type='checkbox'><label for='data-8e9feddc-5e48-4925-a1e1-79e1124536e0' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO2Y</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-efc90636-62f8-4b8b-aafb-6449e11f864f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efc90636-62f8-4b8b-aafb-6449e11f864f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1edd8d7a-b9d8-489d-9015-936b5023dfbc' class='xr-var-data-in' type='checkbox'><label for='data-1edd8d7a-b9d8-489d-9015-936b5023dfbc' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOX</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b1543fa8-1d88-4412-a1c4-91c017dc1938' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1543fa8-1d88-4412-a1c4-91c017dc1938' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5a4e6c0-32d0-402b-b2ed-afeed14cd735' class='xr-var-data-in' type='checkbox'><label for='data-a5a4e6c0-32d0-402b-b2ed-afeed14cd735' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOY</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d26c08ac-ab3e-48e0-ac87-8a6cd2ff18e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d26c08ac-ab3e-48e0-ac87-8a6cd2ff18e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e9d80d0-c6af-4b79-a336-1031f617ad8f' class='xr-var-data-in' type='checkbox'><label for='data-9e9d80d0-c6af-4b79-a336-1031f617ad8f' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>OZONE</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3b95c5f5-2580-4142-aba1-2c299eee7ce7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b95c5f5-2580-4142-aba1-2c299eee7ce7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-006ab1e4-045e-4d54-86b0-4e2df7fff63a' class='xr-var-data-in' type='checkbox'><label for='data-006ab1e4-045e-4d54-86b0-4e2df7fff63a' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM10</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-248d3247-a99a-4885-8b32-8dccbd178792' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-248d3247-a99a-4885-8b32-8dccbd178792' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec26b820-b26a-4b64-b8b8-a3aca5b673bf' class='xr-var-data-in' type='checkbox'><label for='data-ec26b820-b26a-4b64-b8b8-a3aca5b673bf' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM2.5</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ece5cca2-d3a6-4709-b940-d27db33070a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ece5cca2-d3a6-4709-b940-d27db33070a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dcf5fb8-20a6-4958-9007-309d819ff35d' class='xr-var-data-in' type='checkbox'><label for='data-7dcf5fb8-20a6-4958-9007-309d819ff35d' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECIP</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5b60bb52-6bb5-4df5-b36e-c4ea802f6e8b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5b60bb52-6bb5-4df5-b36e-c4ea802f6e8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7bc2b21-dc2d-432b-af5a-04fce8cfd72b' class='xr-var-data-in' type='checkbox'><label for='data-d7bc2b21-dc2d-432b-af5a-04fce8cfd72b' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHUM</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8f3e9957-d3cd-406d-919b-a7ef074cae2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f3e9957-d3cd-406d-919b-a7ef074cae2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f82e1e45-5454-4d59-ac26-7a79c640e35a' class='xr-var-data-in' type='checkbox'><label for='data-f82e1e45-5454-4d59-ac26-7a79c640e35a' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RWD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-24029478-ee86-40d2-b6c5-8b071d7ed0fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24029478-ee86-40d2-b6c5-8b071d7ed0fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b1d3bf1-ec77-4af9-84c0-f28aef8e8528' class='xr-var-data-in' type='checkbox'><label for='data-0b1d3bf1-ec77-4af9-84c0-f28aef8e8528' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RWS</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4793b157-2e66-4185-8442-4898f9fa9d69' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4793b157-2e66-4185-8442-4898f9fa9d69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6c02265-dd50-42bd-b144-58d24d6aa3d9' class='xr-var-data-in' type='checkbox'><label for='data-e6c02265-dd50-42bd-b144-58d24d6aa3d9' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SO2</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-83baa704-5c68-4982-852e-e2cb0f2b60ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83baa704-5c68-4982-852e-e2cb0f2b60ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7a32f78-4ded-4cd5-8864-20f68873b205' class='xr-var-data-in' type='checkbox'><label for='data-d7a32f78-4ded-4cd5-8864-20f68873b205' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SRAD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7092166e-a25f-44d1-96ec-7a473c8fda3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7092166e-a25f-44d1-96ec-7a473c8fda3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f0d67f8-8e92-4084-8550-096b977fc525' class='xr-var-data-in' type='checkbox'><label for='data-8f0d67f8-8e92-4084-8550-096b977fc525' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TEMP</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-26d68824-81bc-431b-8585-b3a5fb8e6d9f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26d68824-81bc-431b-8585-b3a5fb8e6d9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f924e3d0-1eb8-45b6-85ba-6af8290bc327' class='xr-var-data-in' type='checkbox'><label for='data-f924e3d0-1eb8-45b6-85ba-6af8290bc327' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>UV-AETH</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-334fec6e-4394-40d7-b300-210ff5c09a78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-334fec6e-4394-40d7-b300-210ff5c09a78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3040a72-c9f0-4a73-9e75-93aa6c830a44' class='xr-var-data-in' type='checkbox'><label for='data-e3040a72-c9f0-4a73-9e75-93aa6c830a44' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-68805f81-bb40-451a-9326-c9c81d1d15a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-68805f81-bb40-451a-9326-c9c81d1d15a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-825265c6-af47-43f5-8f35-3d33c6224a39' class='xr-var-data-in' type='checkbox'><label for='data-825265c6-af47-43f5-8f35-3d33c6224a39' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fafdd6cb-6a1b-4fb0-af7b-c3017ab2895d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fafdd6cb-6a1b-4fb0-af7b-c3017ab2895d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-321a0daf-e46a-465d-a0c1-f3170c7d4f5a' class='xr-var-data-in' type='checkbox'><label for='data-321a0daf-e46a-465d-a0c1-f3170c7d4f5a' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>units</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-72988f23-e25d-4012-9883-b354cec1e3ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72988f23-e25d-4012-9883-b354cec1e3ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea3112c6-5201-478b-90fa-357e34858794' class='xr-var-data-in' type='checkbox'><label for='data-ea3112c6-5201-478b-90fa-357e34858794' 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>[7916526 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_local</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4732eb4f-fb35-43cf-bc31-263bb363430a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4732eb4f-fb35-43cf-bc31-263bb363430a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1978e0fb-4e43-48ea-b4aa-dd529b491ced' class='xr-var-data-in' type='checkbox'><label for='data-1978e0fb-4e43-48ea-b4aa-dd529b491ced' 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>[7916526 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM2_5_DRY</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b8771e29-154e-4073-bf39-b9439c5207b9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b8771e29-154e-4073-bf39-b9439c5207b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee3a06e2-dfb6-456d-9b8d-5e2cda332cd3' class='xr-var-data-in' type='checkbox'><label for='data-ee3a06e2-dfb6-456d-9b8d-5e2cda332cd3' 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>[7916526 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>o3</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-655f41ec-3122-445f-b872-090214f6f3ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-655f41ec-3122-445f-b872-090214f6f3ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e39a701-056c-4afb-948a-32ee67f9287f' class='xr-var-data-in' type='checkbox'><label for='data-0e39a701-056c-4afb-948a-32ee67f9287f' 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>[7916526 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-742dc85c-623b-4ab8-9189-db3fbdbfb4c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-742dc85c-623b-4ab8-9189-db3fbdbfb4c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7df6c1-9e2b-4017-9d70-c5439e75b2fb' class='xr-var-data-in' type='checkbox'><label for='data-5e7df6c1-9e2b-4017-9d70-c5439e75b2fb' 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([&quot;St. John&#x27;s&quot;, &#x27;Mount Pearl&#x27;, &#x27;Grand Falls Windsor&#x27;, ..., &#x27;Miami&#x27;,\n",
       "       &#x27;Ulaanbaatar&#x27;, &#x27;Tashkent&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>utcoffset</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cb1bb567-bf0d-40a1-98cf-7dd70470d385' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb1bb567-bf0d-40a1-98cf-7dd70470d385' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e677c04-b740-4b8b-982c-8caaf6726906' class='xr-var-data-in' type='checkbox'><label for='data-8e677c04-b740-4b8b-982c-8caaf6726906' 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([-4, -4, -4, ..., -6,  8,  5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d591382e-6f89-41c3-a926-6c62626cfdfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d591382e-6f89-41c3-a926-6c62626cfdfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9adcc3e-b299-4ba5-9dda-e33261babd5b' class='xr-var-data-in' type='checkbox'><label for='data-e9adcc3e-b299-4ba5-9dda-e33261babd5b' 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([47.6528  , 47.505   , 49.0194  , ..., 36.922222, 47.928385, 41.3672  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a07b4f9a-b595-4f65-83f4-04e5667bdcfe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a07b4f9a-b595-4f65-83f4-04e5667bdcfe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57aecb23-1ef7-4d86-9a0a-abf973ed7709' class='xr-var-data-in' type='checkbox'><label for='data-57aecb23-1ef7-4d86-9a0a-abf973ed7709' 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([-52.8167 , -52.7947 , -55.8028 , ..., -94.83889, 106.92947,  69.2725 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cmsa_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-323feeb4-7d90-4ebf-acfc-8d6d7a832974' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-323feeb4-7d90-4ebf-acfc-8d6d7a832974' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25966e3a-0da7-4545-b87c-5d46ab2fc680' class='xr-var-data-in' type='checkbox'><label for='data-25966e3a-0da7-4545-b87c-5d46ab2fc680' 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([-1., -1., -1., ..., -1., -1., -1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msa_code</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1e1fd096-9deb-4193-b093-b2a20020b87d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e1fd096-9deb-4193-b093-b2a20020b87d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19482c9f-defc-46a2-842b-288ee59dab9d' class='xr-var-data-in' type='checkbox'><label for='data-19482c9f-defc-46a2-842b-288ee59dab9d' 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([-1.000e+00, -1.000e+00, -1.000e+00, ...,  3.306e+04, -1.000e+00,\n",
       "       -1.000e+00])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msa_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ec9da3df-8296-46e8-8dfd-d03f09d15426' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ec9da3df-8296-46e8-8dfd-d03f09d15426' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d70b1785-4c48-4ed8-8ebf-79b302b4857c' class='xr-var-data-in' type='checkbox'><label for='data-d70b1785-4c48-4ed8-8ebf-79b302b4857c' 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;&#x27;, &#x27;&#x27;, &#x27;&#x27;, ..., &#x27; Miami, OK &#x27;, &#x27;&#x27;, &#x27;&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>state_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4abcb2ec-a377-4483-833a-145b77734bf9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4abcb2ec-a377-4483-833a-145b77734bf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-738c6bf5-dde2-4edb-ba10-08791c822d20' class='xr-var-data-in' type='checkbox'><label for='data-738c6bf5-dde2-4edb-ba10-08791c822d20' 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;CC&#x27;, &#x27;CC&#x27;, &#x27;CC&#x27;, ..., &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epa_region</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-52970f65-bb4e-4681-8db9-133ec71037c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52970f65-bb4e-4681-8db9-133ec71037c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-020d45d4-e2c5-4858-b42c-c38b2c0cd0c4' class='xr-var-data-in' type='checkbox'><label for='data-020d45d4-e2c5-4858-b42c-c38b2c0cd0c4' 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;CA&#x27;, &#x27;CA&#x27;, &#x27;CA&#x27;, ..., &#x27;R6&#x27;, &#x27;DSMG&#x27;, &#x27;DSUZ&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>siteid</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dc7249ef-0727-41a1-920e-915cb505c61e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc7249ef-0727-41a1-920e-915cb505c61e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-deeaf16a-69f8-4e40-a8d1-2cef24f3a7ac' class='xr-var-data-in' type='checkbox'><label for='data-deeaf16a-69f8-4e40-a8d1-2cef24f3a7ac' 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;000010102&#x27;, &#x27;000010401&#x27;, &#x27;000010501&#x27;, ..., &#x27;TT9209004&#x27;, &#x27;UB1010001&#x27;,\n",
       "       &#x27;UZB010001&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c2ca77af-9724-473f-aef8-a31571592c20' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2ca77af-9724-473f-aef8-a31571592c20' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd></dd><dt><span>format :</span></dt><dd>NetCDF-4</dd><dt><span>date_created :</span></dt><dd>2022-12-05</dd><dt><span>dict_json :</span></dt><dd>{\n",
       "    &quot;type&quot;: &quot;pt_sfc&quot;,\n",
       "    &quot;radius_of_influence&quot;: 1000000.0,\n",
       "    &quot;obs&quot;: &quot;airnow&quot;,\n",
       "    &quot;model&quot;: &quot;RACM_ESRL&quot;,\n",
       "    &quot;model_vars&quot;: [\n",
       "        &quot;PM2_5_DRY&quot;,\n",
       "        &quot;o3&quot;\n",
       "    ],\n",
       "    &quot;obs_vars&quot;: [\n",
       "        &quot;PM2.5&quot;,\n",
       "        &quot;OZONE&quot;\n",
       "    ],\n",
       "    &quot;filename&quot;: &quot;airnow_RACM_ESRL.nc&quot;\n",
       "}</dd><dt><span>group_name :</span></dt><dd>airnow_RACM_ESRL</dd></dl></div></li></ul></div></div>"
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     },
     "execution_count": 4,
     "metadata": {},
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    }
   ],
   "source": [
    "an.paired['airnow_RACM_ESRL'].obj"
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  },
  {
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       "Attributes:\n",
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       "    dict_json:     {\\n    &quot;type&quot;: &quot;pt_sfc&quot;,\\n    &quot;radius_of_influence&quot;: 10000...\n",
       "    group_name:    airnow_RACM_ESRL_VCP</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2ed5e8be-8614-444f-b060-659b9ef61498' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2ed5e8be-8614-444f-b060-659b9ef61498' 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>: 2091</li><li><span class='xr-has-index'>x</span>: 3786</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4a38e9a7-07fa-49f1-b0c3-a946bdb6f7d2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a38e9a7-07fa-49f1-b0c3-a946bdb6f7d2' 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'>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'>2019-09-01 ... 2019-09-30T00:30:00</div><input id='attrs-506c614e-d5e8-4a04-a991-22b5b66a4487' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-506c614e-d5e8-4a04-a991-22b5b66a4487' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539c5187-c94e-4de3-a560-ebfcf2846a66' class='xr-var-data-in' type='checkbox'><label for='data-539c5187-c94e-4de3-a560-ebfcf2846a66' 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;2019-09-01T00:00:00.000000000&#x27;, &#x27;2019-09-01T00:15:00.000000000&#x27;,\n",
       "       &#x27;2019-09-01T00:30:00.000000000&#x27;, ..., &#x27;2019-09-30T00:00:00.000000000&#x27;,\n",
       "       &#x27;2019-09-30T00:15:00.000000000&#x27;, &#x27;2019-09-30T00:30:00.000000000&#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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 3782 3783 3784 3785</div><input id='attrs-7dc91b31-ce84-4493-bdc0-fc03c9efe2c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7dc91b31-ce84-4493-bdc0-fc03c9efe2c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dcc373e-ca34-4a12-8aaf-d53b4230c8cc' class='xr-var-data-in' type='checkbox'><label for='data-7dcc373e-ca34-4a12-8aaf-d53b4230c8cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 3783, 3784, 3785])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-00a8201b-bf0d-4889-b5c7-c65b680d5616' class='xr-section-summary-in' type='checkbox'  ><label for='section-00a8201b-bf0d-4889-b5c7-c65b680d5616' class='xr-section-summary' >Data variables: <span>(35)</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>BARPR</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a5009ec4-6747-40d7-ba91-2664d027ff03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5009ec4-6747-40d7-ba91-2664d027ff03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09281079-33fa-45ce-9415-01dfc9e69b76' class='xr-var-data-in' type='checkbox'><label for='data-09281079-33fa-45ce-9415-01dfc9e69b76' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>BC</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b7457209-9320-47e6-b0f0-836bfdd52ea5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7457209-9320-47e6-b0f0-836bfdd52ea5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0758647e-e1be-4ece-976d-31782e7d9c04' class='xr-var-data-in' type='checkbox'><label for='data-0758647e-e1be-4ece-976d-31782e7d9c04' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f9bc2041-b786-4168-b947-5e35b8e4bdf9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9bc2041-b786-4168-b947-5e35b8e4bdf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5db05b47-04e7-4af6-aa84-79f13d3bfad8' class='xr-var-data-in' type='checkbox'><label for='data-5db05b47-04e7-4af6-aa84-79f13d3bfad8' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7d3f5bf6-ae0f-48d8-81e2-a2de628dd459' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d3f5bf6-ae0f-48d8-81e2-a2de628dd459' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1faa12dd-c2f3-4893-8c19-b3d9bcac31f4' class='xr-var-data-in' type='checkbox'><label for='data-1faa12dd-c2f3-4893-8c19-b3d9bcac31f4' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO2</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c567abd6-ffe4-4f25-b745-19909fa5042f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c567abd6-ffe4-4f25-b745-19909fa5042f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e0c4c06-f198-43aa-9e5b-b571d0ce3d0f' class='xr-var-data-in' type='checkbox'><label for='data-4e0c4c06-f198-43aa-9e5b-b571d0ce3d0f' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NO2Y</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0fde6dd8-24f7-4e2d-9957-74814ea75eb1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fde6dd8-24f7-4e2d-9957-74814ea75eb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91ce82de-0ca2-4f9e-83f0-d2022591c387' class='xr-var-data-in' type='checkbox'><label for='data-91ce82de-0ca2-4f9e-83f0-d2022591c387' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOX</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1bbb8f83-7239-45bd-8fff-979212f6c814' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1bbb8f83-7239-45bd-8fff-979212f6c814' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d9b8e0b-4e11-4a94-98b0-27ca692597b3' class='xr-var-data-in' type='checkbox'><label for='data-6d9b8e0b-4e11-4a94-98b0-27ca692597b3' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOY</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e0ff3100-12ea-4ffc-8743-22c9f7eb59dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e0ff3100-12ea-4ffc-8743-22c9f7eb59dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19693f15-85d4-4ccf-add9-9003f1524b18' class='xr-var-data-in' type='checkbox'><label for='data-19693f15-85d4-4ccf-add9-9003f1524b18' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>OZONE</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-797d4de7-a1bb-4327-a9b8-ee4689b96756' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-797d4de7-a1bb-4327-a9b8-ee4689b96756' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-787c5518-b44e-4347-8c3c-c56dfefa38ee' class='xr-var-data-in' type='checkbox'><label for='data-787c5518-b44e-4347-8c3c-c56dfefa38ee' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM10</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e3bea709-b8c4-4f9c-ba25-ee200bdd39fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3bea709-b8c4-4f9c-ba25-ee200bdd39fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-601308e9-9958-40a4-9e4f-7eba4b1909cc' class='xr-var-data-in' type='checkbox'><label for='data-601308e9-9958-40a4-9e4f-7eba4b1909cc' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM2.5</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b44c0ad7-743d-4f38-b9d2-c622131182eb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b44c0ad7-743d-4f38-b9d2-c622131182eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f5f833b-e088-4fe3-8cac-804fcb978510' class='xr-var-data-in' type='checkbox'><label for='data-0f5f833b-e088-4fe3-8cac-804fcb978510' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PRECIP</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fbd08c1a-0fe5-47f9-9ee0-321f32719a71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbd08c1a-0fe5-47f9-9ee0-321f32719a71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6644a6b0-eb33-433e-ad2b-cb4785af626a' class='xr-var-data-in' type='checkbox'><label for='data-6644a6b0-eb33-433e-ad2b-cb4785af626a' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHUM</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b1fae40a-7e3e-4cc8-a9ed-aa4f0ca9cb4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1fae40a-7e3e-4cc8-a9ed-aa4f0ca9cb4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b142adfd-14d1-4b3a-ac14-ebfacbdd5dc7' class='xr-var-data-in' type='checkbox'><label for='data-b142adfd-14d1-4b3a-ac14-ebfacbdd5dc7' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RWD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bd387379-d0f2-4869-b016-9c42cf4589e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd387379-d0f2-4869-b016-9c42cf4589e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-419352b6-b383-44b3-aec9-359f98c399ba' class='xr-var-data-in' type='checkbox'><label for='data-419352b6-b383-44b3-aec9-359f98c399ba' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RWS</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-93adb97a-316e-4719-a6f8-03eccc79489c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93adb97a-316e-4719-a6f8-03eccc79489c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fde676fa-2a41-49fd-bb30-e865b4817881' class='xr-var-data-in' type='checkbox'><label for='data-fde676fa-2a41-49fd-bb30-e865b4817881' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SO2</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6d47d073-8b5e-405a-9031-f8b701ca3845' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d47d073-8b5e-405a-9031-f8b701ca3845' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf7f5288-3f66-49ac-ae8d-90b983c40a54' class='xr-var-data-in' type='checkbox'><label for='data-cf7f5288-3f66-49ac-ae8d-90b983c40a54' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SRAD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4319eae8-9314-4161-ae84-2c592fed882d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4319eae8-9314-4161-ae84-2c592fed882d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53bf7556-f268-4b09-9df6-ec0bc5a0c06e' class='xr-var-data-in' type='checkbox'><label for='data-53bf7556-f268-4b09-9df6-ec0bc5a0c06e' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TEMP</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4b601f0e-6d14-4806-842a-3275b3d20d8b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b601f0e-6d14-4806-842a-3275b3d20d8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12311cc4-7017-44f6-88e4-851c0596ab49' class='xr-var-data-in' type='checkbox'><label for='data-12311cc4-7017-44f6-88e4-851c0596ab49' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>UV-AETH</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-174ac374-a6cf-4168-8013-c2dbedbfed05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-174ac374-a6cf-4168-8013-c2dbedbfed05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7b3c658-7ce6-47af-a886-3ad16c950e98' class='xr-var-data-in' type='checkbox'><label for='data-a7b3c658-7ce6-47af-a886-3ad16c950e98' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WD</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dd8836be-94bb-4495-877b-fa9701241499' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd8836be-94bb-4495-877b-fa9701241499' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78e9f20d-aab6-463d-9263-4d13a6f663b7' class='xr-var-data-in' type='checkbox'><label for='data-78e9f20d-aab6-463d-9263-4d13a6f663b7' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WS</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e2a398bc-f1c9-4698-9911-da1959e50208' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2a398bc-f1c9-4698-9911-da1959e50208' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7ea14a2-c59b-4e27-8ec2-0a926625d4a7' class='xr-var-data-in' type='checkbox'><label for='data-f7ea14a2-c59b-4e27-8ec2-0a926625d4a7' 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>[7916526 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>units</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7ed298b7-4dc4-4d1b-91c9-780583005db4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ed298b7-4dc4-4d1b-91c9-780583005db4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e4cca1f-90c3-45e2-a673-4d14579078f1' class='xr-var-data-in' type='checkbox'><label for='data-7e4cca1f-90c3-45e2-a673-4d14579078f1' 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>[7916526 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_local</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d27d21d8-e9b6-4abd-bf9b-c3d8d9a59504' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d27d21d8-e9b6-4abd-bf9b-c3d8d9a59504' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e865c0c-4a5a-404b-a400-c9747afb9678' class='xr-var-data-in' type='checkbox'><label for='data-1e865c0c-4a5a-404b-a400-c9747afb9678' 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>[7916526 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PM2_5_DRY</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3046dfd5-ec04-49ac-ba85-d33764318322' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3046dfd5-ec04-49ac-ba85-d33764318322' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3efdaec2-0b45-455f-88e3-7ac2e6b5224b' class='xr-var-data-in' type='checkbox'><label for='data-3efdaec2-0b45-455f-88e3-7ac2e6b5224b' 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>[7916526 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>o3</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-28d70c98-98c2-4e2c-a4f5-ebdabf1b21e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28d70c98-98c2-4e2c-a4f5-ebdabf1b21e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9882e6c-8b5d-4e7e-9530-495740e3c428' class='xr-var-data-in' type='checkbox'><label for='data-a9882e6c-8b5d-4e7e-9530-495740e3c428' 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>[7916526 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6c854673-2e6c-4045-bd3c-a7a6dcfac80a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c854673-2e6c-4045-bd3c-a7a6dcfac80a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-421bab43-a7ed-4ad1-888d-244ea344de13' class='xr-var-data-in' type='checkbox'><label for='data-421bab43-a7ed-4ad1-888d-244ea344de13' 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([&quot;St. John&#x27;s&quot;, &#x27;Mount Pearl&#x27;, &#x27;Grand Falls Windsor&#x27;, ..., &#x27;Miami&#x27;,\n",
       "       &#x27;Ulaanbaatar&#x27;, &#x27;Tashkent&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>utcoffset</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7d04911e-439d-4a67-8b32-0c6a8ed3b73f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d04911e-439d-4a67-8b32-0c6a8ed3b73f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a416dde-2145-4cf3-bf80-90a20af4a94d' class='xr-var-data-in' type='checkbox'><label for='data-4a416dde-2145-4cf3-bf80-90a20af4a94d' 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([-4, -4, -4, ..., -6,  8,  5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-884a43b0-3902-4ca1-9ede-a0e29fe68f80' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-884a43b0-3902-4ca1-9ede-a0e29fe68f80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e47f505-291d-4b0f-a8c0-ab257d841070' class='xr-var-data-in' type='checkbox'><label for='data-8e47f505-291d-4b0f-a8c0-ab257d841070' 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([47.6528  , 47.505   , 49.0194  , ..., 36.922222, 47.928385, 41.3672  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-409aa2f6-4812-4333-8286-0b2d504a9a77' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-409aa2f6-4812-4333-8286-0b2d504a9a77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c0e501c-b24b-4eb5-acda-2a9cd66ef0e1' class='xr-var-data-in' type='checkbox'><label for='data-7c0e501c-b24b-4eb5-acda-2a9cd66ef0e1' 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([-52.8167 , -52.7947 , -55.8028 , ..., -94.83889, 106.92947,  69.2725 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cmsa_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d3f03f65-b847-4503-bd63-df098253e45a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3f03f65-b847-4503-bd63-df098253e45a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-870354cb-51fa-4b9b-a1f4-2748801a7b0d' class='xr-var-data-in' type='checkbox'><label for='data-870354cb-51fa-4b9b-a1f4-2748801a7b0d' 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([-1., -1., -1., ..., -1., -1., -1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msa_code</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5cd4425-2754-4e94-8165-46b65e3e06be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d5cd4425-2754-4e94-8165-46b65e3e06be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-694d5c80-fdf3-4ded-99a8-0561d65f5905' class='xr-var-data-in' type='checkbox'><label for='data-694d5c80-fdf3-4ded-99a8-0561d65f5905' 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([-1.000e+00, -1.000e+00, -1.000e+00, ...,  3.306e+04, -1.000e+00,\n",
       "       -1.000e+00])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msa_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-24ddb408-4995-4a0e-8fcf-224a9a40b100' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24ddb408-4995-4a0e-8fcf-224a9a40b100' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb580570-879c-4259-80f4-bbefaa24cd09' class='xr-var-data-in' type='checkbox'><label for='data-cb580570-879c-4259-80f4-bbefaa24cd09' 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;&#x27;, &#x27;&#x27;, &#x27;&#x27;, ..., &#x27; Miami, OK &#x27;, &#x27;&#x27;, &#x27;&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>state_name</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-78e398f9-5395-4d57-acf0-c8e23b5fb8a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78e398f9-5395-4d57-acf0-c8e23b5fb8a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74a0ade1-51d0-462e-81dd-68702c8b05b4' class='xr-var-data-in' type='checkbox'><label for='data-74a0ade1-51d0-462e-81dd-68702c8b05b4' 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;CC&#x27;, &#x27;CC&#x27;, &#x27;CC&#x27;, ..., &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epa_region</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c55135a2-9075-417e-af21-ee293673421c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c55135a2-9075-417e-af21-ee293673421c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e25dd4bb-dbb9-4c02-b325-cb16e767bbb4' class='xr-var-data-in' type='checkbox'><label for='data-e25dd4bb-dbb9-4c02-b325-cb16e767bbb4' 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;CA&#x27;, &#x27;CA&#x27;, &#x27;CA&#x27;, ..., &#x27;R6&#x27;, &#x27;DSMG&#x27;, &#x27;DSUZ&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>siteid</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-723fc145-60e1-40b8-8df4-29f3ec273b01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-723fc145-60e1-40b8-8df4-29f3ec273b01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57496798-7b69-4d8c-b9a7-6ca67293a435' class='xr-var-data-in' type='checkbox'><label for='data-57496798-7b69-4d8c-b9a7-6ca67293a435' 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;000010102&#x27;, &#x27;000010401&#x27;, &#x27;000010501&#x27;, ..., &#x27;TT9209004&#x27;, &#x27;UB1010001&#x27;,\n",
       "       &#x27;UZB010001&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38dc59b8-b133-4e65-9fb0-685389a32c7b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-38dc59b8-b133-4e65-9fb0-685389a32c7b' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd></dd><dt><span>format :</span></dt><dd>NetCDF-4</dd><dt><span>date_created :</span></dt><dd>2022-12-05</dd><dt><span>dict_json :</span></dt><dd>{\n",
       "    &quot;type&quot;: &quot;pt_sfc&quot;,\n",
       "    &quot;radius_of_influence&quot;: 1000000.0,\n",
       "    &quot;obs&quot;: &quot;airnow&quot;,\n",
       "    &quot;model&quot;: &quot;RACM_ESRL_VCP&quot;,\n",
       "    &quot;model_vars&quot;: [\n",
       "        &quot;PM2_5_DRY&quot;,\n",
       "        &quot;o3&quot;\n",
       "    ],\n",
       "    &quot;obs_vars&quot;: [\n",
       "        &quot;PM2.5&quot;,\n",
       "        &quot;OZONE&quot;\n",
       "    ],\n",
       "    &quot;filename&quot;: &quot;airnow_RACM_ESRL_VCP.nc&quot;\n",
       "}</dd><dt><span>group_name :</span></dt><dd>airnow_RACM_ESRL_VCP</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (time: 2091, x: 3786)\n",
       "Coordinates:\n",
       "  * time        (time) datetime64[ns] 2019-09-01 ... 2019-09-30T00:30:00\n",
       "  * x           (x) int64 0 1 2 3 4 5 6 7 ... 3779 3780 3781 3782 3783 3784 3785\n",
       "Data variables: (12/35)\n",
       "    BARPR       (time, x) float64 ...\n",
       "    BC          (time, x) float64 ...\n",
       "    CO          (time, x) float64 ...\n",
       "    NO          (time, x) float64 ...\n",
       "    NO2         (time, x) float64 ...\n",
       "    NO2Y        (time, x) float64 ...\n",
       "    ...          ...\n",
       "    cmsa_name   (x) float64 ...\n",
       "    msa_code    (x) float64 ...\n",
       "    msa_name    (x) object ...\n",
       "    state_name  (x) object ...\n",
       "    epa_region  (x) object ...\n",
       "    siteid      (x) object ...\n",
       "Attributes:\n",
       "    title:         \n",
       "    format:        NetCDF-4\n",
       "    date_created:  2022-12-05\n",
       "    dict_json:     {\\n    \"type\": \"pt_sfc\",\\n    \"radius_of_influence\": 10000...\n",
       "    group_name:    airnow_RACM_ESRL_VCP"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "an.paired['airnow_RACM_ESRL_VCP'].obj"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72514743-b2cb-453c-9ff6-7e4873a90b20",
   "metadata": {},
   "source": [
    "## Read data without using control file\n",
    "\n",
    "Alternatively, the same can be achieved by calling {func}`melodies_monet.util.read_util.read_saved_data` directly. The object to set must be an attribute of the instance of the analysis class (e.g., {attr}`an.paired <melodies_monet.driver.analysis.paired>`, {attr}`an.models <melodies_monet.driver.analysis.models>`, {attr}`an.obs <melodies_monet.driver.analysis.obs>`)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9f6c4e-ee74-4ebb-9a26-3a0dcda3faf5",
   "metadata": {},
   "source": [
    "```python\n",
    "# For netCDF files \n",
    "from melodies_monet.util.read_util import read_saved_data\n",
    "\n",
    "read_saved_data(\n",
    "    analysis=an,\n",
    "    filenames={'airnow_wrfchem_v4.2': ['0905_airnow_wrfchem_v4.2.nc4']},\n",
    "    method='netcdf',\n",
    "    attr='paired')\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90908ece-b080-4057-ad45-0b4b4d89fd8e",
   "metadata": {},
   "source": [
    "```python\n",
    "# For pickle files \n",
    "from melodies_monet.util.read_util import read_saved_data\n",
    "\n",
    "read_saved_data(analysis=an, filenames=['0905.pkl'], method='pkl', attr='paired')\n",
    "```"
   ]
  }
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