
.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/Creating_GS_Files/plot_csv_resolve.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_examples_Creating_GS_Files_plot_csv_resolve.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_examples_Creating_GS_Files_plot_csv_resolve.py:


CSV to NetCDF
-------------

This example demonstrates how to convert comma-separated values (CSV) data to the GS NetCDF format. Specifically this example includes:

1. Raw AEM data, from the Resolve system
2. Inverted resistivity models

Dataset Reference:
Burton, B.L., Minsley, B.J., Bloss, B.R., and Kress, W.H., 2021, Airborne electromagnetic, magnetic, and radiometric survey of the Mississippi Alluvial Plain, November 2018 - February 2019: U.S. Geological Survey data release, https://doi.org/10.5066/P9XBBBUU.

.. GENERATED FROM PYTHON SOURCE LINES 15-19

.. code-block:: Python

    import matplotlib.pyplot as plt
    from os.path import join
    import gspy








.. GENERATED FROM PYTHON SOURCE LINES 20-22

Convert the resolve csv data to NetCDF
++++++++++++++++++++++++++++++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 24-25

Initialize the Survey

.. GENERATED FROM PYTHON SOURCE LINES 25-34

.. code-block:: Python


    # Path to example files
    data_path = '..//data_files//resolve'

    # Survey metadata file
    metadata = join(data_path, "data//Resolve_survey_md.yml")
    # Establish the Survey
    survey = gspy.Survey.from_dict(metadata)








.. GENERATED FROM PYTHON SOURCE LINES 35-36

Import raw AEM data from CSV-format.

.. GENERATED FROM PYTHON SOURCE LINES 36-46

.. code-block:: Python


    data_container = survey.gs.add_container('data', **dict(content = "raw and processed data"))

    # Define input data file and associated metadata file
    d_data = join(data_path, 'data//Resolve.csv')
    d_supp = join(data_path, 'data//Resolve_data_md.yml')

    # Add the raw AEM data as a tabular dataset
    data_container.gs.add(key='raw_data', data_filename=d_data, metadata_file=d_supp)






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    </style><pre class='xr-text-repr-fallback'>&lt;xarray.DataTree &#x27;raw_data&#x27;&gt;
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    │   Attributes:
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    │       comment:     This dataset includes minimally processed (raw) AEM data
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    │       method:      electromagnetic
    │       instrument:  resolve
    ├── Group: /survey/data/raw_data/resolve_system
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    │       Attributes:
    │           type:                     system
    │           mode:                     airborne
    │           method:                   electromagnetic
    │           submethod:                frequency domain
    │           instrument:               resolve
    │           uuid:                     d3b7eb8a-848c-4bc8-9ee4-6ad2ac01061e
    │           name:                     resolve_system
    │           data_normalized:          True
    │           output_data_type:         ppm
    │           reference_frame:          right-handed positive up
    │           output_sample_frequency:  10
    ├── Group: /survey/data/raw_data/magnetic_system
    │       Attributes:
    │           type:              system
    │           mode:              airborne
    │           method:            magnetic
    │           submethod:         total field
    │           instrument:        cesium vapour
    │           name:              magnetic_system
    │           sample_frequency:  10.0
    │           sensitivity:       0.001
    └── Group: /survey/data/raw_data/radiometric_system
            Attributes:
                type:              system
                mode:              airborne
                method:            radiometric
                submethod:         not_defined
                instrument:        not_defined
                name:              radiometric_system
                crystal_type:      NaI
                sample_frequency:  1.0
                downward_volume:   16.8
                upward_volume:     4.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;raw_data&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-883822a9-d59f-4802-b2e6-be81a83a62ad' class='xr-section-summary-in' type='checkbox'  ><label for='section-883822a9-d59f-4802-b2e6-be81a83a62ad' class='xr-section-summary' >Groups: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><div style='display: inline-grid; grid-template-columns: 100%; grid-column: 1 / -1'><div class='xr-group-box'><div class='xr-group-box-vline' style='height: 100%'></div><div class='xr-group-box-hline'></div><div class='xr-group-box-contents'><div class='xr-header'><div class='xr-group-name'>/survey/data/raw_data/resolve_system</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-24b514d0-79b6-41b6-ab03-902c4c41cd67' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-24b514d0-79b6-41b6-ab03-902c4c41cd67' 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'>index</span>: 2334</li><li><span class='xr-has-index'>layer_depth</span>: 31</li><li><span class='xr-has-index'>nv</span>: 2</li><li><span class='xr-has-index'>spec_sample</span>: 256</li><li><span class='xr-has-index'>frequency</span>: 6</li><li><span class='xr-has-index'>n_transmitter</span>: 6</li><li><span class='xr-has-index'>n_receiver</span>: 6</li><li><span class='xr-has-index'>n_component</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-14091ed9-7821-4ea2-a85d-5090092ac6f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14091ed9-7821-4ea2-a85d-5090092ac6f8' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_transmitter</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5</div><input id='attrs-e1d5b46c-d6e5-43ed-9a9a-76cc0ccf5b2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1d5b46c-d6e5-43ed-9a9a-76cc0ccf5b2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-214193f8-9811-43c1-add4-c082d4d112d5' class='xr-var-data-in' type='checkbox'><label for='data-214193f8-9811-43c1-add4-c082d4d112d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_transmitter</dd><dt><span>long_name :</span></dt><dd>Number of transmitters</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 5.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_receiver</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5</div><input id='attrs-f5e027ad-fcbf-4013-bc65-3a7257730534' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f5e027ad-fcbf-4013-bc65-3a7257730534' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69d26928-a61f-4430-bfe8-2e9685b37548' class='xr-var-data-in' type='checkbox'><label for='data-69d26928-a61f-4430-bfe8-2e9685b37548' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_receiver</dd><dt><span>long_name :</span></dt><dd>Number of receivers</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 5.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_component</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5</div><input id='attrs-0c9a0f76-5be5-4b2e-bf3e-c94d38e05cf8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c9a0f76-5be5-4b2e-bf3e-c94d38e05cf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-766023fd-c716-4630-8d64-452c256c372e' class='xr-var-data-in' type='checkbox'><label for='data-766023fd-c716-4630-8d64-452c256c372e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_component</dd><dt><span>long_name :</span></dt><dd>Number of components</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 5.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3dfea308-c587-4821-8135-56229b36a6b9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3dfea308-c587-4821-8135-56229b36a6b9' class='xr-section-summary' >Data variables: <span>(13)</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>transmitter_label</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>400 1800 3300 8200 40000 140000</div><input id='attrs-f7d4b54e-8d8f-4916-9b59-e71ec1e2fb6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7d4b54e-8d8f-4916-9b59-e71ec1e2fb6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08f6d79d-f51e-4656-93bd-2cc0dcb29a18' class='xr-var-data-in' type='checkbox'><label for='data-08f6d79d-f51e-4656-93bd-2cc0dcb29a18' 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>valid_range :</span></dt><dd>[   400. 140000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   400,   1800,   3300,   8200,  40000, 140000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_orientation</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27; &#x27;x&#x27; &#x27;z&#x27; &#x27;z&#x27; &#x27;z&#x27;</div><input id='attrs-c425fff5-cbd6-4b7e-8878-82600cb4c34c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c425fff5-cbd6-4b7e-8878-82600cb4c34c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-287beccc-0201-48e8-a774-e37b26eb53dc' class='xr-var-data-in' type='checkbox'><label for='data-287beccc-0201-48e8-a774-e37b26eb53dc' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;, &#x27;x&#x27;, &#x27;z&#x27;, &#x27;z&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_actual_frequency</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>381 1829 3385 8261 40430 133400</div><input id='attrs-871f4713-772a-4843-99bb-342d67e9d787' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-871f4713-772a-4843-99bb-342d67e9d787' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1a897a5-7ab1-45c5-ba18-d6c60c255fda' class='xr-var-data-in' type='checkbox'><label for='data-e1a897a5-7ab1-45c5-ba18-d6c60c255fda' 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>valid_range :</span></dt><dd>[   381. 133400.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   381,   1829,   3385,   8261,  40430, 133400])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_moment</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>359 187 150 72 49 17</div><input id='attrs-5219f180-396a-483a-80e5-cc03fddc32f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5219f180-396a-483a-80e5-cc03fddc32f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a269f6a8-792e-4333-987b-c3c5a0f19f9e' class='xr-var-data-in' type='checkbox'><label for='data-a269f6a8-792e-4333-987b-c3c5a0f19f9e' 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>valid_range :</span></dt><dd>[ 17. 359.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([359, 187, 150,  72,  49,  17])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_label</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27; &#x27;x&#x27; &#x27;z&#x27; &#x27;z&#x27; &#x27;z&#x27;</div><input id='attrs-fa5fda81-8d87-4691-8693-1c2ae92f43ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa5fda81-8d87-4691-8693-1c2ae92f43ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fafade11-36ef-42c0-b2d2-fbe062bf9333' class='xr-var-data-in' type='checkbox'><label for='data-fafade11-36ef-42c0-b2d2-fbe062bf9333' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;, &#x27;x&#x27;, &#x27;z&#x27;, &#x27;z&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_orientation</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27; &#x27;x&#x27; &#x27;z&#x27; &#x27;z&#x27; &#x27;z&#x27;</div><input id='attrs-83445465-5de2-4b13-a096-18b6a4277bec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83445465-5de2-4b13-a096-18b6a4277bec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebdae83c-c079-4471-91a5-4f8f66bcc7a6' class='xr-var-data-in' type='checkbox'><label for='data-ebdae83c-c079-4471-91a5-4f8f66bcc7a6' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;, &#x27;x&#x27;, &#x27;z&#x27;, &#x27;z&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_label</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;400_z&#x27; &#x27;1800_z&#x27; ... &#x27;140000_z&#x27;</div><input id='attrs-2097087d-ff8f-4740-9414-668a1f97c8fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2097087d-ff8f-4740-9414-668a1f97c8fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8de3f825-2e6f-4650-8cea-b1d774cf1b3c' class='xr-var-data-in' type='checkbox'><label for='data-8de3f825-2e6f-4650-8cea-b1d774cf1b3c' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;400_z&#x27;, &#x27;1800_z&#x27;, &#x27;3300_x&#x27;, &#x27;8200_z&#x27;, &#x27;40000_z&#x27;, &#x27;140000_z&#x27;],dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_transmitters</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>400 1800 3300 8200 40000 140000</div><input id='attrs-e68d0704-a998-4d23-b03c-4c87bfbe136a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e68d0704-a998-4d23-b03c-4c87bfbe136a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a893ba01-a26e-4c6c-8f0c-dd86071fd95e' class='xr-var-data-in' type='checkbox'><label for='data-a893ba01-a26e-4c6c-8f0c-dd86071fd95e' 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>valid_range :</span></dt><dd>[   400. 140000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   400,   1800,   3300,   8200,  40000, 140000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_receivers</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27; &#x27;x&#x27; &#x27;z&#x27; &#x27;z&#x27; &#x27;z&#x27;</div><input id='attrs-0b7f112e-6c6a-4d51-ae88-e5a8e1d6fab2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b7f112e-6c6a-4d51-ae88-e5a8e1d6fab2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57174621-d18a-4ec2-be0a-bdec42e95e7e' class='xr-var-data-in' type='checkbox'><label for='data-57174621-d18a-4ec2-be0a-bdec42e95e7e' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;, &#x27;x&#x27;, &#x27;z&#x27;, &#x27;z&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dx</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.93 7.95 9.06 7.93 7.92 7.97</div><input id='attrs-d0f65340-3bfd-4006-846d-3cf21a392866' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0f65340-3bfd-4006-846d-3cf21a392866' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5367e51-cd4d-45e3-ab73-89702d03a3c1' class='xr-var-data-in' type='checkbox'><label for='data-a5367e51-cd4d-45e3-ab73-89702d03a3c1' 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>valid_range :</span></dt><dd>[7.92 9.06]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([7.93, 7.95, 9.06, 7.93, 7.92, 7.97])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dy</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0</div><input id='attrs-f2a4f128-40df-428e-bcb0-e0c15d5f7aee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2a4f128-40df-428e-bcb0-e0c15d5f7aee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c3b4647-121c-451a-bc20-53034865051b' class='xr-var-data-in' type='checkbox'><label for='data-6c3b4647-121c-451a-bc20-53034865051b' 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>valid_range :</span></dt><dd>[0. 0.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dz</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0</div><input id='attrs-01a87526-721b-4ae7-9e6e-73229fea630a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01a87526-721b-4ae7-9e6e-73229fea630a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1f86feb-928b-4aea-a422-6515a1ce125a' class='xr-var-data-in' type='checkbox'><label for='data-e1f86feb-928b-4aea-a422-6515a1ce125a' 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>valid_range :</span></dt><dd>[0. 0.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_orientation</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;coplanar&#x27; ... &#x27;coplanar&#x27;</div><input id='attrs-fbd55415-6522-4149-a426-fe891bb1a3a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbd55415-6522-4149-a426-fe891bb1a3a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5253c1ca-6c28-4ed9-bce2-f8f67878a413' class='xr-var-data-in' type='checkbox'><label for='data-5253c1ca-6c28-4ed9-bce2-f8f67878a413' 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>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;coplanar&#x27;, &#x27;coplanar&#x27;, &#x27;coaxial&#x27;, &#x27;coplanar&#x27;, &#x27;coplanar&#x27;,&#x27;coplanar&#x27;], dtype=&#x27;&lt;U8&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0e56dcb-c289-4c43-ba80-7507943ccc66' class='xr-section-summary-in' type='checkbox'  ><label for='section-d0e56dcb-c289-4c43-ba80-7507943ccc66' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>system</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>electromagnetic</dd><dt><span>submethod :</span></dt><dd>frequency domain</dd><dt><span>instrument :</span></dt><dd>resolve</dd><dt><span>uuid :</span></dt><dd>d3b7eb8a-848c-4bc8-9ee4-6ad2ac01061e</dd><dt><span>name :</span></dt><dd>resolve_system</dd><dt><span>data_normalized :</span></dt><dd>True</dd><dt><span>output_data_type :</span></dt><dd>ppm</dd><dt><span>reference_frame :</span></dt><dd>right-handed positive up</dd><dt><span>output_sample_frequency :</span></dt><dd>10</dd></dl></div></li></ul></div></div><div class='xr-group-box'><div class='xr-group-box-vline' style='height: 100%'></div><div class='xr-group-box-hline'></div><div class='xr-group-box-contents'><div class='xr-header'><div class='xr-group-name'>/survey/data/raw_data/magnetic_system</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d52c037e-1d79-4776-ad93-62f4f5169450' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d52c037e-1d79-4776-ad93-62f4f5169450' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>system</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>magnetic</dd><dt><span>submethod :</span></dt><dd>total field</dd><dt><span>instrument :</span></dt><dd>cesium vapour</dd><dt><span>name :</span></dt><dd>magnetic_system</dd><dt><span>sample_frequency :</span></dt><dd>10.0</dd><dt><span>sensitivity :</span></dt><dd>0.001</dd></dl></div></li></ul></div></div><div class='xr-group-box'><div class='xr-group-box-vline' style='height: 1.2em'></div><div class='xr-group-box-hline'></div><div class='xr-group-box-contents'><div class='xr-header'><div class='xr-group-name'>/survey/data/raw_data/radiometric_system</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a2649afc-cc24-4f95-9ffe-aa3e074c2b3c' class='xr-section-summary-in' type='checkbox'  ><label for='section-a2649afc-cc24-4f95-9ffe-aa3e074c2b3c' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>system</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>radiometric</dd><dt><span>submethod :</span></dt><dd>not_defined</dd><dt><span>instrument :</span></dt><dd>not_defined</dd><dt><span>name :</span></dt><dd>radiometric_system</dd><dt><span>crystal_type :</span></dt><dd>NaI</dd><dt><span>sample_frequency :</span></dt><dd>1.0</dd><dt><span>downward_volume :</span></dt><dd>16.8</dd><dt><span>upward_volume :</span></dt><dd>4.2</dd></dl></div></li></ul></div></div></div></div></li><li class='xr-section-item'><input id='section-323c8d03-65c0-4625-8a8a-04278f789891' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-323c8d03-65c0-4625-8a8a-04278f789891' 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'>index</span>: 2334</li><li><span class='xr-has-index'>layer_depth</span>: 31</li><li><span class='xr-has-index'>nv</span>: 2</li><li><span class='xr-has-index'>spec_sample</span>: 256</li><li><span class='xr-has-index'>frequency</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1a2f6faf-e310-4d92-a7bb-7aa6d796446d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1a2f6faf-e310-4d92-a7bb-7aa6d796446d' class='xr-section-summary' >Coordinates: <span>(9)</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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 2330 2331 2332 2333</div><input id='attrs-b84c094d-d49b-45ff-9fa2-80848881feb1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b84c094d-d49b-45ff-9fa2-80848881feb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b709b02-42fd-4966-b37a-92e04a0607fc' class='xr-var-data-in' type='checkbox'><label for='data-8b709b02-42fd-4966-b37a-92e04a0607fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>index</dd><dt><span>long_name :</span></dt><dd>Index of individual data points</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[   0. 2333.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 2331, 2332, 2333], shape=(2334,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>layer_depth</span></div><div class='xr-var-dims'>(layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 7.5 12.5 ... 142.5 147.5 152.5</div><input id='attrs-25086a15-b62b-4d01-9389-d70b1ea38eab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25086a15-b62b-4d01-9389-d70b1ea38eab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8da9efc0-06ff-4450-8c87-0585843c115d' class='xr-var-data-in' type='checkbox'><label for='data-8da9efc0-06ff-4450-8c87-0585843c115d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth</dd><dt><span>long_name :</span></dt><dd>layer depth below surface</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>datum :</span></dt><dd>ground surface</dd><dt><span>valid_range :</span></dt><dd>[  2.5 152.5]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>layer_depth_bnds</dd></dl></div><div class='xr-var-data'><pre>array([  2.5,   7.5,  12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,
            52.5,  57.5,  62.5,  67.5,  72.5,  77.5,  82.5,  87.5,  92.5,  97.5,
           102.5, 107.5, 112.5, 117.5, 122.5, 127.5, 132.5, 137.5, 142.5, 147.5,
           152.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>nv</span></div><div class='xr-var-dims'>(nv)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-49fea794-dcea-47b7-98e1-5caa0425c04c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49fea794-dcea-47b7-98e1-5caa0425c04c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0266b33b-b122-4dd3-a682-5b8ff060a968' class='xr-var-data-in' type='checkbox'><label for='data-0266b33b-b122-4dd3-a682-5b8ff060a968' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>nv</dd><dt><span>long_name :</span></dt><dd>Number of vertices for bounding variables</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>spec_sample</span></div><div class='xr-var-dims'>(spec_sample)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 251 252 253 254 255</div><input id='attrs-353d627f-ab51-464c-b09e-aee335fd8c15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-353d627f-ab51-464c-b09e-aee335fd8c15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae7a5d83-460f-495c-8e76-75a3e789d0f2' class='xr-var-data-in' type='checkbox'><label for='data-ae7a5d83-460f-495c-8e76-75a3e789d0f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>spec_sample</dd><dt><span>long_name :</span></dt><dd>radiometric sample</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0. 255.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 253, 254, 255], shape=(256,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>frequency</span></div><div class='xr-var-dims'>(frequency)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>400 1800 3300 8200 40000 140000</div><input id='attrs-8ecc453c-e957-4922-adb0-cc32981ff4cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ecc453c-e957-4922-adb0-cc32981ff4cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-778ab9cc-da96-4b08-a5b4-40cd7f4deb64' class='xr-var-data-in' type='checkbox'><label for='data-778ab9cc-da96-4b08-a5b4-40cd7f4deb64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>frequency</dd><dt><span>long_name :</span></dt><dd>nominal measurement frequency</dd><dt><span>units :</span></dt><dd>Hz</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[   400. 140000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   400,   1800,   3300,   8200,  40000, 140000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-47ffc83d-7c15-4d03-8b8b-b37a31ac98e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47ffc83d-7c15-4d03-8b8b-b37a31ac98e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b71b932-de0f-4704-8699-77a612f497f2' class='xr-var-data-in' type='checkbox'><label for='data-7b71b932-de0f-4704-8699-77a612f497f2' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;NAD83 / Conus Albers&quot;,BASEGEOGCRS[&quot;NAD83&quot;,DATUM[&quot;North American Datum 1983&quot;,ELLIPSOID[&quot;GRS 1980&quot;,6378137,298.257222101,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4269]],CONVERSION[&quot;Conus Albers&quot;,METHOD[&quot;Albers Equal Area&quot;,ID[&quot;EPSG&quot;,9822]],PARAMETER[&quot;Latitude of false origin&quot;,23,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8821]],PARAMETER[&quot;Longitude of false origin&quot;,-96,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8822]],PARAMETER[&quot;Latitude of 1st standard parallel&quot;,29.5,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8823]],PARAMETER[&quot;Latitude of 2nd standard parallel&quot;,45.5,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8824]],PARAMETER[&quot;Easting at false origin&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8826]],PARAMETER[&quot;Northing at false origin&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8827]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Data analysis and small scale data presentation for contiguous lower 48 states.&quot;],AREA[&quot;United States (USA) - CONUS onshore - Alabama; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming.&quot;],BBOX[24.41,-124.79,49.38,-66.91]],ID[&quot;EPSG&quot;,5070]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314140356</dd><dt><span>inverse_flattening :</span></dt><dd>298.257222101</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>GRS 1980</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>NAD83</dd><dt><span>horizontal_datum_name :</span></dt><dd>North American Datum 1983</dd><dt><span>projected_crs_name :</span></dt><dd>NAD83 / Conus Albers</dd><dt><span>grid_mapping_name :</span></dt><dd>albers_conical_equal_area</dd><dt><span>standard_parallel :</span></dt><dd>(29.5, 45.5)</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>23.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-96.0</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>authority :</span></dt><dd>EPSG</dd><dt><span>wkid :</span></dt><dd>5070</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.351e+05 5.341e+05 ... 5.315e+05</div><input id='attrs-38af72a7-263b-43b8-b5b0-4bf23c0b2e9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38af72a7-263b-43b8-b5b0-4bf23c0b2e9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-944bbf55-e928-47af-825d-531fa2c16101' class='xr-var-data-in' type='checkbox'><label for='data-944bbf55-e928-47af-825d-531fa2c16101' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[502331.75812369 535809.16856917]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([535068.1747436 , 534099.04807225, 533039.85297786, ...,
           531466.7762323 , 531463.94038178, 531470.81665667], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.205e+06 1.205e+06 ... 1.205e+06</div><input id='attrs-41613378-99e6-4d35-ac06-18608da26b13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41613378-99e6-4d35-ac06-18608da26b13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b679d0b2-f92e-49e3-bb18-a244667c81a4' class='xr-var-data-in' type='checkbox'><label for='data-b679d0b2-f92e-49e3-bb18-a244667c81a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[1176603.08105386 1204931.17855185]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1204779.83194319, 1204783.71034805, 1204785.24547685, ...,
           1202779.88422738, 1203898.77472973, 1204931.17855185],
          shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.82 43.96 42.74 ... 42.73 43.3</div><input id='attrs-dd851d0d-22b9-42a9-9de2-645935a243ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd851d0d-22b9-42a9-9de2-645935a243ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efc2c26d-e648-48f0-92b6-4e4ff55634b3' class='xr-var-data-in' type='checkbox'><label for='data-efc2c26d-e648-48f0-92b6-4e4ff55634b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>z</dd><dt><span>long_name :</span></dt><dd>Digital terrain model, ground surface elevation</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>referenced to mean sea level - Earth Gravitational Model (EGM96)</dd><dt><span>valid_range :</span></dt><dd>[35.96390714 45.32104413]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([42.82436507, 43.96287418, 42.74254809, ..., 41.38808285,
           42.7270845 , 43.29785866], shape=(2334,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-40275035-1f19-4929-b182-53feeef62c27' class='xr-section-summary-in' type='checkbox'  ><label for='section-40275035-1f19-4929-b182-53feeef62c27' class='xr-section-summary' >Data variables: <span>(79)</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>layer_depth_bnds</span></div><div class='xr-var-dims'>(layer_depth, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 5.0 5.0 ... 150.0 150.0 155.0</div><input id='attrs-99c77b2e-d2d6-4842-87ba-225c5c6599eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99c77b2e-d2d6-4842-87ba-225c5c6599eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5ff43aa-ee73-4eb3-8727-2674e05d9ebb' class='xr-var-data-in' type='checkbox'><label for='data-d5ff43aa-ee73-4eb3-8727-2674e05d9ebb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth_bounds</dd><dt><span>long_name :</span></dt><dd>layer depth below surface cell boundaries</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>datum :</span></dt><dd>ground surface</dd><dt><span>valid_range :</span></dt><dd>[  0. 155.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0.,   5.],
           [  5.,  10.],
           [ 10.,  15.],
           [ 15.,  20.],
           [ 20.,  25.],
           [ 25.,  30.],
           [ 30.,  35.],
           [ 35.,  40.],
           [ 40.,  45.],
           [ 45.,  50.],
           [ 50.,  55.],
           [ 55.,  60.],
           [ 60.,  65.],
           [ 65.,  70.],
           [ 70.,  75.],
           [ 75.,  80.],
           [ 80.,  85.],
           [ 85.,  90.],
           [ 90.,  95.],
           [ 95., 100.],
           [100., 105.],
           [105., 110.],
           [110., 115.],
           [115., 120.],
           [120., 125.],
           [125., 130.],
           [130., 135.],
           [135., 140.],
           [140., 145.],
           [145., 150.],
           [150., 155.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>line</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10010 10010 10010 ... 19020 19020</div><input id='attrs-3dd85a90-7754-4c09-824f-5cffbe5ef02a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3dd85a90-7754-4c09-824f-5cffbe5ef02a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37580aad-1b63-4d4b-ab97-4750a3814313' class='xr-var-data-in' type='checkbox'><label for='data-37580aad-1b63-4d4b-ab97-4750a3814313' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>line</dd><dt><span>long_name :</span></dt><dd>Line Number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>-9999</dd><dt><span>dtype :</span></dt><dd>int32</dd><dt><span>valid_range :</span></dt><dd>[10010 19020]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([10010, 10010, 10010, ..., 19020, 19020, 19020],
          shape=(2334,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>date</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>20180302 20180302 ... 20180226</div><input id='attrs-282ec822-e957-4252-af9c-0c3382715f79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-282ec822-e957-4252-af9c-0c3382715f79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58e106ed-0b9b-4895-aa44-365e07e0ddc5' class='xr-var-data-in' type='checkbox'><label for='data-58e106ed-0b9b-4895-aa44-365e07e0ddc5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[20180226. 20180304.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([20180302, 20180302, 20180302, ..., 20180226, 20180226, 20180226],
          shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>utc_time</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.92e+05 1.92e+05 ... 1.741e+05</div><input id='attrs-e44528fb-00e9-4808-adb1-410b4b86e725' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e44528fb-00e9-4808-adb1-410b4b86e725' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6192a6e-f1a1-4893-8b5d-f1adf53c5ccf' class='xr-var-data-in' type='checkbox'><label for='data-e6192a6e-f1a1-4893-8b5d-f1adf53c5ccf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[141403.      231021.40625]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([192001.796875, 192031.796875, 192101.796875, ..., 174024.5     ,
           174054.5     , 174124.5     ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flight</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>28022 28022 28022 ... 28011 28011</div><input id='attrs-ec13c1d4-9c9c-447b-b9d3-cace25584019' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec13c1d4-9c9c-447b-b9d3-cace25584019' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12564959-7842-492a-bd20-fbdfff6565b7' class='xr-var-data-in' type='checkbox'><label for='data-12564959-7842-492a-bd20-fbdfff6565b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[28011. 28031.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([28022, 28022, 28022, ..., 28011, 28011, 28011], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fiducial</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>969.8 999.8 ... 2.49e+03 2.52e+03</div><input id='attrs-9283f1cd-c58a-4718-8d8b-ea6be5e13c32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9283f1cd-c58a-4718-8d8b-ea6be5e13c32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e618014-9387-47c9-a2ee-d4bc5b1499ec' class='xr-var-data-in' type='checkbox'><label for='data-6e618014-9387-47c9-a2ee-d4bc5b1499ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 602.7 9336.8]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 969.8,  999.8, 1029.8, ..., 2459.5, 2489.5, 2519.5], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_ext</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.67 14.6 14.49 ... 14.77 14.68</div><input id='attrs-b7a1bc77-731e-4f96-bfb8-81e3a9091ccc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7a1bc77-731e-4f96-bfb8-81e3a9091ccc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-361b5e7e-0ce9-4352-9b97-a33bec224cfa' class='xr-var-data-in' type='checkbox'><label for='data-361b5e7e-0ce9-4352-9b97-a33bec224cfa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 9.4723444  22.99975777]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([14.66798401, 14.60447502, 14.49257851, ..., 14.9008503 ,
           14.76778412, 14.68008137], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kpa</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>102.1 101.9 101.9 ... 101.8 101.9</div><input id='attrs-8ec6b0f7-da6e-4ff2-8469-42fe8fd38f1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ec6b0f7-da6e-4ff2-8469-42fe8fd38f1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91d31198-838e-461e-beec-e00f0e597626' class='xr-var-data-in' type='checkbox'><label for='data-91d31198-838e-461e-beec-e00f0e597626' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[100.61631775 102.38294983]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([102.11507416, 101.86075592, 101.9489212 , ..., 101.87093353,
           101.84719849, 101.85397339], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_wgs84_albers</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.351e+05 5.341e+05 ... 5.315e+05</div><input id='attrs-a1745e6e-5d90-498e-9e07-02fa9689798e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1745e6e-5d90-498e-9e07-02fa9689798e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df0f2a86-3e91-49a3-9629-a8bbdf832610' class='xr-var-data-in' type='checkbox'><label for='data-df0f2a86-3e91-49a3-9629-a8bbdf832610' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[502331.75812369 535809.16856917]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([535068.1747436 , 534099.04807225, 533039.85297786, ...,
           531466.7762323 , 531463.94038178, 531470.81665667], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_wgs84_albers</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.205e+06 1.205e+06 ... 1.205e+06</div><input id='attrs-e2d9a56b-efe3-42b7-8173-7d50c22a4909' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2d9a56b-efe3-42b7-8173-7d50c22a4909' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fb861cf-ac8e-4248-ad28-b875e8361421' class='xr-var-data-in' type='checkbox'><label for='data-6fb861cf-ac8e-4248-ad28-b875e8361421' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[1176603.08105386 1204931.17855185]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1204779.83194319, 1204783.71034805, 1204785.24547685, ...,
           1202779.88422738, 1203898.77472973, 1204931.17855185],
          shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_wgs84_utmz15n</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.613e+05 7.603e+05 ... 7.577e+05</div><input id='attrs-cec610aa-66f2-4a33-973c-1b9ed20b9877' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cec610aa-66f2-4a33-973c-1b9ed20b9877' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0955999-a337-4be6-9544-fa9d7cad1adf' class='xr-var-data-in' type='checkbox'><label for='data-d0955999-a337-4be6-9544-fa9d7cad1adf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[727485.86451539 761855.14614293]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([761302.57742928, 760326.70150673, 759260.04234023, ...,
           757606.64750591, 757642.38460773, 757684.91427797], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_wgs84_utmz15n</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.739e+06 3.739e+06 ... 3.74e+06</div><input id='attrs-d8f5f69c-f024-49f3-af2f-3fef02225dcb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8f5f69c-f024-49f3-af2f-3fef02225dcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6501a40d-4f99-4378-86e5-286acc56cae5' class='xr-var-data-in' type='checkbox'><label for='data-6501a40d-4f99-4378-86e5-286acc56cae5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[3711572.89008058 3740446.96060501]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([3739349.28718431, 3739385.35020272, 3739422.072459  , ...,
           3737483.67300035, 3738594.45926956, 3739619.05893449],
          shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_tx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.76 33.76 33.76 ... 33.76 33.77</div><input id='attrs-0639741b-d7d3-4eaa-859b-8bb6d79b1a28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0639741b-d7d3-4eaa-859b-8bb6d79b1a28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da82b659-d191-486b-b289-cf36b9d9b818' class='xr-var-data-in' type='checkbox'><label for='data-da82b659-d191-486b-b289-cf36b9d9b818' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[33.51291222 33.77950773]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([33.7620428 , 33.76260799, 33.76320045, ..., 33.7461416 ,
           33.75613957, 33.76535944], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_tx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.18 -90.19 ... -90.22 -90.22</div><input id='attrs-056ace47-c425-4247-a0d4-8eb0805eecce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-056ace47-c425-4247-a0d4-8eb0805eecce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-059e796c-6f3c-4d60-97d6-bb2cb00bfa61' class='xr-var-data-in' type='checkbox'><label for='data-059e796c-6f3c-4d60-97d6-bb2cb00bfa61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-90.55011545 -90.17425131]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-90.1787355 , -90.18925023, -90.20074415, ..., -90.21914184,
           -90.21843311, -90.21767598], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_heli</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.76 33.76 33.76 ... 33.76 33.77</div><input id='attrs-6891b6a5-7b15-4881-9a35-716326d30520' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6891b6a5-7b15-4881-9a35-716326d30520' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae1c966d-bb28-4331-a7d7-024d58a65e1e' class='xr-var-data-in' type='checkbox'><label for='data-ae1c966d-bb28-4331-a7d7-024d58a65e1e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[33.51285539 33.77950479]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([33.76205858, 33.76262704, 33.76320347, ..., 33.74612571,
           33.75614075, 33.76534746], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_heli</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.18 -90.19 ... -90.22 -90.22</div><input id='attrs-7e68fe9e-4c71-466b-9db5-32863832bc43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e68fe9e-4c71-466b-9db5-32863832bc43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d608a130-4277-4570-9be5-b16584874cc8' class='xr-var-data-in' type='checkbox'><label for='data-d608a130-4277-4570-9be5-b16584874cc8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-90.55019571 -90.17429566]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-90.17871567, -90.18922513, -90.20075314, ..., -90.21915272,
           -90.2184294 , -90.2176732 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gpsz_tx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>78.24 95.75 86.47 ... 78.11 78.11</div><input id='attrs-9b9f3085-68d1-4c63-8ba9-19974827cb2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b9f3085-68d1-4c63-8ba9-19974827cb2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c12934e4-1e40-44b3-b5d7-9ecfa67b57a3' class='xr-var-data-in' type='checkbox'><label for='data-c12934e4-1e40-44b3-b5d7-9ecfa67b57a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 60.0019  130.36415]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([78.24184, 95.75388, 86.47094, ..., 73.25285, 78.11425, 78.1095 ],
          shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gpsz_heli</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>109.9 127.0 117.3 ... 108.8 109.5</div><input id='attrs-d4525f8a-e06f-4a0c-827b-449ab7cfd830' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4525f8a-e06f-4a0c-827b-449ab7cfd830' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-354d0f8a-f8d6-4f26-a0a1-6f0b0a10e212' class='xr-var-data-in' type='checkbox'><label for='data-354d0f8a-f8d6-4f26-a0a1-6f0b0a10e212' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 91.6625  160.66619]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([109.87808, 127.01732, 117.25742, ..., 104.4615 , 108.84075,
           109.47435], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>altlas_tx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>35.42 51.79 43.73 ... 35.39 34.81</div><input id='attrs-6ea94cca-69b5-4d35-8fe2-aa4fcfed4c3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ea94cca-69b5-4d35-8fe2-aa4fcfed4c3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55234232-9ca8-4479-a19a-d80d9cfdabf7' class='xr-var-data-in' type='checkbox'><label for='data-55234232-9ca8-4479-a19a-d80d9cfdabf7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[22.22117874 92.75016502]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([35.41747493, 51.79100582, 43.72839191, ..., 31.86476715,
           35.3871655 , 34.81164134], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>altrad_heli</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>63.66 79.69 70.8 ... 62.75 62.29</div><input id='attrs-5b596b03-30bf-4265-97f4-63233806c553' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b596b03-30bf-4265-97f4-63233806c553' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e44b0fd-3f0e-48d0-8002-0b913d890654' class='xr-var-data-in' type='checkbox'><label for='data-2e44b0fd-3f0e-48d0-8002-0b913d890654' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 50.74213382 118.2873519 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([63.65775932, 79.6895173 , 70.80137176, ..., 59.15246671,
           62.74615008, 62.29057447], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>effective_height</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>60.89 76.04 67.65 ... 59.84 59.43</div><input id='attrs-7a028490-389b-48d3-bde8-24735b6c7f2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a028490-389b-48d3-bde8-24735b6c7f2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bea624a-6db9-428e-a2df-c540c17d378a' class='xr-var-data-in' type='checkbox'><label for='data-2bea624a-6db9-428e-a2df-c540c17d378a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 47.3830279  111.08033139]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([60.88660101, 76.04255479, 67.65330415, ..., 56.39668819,
           59.83758403, 59.4251489 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dtm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>42.82 43.96 42.74 ... 42.73 43.3</div><input id='attrs-54b42dc0-3168-4e85-bb35-d4c8c3a27fa9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54b42dc0-3168-4e85-bb35-d4c8c3a27fa9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d2527d2-1661-46a4-a49d-3f96c3b03f3e' class='xr-var-data-in' type='checkbox'><label for='data-5d2527d2-1661-46a4-a49d-3f96c3b03f3e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>dtm,</dd><dt><span>long_name :</span></dt><dd>Digital terrain model, ground surface elevation</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>referenced to mean sea level - Earth Gravitational Model (EGM96)</dd><dt><span>valid_range :</span></dt><dd>[35.96390714 45.32104413]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([42.82436507, 43.96287418, 42.74254809, ..., 41.38808285,
           42.7270845 , 43.29785866], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>bird_pitch</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.033 2.757 ... -0.4778 1.477</div><input id='attrs-f02cd34f-3391-46e6-8b21-e0136f0e8996' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f02cd34f-3391-46e6-8b21-e0136f0e8996' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1d504e6-c501-47ef-bf73-7b0cabdca879' class='xr-var-data-in' type='checkbox'><label for='data-f1d504e6-c501-47ef-bf73-7b0cabdca879' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-11.51250086  18.63439145]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-2.03276021,  2.75668858, -1.7016092 , ...,  4.81291387,
           -0.47776236,  1.47691575], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>bird_roll</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.105 4.1 ... 0.1604 -0.07797</div><input id='attrs-58856550-0f0d-4f7d-98c3-1aabe09665e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58856550-0f0d-4f7d-98c3-1aabe09665e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc55f4fa-7349-4385-aa68-0f7e687095af' class='xr-var-data-in' type='checkbox'><label for='data-cc55f4fa-7349-4385-aa68-0f7e687095af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-24.76055297  24.80848678]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 2.10528808,  4.09970008, -0.610132  , ..., -3.68811827,
            0.16044734, -0.077969  ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>bird_yaw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-78.5 -79.49 -81.57 ... 5.195 11.01</div><input id='attrs-d3ea06b6-f52c-4545-b322-89bd6c478bc4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3ea06b6-f52c-4545-b322-89bd6c478bc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad5e7562-4b0e-4747-a951-048e85bb18cb' class='xr-var-data-in' type='checkbox'><label for='data-ad5e7562-4b0e-4747-a951-048e85bb18cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-179.1167327   178.88823119]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-78.50144597, -79.49361118, -81.57143314, ...,   6.73265533,
             5.19505239,  11.0089663 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diurnal</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-3468936a-ea3f-4f60-a54c-c8dd8a9f4885' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3468936a-ea3f-4f60-a54c-c8dd8a9f4885' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19aaa60d-6838-46b2-96a3-fa51f5952e9f' class='xr-var-data-in' type='checkbox'><label for='data-19aaa60d-6838-46b2-96a3-fa51f5952e9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.         49416.19642064]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diurnal_cor</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.741 3.779 3.8 ... 2.291 2.37</div><input id='attrs-20dc0a4d-d8af-4198-8a23-e998abe5dd30' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20dc0a4d-d8af-4198-8a23-e998abe5dd30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfa78f8e-9525-4458-b632-24630070b6b2' class='xr-var-data-in' type='checkbox'><label for='data-bfa78f8e-9525-4458-b632-24630070b6b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-13.72405837  13.16250238]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([3.74099169, 3.77868312, 3.80039049, ..., 2.4641217 , 2.29094961,
           2.37023149], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mag_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.958e+04 4.958e+04 ... 4.956e+04</div><input id='attrs-47ac3959-be16-42ec-9228-1eae95a72322' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47ac3959-be16-42ec-9228-1eae95a72322' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee6ef192-61af-4232-a071-3d5c2e76be1f' class='xr-var-data-in' type='checkbox'><label for='data-ee6ef192-61af-4232-a071-3d5c2e76be1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[49348.059 49579.382]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([49579.382, 49575.173, 49568.923, ..., 49560.976, 49566.27 ,
           49561.375], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mag_l</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.958e+04 4.957e+04 ... 4.956e+04</div><input id='attrs-bd8b70d3-3b25-4b5c-ba68-b07163c00050' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd8b70d3-3b25-4b5c-ba68-b07163c00050' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c09ffd07-0e2b-45c7-8f22-90c225129853' class='xr-var-data-in' type='checkbox'><label for='data-c09ffd07-0e2b-45c7-8f22-90c225129853' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[49278.839 49629.569]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([49579.562, 49573.854, 49567.335, ..., 49561.813, 49565.943,
           49561.116], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mag_ld</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.958e+04 4.957e+04 ... 4.956e+04</div><input id='attrs-f2a49942-c46c-40c9-83cd-5c6b0b33bb93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2a49942-c46c-40c9-83cd-5c6b0b33bb93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f9804a0-79d8-4aaa-8aba-38417a0e6902' class='xr-var-data-in' type='checkbox'><label for='data-5f9804a0-79d8-4aaa-8aba-38417a0e6902' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[49280.07499785 49625.29775338]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([49575.82100831, 49570.07531688, 49563.53460951, ...,
           49559.3488783 , 49563.65205039, 49558.74576851], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>igrf</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.943e+04 4.943e+04 ... 4.943e+04</div><input id='attrs-d01cfab2-a807-4697-a5da-b9bdd085ef2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d01cfab2-a807-4697-a5da-b9bdd085ef2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6328bfdf-74f7-4307-ab21-338577049406' class='xr-var-data-in' type='checkbox'><label for='data-6328bfdf-74f7-4307-ab21-338577049406' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[49284.89126428 49445.91975483]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([49429.90886956, 49430.43125639, 49430.98612177, ...,
           49421.34565163, 49427.17746922, 49432.55264719], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmi</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.958e+04 4.957e+04 ... 4.956e+04</div><input id='attrs-b30b0b05-de21-41a1-b9ba-23f5416d9696' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b30b0b05-de21-41a1-b9ba-23f5416d9696' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a407d78-dae7-41ae-8631-debdfb40a07a' class='xr-var-data-in' type='checkbox'><label for='data-4a407d78-dae7-41ae-8631-debdfb40a07a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[49283.68376823 49620.24797734]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([49577.12459983, 49571.3010829 , 49565.39242015, ...,
           49560.01283172, 49564.29799966, 49559.37076851], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rmi</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>147.2 140.9 134.4 ... 137.1 126.8</div><input id='attrs-0c18e017-2e72-4e6a-b4e9-b9084a87b5a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c18e017-2e72-4e6a-b4e9-b9084a87b5a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0b22eb5-1747-4674-ab00-fbc8b0c7b4e4' class='xr-var-data-in' type='checkbox'><label for='data-c0b22eb5-1747-4674-ab00-fbc8b0c7b4e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-21.97015139 256.04349607]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([147.21573027, 140.86982651, 134.40629838, ..., 138.66718009,
           137.12053045, 126.81812132], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cpsp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.902e-05 2.823e-05 ... 3.911e-05</div><input id='attrs-fef4ccdf-79b6-4646-acac-ac12a4be9a6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fef4ccdf-79b6-4646-acac-ac12a4be9a6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-797deba8-65b4-478e-82c1-ba63927733b5' class='xr-var-data-in' type='checkbox'><label for='data-797deba8-65b4-478e-82c1-ba63927733b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[4.22669518e-06 5.33188181e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([2.90232438e-05, 2.82294022e-05, 3.54836266e-05, ...,
           2.74645154e-05, 2.09774880e-05, 3.91051726e-05], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cxsp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.38e-06 1.073e-05 ... 6.077e-05</div><input id='attrs-7a7a3ce4-f217-4b5a-8c7d-8e91adc3f6bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a7a3ce4-f217-4b5a-8c7d-8e91adc3f6bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b763a89-4e00-427c-9dc1-d31206c28d5b' class='xr-var-data-in' type='checkbox'><label for='data-5b763a89-4e00-427c-9dc1-d31206c28d5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.09436186e-07 1.56919146e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([4.37970266e-06, 1.07341320e-05, 1.55041562e-05, ...,
           9.47537137e-06, 1.15424164e-05, 6.07658112e-05], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>powerline</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001036 0.003673 ... 0.003768</div><input id='attrs-1aa65f55-9e49-4fcb-96bb-59fe0882e76a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1aa65f55-9e49-4fcb-96bb-59fe0882e76a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c04fa8c-8160-4a04-a6b9-d0bc93c54ae3' class='xr-var-data-in' type='checkbox'><label for='data-2c04fa8c-8160-4a04-a6b9-d0bc93c54ae3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0.00045735 0.15937051]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.00103562, 0.00367289, 0.00094661, ..., 0.00081741, 0.00491262,
           0.00376843], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ddep140k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.58 3.122 5.27 ... 2.624 2.697 4.5</div><input id='attrs-29396721-1546-4d8f-914f-0b2175778ec9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29396721-1546-4d8f-914f-0b2175778ec9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b45167ee-1cf2-447d-abe9-24cf497d57fc' class='xr-var-data-in' type='checkbox'><label for='data-b45167ee-1cf2-447d-abe9-24cf497d57fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.         9.43935108]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([2.58013964, 3.12152386, 5.27023792, ..., 2.62427545, 2.69700432,
           4.49969769], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ddep40k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.901 7.093 13.88 ... 8.416 12.39</div><input id='attrs-7cf68f3e-9600-4c35-a325-8691f7e3acbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7cf68f3e-9600-4c35-a325-8691f7e3acbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e787737f-93fe-4809-95cc-ecb11fd161f3' class='xr-var-data-in' type='checkbox'><label for='data-e787737f-93fe-4809-95cc-ecb11fd161f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 1.21777034 24.06013298]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 6.9008503 ,  7.09296942, 13.87515163, ...,  8.19604969,
            8.41628933, 12.39026546], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ddep8200</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>15.52 13.91 27.98 ... 20.94 24.97</div><input id='attrs-b89a9a49-3065-4e60-a29f-2ce3788a38a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b89a9a49-3065-4e60-a29f-2ce3788a38a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41f04d74-7d86-4208-889d-464e827daed0' class='xr-var-data-in' type='checkbox'><label for='data-41f04d74-7d86-4208-889d-464e827daed0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 8.60466957 37.46802902]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([15.51743126, 13.90885258, 27.97642517, ..., 18.53983879,
           20.94141579, 24.96650887], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ddep1800</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.68 33.77 47.47 ... 44.21 40.55</div><input id='attrs-12012d89-f8b1-48ef-8b8a-1420b89cbeb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12012d89-f8b1-48ef-8b8a-1420b89cbeb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afde8965-9f2e-437c-bed9-0b0ac8d1e703' class='xr-var-data-in' type='checkbox'><label for='data-afde8965-9f2e-437c-bed9-0b0ac8d1e703' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[17.77506256 67.38358307]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([33.67642593, 33.76744843, 47.46753693, ..., 35.36769485,
           44.20518875, 40.55405426], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ddep400</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>53.48 56.56 57.68 ... 60.91 51.63</div><input id='attrs-b1117f59-c5f6-40ec-b1f5-32e9f7147468' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1117f59-c5f6-40ec-b1f5-32e9f7147468' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4ddd324-72e3-4406-b128-a93dfec2385c' class='xr-var-data-in' type='checkbox'><label for='data-c4ddd324-72e3-4406-b128-a93dfec2385c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 24.4447937  110.77680206]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([53.4772644 , 56.55535889, 57.68109894, ..., 54.68989563,
           60.90568542, 51.63288116], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dep140k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.29 -2.178 ... -1.614 -2.177</div><input id='attrs-829155e8-8ec0-4ec6-8fbc-ebdd9302fcbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-829155e8-8ec0-4ec6-8fbc-ebdd9302fcbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f3f6ef4-f99d-4e78-9a0f-f99e464f0c00' class='xr-var-data-in' type='checkbox'><label for='data-3f3f6ef4-f99d-4e78-9a0f-f99e464f0c00' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-11.91942215   4.78684235]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-4.28958893, -2.17798233, -3.61487961, ..., -1.86600304,
           -1.61350632, -2.17689896], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dep40k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.636 -2.551 ... -3.208 -3.028</div><input id='attrs-3a38b439-25a0-42ee-94d4-2b12054a53c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a38b439-25a0-42ee-94d4-2b12054a53c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-584b2331-fe7f-4bfa-b397-07cb485fc857' class='xr-var-data-in' type='checkbox'><label for='data-584b2331-fe7f-4bfa-b397-07cb485fc857' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-11.57853699   3.69163513]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-5.63589478, -2.55139542, -4.91342545, ..., -3.49220085,
           -3.20788956, -3.0279808 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dep8200</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-7.331 -4.642 ... -5.659 -1.931</div><input id='attrs-798e0590-51b9-4638-b913-d138cc8f2ff7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-798e0590-51b9-4638-b913-d138cc8f2ff7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f306a66-4126-43ec-9aed-23d7a8f502c7' class='xr-var-data-in' type='checkbox'><label for='data-2f306a66-4126-43ec-9aed-23d7a8f502c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-12.71472931  12.13049698]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-7.33093452, -4.64202881, -4.18465424, ..., -3.39769173,
           -5.65877151, -1.93060303], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dep1800</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.501 -4.692 ... -1.022 9.435</div><input id='attrs-aac983db-5661-4beb-a287-11b84ac86e65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aac983db-5661-4beb-a287-11b84ac86e65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaee2fbd-def9-4101-bb02-491eb8b2729c' class='xr-var-data-in' type='checkbox'><label for='data-aaee2fbd-def9-4101-bb02-491eb8b2729c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-13.4715004   26.42554474]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-4.50117493, -4.69176865,  8.89665604, ...,  0.68899536,
           -1.02209854,  9.43450165], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dep400</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.241 11.67 32.0 ... 20.02 24.66</div><input id='attrs-753f770e-845b-4910-b613-064969cccf20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-753f770e-845b-4910-b613-064969cccf20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b003be4c-ec75-404d-b61e-cf6a9790a057' class='xr-var-data-in' type='checkbox'><label for='data-b003be4c-ec75-404d-b61e-cf6a9790a057' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-17.68713379  55.62858582]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 7.24114227, 11.67464828, 32.00016022, ..., 10.71252823,
           20.01558685, 24.65906525], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres140k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.02 20.93 58.51 ... 14.86 42.65</div><input id='attrs-774fa71d-a4ef-4785-845e-f063eb07dc9f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-774fa71d-a4ef-4785-845e-f063eb07dc9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f335a77-e2cd-4394-8b2c-0c39a99838e6' class='xr-var-data-in' type='checkbox'><label for='data-5f335a77-e2cd-4394-8b2c-0c39a99838e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  1.65871513 187.69219971]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([14.02324104, 20.92587662, 58.50896835, ..., 12.50708199,
           14.85595703, 42.65094376], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres40k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.82 6.377 64.37 ... 49.31 62.22</div><input id='attrs-262acefa-1859-48d3-ba41-14c0cea30484' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-262acefa-1859-48d3-ba41-14c0cea30484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f892bf7-ed6d-4665-a4e9-66814ec3929e' class='xr-var-data-in' type='checkbox'><label for='data-9f892bf7-ed6d-4665-a4e9-66814ec3929e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.68573424e-01 2.93074585e+02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([14.82356071,  6.37749815, 64.37026215, ..., 46.69020081,
           49.31399536, 62.21774673], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres8200</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>24.57 17.23 57.0 ... 49.7 41.82</div><input id='attrs-0d96b1c0-9388-4555-8f1a-ea4c8124c8cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d96b1c0-9388-4555-8f1a-ea4c8124c8cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9460f607-aa4d-41aa-bba1-edd1cd34c238' class='xr-var-data-in' type='checkbox'><label for='data-9460f607-aa4d-41aa-bba1-edd1cd34c238' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[8.77134144e-01 1.94609363e+03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([24.57426071, 17.22763634, 56.99699402, ..., 28.21422386,
           49.69959259, 41.81895447], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres1800</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.11 28.84 15.47 ... 27.53 9.186</div><input id='attrs-0ed76838-f942-4423-8f4d-c395d4199f27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ed76838-f942-4423-8f4d-c395d4199f27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e23ec202-c476-4fa8-9da0-f815e99f8116' class='xr-var-data-in' type='checkbox'><label for='data-e23ec202-c476-4fa8-9da0-f815e99f8116' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.61954921 107.75845337]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([18.11014557, 28.83659363, 15.47240734, ..., 13.49663162,
           27.53102684,  9.1861515 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres400</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.868 3.165 0.2229 ... 0.899 1.195</div><input id='attrs-127fdc81-ae06-408e-b1ab-56c768986809' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-127fdc81-ae06-408e-b1ab-56c768986809' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88697368-b9e9-4cfd-8e99-d41962198665' class='xr-var-data-in' type='checkbox'><label for='data-88697368-b9e9-4cfd-8e99-d41962198665' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.38514070e-02 4.23482285e+01]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([2.86795402, 3.16538382, 0.22288756, ..., 3.54101872, 0.89903092,
           1.1951021 ], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dres_150_by5m</span></div><div class='xr-var-dims'>(index, layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.02 14.47 ... -9.999e+03</div><input id='attrs-bc4a9f96-993a-445c-babc-688c50113d24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc4a9f96-993a-445c-babc-688c50113d24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55d2e59e-6c82-406e-9e7d-8b1aeee15773' class='xr-var-data-in' type='checkbox'><label for='data-55d2e59e-6c82-406e-9e7d-8b1aeee15773' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.         1312.3338623]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 1.40232410e+01,  1.44659910e+01,  1.77791405e+01, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03],
           [ 2.09258766e+01,  1.19289494e+01,  9.74363041e+00, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03],
           [ 5.85089684e+01,  5.85089684e+01,  6.16613235e+01, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03],
           ...,
           [ 1.25070820e+01,  2.19320049e+01,  4.27636299e+01, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03],
           [ 1.48559570e+01,  2.40835629e+01,  4.93625870e+01, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03],
           [ 4.26509438e+01,  4.36843796e+01,  5.54930534e+01, ...,
            -9.99900000e+03, -9.99900000e+03, -9.99900000e+03]],
          shape=(2334, 31))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>res140k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.02 20.93 58.51 ... 14.86 42.65</div><input id='attrs-04762b84-98b3-482b-b5dd-da811246e2b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04762b84-98b3-482b-b5dd-da811246e2b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2f69952-1f7a-40ac-856c-7d0b08448e87' class='xr-var-data-in' type='checkbox'><label for='data-e2f69952-1f7a-40ac-856c-7d0b08448e87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  1.65871513 187.69219971]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([14.02324104, 20.92587662, 58.50896835, ..., 12.50708199,
           14.85595703, 42.65094376], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>res40k</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.38 12.44 61.07 ... 25.28 50.5</div><input id='attrs-7533710a-6a15-49dc-8b85-f58fefd8e6c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7533710a-6a15-49dc-8b85-f58fefd8e6c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a9e1e7e-74d5-4ce3-b00a-be143291b47c' class='xr-var-data-in' type='checkbox'><label for='data-3a9e1e7e-74d5-4ce3-b00a-be143291b47c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.3288607  186.85301208]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([14.37743855, 12.44151306, 61.07353592, ..., 23.93331718,
           25.27826881, 50.49682999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>res8200</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>19.24 14.86 58.81 ... 36.44 45.54</div><input id='attrs-e9660c60-8fb0-4a2f-8a77-73a263cf19b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9660c60-8fb0-4a2f-8a77-73a263cf19b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd42c808-3786-4dc0-b938-b3c70bb126df' class='xr-var-data-in' type='checkbox'><label for='data-fd42c808-3786-4dc0-b938-b3c70bb126df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  3.54229116 102.75856018]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([19.24197578, 14.86299706, 58.80515671, ..., 26.18996429,
           36.44467545, 45.54426575], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>res1800</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.63 21.02 30.05 ... 31.43 20.73</div><input id='attrs-27b9e55b-6252-4ef7-902f-45b65493eb3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27b9e55b-6252-4ef7-902f-45b65493eb3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-226d4fbe-3b98-477a-b65d-faee0ef10d22' class='xr-var-data-in' type='checkbox'><label for='data-226d4fbe-3b98-477a-b65d-faee0ef10d22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 4.75252056 74.90419769]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([18.63423157, 21.01780891, 30.04714203, ..., 18.51898575,
           31.42570496, 20.72720337], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>res400</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.404 8.279 6.605 ... 7.873 5.986</div><input id='attrs-f03bb833-4166-41e3-8e04-529c7b6246af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f03bb833-4166-41e3-8e04-529c7b6246af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd776e4e-c3b8-4481-8392-b72587e66d46' class='xr-var-data-in' type='checkbox'><label for='data-fd776e4e-c3b8-4481-8392-b72587e66d46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 1.20580339 43.84247589]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([7.4037714 , 8.27933979, 6.60487509, ..., 8.04739666, 7.87250185,
           5.98573685], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cosmic</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-d51ea74a-e38d-40b4-8496-9da0d9c69d24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d51ea74a-e38d-40b4-8496-9da0d9c69d24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81101990-1b61-4d3a-bcbe-837b7b715588' class='xr-var-data-in' type='checkbox'><label for='data-81101990-1b61-4d3a-bcbe-837b7b715588' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.    93.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doserate</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-bed46712-db4a-4ece-ba9e-61bdd400e9b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bed46712-db4a-4ece-ba9e-61bdd400e9b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cdbbedb-c0f0-4c30-a8ef-1f08f3dbf5b0' class='xr-var-data-in' type='checkbox'><label for='data-9cdbbedb-c0f0-4c30-a8ef-1f08f3dbf5b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.            33.20798874]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>live_time</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-888bc380-a0fb-443c-bfdf-4c7e5ade9e63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-888bc380-a0fb-443c-bfdf-4c7e5ade9e63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0819a34a-37d4-4c76-95bc-0302f394493f' class='xr-var-data-in' type='checkbox'><label for='data-0819a34a-37d4-4c76-95bc-0302f394493f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.   999.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spec256_down</span></div><div class='xr-var-dims'>(index, spec_sample)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 51 62 95 164 205 ... 0 0 0 1 0 66</div><input id='attrs-dae804e0-0bb1-4c90-adfc-8dd36480566c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dae804e0-0bb1-4c90-adfc-8dd36480566c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51390aaf-9cb4-46bd-a317-9f2c669ca34b' class='xr-var-data-in' type='checkbox'><label for='data-51390aaf-9cb4-46bd-a317-9f2c669ca34b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>-9999.0</dd><dt><span>valid_range :</span></dt><dd>[  0 278]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 2, 51, 62, ...,  0,  0, 57],
           [ 2, 32, 58, ...,  0,  0, 65],
           [ 2, 30, 35, ...,  0,  0, 48],
           ...,
           [ 2, 26, 29, ...,  0,  0, 67],
           [ 2, 32, 56, ...,  0,  0, 67],
           [ 4, 38, 52, ...,  1,  0, 66]], shape=(2334, 256))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spec256_up</span></div><div class='xr-var-dims'>(index, spec_sample)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 8 9 20 36 57 50 ... 0 0 0 0 0 23</div><input id='attrs-28845a7b-cb34-4cb7-8e74-f543769efebb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28845a7b-cb34-4cb7-8e74-f543769efebb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a96d061c-8129-47ab-bb98-0bb155f84d75' class='xr-var-data-in' type='checkbox'><label for='data-a96d061c-8129-47ab-bb98-0bb155f84d75' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.    76.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 0,  8,  9, ...,  0,  0, 14],
           [ 0,  3, 12, ...,  0,  0, 16],
           [ 0,  6,  7, ...,  0,  0, 14],
           ...,
           [ 1,  3,  6, ...,  0,  0, 14],
           [ 1,  5,  4, ...,  0,  1, 15],
           [ 1,  5,  8, ...,  0,  0, 23]], shape=(2334, 256))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tc_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-1d62ceca-56d9-47c6-a14d-93cb681b56d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d62ceca-56d9-47c6-a14d-93cb681b56d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8013f8f5-721e-4100-b8f1-26246237bf41' class='xr-var-data-in' type='checkbox'><label for='data-8013f8f5-721e-4100-b8f1-26246237bf41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.  1166.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>th_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-cae6ed2a-6e24-4678-940f-321573b587cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cae6ed2a-6e24-4678-940f-321573b587cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11eff4c1-eaae-4e54-a6a3-34e61398a2c7' class='xr-var-data-in' type='checkbox'><label for='data-11eff4c1-eaae-4e54-a6a3-34e61398a2c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.    38.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-9a321ab5-a40e-498d-a90d-203a2d07d2f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a321ab5-a40e-498d-a90d-203a2d07d2f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed5a65fd-f071-41c2-b98d-5b2329744f6c' class='xr-var-data-in' type='checkbox'><label for='data-ed5a65fd-f071-41c2-b98d-5b2329744f6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.    40.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u_up_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-675d72fc-3b43-402f-8c60-7108bd90bd08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-675d72fc-3b43-402f-8c60-7108bd90bd08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86c7c287-34bc-4c0d-b68b-1c2abebef075' class='xr-var-data-in' type='checkbox'><label for='data-86c7c287-34bc-4c0d-b68b-1c2abebef075' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.    11.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>k_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-9999 -9999 -9999 ... -9999 -9999</div><input id='attrs-4825b710-3b6f-424f-b20c-ccb5e394d25a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4825b710-3b6f-424f-b20c-ccb5e394d25a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75034ba2-bf91-4a5b-9802-c798ed0c1a39' class='xr-var-data-in' type='checkbox'><label for='data-75034ba2-bf91-4a5b-9802-c798ed0c1a39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.   133.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999, -9999, -9999, ..., -9999, -9999, -9999], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eth</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-b945783a-6e13-40dc-bcae-721983af2008' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b945783a-6e13-40dc-bcae-721983af2008' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a82d3439-57fb-4a24-b24b-9bd25b58f3e7' class='xr-var-data-in' type='checkbox'><label for='data-a82d3439-57fb-4a24-b24b-9bd25b58f3e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9.99900000e+03  7.13682222e+00]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eu</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-bb8af804-fc3e-4b7f-b08e-e34d857a7607' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb8af804-fc3e-4b7f-b08e-e34d857a7607' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba8e2d13-8bd2-48c7-ac83-5547afeeefcf' class='xr-var-data-in' type='checkbox'><label for='data-ba8e2d13-8bd2-48c7-ac83-5547afeeefcf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9.99900000e+03  3.02387786e+00]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kconc</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-af169ffb-08e4-495f-ae17-e147acdb29b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af169ffb-08e4-495f-ae17-e147acdb29b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47627d13-a477-4d08-9ab2-1e8e77a14177' class='xr-var-data-in' type='checkbox'><label for='data-47627d13-a477-4d08-9ab2-1e8e77a14177' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9.99900000e+03  1.19255757e+00]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eth_kconc</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-e1de344d-ee11-4578-a3d9-13ac015c663b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1de344d-ee11-4578-a3d9-13ac015c663b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbc02d69-55dc-42c6-a4bb-2dfeaa4f1ab6' class='xr-var-data-in' type='checkbox'><label for='data-bbc02d69-55dc-42c6-a4bb-2dfeaa4f1ab6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9999.           10.7524725]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eu_eth</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-9.999e+03 ... -9.999e+03</div><input id='attrs-f302dac7-71bb-490b-b16c-b229dd2ce914' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f302dac7-71bb-490b-b16c-b229dd2ce914' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89cc87d8-6af9-48c4-bda8-b71fce9a909a' class='xr-var-data-in' type='checkbox'><label for='data-89cc87d8-6af9-48c4-bda8-b71fce9a909a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-9.99900000e+03  6.81658165e-01]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eu_kconc</span></div><div class='xr-var-dims'>(index)</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-3bf04761-17a9-4c3e-99c1-e3689fe2c7bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3bf04761-17a9-4c3e-99c1-e3689fe2c7bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bed43e9-169b-4d19-a233-4821fc7c749e' class='xr-var-data-in' type='checkbox'><label for='data-2bed43e9-169b-4d19-a233-4821fc7c749e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>-9999.0</dd><dt><span>valid_range :</span></dt><dd>[1.00225931 4.34917129]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([nan, nan, nan, ..., nan, nan, nan], shape=(2334,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ip_filtered</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>118.0 302.9 ... 1.372e+03 2.008e+03</div><input id='attrs-63fcd294-769f-4761-8830-a941f9bb8623' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63fcd294-769f-4761-8830-a941f9bb8623' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-234750ce-a7a1-4ab3-95b9-c982fad13288' class='xr-var-data-in' type='checkbox'><label for='data-234750ce-a7a1-4ab3-95b9-c982fad13288' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>in_phase_filtered</dd><dt><span>long_name :</span></dt><dd>In-phase frequency data, spherics rejected</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpi400_filt&#x27;, &#x27;cpi1800_filt&#x27;, &#x27;cxi3300_filt&#x27;, &#x27;cpi8200_filt&#x27;, &#x27;cpi40k_filt&#x27;, &#x27;cpi140k_filt&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[  14.14960861 7525.67236328]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 117.97877502,  302.86141968,  185.86499023,  766.76940918,
            2080.25341797, 2314.21875   ],
           [  69.02600861,  176.11734009,  111.93188477,  384.20117188,
             746.55163574,  792.71697998],
           [  60.20056152,  110.66323853,   60.75518036,  234.58210754,
             828.21881104, 1111.24133301],
           ...,
           [ 119.67127991,  319.05114746,  196.64369202,  720.36218262,
            2484.73828125, 3299.11816406],
           [  87.8653183 ,  185.52835083,  112.06396484,  533.59344482,
            1849.06896973, 2366.74951172],
           [  96.07406616,  189.63893127,   90.84681702,  375.30838013,
            1372.25354004, 2007.67419434]], shape=(2334, 6))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qd_filtered</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>169.5 423.8 236.4 ... 744.7 695.7</div><input id='attrs-9499e11c-24fd-4139-8f3b-c51bdc427a94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9499e11c-24fd-4139-8f3b-c51bdc427a94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b80b48ec-4165-484f-9ef3-54033f2c52a1' class='xr-var-data-in' type='checkbox'><label for='data-b80b48ec-4165-484f-9ef3-54033f2c52a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>quadrature_filtered</dd><dt><span>long_name :</span></dt><dd>Quadrature frequency data, spherics rejected</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpq400_filt&#x27;, &#x27;cpq1800_filt&#x27;, &#x27;cxq3300_filt&#x27;, &#x27;cpq8200_filt&#x27;, &#x27;cpq40k_filt&#x27;, &#x27;cpq140k_filt&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[ -31.98612785 2687.82006836]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 169.46102905,  423.82351685,  236.44616699,  650.93182373,
             607.8817749 ,  471.82748413],
           [  81.10961151,  201.69747925,   97.77780151,  209.89375305,
             124.76053619,  137.69163513],
           [  56.15507507,  131.60414124,   74.89906311,  250.68449402,
             409.72515869,  369.63180542],
           ...,
           [ 183.64216614,  457.3059082 ,  252.03132629,  734.78027344,
            1080.54455566,  715.58544922],
           [ 109.53694916,  312.3843689 ,  188.54319763,  599.67834473,
             735.21350098,  500.33917236],
           [ 101.30422211,  222.57702637,  129.7481842 ,  417.51119995,
             744.70263672,  695.71289062]], shape=(2334, 6))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ip_pgadj</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>118.0 302.9 ... 1.317e+03 2.008e+03</div><input id='attrs-9b039312-802b-48a8-a3e9-51b472a29671' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b039312-802b-48a8-a3e9-51b472a29671' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d60e4ae-5c99-4487-8e54-8e5c0b5205a6' class='xr-var-data-in' type='checkbox'><label for='data-4d60e4ae-5c99-4487-8e54-8e5c0b5205a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>in_phase_phase_gain_adj</dd><dt><span>long_name :</span></dt><dd>In-phase frequency data, phase and gain adjusted</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpi400_phg&#x27;, &#x27;cpi1800_phg&#x27;, &#x27;cxi3300_phg&#x27;, &#x27;cpi8200_phg&#x27;, &#x27;cpi40k_phg&#x27;, &#x27;cpi140k_phg&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[  14.14960861 7525.67236328]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 117.97877502,  302.86141968,  185.86499023, 1035.13867188,
            2032.78234863, 2314.21875   ],
           [  69.02600861,  176.11734009,  111.93188477,  518.67156982,
             736.0302124 ,  792.71697998],
           [  60.20056152,  110.66323853,   60.75518036,  316.68585205,
             797.62030029, 1111.24133301],
           ...,
           [ 119.67127991,  319.05114746,  196.64369202,  972.48895264,
            2403.31054688, 3299.11816406],
           [  87.8653183 ,  185.52835083,  112.06396484,  720.35113525,
            1793.27880859, 2366.74951172],
           [  96.07406616,  189.63893127,   90.84681702,  506.6663208 ,
            1316.9630127 , 2007.67419434]], shape=(2334, 6))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qd_pgadj</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>169.5 423.8 236.4 ... 838.6 695.7</div><input id='attrs-64ce05ac-d6ba-4c8a-8116-daf509f142a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64ce05ac-d6ba-4c8a-8116-daf509f142a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d33f44c1-d99c-46e3-961f-fec02efadcdd' class='xr-var-data-in' type='checkbox'><label for='data-d33f44c1-d99c-46e3-961f-fec02efadcdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>quadrature_phase_gain_adj</dd><dt><span>long_name :</span></dt><dd>Quadrature frequency data, phase and gain adjusted</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpq400_phg&#x27;, &#x27;cpq1800_phg&#x27;, &#x27;cxq3300_phg&#x27;, &#x27;cpq8200_phg&#x27;, &#x27;cpq40k_phg&#x27;, &#x27;cpq140k_phg&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[  14.41101551 3058.23803711]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 169.46102905,  423.82351685,  236.44616699,  878.75793457,
             751.512146  ,  471.82748413],
           [  81.10961151,  201.69747925,   97.77780151,  283.35656738,
             176.53343201,  137.69163513],
           [  56.15507507,  131.60414124,   74.89906311,  338.42407227,
             466.5007019 ,  369.63180542],
           ...,
           [ 183.64216614,  457.3059082 ,  252.03132629,  991.95336914,
            1251.23901367,  715.58544922],
           [ 109.53694916,  312.3843689 ,  188.54319763,  809.5657959 ,
             862.40710449,  500.33917236],
           [ 101.30422211,  222.57702637,  129.7481842 ,  563.64013672,
             838.61212158,  695.71289062]], shape=(2334, 6))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ip_final</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>118.5 302.9 ... 1.318e+03 2.008e+03</div><input id='attrs-e241046f-f8c6-4a8f-bae1-e7e48f6fc663' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e241046f-f8c6-4a8f-bae1-e7e48f6fc663' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6c6449f-c84b-4b90-a997-2b3ca8015e37' class='xr-var-data-in' type='checkbox'><label for='data-f6c6449f-c84b-4b90-a997-2b3ca8015e37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>in_phase_final</dd><dt><span>long_name :</span></dt><dd>In-phase frequency data, final levelled</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>-9999.0</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpi400&#x27;, &#x27;cpi1800&#x27;, &#x27;cxi3300&#x27;, &#x27;cpi8200&#x27;, &#x27;cpi40k&#x27;, &#x27;cpi140k&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[  18.00439262 7525.42822266]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 118.54994202,  302.87582397,  185.88238525, 1035.17089844,
            2032.86682129, 2314.07714844],
           [  69.59188843,  176.13134766,  111.94963074,  518.70391846,
             736.11157227,  792.57977295],
           [  60.76115036,  110.67685699,   60.77328491,  316.71838379,
             797.69854736, 1111.10839844],
           ...,
           [ 119.25977325,  319.0355835 ,  197.14642334,  971.42724609,
            2404.16015625, 3299.53637695],
           [  87.5464859 ,  185.52415466,  112.56441498,  719.25640869,
            1794.13476562, 2367.19458008],
           [  95.84790802,  189.64610291,   91.34499359,  505.5385437 ,
            1317.82531738, 2008.14611816]], shape=(2334, 6))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qd_final</span></div><div class='xr-var-dims'>(index, frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>169.3 423.8 236.5 ... 839.4 696.3</div><input id='attrs-b332e0fd-20c3-4fb3-8792-a492ddacf320' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b332e0fd-20c3-4fb3-8792-a492ddacf320' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b16fdce0-3e25-42a7-b3e7-c853f820797d' class='xr-var-data-in' type='checkbox'><label for='data-b16fdce0-3e25-42a7-b3e7-c853f820797d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>quadrature_final</dd><dt><span>long_name :</span></dt><dd>Quadrature frequency data, final levelled</dd><dt><span>units :</span></dt><dd>Parts per million (ppm)</dd><dt><span>null_value :</span></dt><dd>-9999.0</dd><dt><span>raw_data_columns :</span></dt><dd>[&#x27;cpq400&#x27;, &#x27;cpq1800&#x27;, &#x27;cxq3300&#x27;, &#x27;cpq8200&#x27;, &#x27;cpq40k&#x27;, &#x27;cpq140k&#x27;]</dd><dt><span>valid_range :</span></dt><dd>[ -13.78479671 3058.26318359]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 169.33839417,  423.81204224,  236.45677185,  878.84869385,
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             176.55760193,  137.57797241],
           [  56.02865219,  131.59169006,   74.9103775 ,  338.50891113,
             466.52639771,  369.52008057],
           ...,
           [ 184.81713867,  458.01174927,  252.12159729,  992.12182617,
            1252.0111084 ,  716.16259766],
           [ 110.68795013,  313.09295654,  188.6153717 ,  809.74560547,
             863.19592285,  500.93768311],
           [ 102.43125153,  223.28833008,  129.80227661,  563.83129883,
             839.41766357,  696.33276367]], shape=(2334, 6))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ebbfdaeb-8a6a-4bc5-b4bc-0a078bf38516' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ebbfdaeb-8a6a-4bc5-b4bc-0a078bf38516' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>uuid :</span></dt><dd>5bf94503-fa34-4c4b-be9b-acf8c608852f</dd><dt><span>content :</span></dt><dd>raw data</dd><dt><span>comment :</span></dt><dd>This dataset includes minimally processed (raw) AEM data</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>method :</span></dt><dd>electromagnetic</dd><dt><span>instrument :</span></dt><dd>resolve</dd></dl></div></li></ul></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 47-48

Import inverted AEM models from CSV-format.

.. GENERATED FROM PYTHON SOURCE LINES 48-58

.. code-block:: Python


    model_container = survey.gs.add_container('models', **dict(content = "inverted models"))

    # Define input model file and associated metadata file
    m_data = join(data_path, 'model//Resolve_model.csv')
    m_supp = join(data_path, 'model//Resolve_model_md.yml')

    # Add the inverted AEM models as a tabular dataset
    model_container.gs.add(key="model", data_filename=m_data, metadata_file=m_supp)






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            uuid:     e722f805-a006-4cd6-a6c2-7ab61a30ce0a
            content:  inverted resistivity models
            comment:  This dataset includes inverted resistivity models derived from ...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;model&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2a0410fe-b26e-4e8c-80af-414617e0d6c3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a0410fe-b26e-4e8c-80af-414617e0d6c3' 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'>index</span>: 9999</li><li><span class='xr-has-index'>layer_depth</span>: 30</li><li><span class='xr-has-index'>nv</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-58d0a5ed-72e0-4605-81eb-91c2db4abf6e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-58d0a5ed-72e0-4605-81eb-91c2db4abf6e' class='xr-section-summary' >Coordinates: <span>(7)</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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 9995 9996 9997 9998</div><input id='attrs-2edef9d6-e6d7-4dc9-8b3f-dfc2a1a3a44c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2edef9d6-e6d7-4dc9-8b3f-dfc2a1a3a44c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b665a59d-83ff-4984-b4fb-ca798f222587' class='xr-var-data-in' type='checkbox'><label for='data-b665a59d-83ff-4984-b4fb-ca798f222587' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>index</dd><dt><span>long_name :</span></dt><dd>Index of individual data points</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[   0. 9998.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 9996, 9997, 9998], shape=(9999,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>layer_depth</span></div><div class='xr-var-dims'>(layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5 1.55 2.7 ... 109.2 119.7 132.5</div><input id='attrs-fe25edf5-32af-48b9-a0a7-7e657793ba33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe25edf5-32af-48b9-a0a7-7e657793ba33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5520740b-773c-4511-9bf8-7e4f7cca7bfe' class='xr-var-data-in' type='checkbox'><label for='data-5520740b-773c-4511-9bf8-7e4f7cca7bfe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth</dd><dt><span>long_name :</span></dt><dd>Depth to model layer</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.5 132.5]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>layer_depth_bnds</dd></dl></div><div class='xr-var-data'><pre>array([  0.5 ,   1.55,   2.7 ,   3.95,   5.3 ,   6.75,   8.35,  10.1 ,  12.  ,
            14.1 ,  16.4 ,  18.9 ,  21.6 ,  24.55,  27.8 ,  31.35,  35.2 ,  39.4 ,
            43.95,  48.9 ,  54.3 ,  60.2 ,  66.65,  73.65,  81.3 ,  89.65,  98.75,
           109.15, 119.65, 132.5 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>nv</span></div><div class='xr-var-dims'>(nv)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-f7b1cc6e-650e-4aba-a6d1-fac4508edd18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7b1cc6e-650e-4aba-a6d1-fac4508edd18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8d8338a-3f73-4a01-9008-8c792d5320f0' class='xr-var-data-in' type='checkbox'><label for='data-d8d8338a-3f73-4a01-9008-8c792d5320f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>nv</dd><dt><span>long_name :</span></dt><dd>Number of vertices for bounding variables</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-a541f8d3-b100-4bc3-882e-4119364c1d81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a541f8d3-b100-4bc3-882e-4119364c1d81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c646ce1-50a1-4291-becd-e20d37b198da' class='xr-var-data-in' type='checkbox'><label for='data-5c646ce1-50a1-4291-becd-e20d37b198da' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;NAD83 / Conus Albers&quot;,BASEGEOGCRS[&quot;NAD83&quot;,DATUM[&quot;North American Datum 1983&quot;,ELLIPSOID[&quot;GRS 1980&quot;,6378137,298.257222101,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4269]],CONVERSION[&quot;Conus Albers&quot;,METHOD[&quot;Albers Equal Area&quot;,ID[&quot;EPSG&quot;,9822]],PARAMETER[&quot;Latitude of false origin&quot;,23,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8821]],PARAMETER[&quot;Longitude of false origin&quot;,-96,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8822]],PARAMETER[&quot;Latitude of 1st standard parallel&quot;,29.5,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8823]],PARAMETER[&quot;Latitude of 2nd standard parallel&quot;,45.5,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8824]],PARAMETER[&quot;Easting at false origin&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8826]],PARAMETER[&quot;Northing at false origin&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8827]]],CS[Cartesian,2],AXIS[&quot;easting (X)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing (Y)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Data analysis and small scale data presentation for contiguous lower 48 states.&quot;],AREA[&quot;United States (USA) - CONUS onshore - Alabama; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming.&quot;],BBOX[24.41,-124.79,49.38,-66.91]],ID[&quot;EPSG&quot;,5070]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314140356</dd><dt><span>inverse_flattening :</span></dt><dd>298.257222101</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>GRS 1980</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>NAD83</dd><dt><span>horizontal_datum_name :</span></dt><dd>North American Datum 1983</dd><dt><span>projected_crs_name :</span></dt><dd>NAD83 / Conus Albers</dd><dt><span>grid_mapping_name :</span></dt><dd>albers_conical_equal_area</dd><dt><span>standard_parallel :</span></dt><dd>(29.5, 45.5)</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>23.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-96.0</dd><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>authority :</span></dt><dd>EPSG</dd><dt><span>wkid :</span></dt><dd>5070</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.36e+05 5.36e+05 ... 5.297e+05</div><input id='attrs-2ff457ea-eed0-4951-abc0-f0560a4f46d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ff457ea-eed0-4951-abc0-f0560a4f46d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b099020-6f07-4d79-afb8-7c0cdb5d67e1' class='xr-var-data-in' type='checkbox'><label for='data-8b099020-6f07-4d79-afb8-7c0cdb5d67e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[502307.5001 536006.1001]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([536005.9001, 535980.9001, 535955.9001, ..., 529781.6001,
           529756.8001, 529731.9001], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.205e+06 1.205e+06 ... 1.197e+06</div><input id='attrs-fc0234f0-d126-4a2c-8bb5-cfc05cb25829' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc0234f0-d126-4a2c-8bb5-cfc05cb25829' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a8846db-ce14-4a7d-a637-9bddd01cca4b' class='xr-var-data-in' type='checkbox'><label for='data-3a8846db-ce14-4a7d-a637-9bddd01cca4b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[1196761.399 1204806.899]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1204779.199, 1204779.399, 1204779.199, ..., 1196790.499,
           1196788.199, 1196785.599], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>41.1 41.1 41.1 ... 41.7 41.7 41.5</div><input id='attrs-d2049146-290d-4030-a78e-ae1527c01cf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2049146-290d-4030-a78e-ae1527c01cf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68959f9b-1852-4518-9895-2a23b09d65ab' class='xr-var-data-in' type='checkbox'><label for='data-68959f9b-1852-4518-9895-2a23b09d65ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>z</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>v_datum</dd><dt><span>valid_range :</span></dt><dd>[32.4 47.4]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([41.1, 41.1, 41.1, ..., 41.7, 41.7, 41.5], shape=(9999,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b428b450-f3a0-427c-8dd1-ae90bb38fa04' class='xr-section-summary-in' type='checkbox'  ><label for='section-b428b450-f3a0-427c-8dd1-ae90bb38fa04' class='xr-section-summary' >Data variables: <span>(18)</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>layer_depth_bnds</span></div><div class='xr-var-dims'>(layer_depth, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.275 2.275 -0.225 ... 130.7 134.3</div><input id='attrs-ae28c191-3fe3-4f5a-9f1a-54cb0c6384ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ae28c191-3fe3-4f5a-9f1a-54cb0c6384ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea36f0d9-cf85-4562-b168-a149a10d621a' class='xr-var-data-in' type='checkbox'><label for='data-ea36f0d9-cf85-4562-b168-a149a10d621a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth_bounds</dd><dt><span>long_name :</span></dt><dd>Depth to model layer cell boundaries</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ -1.275 134.275]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ -1.275,   2.275],
           [ -0.225,   3.325],
           [  0.925,   4.475],
           [  2.175,   5.725],
           [  3.525,   7.075],
           [  4.975,   8.525],
           [  6.575,  10.125],
           [  8.325,  11.875],
           [ 10.225,  13.775],
           [ 12.325,  15.875],
           [ 14.625,  18.175],
           [ 17.125,  20.675],
           [ 19.825,  23.375],
           [ 22.775,  26.325],
           [ 26.025,  29.575],
           [ 29.575,  33.125],
           [ 33.425,  36.975],
           [ 37.625,  41.175],
           [ 42.175,  45.725],
           [ 47.125,  50.675],
           [ 52.525,  56.075],
           [ 58.425,  61.975],
           [ 64.875,  68.425],
           [ 71.875,  75.425],
           [ 79.525,  83.075],
           [ 87.875,  91.425],
           [ 96.975, 100.525],
           [107.375, 110.925],
           [117.875, 121.425],
           [130.725, 134.275]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>line</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10010 10010 10010 ... 10330 10330</div><input id='attrs-64e39fde-515f-43c9-8676-75f7a3b08ac8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64e39fde-515f-43c9-8676-75f7a3b08ac8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b00cc7ae-ac31-4808-8830-e8758f6c4884' class='xr-var-data-in' type='checkbox'><label for='data-b00cc7ae-ac31-4808-8830-e8758f6c4884' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>line</dd><dt><span>long_name :</span></dt><dd>Line number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[10010. 10330.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([10010, 10010, 10010, ..., 10330, 10330, 10330], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_wgs84_dd</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.76 33.76 33.76 ... 33.69 33.69</div><input id='attrs-7e361db4-ff9e-4b27-b57e-06ad95f08fa9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e361db4-ff9e-4b27-b57e-06ad95f08fa9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22d98d60-7966-47b2-95a5-7beaba6cc030' class='xr-var-data-in' type='checkbox'><label for='data-22d98d60-7966-47b2-95a5-7beaba6cc030' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[33.69020315 33.77951749]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([33.76152288, 33.76153839, 33.76155032, ..., 33.69354365,
           33.69353654, 33.69352681], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_wgs84_dd</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.17 -90.17 ... -90.24 -90.24</div><input id='attrs-4f26f186-dc5a-4775-b8c0-3abecd7e9ce0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f26f186-dc5a-4775-b8c0-3abecd7e9ce0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4427120b-4c93-46ed-b4dd-748f5c04cce2' class='xr-var-data-in' type='checkbox'><label for='data-4427120b-4c93-46ed-b4dd-748f5c04cce2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-90.53871841 -90.16855952]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-90.16855952, -90.16883069, -90.16910213, ..., -90.24136971,
           -90.24164014, -90.24191185], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x_wgs84_albers</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.36e+05 5.36e+05 ... 5.297e+05</div><input id='attrs-44655da5-2119-4dad-a227-c6005a8f308e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-44655da5-2119-4dad-a227-c6005a8f308e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05eb06a2-f5ba-4ef8-8648-0fdab75e8a9e' class='xr-var-data-in' type='checkbox'><label for='data-05eb06a2-f5ba-4ef8-8648-0fdab75e8a9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[502307.5001 536006.1001]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([536005.9001, 535980.9001, 535955.9001, ..., 529781.6001,
           529756.8001, 529731.9001], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_wgs84_albers</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.205e+06 1.205e+06 ... 1.197e+06</div><input id='attrs-79ba60eb-8a19-4eb9-80d5-7a7779e3c1ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79ba60eb-8a19-4eb9-80d5-7a7779e3c1ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f7bed47-959e-49f4-99a9-7e14d2715578' class='xr-var-data-in' type='checkbox'><label for='data-7f7bed47-959e-49f4-99a9-7e14d2715578' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[1196761.399 1204806.899]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1204779.199, 1204779.399, 1204779.199, ..., 1196790.499,
           1196788.199, 1196785.599], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>record</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 ... 9996 9997 9998 9999</div><input id='attrs-f3579431-1e16-40ee-8870-444049dbdac9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3579431-1e16-40ee-8870-444049dbdac9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68bdcc91-6dfa-4a83-b4d2-425b2a1cdffc' class='xr-var-data-in' type='checkbox'><label for='data-68bdcc91-6dfa-4a83-b4d2-425b2a1cdffc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.000e+00 9.999e+03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3, ..., 9997, 9998, 9999], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dem</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>41.1 41.1 41.1 ... 41.7 41.7 41.5</div><input id='attrs-dc9575c4-3655-4061-ac7a-7fcb10d876b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc9575c4-3655-4061-ac7a-7fcb10d876b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ebba340-01b6-4c03-b028-1d86c31ccfba' class='xr-var-data-in' type='checkbox'><label for='data-9ebba340-01b6-4c03-b028-1d86c31ccfba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>v_datum</dd><dt><span>valid_range :</span></dt><dd>[32.4 47.4]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([41.1, 41.1, 41.1, ..., 41.7, 41.7, 41.5], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>40.9 41.4 41.8 ... 55.6 53.8 52.0</div><input id='attrs-eb141d32-9777-4e59-8c3c-8efa805f9d8e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb141d32-9777-4e59-8c3c-8efa805f9d8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52ff9d87-7768-47e5-8687-a967652dfbdf' class='xr-var-data-in' type='checkbox'><label for='data-52ff9d87-7768-47e5-8687-a967652dfbdf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[24.5 76.2]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([40.9, 41.4, 41.8, ..., 55.6, 53.8, 52. ], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>invalt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.8 39.4 40.3 ... 54.6 53.1 51.4</div><input id='attrs-b487543d-c92b-43c0-885e-8a921f537d41' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b487543d-c92b-43c0-885e-8a921f537d41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a858a72e-0477-40eb-a5cd-fa3aca3591a5' class='xr-var-data-in' type='checkbox'><label for='data-a858a72e-0477-40eb-a5cd-fa3aca3591a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[23.1 75.1]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([38.8, 39.4, 40.3, ..., 54.6, 53.1, 51.4], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>deltaalt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.12 -1.97 -1.53 ... -0.78 -0.55</div><input id='attrs-dfb8a0ac-a9e0-4063-93f9-a7e4657d9394' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfb8a0ac-a9e0-4063-93f9-a7e4657d9394' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e226759a-5541-49c9-b293-e6166f88d18d' class='xr-var-data-in' type='checkbox'><label for='data-e226759a-5541-49c9-b293-e6166f88d18d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-8.59  2.63]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-2.12, -1.97, -1.53, ..., -1.02, -0.78, -0.55], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>numdata</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>12 12 12 12 12 ... 12 12 12 12 12</div><input id='attrs-2e143a75-99f6-4892-8afa-3a79b3663853' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e143a75-99f6-4892-8afa-3a79b3663853' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1df047b9-26e9-4b0e-b69b-9ce0171e117c' class='xr-var-data-in' type='checkbox'><label for='data-1df047b9-26e9-4b0e-b69b-9ce0171e117c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 2. 12.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([12, 12, 12, ..., 12, 12, 12], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>resdata</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.422 0.886 0.813 ... 0.396 0.355</div><input id='attrs-660a39d4-cc14-449c-9ca8-1309bbd22bac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-660a39d4-cc14-449c-9ca8-1309bbd22bac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7de03daa-73b0-4b07-a2c7-5a1de3fa74d9' class='xr-var-data-in' type='checkbox'><label for='data-7de03daa-73b0-4b07-a2c7-5a1de3fa74d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0.127 2.22 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.422, 0.886, 0.813, ..., 0.443, 0.396, 0.355], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>restotal</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.293 0.293 0.293 ... 0.293 0.293</div><input id='attrs-69f2b347-7d52-4002-acc0-6d5e0ebda6e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69f2b347-7d52-4002-acc0-6d5e0ebda6e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0aea2ce4-f9ec-4707-bba6-91a082386ce1' class='xr-var-data-in' type='checkbox'><label for='data-0aea2ce4-f9ec-4707-bba6-91a082386ce1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0.293 0.293]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.293, 0.293, 0.293, ..., 0.293, 0.293, 0.293], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHO_I</span></div><div class='xr-var-dims'>(index, layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.74 14.9 17.1 ... 14.0 15.9 16.6</div><input id='attrs-4149f781-dd50-4483-88bb-6b0d4740dd44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4149f781-dd50-4483-88bb-6b0d4740dd44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d17137ef-53ff-49b3-abd9-3a6ea244b03e' class='xr-var-data-in' type='checkbox'><label for='data-d17137ef-53ff-49b3-abd9-3a6ea244b03e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  1.03 263.  ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 9.74, 14.9 , 17.1 , ..., 14.  , 16.  , 16.8 ],
           [11.2 , 16.6 , 18.  , ..., 14.1 , 16.1 , 16.9 ],
           [12.5 , 17.8 , 18.7 , ..., 14.1 , 16.1 , 17.  ],
           ...,
           [20.  , 22.1 , 24.6 , ..., 14.1 , 15.9 , 16.8 ],
           [19.9 , 21.4 , 23.6 , ..., 14.1 , 15.9 , 16.8 ],
           [19.6 , 20.8 , 23.1 , ..., 14.  , 15.9 , 16.6 ]], shape=(9999, 30))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHO_I_STD</span></div><div class='xr-var-dims'>(index, layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.14 2.46 2.65 ... 7.84 10.8 99.0</div><input id='attrs-c933c717-7daf-42de-addf-a721ce53e3a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c933c717-7daf-42de-addf-a721ce53e3a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adf781a1-0243-43e8-8e86-8f2724082e59' class='xr-var-data-in' type='checkbox'><label for='data-adf781a1-0243-43e8-8e86-8f2724082e59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 1.49 99.  ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 3.14,  2.46,  2.65, ..., 99.  , 99.  , 99.  ],
           [ 3.17,  2.5 ,  2.55, ..., 99.  , 99.  , 99.  ],
           [ 3.36,  2.61,  2.53, ..., 99.  , 99.  , 99.  ],
           ...,
           [ 3.69,  2.69,  2.63, ...,  7.82, 10.8 , 99.  ],
           [ 3.73,  2.68,  2.6 , ...,  7.7 , 10.6 , 99.  ],
           [ 3.73,  2.66,  2.6 , ...,  7.84, 10.8 , 99.  ]], shape=(9999, 30))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doi_conservative</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.8 65.0 65.0 ... 70.1 70.4 70.6</div><input id='attrs-fe252337-913d-4fd7-b00c-0944e0d75abe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe252337-913d-4fd7-b00c-0944e0d75abe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4f68451-ac34-4198-a8d9-0c60dd959da4' class='xr-var-data-in' type='checkbox'><label for='data-f4f68451-ac34-4198-a8d9-0c60dd959da4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 8.62 97.  ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([27.8, 65. , 65. , ..., 70.1, 70.4, 70.6], shape=(9999,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doi_standard</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>66.2 78.2 78.2 ... 87.6 87.9 88.0</div><input id='attrs-98ddcfc6-8b8b-4b8a-a9d6-f81e88283115' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98ddcfc6-8b8b-4b8a-a9d6-f81e88283115' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f2f7625-1ac8-49e8-968d-fc6bd77074db' class='xr-var-data-in' type='checkbox'><label for='data-7f2f7625-1ac8-49e8-968d-fc6bd77074db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>not_defined</dd><dt><span>long_name :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 15. 121.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([66.2, 78.2, 78.2, ..., 87.6, 87.9, 88. ], shape=(9999,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f303eddd-5202-44ed-833d-bfab4389cb54' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f303eddd-5202-44ed-833d-bfab4389cb54' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>uuid :</span></dt><dd>e722f805-a006-4cd6-a6c2-7ab61a30ce0a</dd><dt><span>content :</span></dt><dd>inverted resistivity models</dd><dt><span>comment :</span></dt><dd>This dataset includes inverted resistivity models derived from processed AEM data produced by USGS</dd></dl></div></li></ul></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 59-60

Save to NetCDF file

.. GENERATED FROM PYTHON SOURCE LINES 60-63

.. code-block:: Python

    d_out = join(data_path, 'Resolve.nc')
    survey.gs.to_netcdf(d_out)





.. rst-class:: sphx-glr-script-out

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    longitude_of_central_meridian
    false_easting
    false_northing
    authority
    wkid
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    _FillValue
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    bounds
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    _FillValue
    standard_name
    long_name
    units
    null_value
    axis
    valid_range
    grid_mapping
    _FillValue
    standard_name
    long_name
    units
    null_value
    axis
    valid_range
    grid_mapping
    _FillValue
    standard_name
    long_name
    units
    null_value
    axis
    positive
    datum
    valid_range
    grid_mapping
    type
    mode
    method
    submethod
    instrument
    uuid
    name
    data_normalized
    output_data_type
    reference_frame
    output_sample_frequency
    valid_range
    grid_mapping
    grid_mapping
    valid_range
    grid_mapping
    valid_range
    grid_mapping
    grid_mapping
    grid_mapping
    grid_mapping
    valid_range
    grid_mapping
    grid_mapping
    _FillValue
    valid_range
    grid_mapping
    valid_range
    grid_mapping
    valid_range
    grid_mapping
    grid_mapping
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    standard_name
    long_name
    units
    null_value
    valid_range
    grid_mapping
    type
    mode
    method
    submethod
    instrument
    name
    sample_frequency
    sensitivity
    type
    mode
    method
    submethod
    instrument
    name
    crystal_type
    sample_frequency
    downward_volume
    upward_volume




.. GENERATED FROM PYTHON SOURCE LINES 64-65

Reading back in the GS NetCDF file

.. GENERATED FROM PYTHON SOURCE LINES 65-68

.. code-block:: Python

    new_survey = gspy.open_datatree(d_out)['survey']

    # Check the Survey information







.. GENERATED FROM PYTHON SOURCE LINES 69-70

Plotting

.. GENERATED FROM PYTHON SOURCE LINES 70-92

.. code-block:: Python


    # Make a scatter plot of a specific data variable, using GSPy's plotter
    plt.figure()
    new_survey['data/raw_data'].gs.scatter(hue='dtm', vmin=30, vmax=50)

    # Subsetting by line number, and plotting by distance along that line
    tmp = new_survey['data/raw_data'].gs.subset('line', 10010)
    # tmp = new_survey['data'].where(new_survey['data'].dataset['line']==10010)
    plt.figure()
    # plt.subplot(121)
    # tmp.gs_tabular.plot(hue='DTM')
    # plt.subplot(122)
    # tmp.gs_tabular.scatter(x='x', y='DTM')
    tmp.gs.scatter(y='dtm')

    #IF YOU SPECIFY HUE ITS A 2D COLOUR Plot
    #OTHERWISE ITS JUST A PLOT (LINE POINTS ETC)

    # Make a scatter plot of a specific model variable, using GSPy's plotter
    plt.figure()
    new_survey['models/model'].gs.scatter(hue='doi_standard')
    plt.show()



.. rst-class:: sphx-glr-horizontal


    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_001.png
         :alt: plot csv resolve
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_002.png
         :alt: plot csv resolve
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_002.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_003.png
         :alt: plot csv resolve
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_csv_resolve_003.png
         :class: sphx-glr-multi-img






.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 0.786 seconds)


.. _sphx_glr_download_examples_Creating_GS_Files_plot_csv_resolve.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_csv_resolve.ipynb <plot_csv_resolve.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_csv_resolve.py <plot_csv_resolve.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_csv_resolve.zip <plot_csv_resolve.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_
