
.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/Creating_GS_Files/plot_resolve_csv.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_resolve_csv.py>`
        to download the full example code.

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

.. _sphx_glr_examples_Creating_GS_Files_plot_resolve_csv.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:                     b7af9eec-669e-400c-a933-520726f5d6cd
    │           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-53cce5d2-7f40-47c5-84e5-b2a47c70c3ea' class='xr-section-summary-in' type='checkbox'  ><label for='section-53cce5d2-7f40-47c5-84e5-b2a47c70c3ea' 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-c6e08822-95f1-4900-af88-bb1113f56c42' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c6e08822-95f1-4900-af88-bb1113f56c42' 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-502d7562-7dc7-4481-8d97-db5f5aabf537' class='xr-section-summary-in' type='checkbox'  checked><label for='section-502d7562-7dc7-4481-8d97-db5f5aabf537' 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-623e6a21-d3f8-4c2f-b65b-abea974bd8cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-623e6a21-d3f8-4c2f-b65b-abea974bd8cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-559b8dd8-8202-4329-a17c-bf3c8a99c95c' class='xr-var-data-in' type='checkbox'><label for='data-559b8dd8-8202-4329-a17c-bf3c8a99c95c' title='Show/Hide data 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-d1cf0639-e095-4d53-a004-de75317be381' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1cf0639-e095-4d53-a004-de75317be381' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f9b0dad-256e-4790-af12-1ee3246f24a0' class='xr-var-data-in' type='checkbox'><label for='data-0f9b0dad-256e-4790-af12-1ee3246f24a0' title='Show/Hide data 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-038ffebd-c251-4758-a74c-7598dbe57fbe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-038ffebd-c251-4758-a74c-7598dbe57fbe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdf1c9eb-6cab-4e9f-bc2a-6e4f613934c6' class='xr-var-data-in' type='checkbox'><label for='data-bdf1c9eb-6cab-4e9f-bc2a-6e4f613934c6' title='Show/Hide data 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-51c3440c-658c-4ab5-9b7a-41f71f0488e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-51c3440c-658c-4ab5-9b7a-41f71f0488e3' 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-3486276d-128c-4061-8262-045358c4fa4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3486276d-128c-4061-8262-045358c4fa4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4aff360-59ae-4c35-82a4-1e5f57d542e5' class='xr-var-data-in' type='checkbox'><label for='data-f4aff360-59ae-4c35-82a4-1e5f57d542e5' title='Show/Hide data 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-13ad5bbe-f2ef-4b3d-be83-f5d986f5b81c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13ad5bbe-f2ef-4b3d-be83-f5d986f5b81c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d9e0bb0-aff2-468c-b838-6a8fa948e2f3' class='xr-var-data-in' type='checkbox'><label for='data-2d9e0bb0-aff2-468c-b838-6a8fa948e2f3' title='Show/Hide data 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-16b99ef6-a795-4493-8fef-71b565217f4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16b99ef6-a795-4493-8fef-71b565217f4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b9cfd4c-5b87-49e9-a753-ac6ed324f42b' class='xr-var-data-in' type='checkbox'><label for='data-9b9cfd4c-5b87-49e9-a753-ac6ed324f42b' title='Show/Hide data 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-6943d2b7-5e14-4f9b-9fd8-e6abe743e43d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6943d2b7-5e14-4f9b-9fd8-e6abe743e43d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9f9abca-9ea4-463b-ac3d-af0e8b775dbb' class='xr-var-data-in' type='checkbox'><label for='data-a9f9abca-9ea4-463b-ac3d-af0e8b775dbb' title='Show/Hide data 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-ad3b7d6e-5ec1-4e16-8374-afb718bc091c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad3b7d6e-5ec1-4e16-8374-afb718bc091c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1d80c0f-4cd1-48c2-b40c-22afc79b8506' class='xr-var-data-in' type='checkbox'><label for='data-e1d80c0f-4cd1-48c2-b40c-22afc79b8506' title='Show/Hide data 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-c1031469-6fdf-44a5-be6a-7f3f213ab507' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1031469-6fdf-44a5-be6a-7f3f213ab507' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-910e5653-3946-45c4-8b48-d1c43ba541a7' class='xr-var-data-in' type='checkbox'><label for='data-910e5653-3946-45c4-8b48-d1c43ba541a7' title='Show/Hide data 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-8a94471e-a2de-43a5-90ad-b22815ad7ba2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a94471e-a2de-43a5-90ad-b22815ad7ba2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7473fcde-4866-4ed9-8bd2-7c704e58f7e3' class='xr-var-data-in' type='checkbox'><label for='data-7473fcde-4866-4ed9-8bd2-7c704e58f7e3' title='Show/Hide data 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-507982e5-43a2-4d2a-a211-0f26dd3af061' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-507982e5-43a2-4d2a-a211-0f26dd3af061' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b65667d-c782-47c3-b03d-8d2bd532b225' class='xr-var-data-in' type='checkbox'><label for='data-9b65667d-c782-47c3-b03d-8d2bd532b225' title='Show/Hide data 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-6590d08a-5d8f-49d1-96d2-857925a14185' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6590d08a-5d8f-49d1-96d2-857925a14185' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b121512f-e951-432f-89ce-7d5dee3bfa77' class='xr-var-data-in' type='checkbox'><label for='data-b121512f-e951-432f-89ce-7d5dee3bfa77' title='Show/Hide data 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-25655208-2284-4266-a497-5630ecf68cf7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25655208-2284-4266-a497-5630ecf68cf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ee28038-f422-45a6-99e7-49217b953984' class='xr-var-data-in' type='checkbox'><label for='data-8ee28038-f422-45a6-99e7-49217b953984' title='Show/Hide data 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-05e01711-6bcb-4b29-a50c-a5312c735648' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05e01711-6bcb-4b29-a50c-a5312c735648' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-555e04b0-f269-49e1-a457-53123e015aa9' class='xr-var-data-in' type='checkbox'><label for='data-555e04b0-f269-49e1-a457-53123e015aa9' title='Show/Hide data 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-fcd1d2ca-13f0-4f18-a93a-cb8da421a9aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fcd1d2ca-13f0-4f18-a93a-cb8da421a9aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1cf95df-f7b9-4308-92d4-597b0886b618' class='xr-var-data-in' type='checkbox'><label for='data-c1cf95df-f7b9-4308-92d4-597b0886b618' title='Show/Hide data 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-92c9eb43-c7b2-485e-b016-4f2ecc31da6f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92c9eb43-c7b2-485e-b016-4f2ecc31da6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2521397c-fc3c-4000-9836-9000cbcf394f' class='xr-var-data-in' type='checkbox'><label for='data-2521397c-fc3c-4000-9836-9000cbcf394f' title='Show/Hide data 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-7e8a30be-df72-4ccc-b52d-3127c2178566' class='xr-section-summary-in' type='checkbox'  ><label for='section-7e8a30be-df72-4ccc-b52d-3127c2178566' 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>b7af9eec-669e-400c-a933-520726f5d6cd</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-7f6d93cc-4332-457e-8d68-29f29bf3aa9d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7f6d93cc-4332-457e-8d68-29f29bf3aa9d' 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-5a9a4b9b-9642-4b02-b323-044658063aa4' class='xr-section-summary-in' type='checkbox'  ><label for='section-5a9a4b9b-9642-4b02-b323-044658063aa4' 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-8607e2c9-895b-4c8c-8011-2f1c65d646f7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8607e2c9-895b-4c8c-8011-2f1c65d646f7' 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-238a09f1-3be3-4201-80f4-7ffc7bc233d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-238a09f1-3be3-4201-80f4-7ffc7bc233d4' 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-733c53a9-eac0-4b96-8f2c-00159197080e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-733c53a9-eac0-4b96-8f2c-00159197080e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-286035ad-8666-492f-a276-107dea54d3f5' class='xr-var-data-in' type='checkbox'><label for='data-286035ad-8666-492f-a276-107dea54d3f5' title='Show/Hide data 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-394fcf95-5cc4-406f-b20e-1edb9d849d4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-394fcf95-5cc4-406f-b20e-1edb9d849d4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ccefacf-951e-4e16-b677-7b6f65c2502b' class='xr-var-data-in' type='checkbox'><label for='data-3ccefacf-951e-4e16-b677-7b6f65c2502b' title='Show/Hide data 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-f97a24c7-570e-4e76-b618-ce196c1982e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f97a24c7-570e-4e76-b618-ce196c1982e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-928a1a60-dbf6-4707-b795-aff5a10afe3f' class='xr-var-data-in' type='checkbox'><label for='data-928a1a60-dbf6-4707-b795-aff5a10afe3f' title='Show/Hide data 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-3f735298-de27-4614-a27d-ba4c07ccfbe0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f735298-de27-4614-a27d-ba4c07ccfbe0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94772533-d4dc-49cc-ba8b-d7b71d8337e2' class='xr-var-data-in' type='checkbox'><label for='data-94772533-d4dc-49cc-ba8b-d7b71d8337e2' title='Show/Hide data 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-8f17e6a7-dbec-4091-9862-626203fa42fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f17e6a7-dbec-4091-9862-626203fa42fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-140d0d89-24c2-40f5-b53f-6fe79d83bb37' class='xr-var-data-in' type='checkbox'><label for='data-140d0d89-24c2-40f5-b53f-6fe79d83bb37' title='Show/Hide data 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-4dcc0e16-30d4-4eaf-8794-ec5a6e0b7bcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4dcc0e16-30d4-4eaf-8794-ec5a6e0b7bcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6f91569-cfbf-4b33-889d-4e31aea78a5a' class='xr-var-data-in' type='checkbox'><label for='data-e6f91569-cfbf-4b33-889d-4e31aea78a5a' title='Show/Hide data 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-a0bba03a-b2c0-4392-a807-48c66b1c4359' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0bba03a-b2c0-4392-a807-48c66b1c4359' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee075236-daf8-4445-ad26-bd82c2923f26' class='xr-var-data-in' type='checkbox'><label for='data-ee075236-daf8-4445-ad26-bd82c2923f26' title='Show/Hide data 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-5751582e-9f00-48de-a15b-8e161aa2e427' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5751582e-9f00-48de-a15b-8e161aa2e427' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf810c77-0e5b-4eb6-909e-66b989cd848b' class='xr-var-data-in' type='checkbox'><label for='data-bf810c77-0e5b-4eb6-909e-66b989cd848b' title='Show/Hide data 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-3e1e4e05-7214-4bb6-b268-3205e1f19235' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e1e4e05-7214-4bb6-b268-3205e1f19235' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd9db267-2b4b-4ea8-abc9-fc53ed12bfbd' class='xr-var-data-in' type='checkbox'><label for='data-dd9db267-2b4b-4ea8-abc9-fc53ed12bfbd' title='Show/Hide data 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-65818136-3448-4cfe-9d51-e2c4c7f66027' class='xr-section-summary-in' type='checkbox'  ><label for='section-65818136-3448-4cfe-9d51-e2c4c7f66027' 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-48d0ecee-dfe4-4b69-8d4b-47cf5e6ae5d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48d0ecee-dfe4-4b69-8d4b-47cf5e6ae5d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-507d058c-ab0c-42fb-8d36-940f56ce18c7' class='xr-var-data-in' type='checkbox'><label for='data-507d058c-ab0c-42fb-8d36-940f56ce18c7' title='Show/Hide data 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-6bb3b91e-3ece-43c6-939f-cc45cbb9997e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6bb3b91e-3ece-43c6-939f-cc45cbb9997e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d24b13b-9972-4c0d-bde6-219de0386c32' class='xr-var-data-in' type='checkbox'><label for='data-1d24b13b-9972-4c0d-bde6-219de0386c32' title='Show/Hide data 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-cc025979-4997-48fa-8787-f4dd927b3967' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc025979-4997-48fa-8787-f4dd927b3967' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33dfc6c1-8e0d-474e-a98a-fa88c495e5d3' class='xr-var-data-in' type='checkbox'><label for='data-33dfc6c1-8e0d-474e-a98a-fa88c495e5d3' title='Show/Hide data 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-cc967a52-2429-4f88-9591-591cca6f46a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc967a52-2429-4f88-9591-591cca6f46a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fdc83cd-4bc2-45e3-ba1e-36e76d7ff8d9' class='xr-var-data-in' type='checkbox'><label for='data-5fdc83cd-4bc2-45e3-ba1e-36e76d7ff8d9' title='Show/Hide data 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-3ac78da4-d1fa-487d-87e8-73d8ae733956' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ac78da4-d1fa-487d-87e8-73d8ae733956' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-caf7c98e-2247-491a-849d-453383eea9b5' class='xr-var-data-in' type='checkbox'><label for='data-caf7c98e-2247-491a-849d-453383eea9b5' title='Show/Hide data 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-f839ad58-be22-4322-8b85-89912b974be9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f839ad58-be22-4322-8b85-89912b974be9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14e637ad-7d26-44e0-a906-979f03f99c62' class='xr-var-data-in' type='checkbox'><label for='data-14e637ad-7d26-44e0-a906-979f03f99c62' title='Show/Hide data 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-2f3d0101-33d9-4874-a970-2ee67a5bca88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f3d0101-33d9-4874-a970-2ee67a5bca88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65c58704-928a-4653-8bdc-9ffe400aaa2a' class='xr-var-data-in' type='checkbox'><label for='data-65c58704-928a-4653-8bdc-9ffe400aaa2a' title='Show/Hide data 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-f2573bb6-5fb7-4de8-8f81-f530ad625569' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2573bb6-5fb7-4de8-8f81-f530ad625569' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1eb29a1f-be81-495f-a9f2-88da3018cc3d' class='xr-var-data-in' type='checkbox'><label for='data-1eb29a1f-be81-495f-a9f2-88da3018cc3d' title='Show/Hide data 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-14be3b75-feb8-422c-be1e-0f311c28736a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14be3b75-feb8-422c-be1e-0f311c28736a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbbfb7c3-f5d2-4c1d-9e2b-64e3b355eeed' class='xr-var-data-in' type='checkbox'><label for='data-cbbfb7c3-f5d2-4c1d-9e2b-64e3b355eeed' title='Show/Hide data 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-6e1297b7-b127-42a2-8f59-b94b1cbf89a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e1297b7-b127-42a2-8f59-b94b1cbf89a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e34829c-6987-43dd-b155-0a1cd7c28057' class='xr-var-data-in' type='checkbox'><label for='data-8e34829c-6987-43dd-b155-0a1cd7c28057' title='Show/Hide data 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-43eab93e-5867-4030-a800-c8456db06157' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43eab93e-5867-4030-a800-c8456db06157' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31bb9bfe-7b03-4f1e-9e6e-b786b79973f1' class='xr-var-data-in' type='checkbox'><label for='data-31bb9bfe-7b03-4f1e-9e6e-b786b79973f1' title='Show/Hide data 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-4b5a06eb-1457-4d30-afed-5b80bb8cb11d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b5a06eb-1457-4d30-afed-5b80bb8cb11d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ec983f4-759e-46f0-a775-68e1c50a7cd1' class='xr-var-data-in' type='checkbox'><label for='data-2ec983f4-759e-46f0-a775-68e1c50a7cd1' title='Show/Hide data 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-d3fccce4-610e-4445-b3d5-0616af0d2d5a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3fccce4-610e-4445-b3d5-0616af0d2d5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6940d375-22de-43be-8641-b195119f31e0' class='xr-var-data-in' type='checkbox'><label for='data-6940d375-22de-43be-8641-b195119f31e0' title='Show/Hide data 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-e2f086ec-c279-4614-bcc7-e9a3de6c15d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2f086ec-c279-4614-bcc7-e9a3de6c15d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4c16769-d82b-4137-8035-5242f42c2bec' class='xr-var-data-in' type='checkbox'><label for='data-e4c16769-d82b-4137-8035-5242f42c2bec' title='Show/Hide data 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-785a2148-898d-4781-9f8d-8de03bb0dae0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-785a2148-898d-4781-9f8d-8de03bb0dae0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d458074-7bf4-49a1-9870-39c548744f38' class='xr-var-data-in' type='checkbox'><label for='data-8d458074-7bf4-49a1-9870-39c548744f38' title='Show/Hide data 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-05c11aea-111d-46b8-a953-e6ec66966839' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05c11aea-111d-46b8-a953-e6ec66966839' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6439a555-eb6a-4caf-809a-bcde97f18fdf' class='xr-var-data-in' type='checkbox'><label for='data-6439a555-eb6a-4caf-809a-bcde97f18fdf' title='Show/Hide data 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-cd32b254-b061-4aff-bb5b-eb30e7a64541' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd32b254-b061-4aff-bb5b-eb30e7a64541' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e65f7324-a33c-4c4c-a2db-466687213363' class='xr-var-data-in' type='checkbox'><label for='data-e65f7324-a33c-4c4c-a2db-466687213363' title='Show/Hide data 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-96732397-72d6-4b99-92a7-372e662318fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-96732397-72d6-4b99-92a7-372e662318fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c084215a-d588-4eab-ae92-02a972ca6e02' class='xr-var-data-in' type='checkbox'><label for='data-c084215a-d588-4eab-ae92-02a972ca6e02' title='Show/Hide data 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-80b06455-042a-471a-a25b-aafd546cda41' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80b06455-042a-471a-a25b-aafd546cda41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf733fe5-4296-4fe3-96a5-39f42efec47a' class='xr-var-data-in' type='checkbox'><label for='data-bf733fe5-4296-4fe3-96a5-39f42efec47a' title='Show/Hide data 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-36ea032f-c423-49b1-b3fa-506378ba413e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-36ea032f-c423-49b1-b3fa-506378ba413e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3b15982-6d3a-45d6-98f5-0df514bedaf3' class='xr-var-data-in' type='checkbox'><label for='data-e3b15982-6d3a-45d6-98f5-0df514bedaf3' title='Show/Hide data 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-e8ad3044-e811-4d58-8583-89c6bc1b77d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8ad3044-e811-4d58-8583-89c6bc1b77d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84d39bef-801e-4a10-8500-3d913d7e4dbd' class='xr-var-data-in' type='checkbox'><label for='data-84d39bef-801e-4a10-8500-3d913d7e4dbd' title='Show/Hide data 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-fc796000-587f-4198-b1b7-251b4bbeacb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc796000-587f-4198-b1b7-251b4bbeacb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f1abe1f-8cd0-4853-8cb3-149449da81ba' class='xr-var-data-in' type='checkbox'><label for='data-5f1abe1f-8cd0-4853-8cb3-149449da81ba' title='Show/Hide data 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-cae0398e-65cd-48ca-84ec-89c753209f02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cae0398e-65cd-48ca-84ec-89c753209f02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-496b8931-2581-40ab-b2db-d2b38218992d' class='xr-var-data-in' type='checkbox'><label for='data-496b8931-2581-40ab-b2db-d2b38218992d' title='Show/Hide data 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-3cbd8104-f36a-4746-b4f4-0f2508a7ddd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cbd8104-f36a-4746-b4f4-0f2508a7ddd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ff95b9c-53cf-4380-9a53-eb967b8f0907' class='xr-var-data-in' type='checkbox'><label for='data-0ff95b9c-53cf-4380-9a53-eb967b8f0907' title='Show/Hide data 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-ec0a769e-59c0-430d-b1d4-0730cfc547c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec0a769e-59c0-430d-b1d4-0730cfc547c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12e6b858-095b-47ea-83eb-ec037e74732f' class='xr-var-data-in' type='checkbox'><label for='data-12e6b858-095b-47ea-83eb-ec037e74732f' title='Show/Hide data 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-b2f09223-50fc-440f-9e39-369fe36041ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2f09223-50fc-440f-9e39-369fe36041ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7916b4a-f52e-47ef-a451-8f1e08e3dc9a' class='xr-var-data-in' type='checkbox'><label for='data-a7916b4a-f52e-47ef-a451-8f1e08e3dc9a' title='Show/Hide data 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-e5fb01cd-4362-43b6-b166-fe6010365860' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5fb01cd-4362-43b6-b166-fe6010365860' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98fe38a1-ee7a-4c14-82c6-1ea03d68f351' class='xr-var-data-in' type='checkbox'><label for='data-98fe38a1-ee7a-4c14-82c6-1ea03d68f351' title='Show/Hide data 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-d1b4d806-055d-469f-b24b-6e4e35e7de7c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1b4d806-055d-469f-b24b-6e4e35e7de7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dbe71aa-1de5-4142-b987-e69d297bc4f6' class='xr-var-data-in' type='checkbox'><label for='data-7dbe71aa-1de5-4142-b987-e69d297bc4f6' title='Show/Hide data 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-d7d99b5f-f9eb-4b98-be49-1dfbb1cd0706' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7d99b5f-f9eb-4b98-be49-1dfbb1cd0706' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb790b35-abd6-47db-9e5d-7dbbe67b0327' class='xr-var-data-in' type='checkbox'><label for='data-cb790b35-abd6-47db-9e5d-7dbbe67b0327' title='Show/Hide data 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-7a85a3dc-3993-4914-9b97-959d8dd932ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a85a3dc-3993-4914-9b97-959d8dd932ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0452ec1a-0b8d-4850-b384-4e47bfd0c700' class='xr-var-data-in' type='checkbox'><label for='data-0452ec1a-0b8d-4850-b384-4e47bfd0c700' title='Show/Hide data 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-6e6f37ca-4ba0-4aaa-a15b-287c3a08cdcb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e6f37ca-4ba0-4aaa-a15b-287c3a08cdcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85f55a54-a11f-4882-9eb2-7ceb5e016b14' class='xr-var-data-in' type='checkbox'><label for='data-85f55a54-a11f-4882-9eb2-7ceb5e016b14' title='Show/Hide data 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-d64f1214-3295-4ded-bb1f-1fb6dd5f5f79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d64f1214-3295-4ded-bb1f-1fb6dd5f5f79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a097c7c-85a8-4e87-8387-7135aaca4bf0' class='xr-var-data-in' type='checkbox'><label for='data-8a097c7c-85a8-4e87-8387-7135aaca4bf0' title='Show/Hide data 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-e8100e8b-a420-4fcf-bc7b-7fc37d09cf3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8100e8b-a420-4fcf-bc7b-7fc37d09cf3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a196eec6-c3cc-4630-a0bf-593cdf9b8e5e' class='xr-var-data-in' type='checkbox'><label for='data-a196eec6-c3cc-4630-a0bf-593cdf9b8e5e' title='Show/Hide data 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-1504d478-8a35-46c7-a3b3-6f912090398f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1504d478-8a35-46c7-a3b3-6f912090398f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d94d8e1b-ba6e-45b1-89af-9b8d841c9463' class='xr-var-data-in' type='checkbox'><label for='data-d94d8e1b-ba6e-45b1-89af-9b8d841c9463' title='Show/Hide data 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-64d7361b-67db-4bda-a004-d4f656eab67e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64d7361b-67db-4bda-a004-d4f656eab67e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b9b805e-51e5-4f5d-8729-cfa818c6b855' class='xr-var-data-in' type='checkbox'><label for='data-0b9b805e-51e5-4f5d-8729-cfa818c6b855' title='Show/Hide data 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-c3862dfc-43fc-46f3-865b-038c89726d42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3862dfc-43fc-46f3-865b-038c89726d42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a937cc7-0b7a-423a-9d35-c28af5c46010' class='xr-var-data-in' type='checkbox'><label for='data-9a937cc7-0b7a-423a-9d35-c28af5c46010' title='Show/Hide data 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-80864611-48a7-4aa8-b7e8-183843ad0a94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80864611-48a7-4aa8-b7e8-183843ad0a94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-715407c8-8c79-4c63-9eee-3c9667946680' class='xr-var-data-in' type='checkbox'><label for='data-715407c8-8c79-4c63-9eee-3c9667946680' title='Show/Hide data 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-7cc91a6f-20e9-43bf-bb73-22a886584dd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7cc91a6f-20e9-43bf-bb73-22a886584dd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da114e92-138b-45ba-a773-f0a34667c105' class='xr-var-data-in' type='checkbox'><label for='data-da114e92-138b-45ba-a773-f0a34667c105' title='Show/Hide data 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-a04c9175-31f1-47b4-ba8c-ecc7029f0d2c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a04c9175-31f1-47b4-ba8c-ecc7029f0d2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fb5ea76-2d0b-4f9f-b792-c6ea4cba0d46' class='xr-var-data-in' type='checkbox'><label for='data-1fb5ea76-2d0b-4f9f-b792-c6ea4cba0d46' title='Show/Hide data 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-6a89dcea-37ec-4c38-a970-2bf612a60567' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a89dcea-37ec-4c38-a970-2bf612a60567' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0fb7478-4f6e-435f-b0d9-3279bbe06b15' class='xr-var-data-in' type='checkbox'><label for='data-d0fb7478-4f6e-435f-b0d9-3279bbe06b15' title='Show/Hide data 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-822b3136-40a0-4941-bd01-86e36e023374' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-822b3136-40a0-4941-bd01-86e36e023374' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8255dd34-9e5d-40cf-a063-9b2c378423fb' class='xr-var-data-in' type='checkbox'><label for='data-8255dd34-9e5d-40cf-a063-9b2c378423fb' title='Show/Hide data 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-e8da4b12-437a-46e9-8b55-4a0ec8441be8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8da4b12-437a-46e9-8b55-4a0ec8441be8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9374bcb1-43c1-4b5e-92b3-cdf436d8b51e' class='xr-var-data-in' type='checkbox'><label for='data-9374bcb1-43c1-4b5e-92b3-cdf436d8b51e' title='Show/Hide data 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-256f9cc5-fed9-42ea-8be2-34e6ad3e9f6c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-256f9cc5-fed9-42ea-8be2-34e6ad3e9f6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f4c7f91-e4cc-4d25-ac4c-b0fe0378b9a7' class='xr-var-data-in' type='checkbox'><label for='data-0f4c7f91-e4cc-4d25-ac4c-b0fe0378b9a7' title='Show/Hide data 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-53edf9a6-48be-4e58-bb54-8c90c624f57b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53edf9a6-48be-4e58-bb54-8c90c624f57b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39da51cf-1bee-4f09-9056-193efae7f106' class='xr-var-data-in' type='checkbox'><label for='data-39da51cf-1bee-4f09-9056-193efae7f106' title='Show/Hide data 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-95df6716-705a-4279-be8b-cae5404e6e1a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95df6716-705a-4279-be8b-cae5404e6e1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c4e17d5-dc7e-494b-b563-e957c378904a' class='xr-var-data-in' type='checkbox'><label for='data-0c4e17d5-dc7e-494b-b563-e957c378904a' title='Show/Hide data 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-b7787bbb-3337-4c36-979e-790f145d4de1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7787bbb-3337-4c36-979e-790f145d4de1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-924d5a91-c053-44aa-81dc-2ab6007095a7' class='xr-var-data-in' type='checkbox'><label for='data-924d5a91-c053-44aa-81dc-2ab6007095a7' title='Show/Hide data 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-22f4a4cc-08b8-4a13-94b2-a445678c9db0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22f4a4cc-08b8-4a13-94b2-a445678c9db0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f7f6c73-6cad-46e2-a177-01b1ef3823cb' class='xr-var-data-in' type='checkbox'><label for='data-6f7f6c73-6cad-46e2-a177-01b1ef3823cb' title='Show/Hide data 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-fe71e4f5-88c1-4214-bf86-044f78fdc1da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe71e4f5-88c1-4214-bf86-044f78fdc1da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31b4a7e4-e74c-4d5e-8fb1-cdac6dbd5a82' class='xr-var-data-in' type='checkbox'><label for='data-31b4a7e4-e74c-4d5e-8fb1-cdac6dbd5a82' title='Show/Hide data 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-7f9e21e3-aeab-4afe-a022-611df70cfde7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f9e21e3-aeab-4afe-a022-611df70cfde7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1bc2e77-d27a-48bd-b195-e90512f4b184' class='xr-var-data-in' type='checkbox'><label for='data-c1bc2e77-d27a-48bd-b195-e90512f4b184' title='Show/Hide data 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-eecf25d1-595e-4679-8a9f-0a3d3c995907' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eecf25d1-595e-4679-8a9f-0a3d3c995907' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c090053e-3249-43bb-ac83-21676761fb4f' class='xr-var-data-in' type='checkbox'><label for='data-c090053e-3249-43bb-ac83-21676761fb4f' title='Show/Hide data 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-69bbfa24-4ceb-40b6-b097-ef66971928ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69bbfa24-4ceb-40b6-b097-ef66971928ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5db2a5f-ed78-4aaa-8344-5226bcc0bd2c' class='xr-var-data-in' type='checkbox'><label for='data-e5db2a5f-ed78-4aaa-8344-5226bcc0bd2c' title='Show/Hide data 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-99ad988c-32ce-4b45-8314-73dfb83528a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99ad988c-32ce-4b45-8314-73dfb83528a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc418b1f-d796-4f42-a336-c1ea39667a35' class='xr-var-data-in' type='checkbox'><label for='data-bc418b1f-d796-4f42-a336-c1ea39667a35' title='Show/Hide data 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-47b8564f-e5af-4911-9a50-05f130c36c6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47b8564f-e5af-4911-9a50-05f130c36c6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8af5a788-033f-40d8-ac70-483c9cb941df' class='xr-var-data-in' type='checkbox'><label for='data-8af5a788-033f-40d8-ac70-483c9cb941df' title='Show/Hide data 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-b4402448-8786-4a85-9b83-de78b5868d36' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4402448-8786-4a85-9b83-de78b5868d36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fef0db36-4188-45e9-ae50-8f803b75b64d' class='xr-var-data-in' type='checkbox'><label for='data-fef0db36-4188-45e9-ae50-8f803b75b64d' title='Show/Hide data 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-63205582-63e6-42b4-8094-bcd87e85bfab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63205582-63e6-42b4-8094-bcd87e85bfab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cda38016-36fa-48d0-a3ca-0458bff77de1' class='xr-var-data-in' type='checkbox'><label for='data-cda38016-36fa-48d0-a3ca-0458bff77de1' title='Show/Hide data 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-45816355-149a-4ee6-a80b-8cb96c5f8063' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45816355-149a-4ee6-a80b-8cb96c5f8063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d22e0ff-0325-4bbb-b540-98f5021a70ca' class='xr-var-data-in' type='checkbox'><label for='data-8d22e0ff-0325-4bbb-b540-98f5021a70ca' title='Show/Hide data 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-a3c2ba5b-679e-4d63-84b1-a49c0b4e72ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3c2ba5b-679e-4d63-84b1-a49c0b4e72ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eaa5abce-d53c-4b40-979f-1568ff1d0bc5' class='xr-var-data-in' type='checkbox'><label for='data-eaa5abce-d53c-4b40-979f-1568ff1d0bc5' title='Show/Hide data 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-0d1d66f3-3806-4407-9875-7004c649375b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d1d66f3-3806-4407-9875-7004c649375b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc58d329-5b21-46a0-9c62-59ef8a0dd0f0' class='xr-var-data-in' type='checkbox'><label for='data-dc58d329-5b21-46a0-9c62-59ef8a0dd0f0' title='Show/Hide data 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-f26e09ae-2500-4829-a932-382a9c4551a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f26e09ae-2500-4829-a932-382a9c4551a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23858be0-d95c-4540-a9be-83334a0729f3' class='xr-var-data-in' type='checkbox'><label for='data-23858be0-d95c-4540-a9be-83334a0729f3' title='Show/Hide data 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-e8260ba1-2a2e-4d8c-8541-fcbc7b9788c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8260ba1-2a2e-4d8c-8541-fcbc7b9788c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8b620bd-4847-4bb7-a2ae-98a82098327a' class='xr-var-data-in' type='checkbox'><label for='data-c8b620bd-4847-4bb7-a2ae-98a82098327a' title='Show/Hide data 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-b308a231-d259-4a3d-8fa5-d36afa94a8d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b308a231-d259-4a3d-8fa5-d36afa94a8d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9515977-8bd9-48dc-b38d-8e9877186216' class='xr-var-data-in' type='checkbox'><label for='data-b9515977-8bd9-48dc-b38d-8e9877186216' title='Show/Hide data 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-02b88b63-5608-41bf-85f9-ebcd8c4f4e0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02b88b63-5608-41bf-85f9-ebcd8c4f4e0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1e448f1-520d-4f1d-ba39-59e508e04d39' class='xr-var-data-in' type='checkbox'><label for='data-d1e448f1-520d-4f1d-ba39-59e508e04d39' title='Show/Hide data 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-fbf8a7f0-016d-45e6-aebc-6e200d04f5fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbf8a7f0-016d-45e6-aebc-6e200d04f5fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3edc72d-d114-41b4-87fb-64176e10d41f' class='xr-var-data-in' type='checkbox'><label for='data-a3edc72d-d114-41b4-87fb-64176e10d41f' title='Show/Hide data 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-fce86383-ab32-4734-be8a-3a6505727e87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fce86383-ab32-4734-be8a-3a6505727e87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c13d2487-49cd-48d2-8eb4-cdec6a5a3fa1' class='xr-var-data-in' type='checkbox'><label for='data-c13d2487-49cd-48d2-8eb4-cdec6a5a3fa1' title='Show/Hide data 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-905c5a56-f594-4da6-82d4-64792053509e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-905c5a56-f594-4da6-82d4-64792053509e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fb20c0b-d0ff-4ddc-aa26-b236ff394a32' class='xr-var-data-in' type='checkbox'><label for='data-6fb20c0b-d0ff-4ddc-aa26-b236ff394a32' title='Show/Hide data 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-8d11b14b-41f2-451d-ae33-ecbca5b5cafa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d11b14b-41f2-451d-ae33-ecbca5b5cafa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fa60708-8064-4945-a0e8-c952aa0032ed' class='xr-var-data-in' type='checkbox'><label for='data-2fa60708-8064-4945-a0e8-c952aa0032ed' title='Show/Hide data 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-cc92b61b-3b47-43b0-abdb-b55551f4cd9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc92b61b-3b47-43b0-abdb-b55551f4cd9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0a0d6c8-d911-4a4c-8ecd-09c09946e9ab' class='xr-var-data-in' type='checkbox'><label for='data-f0a0d6c8-d911-4a4c-8ecd-09c09946e9ab' title='Show/Hide data 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-affe4351-0789-4836-910d-822ea362d001' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-affe4351-0789-4836-910d-822ea362d001' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca946958-742b-4484-8163-73dc44e0a74c' class='xr-var-data-in' type='checkbox'><label for='data-ca946958-742b-4484-8163-73dc44e0a74c' title='Show/Hide data 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-bdf7a9c3-3861-450a-b469-2bbbe46d7617' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdf7a9c3-3861-450a-b469-2bbbe46d7617' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1788ac2b-01c2-4202-bd35-be7f05b52d72' class='xr-var-data-in' type='checkbox'><label for='data-1788ac2b-01c2-4202-bd35-be7f05b52d72' title='Show/Hide data 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-b3939cb7-2a4b-4137-979c-258e73d4ce9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3939cb7-2a4b-4137-979c-258e73d4ce9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3da8c56-31c0-4bd6-9c66-19beb4be5372' class='xr-var-data-in' type='checkbox'><label for='data-d3da8c56-31c0-4bd6-9c66-19beb4be5372' title='Show/Hide data 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-7afdebf3-1e0e-4bd0-8972-8023506aad11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7afdebf3-1e0e-4bd0-8972-8023506aad11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92b48d77-01c2-421f-ba3f-0277097d9d26' class='xr-var-data-in' type='checkbox'><label for='data-92b48d77-01c2-421f-ba3f-0277097d9d26' title='Show/Hide data 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-257429c1-8b83-42d2-bb7c-8b5e47d7d8d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-257429c1-8b83-42d2-bb7c-8b5e47d7d8d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-568890c6-f073-45d1-a5ad-7b9eb7ed2f00' class='xr-var-data-in' type='checkbox'><label for='data-568890c6-f073-45d1-a5ad-7b9eb7ed2f00' title='Show/Hide data 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-4b2e6118-05c9-4bda-963b-39324cc3fe98' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b2e6118-05c9-4bda-963b-39324cc3fe98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7aa6eb50-1210-48a6-8748-d826b36f5d4c' class='xr-var-data-in' type='checkbox'><label for='data-7aa6eb50-1210-48a6-8748-d826b36f5d4c' title='Show/Hide data 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-02482fd1-f263-40b5-85d8-788c0fa920be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02482fd1-f263-40b5-85d8-788c0fa920be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e818e15-8206-40fe-8c50-8f8de894fe23' class='xr-var-data-in' type='checkbox'><label for='data-7e818e15-8206-40fe-8c50-8f8de894fe23' title='Show/Hide data 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-8376eeed-1349-492c-9e28-4d9ffa50f154' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8376eeed-1349-492c-9e28-4d9ffa50f154' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-021191db-c1fa-4d03-84d4-c95a2ed9602b' class='xr-var-data-in' type='checkbox'><label for='data-021191db-c1fa-4d03-84d4-c95a2ed9602b' title='Show/Hide data 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-5b61ad3d-561a-4c07-b4d1-2b985cfada21' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b61ad3d-561a-4c07-b4d1-2b985cfada21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0a43d8b-ad0c-4258-876f-3f5dcfc3d19b' class='xr-var-data-in' type='checkbox'><label for='data-a0a43d8b-ad0c-4258-876f-3f5dcfc3d19b' title='Show/Hide data 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-49bea3a7-7b96-4360-9eb2-555bf69a266c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49bea3a7-7b96-4360-9eb2-555bf69a266c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffb6acbc-d6e5-4aee-94ed-2b5045550045' class='xr-var-data-in' type='checkbox'><label for='data-ffb6acbc-d6e5-4aee-94ed-2b5045550045' title='Show/Hide data 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-56e0e905-70f4-4a1a-a6f0-d8eff4fce15d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56e0e905-70f4-4a1a-a6f0-d8eff4fce15d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cad0858-07d1-4387-997e-44cd4af2be05' class='xr-var-data-in' type='checkbox'><label for='data-5cad0858-07d1-4387-997e-44cd4af2be05' title='Show/Hide data 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-2d5f3676-819c-4e35-99ec-95bd74a7eee5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d5f3676-819c-4e35-99ec-95bd74a7eee5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24b8a575-2e2b-4cbf-9c06-e57317ef70f8' class='xr-var-data-in' type='checkbox'><label for='data-24b8a575-2e2b-4cbf-9c06-e57317ef70f8' title='Show/Hide data 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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           [  80.98508453,  201.68551636,   97.78876495,  283.44436646,
             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-66a4ca87-842b-43b0-9dd5-ff24b486e7a9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-66a4ca87-842b-43b0-9dd5-ff24b486e7a9' 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>af7f35e5-d66c-4eeb-9b75-5d2a9b496aaf</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:     2e1723cb-a2b0-43eb-969a-b2aaed8c40fe
            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-9092a858-979b-4cb4-b8b3-241f2ade644e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9092a858-979b-4cb4-b8b3-241f2ade644e' 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-d8137b8d-e47d-45b0-b578-c49cb2df6476' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d8137b8d-e47d-45b0-b578-c49cb2df6476' 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-99706608-94ad-4dfe-bae9-272b8ba647bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99706608-94ad-4dfe-bae9-272b8ba647bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5e57a03-64db-4167-97a0-a9174a2a540c' class='xr-var-data-in' type='checkbox'><label for='data-c5e57a03-64db-4167-97a0-a9174a2a540c' title='Show/Hide data 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-35112fca-da4c-4a8e-a563-cf95f898eacc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35112fca-da4c-4a8e-a563-cf95f898eacc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b70cf058-7001-4e2c-9b93-fb274773ab90' class='xr-var-data-in' type='checkbox'><label for='data-b70cf058-7001-4e2c-9b93-fb274773ab90' title='Show/Hide data 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-893db404-ae5d-476d-9569-e1be96de8189' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-893db404-ae5d-476d-9569-e1be96de8189' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b0bfbbb-12d2-42ae-820d-9cd54ec88cf3' class='xr-var-data-in' type='checkbox'><label for='data-5b0bfbbb-12d2-42ae-820d-9cd54ec88cf3' title='Show/Hide data 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-ba01c1bd-0919-4a2c-8ec3-3805d7678976' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba01c1bd-0919-4a2c-8ec3-3805d7678976' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c41de3ed-477f-4fa9-99a6-45ac17970997' class='xr-var-data-in' type='checkbox'><label for='data-c41de3ed-477f-4fa9-99a6-45ac17970997' title='Show/Hide data 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-b132f741-8f30-439f-bf53-f2db7b536048' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b132f741-8f30-439f-bf53-f2db7b536048' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09abc992-d091-4c03-83d3-7ff60867f947' class='xr-var-data-in' type='checkbox'><label for='data-09abc992-d091-4c03-83d3-7ff60867f947' title='Show/Hide data 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-19528ed6-4c0f-44fe-b223-5a40fc5303ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19528ed6-4c0f-44fe-b223-5a40fc5303ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83bb9120-e2e7-4032-84c5-916ff78bfd9e' class='xr-var-data-in' type='checkbox'><label for='data-83bb9120-e2e7-4032-84c5-916ff78bfd9e' title='Show/Hide data 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-f8c70dc7-45f0-45e0-9fd6-64054556a338' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8c70dc7-45f0-45e0-9fd6-64054556a338' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-415940c9-804f-458d-a935-783c913cfc3d' class='xr-var-data-in' type='checkbox'><label for='data-415940c9-804f-458d-a935-783c913cfc3d' title='Show/Hide data 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-b9d4ce3a-3a93-4956-9499-c380614edb4c' class='xr-section-summary-in' type='checkbox'  ><label for='section-b9d4ce3a-3a93-4956-9499-c380614edb4c' 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'>0.0 1.0 1.0 ... 125.0 125.0 140.0</div><input id='attrs-4d1a3919-5c38-4ed3-a87e-b9ab6821c2ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d1a3919-5c38-4ed3-a87e-b9ab6821c2ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09cbbb03-fd45-4fee-9aef-abfe5129aeac' class='xr-var-data-in' type='checkbox'><label for='data-09cbbb03-fd45-4fee-9aef-abfe5129aeac' title='Show/Hide data 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>[  0. 140.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0. ,   1. ],
           [  1. ,   2.1],
           [  2.1,   3.3],
           [  3.3,   4.6],
           [  4.6,   6. ],
           [  6. ,   7.5],
           [  7.5,   9.2],
           [  9.2,  11. ],
           [ 11. ,  13. ],
           [ 13. ,  15.2],
           [ 15.2,  17.6],
           [ 17.6,  20.2],
           [ 20.2,  23. ],
           [ 23. ,  26.1],
           [ 26.1,  29.5],
           [ 29.5,  33.2],
           [ 33.2,  37.2],
           [ 37.2,  41.6],
           [ 41.6,  46.3],
           [ 46.3,  51.5],
           [ 51.5,  57.1],
           [ 57.1,  63.3],
           [ 63.3,  70. ],
           [ 70. ,  77.3],
           [ 77.3,  85.3],
           [ 85.3,  94. ],
           [ 94. , 104. ],
           [104. , 114. ],
           [114. , 125. ],
           [125. , 140. ]])</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-9a8e0459-245d-4fc6-9db1-b07e968274c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a8e0459-245d-4fc6-9db1-b07e968274c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05034937-3637-42f8-b878-145e296c90c8' class='xr-var-data-in' type='checkbox'><label for='data-05034937-3637-42f8-b878-145e296c90c8' title='Show/Hide data 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-206295ed-3849-4c16-bbcc-c026de6a8e24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-206295ed-3849-4c16-bbcc-c026de6a8e24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2599753-f879-4cc2-9b61-38aa0f1c3da4' class='xr-var-data-in' type='checkbox'><label for='data-d2599753-f879-4cc2-9b61-38aa0f1c3da4' title='Show/Hide data 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-aadda0cf-434b-471c-b3da-8d01916fc90d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aadda0cf-434b-471c-b3da-8d01916fc90d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dade96c2-c2f7-4004-a301-3ab95cf5c6c9' class='xr-var-data-in' type='checkbox'><label for='data-dade96c2-c2f7-4004-a301-3ab95cf5c6c9' title='Show/Hide data 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-0d64da4c-84fd-4746-8423-660b7fbe1c6e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d64da4c-84fd-4746-8423-660b7fbe1c6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-519e5724-6674-4e5b-934f-bf2cc0a50083' class='xr-var-data-in' type='checkbox'><label for='data-519e5724-6674-4e5b-934f-bf2cc0a50083' title='Show/Hide data 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-26b5b31d-b4ca-4155-a879-27b6271c712f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26b5b31d-b4ca-4155-a879-27b6271c712f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bbf391c-b91f-4c4e-94b4-4a5f15c962cf' class='xr-var-data-in' type='checkbox'><label for='data-7bbf391c-b91f-4c4e-94b4-4a5f15c962cf' title='Show/Hide data 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-618ff0bd-35ab-4515-b361-080416a0bebb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-618ff0bd-35ab-4515-b361-080416a0bebb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a649f30-e99d-4423-8d9a-e87c509f7cd8' class='xr-var-data-in' type='checkbox'><label for='data-0a649f30-e99d-4423-8d9a-e87c509f7cd8' title='Show/Hide data 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-907a1bce-4118-42e7-864f-ad07eebb59f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-907a1bce-4118-42e7-864f-ad07eebb59f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b41a6732-ca27-41e4-b89e-ffba5ed3113f' class='xr-var-data-in' type='checkbox'><label for='data-b41a6732-ca27-41e4-b89e-ffba5ed3113f' title='Show/Hide data 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-91296d27-ccb2-403b-92bc-f2a003e694d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91296d27-ccb2-403b-92bc-f2a003e694d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-759be6a1-a5dd-4528-b8ab-36ff7a1f5dd9' class='xr-var-data-in' type='checkbox'><label for='data-759be6a1-a5dd-4528-b8ab-36ff7a1f5dd9' title='Show/Hide data 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-56c8ff26-458f-406a-abaf-a8833a378161' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56c8ff26-458f-406a-abaf-a8833a378161' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-779f00d6-0533-40d6-9a1b-56bd395305a4' class='xr-var-data-in' type='checkbox'><label for='data-779f00d6-0533-40d6-9a1b-56bd395305a4' title='Show/Hide data 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-7b20bd19-07aa-4c6e-9be1-cee7282f5bcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b20bd19-07aa-4c6e-9be1-cee7282f5bcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5376d2a2-b46f-497f-b089-6cce76e06a36' class='xr-var-data-in' type='checkbox'><label for='data-5376d2a2-b46f-497f-b089-6cce76e06a36' title='Show/Hide data 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-3aec4612-48bf-460f-acf6-7980f50356c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3aec4612-48bf-460f-acf6-7980f50356c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c33e1498-18ab-4fe1-a70f-7a6c88398515' class='xr-var-data-in' type='checkbox'><label for='data-c33e1498-18ab-4fe1-a70f-7a6c88398515' title='Show/Hide data 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-36d17bd1-4943-4f72-9712-7f941a4f18d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-36d17bd1-4943-4f72-9712-7f941a4f18d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78d24c0f-27c5-46f1-8124-7e49faf25cfe' class='xr-var-data-in' type='checkbox'><label for='data-78d24c0f-27c5-46f1-8124-7e49faf25cfe' title='Show/Hide data 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-1967dfa7-b7af-4b7e-8445-5bd3c48e642d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1967dfa7-b7af-4b7e-8445-5bd3c48e642d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ff21bd0-5099-4105-9338-123106b1acfc' class='xr-var-data-in' type='checkbox'><label for='data-0ff21bd0-5099-4105-9338-123106b1acfc' title='Show/Hide data 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-0bee6cb3-960b-4c23-915c-39b267932c1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0bee6cb3-960b-4c23-915c-39b267932c1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f05c87bf-6ca6-4220-b6f2-5045ad418b77' class='xr-var-data-in' type='checkbox'><label for='data-f05c87bf-6ca6-4220-b6f2-5045ad418b77' title='Show/Hide data 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-34fe15c0-145a-48d1-9d6d-a7e5ab347933' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34fe15c0-145a-48d1-9d6d-a7e5ab347933' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4f8c874-8ff8-4541-b5f4-2095c010d11f' class='xr-var-data-in' type='checkbox'><label for='data-c4f8c874-8ff8-4541-b5f4-2095c010d11f' title='Show/Hide data 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-2b8f4e09-37b6-4776-9eff-2b7be6dd6df2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b8f4e09-37b6-4776-9eff-2b7be6dd6df2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fbd3d6c-a83a-47b1-aaaa-02d49a3086df' class='xr-var-data-in' type='checkbox'><label for='data-3fbd3d6c-a83a-47b1-aaaa-02d49a3086df' title='Show/Hide data 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-38410cce-9387-42e1-9663-d19fb5295336' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38410cce-9387-42e1-9663-d19fb5295336' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-041e2668-32b7-4a7d-a141-9e0fe9bfd8b5' class='xr-var-data-in' type='checkbox'><label for='data-041e2668-32b7-4a7d-a141-9e0fe9bfd8b5' title='Show/Hide data 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-9b579824-bbf1-4f7a-acf6-4a4b1a67ae66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b579824-bbf1-4f7a-acf6-4a4b1a67ae66' 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>2e1723cb-a2b0-43eb-969a-b2aaed8c40fe</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)








.. 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_resolve_csv_001.png
         :alt: plot resolve csv
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_resolve_csv_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_resolve_csv_002.png
         :alt: plot resolve csv
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_resolve_csv_002.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_resolve_csv_003.png
         :alt: plot resolve csv
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_resolve_csv_003.png
         :class: sphx-glr-multi-img






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

   **Total running time of the script:** (0 minutes 1.502 seconds)


.. _sphx_glr_download_examples_Creating_GS_Files_plot_resolve_csv.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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