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

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

.. _sphx_glr_examples_Creating_GS_Files_plot_aseg_tempest_to_netcdf.py:


ASEG to NetCDF
--------------

This example demonstrates the workflow for creating a GS file from the `ASEG <https://www.aseg.org.au/sites/default/files/pdf/ASEG-GDF2-REV4.pdf>`_ file format, as well as how to add multiple associated datasets to the Survey (e.g., Tabular and Raster groups). Specifically, this AEM survey contains the following datasets:

1. Raw AEM data, from the Tempest system
2. Inverted resistivity models
3. An interpolated map of total magnetic intensity

Dataset Reference:
Minsley, B.J., James, S.R., Bedrosian, P.A., Pace, M.D., Hoogenboom, B.E., and Burton, B.L., 2021, Airborne electromagnetic, magnetic, and radiometric survey of the Mississippi Alluvial Plain, November 2019 - March 2020: U.S. Geological Survey data release, https://doi.org/10.5066/P9E44CTQ.

.. GENERATED FROM PYTHON SOURCE LINES 17-21

.. code-block:: Python

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








.. GENERATED FROM PYTHON SOURCE LINES 22-24

Convert the ASEG data to NetCDF
+++++++++++++++++++++++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 26-27

Initialize the Survey

.. GENERATED FROM PYTHON SOURCE LINES 27-37

.. code-block:: Python


    # Path to example files
    data_path = '..//..//..//..//example_material//example_2'

    # Survey Metadata file
    metadata = join(data_path, "data//Tempest_survey_md.yml")

    # Establish survey instance
    survey = gspy.Survey.from_dict(metadata)








.. GENERATED FROM PYTHON SOURCE LINES 38-39

1. Raw Data -

.. GENERATED FROM PYTHON SOURCE LINES 39-49

.. code-block:: Python

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

    # Import raw AEM data from ASEG-format.
    # Define input data file and associated metadata file
    d_data = join(data_path, 'data//Tempest.dat')
    d_supp = join(data_path, 'data//Tempest_data_md.yml')

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








.. GENERATED FROM PYTHON SOURCE LINES 50-51

2. Inverted Models

.. GENERATED FROM PYTHON SOURCE LINES 51-61

.. code-block:: Python

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

    # Import inverted AEM models from ASEG-format.
    # Define input data file and associated metadata file
    m_data = join(data_path, 'model//Tempest_model.dat')
    m_supp = join(data_path, 'model//Tempest_model_md.yml')

    # Read model data and format as Tabular class object
    model_container.gs.add(key='inverted_models', data_filename=m_data, metadata_file=m_supp)






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    </style><pre class='xr-text-repr-fallback'>&lt;xarray.DatasetView&gt; Size: 31MB
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    Attributes:
        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><ul class='xr-sections'><li class='xr-section-item'><input id='section-420016e2-da21-4eeb-87ac-c6660b16815c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-420016e2-da21-4eeb-87ac-c6660b16815c' class='xr-section-summary'  title='Expand/collapse section'>Groups: <span>(0)</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></div></li><li class='xr-section-item'><input id='section-be467a7b-c793-4053-a65f-35970c371f1d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-be467a7b-c793-4053-a65f-35970c371f1d' 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>: 20701</li><li><span class='xr-has-index'>layer_depth</span>: 30</li><li><span class='xr-has-index'>nv</span>: 2</li><li><span class='xr-has-index'>gate_times</span>: 15</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a750a579-4f85-4f42-8965-b20002b039e9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a750a579-4f85-4f42-8965-b20002b039e9' class='xr-section-summary' >Coordinates: <span>(8)</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>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-52f599a7-da6f-4b8c-b000-9275a7be1c0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52f599a7-da6f-4b8c-b000-9275a7be1c0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26c23fdd-2f71-4102-b676-f1c32805ec6f' class='xr-var-data-in' type='checkbox'><label for='data-26c23fdd-2f71-4102-b676-f1c32805ec6f' title='Show/Hide data repr'><svg 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 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 ... 20697 20698 20699 20700</div><input id='attrs-c8626bd7-4dac-4d83-b827-5af561dabb64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8626bd7-4dac-4d83-b827-5af561dabb64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6747fef-bb55-4516-b376-7bb4cbb08f74' class='xr-var-data-in' type='checkbox'><label for='data-d6747fef-bb55-4516-b376-7bb4cbb08f74' title='Show/Hide data repr'><svg 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 20700]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>axis :</span></dt><dd>INDEX</dd></dl></div><div class='xr-var-data'><pre>array([    0,     1,     2, ..., 20698, 20699, 20700], 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'>1.5 4.65 8.115 ... 424.2 467.5</div><input id='attrs-2c5ad071-07dc-4dd3-bdae-f3e2d20ffeaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c5ad071-07dc-4dd3-bdae-f3e2d20ffeaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e402ed7-90cc-4920-88e6-f47e64273a62' class='xr-var-data-in' type='checkbox'><label for='data-7e402ed7-90cc-4920-88e6-f47e64273a62' title='Show/Hide data repr'><svg 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>inverted model layer depth</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  1.5  467.48]</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([  1.5  ,   4.65 ,   8.115,  11.925,  16.115,  20.725,  25.795,  31.375,
            37.515,  44.265,  51.69 ,  59.86 ,  68.85 ,  78.74 ,  89.615, 101.575,
           114.73 , 129.2  , 145.12 , 162.63 , 181.89 , 203.08 , 226.39 , 252.03 ,
           280.235, 311.26 , 345.385, 382.925, 424.22 , 467.48 ])</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-097c4996-d6be-47fe-85d7-4625b2b04232' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-097c4996-d6be-47fe-85d7-4625b2b04232' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88e09e76-fbcc-4eed-9951-6704176d85f7' class='xr-var-data-in' type='checkbox'><label for='data-88e09e76-fbcc-4eed-9951-6704176d85f7' title='Show/Hide data repr'><svg 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><dt><span>axis :</span></dt><dd>NV</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'>gate_times</span></div><div class='xr-var-dims'>(gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.085e-05 3.255e-05 ... 0.01338</div><input id='attrs-cdc615af-0e5f-43fe-a50f-dce229f0120b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cdc615af-0e5f-43fe-a50f-dce229f0120b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c27afc0-5bec-4305-962f-758c29675e40' class='xr-var-data-in' type='checkbox'><label for='data-0c27afc0-5bec-4305-962f-758c29675e40' title='Show/Hide data repr'><svg 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>gate_times</dd><dt><span>long_name :</span></dt><dd>receiver gate times</dd><dt><span>units :</span></dt><dd>seconds</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.085000e-05 1.337928e-02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>gate_times_bnds</dd></dl></div><div class='xr-var-data'><pre>array([1.085000e-05, 3.255000e-05, 5.426000e-05, 8.681000e-05, 1.410600e-04,
           2.278700e-04, 3.689300e-04, 5.859500e-04, 9.114800e-04, 1.410630e-03,
           2.191900e-03, 3.418070e-03, 5.338690e-03, 8.301020e-03, 1.337928e-02])</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'>3.579e+05 3.579e+05 ... 4.906e+05</div><input id='attrs-cecb05e9-32fa-4b73-b8aa-97e2bf7aa746' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cecb05e9-32fa-4b73-b8aa-97e2bf7aa746' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8371260-54b7-49ed-bcd5-03494049e866' class='xr-var-data-in' type='checkbox'><label for='data-c8371260-54b7-49ed-bcd5-03494049e866' title='Show/Hide data repr'><svg 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>X</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.1</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[314693.4 637683.6]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([357875.5, 357917.8, 357971. , ..., 490751.2, 490691.7, 490650. ])</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'>1.211e+06 1.211e+06 ... 1.577e+06</div><input id='attrs-57a429a8-48e7-4ea8-8c47-4632fe627ed3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57a429a8-48e7-4ea8-8c47-4632fe627ed3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8232dcf-82a4-42c6-8ca0-cd85efdf404d' class='xr-var-data-in' type='checkbox'><label for='data-e8232dcf-82a4-42c6-8ca0-cd85efdf404d' title='Show/Hide data repr'><svg 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>Y</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.1</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[ 886456.9 1576828. ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1210778.8, 1210777.7, 1210776.6, ..., 1576774.5, 1576774.4,
           1576774.3])</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'>45.83 46.61 46.95 ... 179.4 177.2</div><input id='attrs-88a97be1-b52a-41f1-981b-762eed9f81e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88a97be1-b52a-41f1-981b-762eed9f81e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6d7de8e-cc98-473c-b7e7-2922ee98395c' class='xr-var-data-in' type='checkbox'><label for='data-d6d7de8e-cc98-473c-b7e7-2922ee98395c' title='Show/Hide data repr'><svg 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>Ground elevation relative to sea-level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.2</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>NAD88</dd><dt><span>valid_range :</span></dt><dd>[  9.13 214.51]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 45.83,  46.61,  46.95, ..., 177.01, 179.36, 177.24])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2c6a8e52-184c-4d03-978f-910545ab4e61' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2c6a8e52-184c-4d03-978f-910545ab4e61' class='xr-section-summary'  title='Expand/collapse section'>Inherited coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-0c809abc-8894-4bcd-aaa4-64d436158381' class='xr-section-summary-in' type='checkbox'  ><label for='section-0c809abc-8894-4bcd-aaa4-64d436158381' class='xr-section-summary' >Data variables: <span>(49)</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 3.0 3.0 ... 445.9 445.9 489.1</div><input id='attrs-ac80eda0-807b-499b-9944-dd0c1f60c87b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ac80eda0-807b-499b-9944-dd0c1f60c87b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43f69d0b-d440-4c3b-b165-f5472b5da405' class='xr-var-data-in' type='checkbox'><label for='data-43f69d0b-d440-4c3b-b165-f5472b5da405' title='Show/Hide data repr'><svg 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>inverted model layer depth 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.   489.11]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0.  ,   3.  ],
           [  3.  ,   6.3 ],
           [  6.3 ,   9.93],
           [  9.93,  13.92],
           [ 13.92,  18.31],
           [ 18.31,  23.14],
           [ 23.14,  28.45],
           [ 28.45,  34.3 ],
           [ 34.3 ,  40.73],
           [ 40.73,  47.8 ],
           [ 47.8 ,  55.58],
           [ 55.58,  64.14],
           [ 64.14,  73.56],
           [ 73.56,  83.92],
           [ 83.92,  95.31],
           [ 95.31, 107.84],
           [107.84, 121.62],
           [121.62, 136.78],
           [136.78, 153.46],
           [153.46, 171.8 ],
           [171.8 , 191.98],
           [191.98, 214.18],
           [214.18, 238.6 ],
           [238.6 , 265.46],
           [265.46, 295.01],
           [295.01, 327.51],
           [327.51, 363.26],
           [363.26, 402.59],
           [402.59, 445.85],
           [445.85, 489.11]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gate_times_bnds</span></div><div class='xr-var-dims'>(gate_times, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.43e-06 1.628e-05 ... 0.01666</div><input id='attrs-8d62925d-c468-41dd-a0af-7e02702d8ebd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d62925d-c468-41dd-a0af-7e02702d8ebd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e345757-358c-4fe6-8adf-08fed3b67b4b' class='xr-var-data-in' type='checkbox'><label for='data-0e345757-358c-4fe6-8adf-08fed3b67b4b' title='Show/Hide data repr'><svg 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>gate_times_bounds</dd><dt><span>long_name :</span></dt><dd>receiver gate times cell boundaries</dd><dt><span>units :</span></dt><dd>seconds</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[5.430000e-06 1.666171e-02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[5.430000e-06, 1.628000e-05],
           [2.713000e-05, 3.798000e-05],
           [4.883000e-05, 5.968000e-05],
           [7.053000e-05, 1.030800e-04],
           [1.139400e-04, 1.681900e-04],
           [1.790400e-04, 2.767000e-04],
           [2.875500e-04, 4.503200e-04],
           [4.611700e-04, 7.107400e-04],
           [7.215900e-04, 1.101380e-03],
           [1.112230e-03, 1.709030e-03],
           [1.719880e-03, 2.663920e-03],
           [2.674770e-03, 4.161360e-03],
           [4.172210e-03, 6.505170e-03],
           [6.516030e-03, 1.008600e-02],
           [1.009686e-02, 1.666171e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uniqueid</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 ... 20697 20698 20699 20700</div><input id='attrs-b3ea3669-7268-4235-a9cb-845284b5a1d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3ea3669-7268-4235-a9cb-845284b5a1d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f022c571-6ed9-4432-b000-8ad3dd5f66ea' class='xr-var-data-in' type='checkbox'><label for='data-f022c571-6ed9-4432-b000-8ad3dd5f66ea' title='Show/Hide data repr'><svg 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>uniqueid</dd><dt><span>long_name :</span></dt><dd>Inversion sequence number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i12</dd><dt><span>valid_range :</span></dt><dd>[    0 20700]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([    0,     1,     2, ..., 20698, 20699, 20700], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>survey</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>9999 9999 9999 ... 9999 9999 9999</div><input id='attrs-114b475d-5d2c-4eaa-bc7d-01f75eb496f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-114b475d-5d2c-4eaa-bc7d-01f75eb496f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6864e4d0-ac00-424f-afac-f206948d4c57' class='xr-var-data-in' type='checkbox'><label for='data-6864e4d0-ac00-424f-afac-f206948d4c57' title='Show/Hide data repr'><svg 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>survey</dd><dt><span>long_name :</span></dt><dd>Survey number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i12</dd><dt><span>valid_range :</span></dt><dd>[9999 9999]</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], 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'>int32</div><div class='xr-var-preview xr-preview'>20191128 20191128 ... 20200227</div><input id='attrs-30762ae2-b3be-4b57-a35d-2834b2c81fe4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30762ae2-b3be-4b57-a35d-2834b2c81fe4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f11bc73-7fab-4b6f-aa57-064f578d0be4' class='xr-var-data-in' type='checkbox'><label for='data-6f11bc73-7fab-4b6f-aa57-064f578d0be4' title='Show/Hide data repr'><svg 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>date</dd><dt><span>long_name :</span></dt><dd>Date number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i12</dd><dt><span>valid_range :</span></dt><dd>[20191128 20200227]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([20191128, 20191128, 20191128, ..., 20200227, 20200227, 20200227],
          dtype=int32)</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'>int32</div><div class='xr-var-preview xr-preview'>10 10 10 10 10 ... 70 70 70 70 70</div><input id='attrs-142544df-2f29-4905-a926-68c1304e4b20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-142544df-2f29-4905-a926-68c1304e4b20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-748ce50c-980b-4894-ae42-250e188ff468' class='xr-var-data-in' type='checkbox'><label for='data-748ce50c-980b-4894-ae42-250e188ff468' title='Show/Hide data repr'><svg 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>flight</dd><dt><span>long_name :</span></dt><dd>FlightNumber</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i12</dd><dt><span>valid_range :</span></dt><dd>[10 70]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([10, 10, 10, ..., 70, 70, 70], dtype=int32)</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'>225401 225401 ... 262001 262001</div><input id='attrs-2fea000f-76df-432a-b295-d27e81039da9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2fea000f-76df-432a-b295-d27e81039da9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7d186db-0515-4fd9-b3cb-6a4ee52de46a' class='xr-var-data-in' type='checkbox'><label for='data-b7d186db-0515-4fd9-b3cb-6a4ee52de46a' title='Show/Hide data repr'><svg 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>LineNumber</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i12</dd><dt><span>valid_range :</span></dt><dd>[193001 262001]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([225401, 225401, 225401, ..., 262001, 262001, 262001], dtype=int32)</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'>7.836e+03 7.836e+03 ... 1.282e+04</div><input id='attrs-4819d137-0176-4ddd-9d1d-febf8affb5ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4819d137-0176-4ddd-9d1d-febf8affb5ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-168e7cac-ef3c-4c1d-add1-69e63f4273d8' class='xr-var-data-in' type='checkbox'><label for='data-168e7cac-ef3c-4c1d-add1-69e63f4273d8' title='Show/Hide data repr'><svg 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>fiducial</dd><dt><span>long_name :</span></dt><dd>Fiducial</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f12.2</dd><dt><span>valid_range :</span></dt><dd>[ 4420.7 12823.1]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 7835.6,  7836.4,  7837.4, ..., 12821.4, 12822.4, 12823.1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>easting</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.579e+05 3.579e+05 ... 4.906e+05</div><input id='attrs-0b07d9ca-aa8a-4ec8-90b1-6281df23a034' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b07d9ca-aa8a-4ec8-90b1-6281df23a034' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32b793f3-38fb-48c4-a5df-f664768f8483' class='xr-var-data-in' type='checkbox'><label for='data-32b793f3-38fb-48c4-a5df-f664768f8483' title='Show/Hide data repr'><svg 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>easting</dd><dt><span>long_name :</span></dt><dd>X</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.1</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[314693.4 637683.6]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([357875.5, 357917.8, 357971. , ..., 490751.2, 490691.7, 490650. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>northing</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.211e+06 1.211e+06 ... 1.577e+06</div><input id='attrs-12104c41-1a90-4d56-ab7e-894561c39b71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12104c41-1a90-4d56-ab7e-894561c39b71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f27df2d-d55c-4e67-ac15-558096cac57e' class='xr-var-data-in' type='checkbox'><label for='data-4f27df2d-d55c-4e67-ac15-558096cac57e' title='Show/Hide data repr'><svg 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>northing</dd><dt><span>long_name :</span></dt><dd>Y</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.1</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[ 886456.9 1576828. ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1210778.8, 1210777.7, 1210776.6, ..., 1576774.5, 1576774.4,
           1576774.3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevation</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>45.83 46.61 46.95 ... 179.4 177.2</div><input id='attrs-61ecbee3-73f3-4030-8747-d695423c2788' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61ecbee3-73f3-4030-8747-d695423c2788' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffbf24cb-aa20-4ca4-8b3c-90a82b396719' class='xr-var-data-in' type='checkbox'><label for='data-ffbf24cb-aa20-4ca4-8b3c-90a82b396719' title='Show/Hide data repr'><svg 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>elevation</dd><dt><span>long_name :</span></dt><dd>Ground elevation relative to sea-level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f10.2</dd><dt><span>axis :</span></dt><dd>z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>NAD88</dd><dt><span>valid_range :</span></dt><dd>[  9.13 214.51]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 45.83,  46.61,  46.95, ..., 177.01, 179.36, 177.24])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tx_height</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>146.3 144.3 141.0 ... 159.1 161.7</div><input id='attrs-5aff94ee-6aa0-483f-a5d7-6aeaa6e3de9f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5aff94ee-6aa0-483f-a5d7-6aeaa6e3de9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f67bb10-9ac3-4a7d-8eaa-55c5c0798588' class='xr-var-data-in' type='checkbox'><label for='data-9f67bb10-9ac3-4a7d-8eaa-55c5c0798588' title='Show/Hide data repr'><svg 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>tx_height</dd><dt><span>long_name :</span></dt><dd>Input Tx height above ground level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[100.88 239.94]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([146.34, 144.34, 141.04, ..., 160.85, 159.14, 161.74])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tx_roll</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.13 0.94 0.67 ... 3.95 3.84 4.0</div><input id='attrs-8a07cad3-34b5-4913-9e58-42d869aba025' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a07cad3-34b5-4913-9e58-42d869aba025' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb195f73-94c4-4b7d-ad7e-749775e502c8' class='xr-var-data-in' type='checkbox'><label for='data-bb195f73-94c4-4b7d-ad7e-749775e502c8' title='Show/Hide data repr'><svg 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>tx_roll</dd><dt><span>long_name :</span></dt><dd>Input Tx roll - left side up + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-25.12  22.16]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1.13, 0.94, 0.67, ..., 3.95, 3.84, 4.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tx_pitch</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.12 0.86 1.2 ... -0.92 -0.92</div><input id='attrs-d62c7496-3726-43d6-98d9-39e9b193ab9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d62c7496-3726-43d6-98d9-39e9b193ab9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a48e7b83-7cd6-4168-a430-327368069fb3' class='xr-var-data-in' type='checkbox'><label for='data-a48e7b83-7cd6-4168-a430-327368069fb3' title='Show/Hide data repr'><svg 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>tx_pitch</dd><dt><span>long_name :</span></dt><dd>Input Tx pitch - nose down + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-10.26   2.88]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-0.12,  0.86,  1.2 , ..., -0.84, -0.92, -0.92])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tx_yaw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.35 2.83 2.22 ... 2.13 2.79 3.0</div><input id='attrs-e26e9567-07ec-45fd-b53b-5d97ec0db26a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e26e9567-07ec-45fd-b53b-5d97ec0db26a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b09259f-ba49-40e8-9156-7b240a8cacb7' class='xr-var-data-in' type='checkbox'><label for='data-2b09259f-ba49-40e8-9156-7b240a8cacb7' title='Show/Hide data repr'><svg 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>tx_yaw</dd><dt><span>long_name :</span></dt><dd>Input Tx yaw - turn left + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-11.26  15.23]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([3.35, 2.83, 2.22, ..., 2.13, 2.79, 3.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>txrx_dx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-108.4 -108.9 ... -109.7 -109.0</div><input id='attrs-71fd20f0-a070-442b-a309-a90978304bf1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71fd20f0-a070-442b-a309-a90978304bf1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4b9e60f-4bd5-4619-9730-50acb88cae67' class='xr-var-data-in' type='checkbox'><label for='data-f4b9e60f-4bd5-4619-9730-50acb88cae67' title='Show/Hide data repr'><svg 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>txrx_dx</dd><dt><span>long_name :</span></dt><dd>Input Tx - Rx horizontal inline separation</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-114.34  -97.11]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-108.4 , -108.87, -109.87, ..., -110.78, -109.71, -108.97])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>txrx_dy</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.48 0.08 -0.74 ... -2.25 -0.58</div><input id='attrs-3147e382-4a05-4fe8-b8a2-b1f79937927b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3147e382-4a05-4fe8-b8a2-b1f79937927b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ac3522a-4673-428c-97db-3ffdc33065aa' class='xr-var-data-in' type='checkbox'><label for='data-1ac3522a-4673-428c-97db-3ffdc33065aa' title='Show/Hide data repr'><svg 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>txrx_dy</dd><dt><span>long_name :</span></dt><dd>Input Tx - Rx horizontal transverse separation</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-27.56  27.64]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 0.48,  0.08, -0.74, ..., -4.95, -2.25, -0.58])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>txrx_dz</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-49.85 -48.57 ... -46.83 -48.14</div><input id='attrs-9aa123d1-2c66-4cf6-ab7d-14becddaddf2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9aa123d1-2c66-4cf6-ab7d-14becddaddf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9107a2c-9fe5-4cb4-94f5-53725bcc20a0' class='xr-var-data-in' type='checkbox'><label for='data-d9107a2c-9fe5-4cb4-94f5-53725bcc20a0' title='Show/Hide data repr'><svg 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>txrx_dz</dd><dt><span>long_name :</span></dt><dd>Input Tx - Rx vertical separation</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-68.19 -33.26]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-49.85, -48.57, -46.19, ..., -44.57, -46.83, -48.14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rx_roll</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.14 3.32 0.54 ... 0.66 5.44 7.53</div><input id='attrs-21abcb14-f511-4059-88c5-904590649e0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21abcb14-f511-4059-88c5-904590649e0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-506a9b0b-b4ea-4855-a957-b1d5818145ca' class='xr-var-data-in' type='checkbox'><label for='data-506a9b0b-b4ea-4855-a957-b1d5818145ca' title='Show/Hide data repr'><svg 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>rx_roll</dd><dt><span>long_name :</span></dt><dd>Input Rx roll - left side up + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-28.61  29.13]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([5.14, 3.32, 0.54, ..., 0.66, 5.44, 7.53])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rx_pitch</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.26 -0.96 -0.36 ... 0.44 -0.09</div><input id='attrs-da5316c8-88ce-4cca-bde5-a6aae479d1da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da5316c8-88ce-4cca-bde5-a6aae479d1da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e96f3255-f368-47f5-928b-03ddc28856fe' class='xr-var-data-in' type='checkbox'><label for='data-e96f3255-f368-47f5-928b-03ddc28856fe' title='Show/Hide data repr'><svg 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>rx_pitch</dd><dt><span>long_name :</span></dt><dd>Input Rx pitch - nose down + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-7.53  4.71]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-1.26, -0.96, -0.36, ...,  1.05,  0.44, -0.09])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rx_yaw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.05 3.66 2.82 ... 5.24 5.35 5.35</div><input id='attrs-3d10214f-10a6-4d0b-85c9-dfdedebf8a89' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d10214f-10a6-4d0b-85c9-dfdedebf8a89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2e60ae2-34db-4ce1-b4c1-8a1912cd2a2f' class='xr-var-data-in' type='checkbox'><label for='data-f2e60ae2-34db-4ce1-b4c1-8a1912cd2a2f' title='Show/Hide data repr'><svg 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>rx_yaw</dd><dt><span>long_name :</span></dt><dd>Input Rx yaw - turn left + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-12.4   17.55]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([4.05, 3.66, 2.82, ..., 5.24, 5.35, 5.35])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>inverted_txrx_dx</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-109.2 -109.2 ... -110.3 -109.4</div><input id='attrs-49447f19-5eb1-4994-95ff-b74038be461d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49447f19-5eb1-4994-95ff-b74038be461d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24092555-e66d-44e3-9124-a7adc4b304d4' class='xr-var-data-in' type='checkbox'><label for='data-24092555-e66d-44e3-9124-a7adc4b304d4' title='Show/Hide data repr'><svg 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>inverted_txrx_dx</dd><dt><span>long_name :</span></dt><dd>Inverted Tx - Rx horizontal inline separation</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-115.34  -97.24]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-109.19, -109.25, -109.62, ..., -111.48, -110.34, -109.43])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>inverted_txrx_dz</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-49.74 -48.63 ... -46.93 -48.85</div><input id='attrs-eddc7710-19ab-433c-b0ba-a80dc15bcada' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eddc7710-19ab-433c-b0ba-a80dc15bcada' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffd7b0a3-0217-49a4-bb13-fa9f02571730' class='xr-var-data-in' type='checkbox'><label for='data-ffd7b0a3-0217-49a4-bb13-fa9f02571730' title='Show/Hide data repr'><svg 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>inverted_txrx_dz</dd><dt><span>long_name :</span></dt><dd>Inverted Tx - Rx vertical separation</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-72.89 -32.25]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-49.74, -48.63, -46.69, ..., -43.28, -46.93, -48.85])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>inverted_rx_pitch</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.95 -0.37 0.43 ... 3.02 0.85 0.53</div><input id='attrs-a2c4f2ee-310b-465e-85e9-edcec1c5ffbb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2c4f2ee-310b-465e-85e9-edcec1c5ffbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff35ab12-23ae-49bd-84ef-7949f9b2ebf8' class='xr-var-data-in' type='checkbox'><label for='data-ff35ab12-23ae-49bd-84ef-7949f9b2ebf8' title='Show/Hide data repr'><svg 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>inverted_rx_pitch</dd><dt><span>long_name :</span></dt><dd>Inverted Rx pitch - nose down + ve</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>f9.2</dd><dt><span>valid_range :</span></dt><dd>[-19.87  13.92]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-0.95, -0.37,  0.43, ...,  3.02,  0.85,  0.53])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nlayers</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>30 30 30 30 30 ... 30 30 30 30 30</div><input id='attrs-94c5e3d7-f94f-4e0d-ad31-f0cbfb36c85e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94c5e3d7-f94f-4e0d-ad31-f0cbfb36c85e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d2c7037-a133-4b38-9dac-ca2d03572c4f' class='xr-var-data-in' type='checkbox'><label for='data-9d2c7037-a133-4b38-9dac-ca2d03572c4f' title='Show/Hide data repr'><svg 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>nlayers</dd><dt><span>long_name :</span></dt><dd>Number of layers</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i4</dd><dt><span>valid_range :</span></dt><dd>[30 30]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([30, 30, 30, ..., 30, 30, 30], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>conductivity</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'>0.05903 0.08888 ... 0.1944 3.779</div><input id='attrs-31e5a1bc-bbc7-47ce-b4a7-3c9e4e946dc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31e5a1bc-bbc7-47ce-b4a7-3c9e4e946dc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed6e5357-0d68-4d52-9be9-649368bc2a03' class='xr-var-data-in' type='checkbox'><label for='data-ed6e5357-0d68-4d52-9be9-649368bc2a03' title='Show/Hide data repr'><svg 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>conductivity</dd><dt><span>long_name :</span></dt><dd>Layer conductivity</dd><dt><span>units :</span></dt><dd>S/m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>30e15.6</dd><dt><span>valid_range :</span></dt><dd>[1.e-04 1.e+01]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[5.902660e-02, 8.888426e-02, 1.335952e-01, ..., 4.064969e-01,
            3.004335e-01, 1.851855e-01],
           [3.831091e-02, 6.320206e-02, 1.052314e-01, ..., 4.077749e-01,
            3.852681e-01, 3.289399e-01],
           [2.809437e-02, 4.613982e-02, 7.725575e-02, ..., 8.896272e-02,
            1.129588e-01, 1.579616e-01],
           ...,
           [1.704718e-04, 2.164471e-04, 2.900711e-04, ..., 2.186911e-02,
            3.512288e-01, 8.651094e+00],
           [5.271905e-04, 7.066414e-04, 9.755309e-04, ..., 3.122578e-02,
            3.130333e-01, 1.000000e+01],
           [1.305553e-03, 1.596422e-03, 1.990142e-03, ..., 2.562090e-02,
            1.943508e-01, 3.779363e+00]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>thickness</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'>3.0 3.3 3.63 ... 39.33 43.26 43.26</div><input id='attrs-b512fabb-219f-4397-9b97-799cd0e6ebc2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b512fabb-219f-4397-9b97-799cd0e6ebc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-feb8a3ce-bb84-4463-8a6f-7f10887d6422' class='xr-var-data-in' type='checkbox'><label for='data-feb8a3ce-bb84-4463-8a6f-7f10887d6422' title='Show/Hide data repr'><svg 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>thickness</dd><dt><span>long_name :</span></dt><dd>Layer thickness</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>30f9.2</dd><dt><span>valid_range :</span></dt><dd>[ 3.   43.26]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26],
           [ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26],
           [ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26],
           ...,
           [ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26],
           [ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26],
           [ 3.  ,  3.3 ,  3.63, ..., 39.33, 43.26, 43.26]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>observed_emsystem_1_xp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>32.44 33.15 33.02 ... 30.66 31.77</div><input id='attrs-90880ae3-617a-4435-a479-a8bea3d25290' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90880ae3-617a-4435-a479-a8bea3d25290' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-410d804e-abe6-41f9-823a-d6d8bc028376' class='xr-var-data-in' type='checkbox'><label for='data-410d804e-abe6-41f9-823a-d6d8bc028376' title='Show/Hide data repr'><svg 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>observed_emsystem_1_xp</dd><dt><span>long_name :</span></dt><dd>Observed EMSystem 1 X-component primary field</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[23.045 39.16 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([32.442, 33.15 , 33.024, ..., 29.403, 30.661, 31.77 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>observed_EMSystem_1_XS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.337 3.858 ... 0.006149 0.01083</div><input id='attrs-07889189-c683-46fa-981a-a7fdc39f4e53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07889189-c683-46fa-981a-a7fdc39f4e53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74608f6c-3395-43cf-a59d-0eb5db96cc58' class='xr-var-data-in' type='checkbox'><label for='data-74608f6c-3395-43cf-a59d-0eb5db96cc58' title='Show/Hide data repr'><svg 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>observed_emsystem_1_xs</dd><dt><span>long_name :</span></dt><dd>Observed EMSystem 1 X-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[-2.796831 12.04867 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[4.336857e+00, 3.857955e+00, 3.479947e+00, ..., 5.053300e-02,
            1.499500e-02, 3.559000e-03],
           [4.371936e+00, 3.867893e+00, 3.495546e+00, ..., 5.126600e-02,
            1.528200e-02, 3.548000e-03],
           [4.482141e+00, 3.969424e+00, 3.578784e+00, ..., 5.226000e-02,
            1.627700e-02, 3.340000e-03],
           ...,
           [1.355156e+00, 7.653460e-01, 4.535450e-01, ..., 1.479000e-03,
            3.468000e-03, 8.220000e-03],
           [1.347688e+00, 7.442010e-01, 4.385400e-01, ..., 2.096000e-03,
            5.076000e-03, 1.068300e-02],
           [1.304046e+00, 6.928230e-01, 4.130410e-01, ..., 2.881000e-03,
            6.149000e-03, 1.083500e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>observed_emsystem_1_zp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-14.69 -14.53 ... -15.95 -14.99</div><input id='attrs-14278a0f-4857-4829-9f60-9fb40e824831' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14278a0f-4857-4829-9f60-9fb40e824831' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-445d8bc9-19f6-4c78-b4e6-82a62b568ed1' class='xr-var-data-in' type='checkbox'><label for='data-445d8bc9-19f6-4c78-b4e6-82a62b568ed1' title='Show/Hide data repr'><svg 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>observed_emsystem_1_zp</dd><dt><span>long_name :</span></dt><dd>Observed EMSystem 1 Z-component primary field</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[-21.195  -8.098]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-14.692, -14.534, -15.065, ..., -16.765, -15.954, -14.989])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>observed_EMSystem_1_ZS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.137 -5.693 ... -0.000444</div><input id='attrs-1b869c4e-a232-4cfd-9566-c5a49a498e96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b869c4e-a232-4cfd-9566-c5a49a498e96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c3164c3-9755-4358-9751-d9c66fcef926' class='xr-var-data-in' type='checkbox'><label for='data-3c3164c3-9755-4358-9751-d9c66fcef926' title='Show/Hide data repr'><svg 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>observed_emsystem_1_zs</dd><dt><span>long_name :</span></dt><dd>Observed EMSystem 1 Z-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[-10.7975     0.954501]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-6.137192e+00, -5.693444e+00, -5.333245e+00, ..., -2.617990e-01,
            -1.211980e-01, -3.969200e-02],
           [-6.194504e+00, -5.741499e+00, -5.379899e+00, ..., -2.617550e-01,
            -1.221100e-01, -4.115100e-02],
           [-6.341891e+00, -5.851710e+00, -5.501637e+00, ..., -2.612130e-01,
            -1.222720e-01, -4.270500e-02],
           ...,
           [-2.371435e+00, -1.519435e+00, -1.064672e+00, ..., -4.185000e-03,
            -2.176000e-03, -3.686000e-03],
           [-2.487311e+00, -1.605217e+00, -1.128497e+00, ..., -5.900000e-04,
            -1.170000e-03, -1.209000e-03],
           [-2.524444e+00, -1.635272e+00, -1.146523e+00, ..., -1.000000e-05,
            -9.710000e-04, -4.440000e-04]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>noise_EMSystem_1_XS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1335 0.1186 ... 0.009002 0.008007</div><input id='attrs-9fffe962-efbd-4a20-abb3-d0c848e1bea0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9fffe962-efbd-4a20-abb3-d0c848e1bea0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f70a75c5-d490-4afd-b923-a606ab20fc70' class='xr-var-data-in' type='checkbox'><label for='data-f70a75c5-d490-4afd-b923-a606ab20fc70' title='Show/Hide data repr'><svg 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>noise_emsystem_1_xs</dd><dt><span>long_name :</span></dt><dd>Estimated noise EMSystem 1 X-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[0.008     0.3627029]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[0.1335196 , 0.1186231 , 0.1071216 , ..., 0.01011426, 0.00901123,
            0.00800071],
           [0.1345453 , 0.118914  , 0.1075777 , ..., 0.01011758, 0.00901167,
            0.00800071],
           [0.1377702 , 0.121888  , 0.1100133 , ..., 0.01012215, 0.00901324,
            0.00800063],
           ...,
           [0.05052527, 0.03468687, 0.02758863, ..., 0.0100001 , 0.0090006 ,
            0.0080038 ],
           [0.05034518, 0.03427027, 0.02736943, ..., 0.0100002 , 0.00900129,
            0.00800642],
           [0.04929992, 0.03328668, 0.02701005, ..., 0.01000037, 0.00900189,
            0.0080066 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>noise_EMSystem_1_ZS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1847 0.1714 ... 0.0035 0.003</div><input id='attrs-a1158261-23bc-456e-b74b-fc8bad1844c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1158261-23bc-456e-b74b-fc8bad1844c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00b6f762-4d6f-440e-9cb5-c284f144ca0a' class='xr-var-data-in' type='checkbox'><label for='data-00b6f762-4d6f-440e-9cb5-c284f144ca0a' title='Show/Hide data repr'><svg 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>noise_emsystem_1_zs</dd><dt><span>long_name :</span></dt><dd>Estimated noise EMSystem 1 Z-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[0.003     0.3242723]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[0.1847258 , 0.1713761 , 0.1605246 , ..., 0.0088139 , 0.00504679,
            0.00322768],
           [0.1864395 , 0.172813  , 0.1619197 , ..., 0.00881272, 0.00506653,
            0.00324408],
           [0.1908471 , 0.1761087 , 0.1655603 , ..., 0.00879824, 0.00507005,
            0.00326211],
           ...,
           [0.07270718, 0.04768453, 0.0344844 , ..., 0.00400197, 0.00350061,
            0.00300204],
           [0.07611205, 0.05015027, 0.03626506, ..., 0.00400004, 0.00350018,
            0.00300022],
           [0.07720451, 0.05101669, 0.03677042, ..., 0.004     , 0.00350012,
            0.00300003]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>predicted_emsystem_1_xp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>32.43 33.14 33.02 ... 30.66 31.77</div><input id='attrs-742c7fc9-23f8-40ae-8ca0-3d399619d1a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-742c7fc9-23f8-40ae-8ca0-3d399619d1a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b85e1abc-9a82-4151-964e-80d3df625a45' class='xr-var-data-in' type='checkbox'><label for='data-b85e1abc-9a82-4151-964e-80d3df625a45' title='Show/Hide data repr'><svg 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>predicted_emsystem_1_xp</dd><dt><span>long_name :</span></dt><dd>Predicted EMSystem 1 X-component primary field</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[23.02369 39.11405]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([32.43231, 33.14187, 33.02489, ..., 29.39442, 30.65884, 31.76875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>predicted_EMSystem_1_XS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.366 3.705 ... 0.008379 0.007497</div><input id='attrs-a58d5979-ffa5-4600-96d6-e44720c88e6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a58d5979-ffa5-4600-96d6-e44720c88e6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c51dbf25-e974-4284-a33d-36380466c3d0' class='xr-var-data-in' type='checkbox'><label for='data-c51dbf25-e974-4284-a33d-36380466c3d0' title='Show/Hide data repr'><svg 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>predicted_emsystem_1_xs</dd><dt><span>long_name :</span></dt><dd>Predicted EMSystem 1 X-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[-0.04745977 12.2591    ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[4.365623  , 3.705261  , 3.353426  , ..., 0.06540537, 0.03354343,
            0.01721468],
           [4.39709   , 3.719345  , 3.366192  , ..., 0.0641109 , 0.03240698,
            0.01649752],
           [4.586956  , 3.841321  , 3.465197  , ..., 0.05579611, 0.02424239,
            0.00990789],
           ...,
           [1.32864   , 0.724596  , 0.4492037 , ..., 0.01200822, 0.01133182,
            0.01054273],
           [1.284774  , 0.6731685 , 0.4154696 , ..., 0.00996342, 0.00941361,
            0.00876642],
           [1.282474  , 0.6438705 , 0.3967419 , ..., 0.00914285, 0.0083787 ,
            0.00749737]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>predicted_emsystem_1_zp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-14.61 -14.46 ... -15.9 -14.93</div><input id='attrs-8ca63e45-c733-458a-b9e9-08633cb4327a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ca63e45-c733-458a-b9e9-08633cb4327a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f9587f3-79d2-4601-bf75-d73eeb890502' class='xr-var-data-in' type='checkbox'><label for='data-7f9587f3-79d2-4601-bf75-d73eeb890502' title='Show/Hide data repr'><svg 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>predicted_emsystem_1_zp</dd><dt><span>long_name :</span></dt><dd>Predicted EMSystem 1 Z-component primary field</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[-21.08207   -8.098528]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-14.6072 , -14.45568, -15.02556, ..., -16.71242, -15.89686,
           -14.93281])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>predicted_EMSystem_1_ZS</span></div><div class='xr-var-dims'>(index, gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.597 -5.944 ... -0.05455 -0.05014</div><input id='attrs-4e1b59c6-fc07-4910-90ca-8773aa58e0e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e1b59c6-fc07-4910-90ca-8773aa58e0e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71c0990d-1617-4058-bf89-7d5379ff2caa' class='xr-var-data-in' type='checkbox'><label for='data-71c0990d-1617-4058-bf89-7d5379ff2caa' title='Show/Hide data repr'><svg 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>predicted_emsystem_1_zs</dd><dt><span>long_name :</span></dt><dd>Predicted EMSystem 1 Z-component secondary field windows</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>15e15.6</dd><dt><span>valid_range :</span></dt><dd>[-1.180856e+01 -4.338331e-05]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-6.597021  , -5.944211  , -5.575102  , ..., -0.3460022 ,
            -0.2073582 , -0.1246352 ],
           [-6.647029  , -5.974791  , -5.602822  , ..., -0.3405596 ,
            -0.2017138 , -0.1200995 ],
           [-6.730394  , -6.014721  , -5.629349  , ..., -0.3032437 ,
            -0.1610032 , -0.08148874],
           ...,
           [-2.528349  , -1.643106  , -1.157823  , ..., -0.05887121,
            -0.05616177, -0.05301934],
           [-2.681639  , -1.708825  , -1.209105  , ..., -0.06034713,
            -0.0577291 , -0.05468189],
           [-2.727418  , -1.690672  , -1.196599  , ..., -0.05838184,
            -0.05455303, -0.05014092]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alphac</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-66f519bd-dc13-4342-bc0a-48809b55a272' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66f519bd-dc13-4342-bc0a-48809b55a272' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9bfeb6e-0868-4a41-9b9a-83329cee0fd0' class='xr-var-data-in' type='checkbox'><label for='data-b9bfeb6e-0868-4a41-9b9a-83329cee0fd0' title='Show/Hide data repr'><svg 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>alphac</dd><dt><span>long_name :</span></dt><dd>AlphaC inversion parameter</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[1. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1., 1., 1., ..., 1., 1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alphat</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-c5c9fa17-25c2-4efc-9689-b299d6e67608' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5c9fa17-25c2-4efc-9689-b299d6e67608' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-975d14c4-d9f9-43a2-8cdf-61854e37f6cd' class='xr-var-data-in' type='checkbox'><label for='data-975d14c4-d9f9-43a2-8cdf-61854e37f6cd' title='Show/Hide data repr'><svg 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>alphat</dd><dt><span>long_name :</span></dt><dd>AlphaT inversion parameter</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[1. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1., 1., 1., ..., 1., 1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alphag</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-5bbf8b73-7605-4d23-b5ee-63720d57ff01' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5bbf8b73-7605-4d23-b5ee-63720d57ff01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d830273a-2256-4270-89ce-9a3c5fce765e' class='xr-var-data-in' type='checkbox'><label for='data-d830273a-2256-4270-89ce-9a3c5fce765e' title='Show/Hide data repr'><svg 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>alphag</dd><dt><span>long_name :</span></dt><dd>AlphaG inversion parameter</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[1. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1., 1., 1., ..., 1., 1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alphas</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+04 1e+04 1e+04 ... 1e+04 1e+04</div><input id='attrs-39e6561f-3715-44dc-99ed-338256004347' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39e6561f-3715-44dc-99ed-338256004347' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ede3e39-4942-4676-b0fe-2c5314d6c7d1' class='xr-var-data-in' type='checkbox'><label for='data-8ede3e39-4942-4676-b0fe-2c5314d6c7d1' title='Show/Hide data repr'><svg 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>alphas</dd><dt><span>long_name :</span></dt><dd>AlphaS inversion parameter</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[10000. 10000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([10000., 10000., 10000., ..., 10000., 10000., 10000.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phid</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7893 0.7755 ... 0.7443 0.7705</div><input id='attrs-5f7dd791-6f82-4652-a9f0-ef733f1f0625' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f7dd791-6f82-4652-a9f0-ef733f1f0625' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-805529c6-1444-443b-afee-908e2b8884b6' class='xr-var-data-in' type='checkbox'><label for='data-805529c6-1444-443b-afee-908e2b8884b6' title='Show/Hide data repr'><svg 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>phid</dd><dt><span>long_name :</span></dt><dd>Normalised data misfit</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[3.872969e-01 8.429568e+02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.789311 , 0.7754675, 0.7337241, ..., 0.8067949, 0.7442676,
           0.7704843])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phim</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.53 1.276 1.499 ... 2.658 2.916</div><input id='attrs-1f0b1c70-fd03-4cb9-a4fe-605245ff2790' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f0b1c70-fd03-4cb9-a4fe-605245ff2790' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b048b519-2f69-4111-874c-379b64d45618' class='xr-var-data-in' type='checkbox'><label for='data-b048b519-2f69-4111-874c-379b64d45618' title='Show/Hide data repr'><svg 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>phim</dd><dt><span>long_name :</span></dt><dd>Combined model norm</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[9.570175e-03 9.560960e+02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([ 1.530116,  1.275962,  1.499009, ..., 10.53005 ,  2.65762 ,
            2.915859])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phic</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4491 0.4759 0.129 ... 1.61 1.289</div><input id='attrs-20836232-03ff-4d26-9f44-1ed41c37b6cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20836232-03ff-4d26-9f44-1ed41c37b6cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b67b712-31cb-49c3-aa77-e44844bdb961' class='xr-var-data-in' type='checkbox'><label for='data-9b67b712-31cb-49c3-aa77-e44844bdb961' title='Show/Hide data repr'><svg 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>phic</dd><dt><span>long_name :</span></dt><dd>Conductivity model norm</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[1.486511e-03 4.494073e+00]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.4491258, 0.4759487, 0.1289727, ..., 1.793293 , 1.609594 ,
           1.288801 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phit</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-18aeac46-70e0-4a7a-913e-5f966689c403' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18aeac46-70e0-4a7a-913e-5f966689c403' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea222d69-44b2-445a-80ca-04647ef710ed' class='xr-var-data-in' type='checkbox'><label for='data-ea222d69-44b2-445a-80ca-04647ef710ed' title='Show/Hide data repr'><svg 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>phit</dd><dt><span>long_name :</span></dt><dd>Thickness model norm</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><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>phig</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9652 0.6608 ... 0.7603 1.457</div><input id='attrs-6824b00a-2c28-4c4a-8dd5-46a62a4532e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6824b00a-2c28-4c4a-8dd5-46a62a4532e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08a41da0-5b0b-4892-8c4e-7db8d9bc2691' class='xr-var-data-in' type='checkbox'><label for='data-08a41da0-5b0b-4892-8c4e-7db8d9bc2691' title='Show/Hide data repr'><svg 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>phig</dd><dt><span>long_name :</span></dt><dd>Geometry model norm</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[9.075877e-06 9.453699e+02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.9652196, 0.6607692, 1.261696 , ..., 8.063539 , 0.7602921,
           1.456514 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>phis</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1158 0.1392 ... 0.2877 0.1705</div><input id='attrs-5405a1b5-c132-484c-8c9a-83be7472a00f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5405a1b5-c132-484c-8c9a-83be7472a00f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8d2526b-6559-4f49-a9bb-b2c2cb96aa20' class='xr-var-data-in' type='checkbox'><label for='data-a8d2526b-6559-4f49-a9bb-b2c2cb96aa20' title='Show/Hide data repr'><svg 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>phis</dd><dt><span>long_name :</span></dt><dd>Smoothness model norm</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[1.286019e-04 3.222159e+01]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.1157702, 0.1392444, 0.1083401, ..., 0.6732188, 0.2877337,
           0.1705443])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lambda</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5968 0.5487 ... 0.3808 1.771</div><input id='attrs-bc503fd9-9708-4666-9e16-2b937b5b8fea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc503fd9-9708-4666-9e16-2b937b5b8fea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5da396a6-b3ab-4c0c-a4e7-e3ba88880863' class='xr-var-data-in' type='checkbox'><label for='data-5da396a6-b3ab-4c0c-a4e7-e3ba88880863' title='Show/Hide data repr'><svg 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>lambda</dd><dt><span>long_name :</span></dt><dd>Lambda regularization parameter</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>e15.6</dd><dt><span>valid_range :</span></dt><dd>[5.141413e-12 9.731938e+03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.5967924 , 0.5486807 , 1.025261  , ..., 0.04800422, 0.3807649 ,
           1.770519  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iterations</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>20 19 25 25 25 ... 28 30 30 27 29</div><input id='attrs-dedd07b1-6ba9-41a5-8426-a19131b0fe1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dedd07b1-6ba9-41a5-8426-a19131b0fe1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30646ffb-7611-4e89-aa14-df046aa289c1' class='xr-var-data-in' type='checkbox'><label for='data-30646ffb-7611-4e89-aa14-df046aa289c1' title='Show/Hide data repr'><svg 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>iterations</dd><dt><span>long_name :</span></dt><dd>Number of iterations</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>i4</dd><dt><span>valid_range :</span></dt><dd>[ 5 55]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([20, 19, 25, ..., 30, 27, 29], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-238db708-451e-4990-96d8-424e46cb1840' class='xr-section-summary-in' type='checkbox'  checked><label for='section-238db708-451e-4990-96d8-424e46cb1840' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>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 62-63

3. Magnetic Intensity Map

.. GENERATED FROM PYTHON SOURCE LINES 63-76

.. code-block:: Python

    data_derived = data_container.gs.add_container('derived_maps', **dict(content = "derived maps"))

    # Import the magnetic data from TIF-format.
    # Define input metadata file (which contains the TIF filenames linked with desired variable names)
    r_supp = join(data_path, 'data//Tempest_raster_md.yml')

    # Read data and format as Raster class object
    data_derived.gs.add(key='maps', metadata_file = r_supp)

    # Save NetCDF file
    d_out = join(data_path, 'data//Tempest.nc')
    survey.gs.to_netcdf(d_out)








.. GENERATED FROM PYTHON SOURCE LINES 77-78

Read back in the NetCDF file

.. GENERATED FROM PYTHON SOURCE LINES 78-84

.. code-block:: Python

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

    # Once the survey is read in, we can access variables like a standard xarray dataset.
    print(new_survey['data/derived_maps/maps'].magnetic_tmi)
    print(new_survey['data/derived_maps/maps']['magnetic_tmi'])





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

 .. code-block:: none

    <xarray.DataArray 'magnetic_tmi' (y: 1212, x: 599)> Size: 6MB
    [725988 values with dtype=float64]
    Coordinates:
        spatial_ref  float64 8B ...
      * x            (x) float64 5kB 2.928e+05 2.934e+05 ... 6.51e+05 6.516e+05
      * y            (y) float64 10kB 1.607e+06 1.606e+06 ... 8.808e+05 8.802e+05
    Attributes:
        standard_name:  total_magnetic_intensity
        long_name:      Total magnetic intensity, diurnally corrected and filtered
        units:          nT
        null_value:     1.70141e+38
        valid_range:    [-17504.6640625   11490.32324219]
        grid_mapping:   spatial_ref
    <xarray.DataArray 'magnetic_tmi' (y: 1212, x: 599)> Size: 6MB
    [725988 values with dtype=float64]
    Coordinates:
        spatial_ref  float64 8B ...
      * x            (x) float64 5kB 2.928e+05 2.934e+05 ... 6.51e+05 6.516e+05
      * y            (y) float64 10kB 1.607e+06 1.606e+06 ... 8.808e+05 8.802e+05
    Attributes:
        standard_name:  total_magnetic_intensity
        long_name:      Total magnetic intensity, diurnally corrected and filtered
        units:          nT
        null_value:     1.70141e+38
        valid_range:    [-17504.6640625   11490.32324219]
        grid_mapping:   spatial_ref




.. GENERATED FROM PYTHON SOURCE LINES 85-86

Plotting

.. GENERATED FROM PYTHON SOURCE LINES 86-95

.. code-block:: Python


    # Make a scatter plot of a specific tabular variable, using GSPy's plotter
    plt.figure()
    new_survey['data']['raw_data'].gs.scatter(x='x', hue='tx_height', cmap='jet')

    # Make a 2-D map plot of a specific raster variable, using Xarrays's plotter
    plt.figure()
    new_survey['data/derived_maps/maps']['magnetic_tmi'].plot(cmap='jet', robust=True)
    plt.show()



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


    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_aseg_tempest_to_netcdf_001.png
         :alt: plot aseg tempest to netcdf
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_aseg_tempest_to_netcdf_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/Creating_GS_Files/images/sphx_glr_plot_aseg_tempest_to_netcdf_002.png
         :alt: spatial_ref = 0.0
         :srcset: /examples/Creating_GS_Files/images/sphx_glr_plot_aseg_tempest_to_netcdf_002.png
         :class: sphx-glr-multi-img






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

   **Total running time of the script:** (0 minutes 9.086 seconds)


.. _sphx_glr_download_examples_Creating_GS_Files_plot_aseg_tempest_to_netcdf.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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