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

.. only:: html

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

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

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

.. _sphx_glr_examples_Creating_GS_Files_plot_skytem_csv.py:


Multi-dataset Survey
--------------------

This example demonstrates the typical workflow for creating a GS file for an AEM survey in its entirety, i.e., the NetCDF file contains all related datasets together, e.g., raw data, processed data, inverted models, and derivative products. Specifically, this survey contains:

1. Minimally processed (raw) AEM data and raw/processed magnetic data provided by SkyTEM
2. Fully processed AEM data used as input to inversion
3. Laterally constrained inverted resistivity models
4. Point-data estimates of bedrock depth derived from the AEM models
5. Interpolated magnetic and bedrock depth grids

Note:
To make the size of this example more managable, some of the input datasets have been downsampled relative to the source files in the data release referenced below.

Dataset Reference:
Minsley, B.J, Bloss, B.R., Hart, D.J., Fitzpatrick, W., Muldoon, M.A., Stewart, E.K., Hunt, R.J., James, S.R., Foks, N.L., and Komiskey, M.J., 2022, Airborne electromagnetic and magnetic survey data, northeast Wisconsin (ver. 1.1, June 2022): U.S. Geological Survey data release, https://doi.org/10.5066/P93SY9LI.

.. GENERATED FROM PYTHON SOURCE LINES 20-29

.. code-block:: Python

    import matplotlib.pyplot as plt
    from os.path import join
    import numpy as np
    import gspy
    from gspy import Survey
    import xarray as xr
    from pprint import pprint









.. GENERATED FROM PYTHON SOURCE LINES 30-32

Convert the Skytem csv data to NetCDF
+++++++++++++++++++++++++++++++++++++

.. GENERATED FROM PYTHON SOURCE LINES 34-35

Initialize the Survey

.. GENERATED FROM PYTHON SOURCE LINES 35-48

.. code-block:: Python


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

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

    # Establish the Survey
    survey = Survey.from_dict(metadata)

    data_container = survey.gs.add_container('data', **dict(content = "raw and processed data",
                                                            comment = "This is a test"))








.. GENERATED FROM PYTHON SOURCE LINES 49-52

1 - Raw Data -
Import raw AEM data from CSV-format.
Define input data file and associated metadata file

.. GENERATED FROM PYTHON SOURCE LINES 52-58

.. code-block:: Python

    d_data1 = join(data_path, 'data//skytem_contractor_data.csv')
    d_supp1 = join(data_path, 'data//skytem_contractor_data.yml')

    # Add the raw AEM data as a tabular dataset
    data_container.gs.add(key='raw_data', data_filename=d_data1, metadata_file=d_supp1, system=survey.nominal_system)






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
    <defs>
    <symbol id="icon-database" viewBox="0 0 32 32">
    <path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
    <path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    <path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    </symbol>
    <symbol id="icon-file-text2" viewBox="0 0 32 32">
    <path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
    <path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    </symbol>
    </defs>
    </svg>
    <style>/* CSS stylesheet for displaying xarray objects in notebooks */

    :root {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base rgba(0, 0, 0, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, white)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 15))
      );
    }

    html[theme="dark"],
    html[data-theme="dark"],
    body[data-theme="dark"],
    body.vscode-dark {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base, rgba(255, 255, 255, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, #111111)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))
      );
    }

    .xr-wrap {
      display: block !important;
      min-width: 300px;
      max-width: 700px;
      line-height: 1.6;
    }

    .xr-text-repr-fallback {
      /* fallback to plain text repr when CSS is not injected (untrusted notebook) */
      display: none;
    }

    .xr-header {
      padding-top: 6px;
      padding-bottom: 6px;
      margin-bottom: 4px;
      border-bottom: solid 1px var(--xr-border-color);
    }

    .xr-header > div,
    .xr-header > ul {
      display: inline;
      margin-top: 0;
      margin-bottom: 0;
    }

    .xr-obj-type,
    .xr-obj-name,
    .xr-group-name {
      margin-left: 2px;
      margin-right: 10px;
    }

    .xr-group-name::before {
      content: "📁";
      padding-right: 0.3em;
    }

    .xr-group-name,
    .xr-obj-type {
      color: var(--xr-font-color2);
    }

    .xr-sections {
      padding-left: 0 !important;
      display: grid;
      grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;
      margin-block-start: 0;
      margin-block-end: 0;
    }

    .xr-section-item {
      display: contents;
    }

    .xr-section-item input {
      display: inline-block;
      opacity: 0;
      height: 0;
      margin: 0;
    }

    .xr-section-item input + label {
      color: var(--xr-disabled-color);
      border: 2px solid transparent !important;
    }

    .xr-section-item input:enabled + label {
      cursor: pointer;
      color: var(--xr-font-color2);
    }

    .xr-section-item input:focus + label {
      border: 2px solid var(--xr-font-color0) !important;
    }

    .xr-section-item input:enabled + label:hover {
      color: var(--xr-font-color0);
    }

    .xr-section-summary {
      grid-column: 1;
      color: var(--xr-font-color2);
      font-weight: 500;
    }

    .xr-section-summary > span {
      display: inline-block;
      padding-left: 0.5em;
    }

    .xr-section-summary-in:disabled + label {
      color: var(--xr-font-color2);
    }

    .xr-section-summary-in + label:before {
      display: inline-block;
      content: "►";
      font-size: 11px;
      width: 15px;
      text-align: center;
    }

    .xr-section-summary-in:disabled + label:before {
      color: var(--xr-disabled-color);
    }

    .xr-section-summary-in:checked + label:before {
      content: "▼";
    }

    .xr-section-summary-in:checked + label > span {
      display: none;
    }

    .xr-section-summary,
    .xr-section-inline-details {
      padding-top: 4px;
    }

    .xr-section-inline-details {
      grid-column: 2 / -1;
    }

    .xr-section-details {
      display: none;
      grid-column: 1 / -1;
      margin-top: 4px;
      margin-bottom: 5px;
    }

    .xr-section-summary-in:checked ~ .xr-section-details {
      display: contents;
    }

    .xr-group-box {
      display: inline-grid;
      grid-template-columns: 0px 20px auto;
      width: 100%;
    }

    .xr-group-box-vline {
      grid-column-start: 1;
      border-right: 0.2em solid;
      border-color: var(--xr-border-color);
      width: 0px;
    }

    .xr-group-box-hline {
      grid-column-start: 2;
      grid-row-start: 1;
      height: 1em;
      width: 20px;
      border-bottom: 0.2em solid;
      border-color: var(--xr-border-color);
    }

    .xr-group-box-contents {
      grid-column-start: 3;
    }

    .xr-array-wrap {
      grid-column: 1 / -1;
      display: grid;
      grid-template-columns: 20px auto;
    }

    .xr-array-wrap > label {
      grid-column: 1;
      vertical-align: top;
    }

    .xr-preview {
      color: var(--xr-font-color3);
    }

    .xr-array-preview,
    .xr-array-data {
      padding: 0 5px !important;
      grid-column: 2;
    }

    .xr-array-data,
    .xr-array-in:checked ~ .xr-array-preview {
      display: none;
    }

    .xr-array-in:checked ~ .xr-array-data,
    .xr-array-preview {
      display: inline-block;
    }

    .xr-dim-list {
      display: inline-block !important;
      list-style: none;
      padding: 0 !important;
      margin: 0;
    }

    .xr-dim-list li {
      display: inline-block;
      padding: 0;
      margin: 0;
    }

    .xr-dim-list:before {
      content: "(";
    }

    .xr-dim-list:after {
      content: ")";
    }

    .xr-dim-list li:not(:last-child):after {
      content: ",";
      padding-right: 5px;
    }

    .xr-has-index {
      font-weight: bold;
    }

    .xr-var-list,
    .xr-var-item {
      display: contents;
    }

    .xr-var-item > div,
    .xr-var-item label,
    .xr-var-item > .xr-var-name span {
      background-color: var(--xr-background-color-row-even);
      border-color: var(--xr-background-color-row-odd);
      margin-bottom: 0;
      padding-top: 2px;
    }

    .xr-var-item > .xr-var-name:hover span {
      padding-right: 5px;
    }

    .xr-var-list > li:nth-child(odd) > div,
    .xr-var-list > li:nth-child(odd) > label,
    .xr-var-list > li:nth-child(odd) > .xr-var-name span {
      background-color: var(--xr-background-color-row-odd);
      border-color: var(--xr-background-color-row-even);
    }

    .xr-var-name {
      grid-column: 1;
    }

    .xr-var-dims {
      grid-column: 2;
    }

    .xr-var-dtype {
      grid-column: 3;
      text-align: right;
      color: var(--xr-font-color2);
    }

    .xr-var-preview {
      grid-column: 4;
    }

    .xr-index-preview {
      grid-column: 2 / 5;
      color: var(--xr-font-color2);
    }

    .xr-var-name,
    .xr-var-dims,
    .xr-var-dtype,
    .xr-preview,
    .xr-attrs dt {
      white-space: nowrap;
      overflow: hidden;
      text-overflow: ellipsis;
      padding-right: 10px;
    }

    .xr-var-name:hover,
    .xr-var-dims:hover,
    .xr-var-dtype:hover,
    .xr-attrs dt:hover {
      overflow: visible;
      width: auto;
      z-index: 1;
    }

    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      display: none;
      border-top: 2px dotted var(--xr-background-color);
      padding-bottom: 20px !important;
      padding-top: 10px !important;
    }

    .xr-var-attrs-in + label,
    .xr-var-data-in + label,
    .xr-index-data-in + label {
      padding: 0 1px;
    }

    .xr-var-attrs-in:checked ~ .xr-var-attrs,
    .xr-var-data-in:checked ~ .xr-var-data,
    .xr-index-data-in:checked ~ .xr-index-data {
      display: block;
    }

    .xr-var-data > table {
      float: right;
    }

    .xr-var-data > pre,
    .xr-index-data > pre,
    .xr-var-data > table > tbody > tr {
      background-color: transparent !important;
    }

    .xr-var-name span,
    .xr-var-data,
    .xr-index-name div,
    .xr-index-data,
    .xr-attrs {
      padding-left: 25px !important;
    }

    .xr-attrs,
    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      grid-column: 1 / -1;
    }

    dl.xr-attrs {
      padding: 0;
      margin: 0;
      display: grid;
      grid-template-columns: 125px auto;
    }

    .xr-attrs dt,
    .xr-attrs dd {
      padding: 0;
      margin: 0;
      float: left;
      padding-right: 10px;
      width: auto;
    }

    .xr-attrs dt {
      font-weight: normal;
      grid-column: 1;
    }

    .xr-attrs dt:hover span {
      display: inline-block;
      background: var(--xr-background-color);
      padding-right: 10px;
    }

    .xr-attrs dd {
      grid-column: 2;
      white-space: pre-wrap;
      word-break: break-all;
    }

    .xr-icon-database,
    .xr-icon-file-text2,
    .xr-no-icon {
      display: inline-block;
      vertical-align: middle;
      width: 1em;
      height: 1.5em !important;
      stroke-width: 0;
      stroke: currentColor;
      fill: currentColor;
    }

    .xr-var-attrs-in:checked + label > .xr-icon-file-text2,
    .xr-var-data-in:checked + label > .xr-icon-database,
    .xr-index-data-in:checked + label > .xr-icon-database {
      color: var(--xr-font-color0);
      filter: drop-shadow(1px 1px 5px var(--xr-font-color2));
      stroke-width: 0.8px;
    }
    </style><pre class='xr-text-repr-fallback'>&lt;xarray.DataTree &#x27;raw_data&#x27;&gt;
    Group: /survey/data/raw_data
    │   Dimensions:          (index: 2000, hm_gate_times: 32, lm_gate_times: 28)
    │   Coordinates:
    │     * index            (index) int32 8kB 0 1 2 3 4 5 ... 1995 1996 1997 1998 1999
    │     * hm_gate_times    (hm_gate_times) float64 256B 2.886e-05 ... 0.003544
    │     * lm_gate_times    (lm_gate_times) float64 224B -1.135e-06 ... 0.001394
    │       spatial_ref      float64 8B 0.0
    │       x                (index) float64 16kB 7.243e+05 7.239e+05 ... 6.952e+05
    │       y                (index) float64 16kB 4.916e+05 4.917e+05 ... 4.522e+05
    │       z                (index) float64 16kB 176.8 217.3 231.6 ... 240.8 250.0
    │       t                (index) float64 16kB 4.422e+04 4.422e+04 ... 4.422e+04
    │   Data variables: (12/34)
    │       _60hz_intensity  (index) float64 16kB -5.744e-08 -4.722e-08 ... 1.251e-07
    │       alt              (index) float64 16kB 276.3 270.1 274.2 ... 283.5 285.1
    │       anglex           (index) float64 16kB 3.284 1.052 2.916 ... 0.9546 3.211
    │       angley           (index) float64 16kB -0.9891 -1.999 ... -1.946 0.1495
    │       base_mag         (index) float64 16kB -1e+04 -1e+04 -1e+04 ... -1e+04 -1e+04
    │       curr_hm          (index) float64 16kB 111.6 111.6 111.5 ... 114.2 114.2
    │       ...               ...
    │       mag_raw          (index) float64 16kB 5.481e+04 5.481e+04 ... 5.487e+04
    │       n_nad83          (index) float64 16kB 4.916e+05 4.917e+05 ... 4.522e+05
    │       n_wgs84          (index) float64 16kB 4.968e+06 4.969e+06 ... 4.93e+06
    │       rmf              (index) float64 16kB 210.6 210.6 197.3 ... 330.8 386.6
    │       time             (index) object 16kB &#x27;17:14:42&#x27; &#x27;17:15:02&#x27; ... &#x27;19:00:43&#x27;
    │       tmi              (index) float64 16kB 5.482e+04 5.482e+04 ... 5.487e+04
    │   Attributes:
    │       uuid:        9584e8b0-2120-479b-b9ce-1d823ff86920
    │       content:     raw data
    │       comment:     This dataset includes minimally processed (raw) AEM and raw/...
    │       type:        data
    │       structure:   tabular
    │       mode:        airborne
    │       method:      electromagnetic
    │       submethod:   time domain
    │       instrument:  skytem
    │       property:    
    └── Group: /survey/data/raw_data/nominal_system
            Dimensions:                                      (gate_times: 22, nv: 2,
                                                              lm_gate_times: 28,
                                                              hm_gate_times: 32,
                                                              n_loop_vertices: 8, xyz: 3,
                                                              n_transmitter: 2,
                                                              transmitter_lm_waveform_time: 21,
                                                              transmitter_hm_waveform_time: 36,
                                                              n_receiver: 2, n_component: 4)
            Coordinates:
              * gate_times                                   (gate_times) float64 176B 5....
              * nv                                           (nv) int64 16B 0 1
              * n_loop_vertices                              (n_loop_vertices) int64 64B ...
              * xyz                                          (xyz) int64 24B 0 1 2
              * n_transmitter                                (n_transmitter) int64 16B 0 1
              * transmitter_lm_waveform_time                 (transmitter_lm_waveform_time) float64 168B ...
              * transmitter_hm_waveform_time                 (transmitter_hm_waveform_time) float64 288B ...
              * n_receiver                                   (n_receiver) int64 16B 0 1
              * n_component                                  (n_component) int64 32B 0 1 2 3
            Data variables: (12/31)
                gate_times_bnds                              (gate_times, nv) float64 352B ...
                lm_gate_times_bnds                           (lm_gate_times, nv) float64 448B ...
                hm_gate_times_bnds                           (hm_gate_times, nv) float64 512B ...
                n_loop_vertices_bnds                         (n_loop_vertices, nv) float64 128B ...
                xyz_bnds                                     (xyz, nv) float64 48B -0.5 ....
                transmitter_label                            (n_transmitter) &lt;U2 16B &#x27;LM&#x27;...
                ...                                           ...
                component_receivers                          (n_component) &lt;U1 16B &#x27;z&#x27; .....
                component_txrx_dx                            (n_component) float64 32B -1...
                component_txrx_dy                            (n_component) float64 32B 0....
                component_txrx_dz                            (n_component) float64 32B -2...
                component_data_type                          (n_component) &lt;U4 64B &#x27;dBdt&#x27;...
                component_gate_times                         (n_component) &lt;U13 208B &#x27;lm_...
            Attributes:
                type:                      system
                mode:                      airborne
                method:                    electromagnetic
                submethod:                 time domain
                instrument:                skytem 304M
                uuid:                      df49f8a4-c5d3-48da-965e-d36f7d219104
                name:                      nominal_system
                data_normalized:           True
                skytem_skb_gex_available:  True
                reference_frame:           right-handed positive down
                coil_orientations:         X, Z</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;raw_data&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-31e63434-45f7-4d59-a4dd-ec9bd40e07b2' class='xr-section-summary-in' type='checkbox'  ><label for='section-31e63434-45f7-4d59-a4dd-ec9bd40e07b2' class='xr-section-summary' >Groups: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><div style='display: inline-grid; grid-template-columns: 100%; grid-column: 1 / -1'><div class='xr-group-box'><div class='xr-group-box-vline' style='height: 1.2em'></div><div class='xr-group-box-hline'></div><div class='xr-group-box-contents'><div class='xr-header'><div class='xr-group-name'>/survey/data/raw_data/nominal_system</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d91282d1-a9a3-45df-bfc0-4a9729c03d85' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d91282d1-a9a3-45df-bfc0-4a9729c03d85' 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>: 2000</li><li><span class='xr-has-index'>hm_gate_times</span>: 32</li><li><span class='xr-has-index'>lm_gate_times</span>: 28</li><li><span class='xr-has-index'>gate_times</span>: 22</li><li><span class='xr-has-index'>nv</span>: 2</li><li><span class='xr-has-index'>n_loop_vertices</span>: 8</li><li><span class='xr-has-index'>xyz</span>: 3</li><li><span class='xr-has-index'>n_transmitter</span>: 2</li><li><span class='xr-has-index'>transmitter_lm_waveform_time</span>: 21</li><li><span class='xr-has-index'>transmitter_hm_waveform_time</span>: 36</li><li><span class='xr-has-index'>n_receiver</span>: 2</li><li><span class='xr-has-index'>n_component</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7ae3c976-45b1-44e2-ae29-380ebde7f924' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7ae3c976-45b1-44e2-ae29-380ebde7f924' class='xr-section-summary' >Coordinates: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>5.636e-05 6.337e-05 ... 0.003544</div><input id='attrs-61d4bd2c-de82-4b55-990d-fca282994292' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61d4bd2c-de82-4b55-990d-fca282994292' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b110caa7-f906-4e9d-be6f-1842b680489e' class='xr-var-data-in' type='checkbox'><label for='data-b110caa7-f906-4e9d-be6f-1842b680489e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>raw 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>[5.636500e-05 3.544365e-03]</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([5.636500e-05, 6.336500e-05, 7.236500e-05, 8.386500e-05, 9.836500e-05,1.163650e-04, 1.388650e-04, 1.668650e-04, 2.023650e-04, 2.478650e-04,3.048650e-04, 3.768650e-04, 4.678650e-04, 5.818650e-04, 7.258650e-04,9.073650e-04, 1.135865e-03, 1.424365e-03, 1.788365e-03, 2.246865e-03,2.825365e-03, 3.544365e-03])</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-306ff114-10b8-4042-9dab-733a8e74b0a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-306ff114-10b8-4042-9dab-733a8e74b0a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d9b60dc-c8fb-4eef-ac22-4c1aa3550e5e' class='xr-var-data-in' type='checkbox'><label for='data-7d9b60dc-c8fb-4eef-ac22-4c1aa3550e5e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>nv</dd><dt><span>long_name :</span></dt><dd>Number of vertices for bounding variables</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_loop_vertices</span></div><div class='xr-var-dims'>(n_loop_vertices)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-d62ca8eb-d5f6-49ba-bf44-f55196996e97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d62ca8eb-d5f6-49ba-bf44-f55196996e97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8a6a9ef-92f0-4cbe-bff9-c4d21090acdf' class='xr-var-data-in' type='checkbox'><label for='data-f8a6a9ef-92f0-4cbe-bff9-c4d21090acdf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_loop_vertices</dd><dt><span>long_name :</span></dt><dd>number of loop vertices</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. 7.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>n_loop_vertices_bnds</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xyz</span></div><div class='xr-var-dims'>(xyz)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2</div><input id='attrs-87b9bb15-f8ae-4d1c-9e05-0b7f96000121' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87b9bb15-f8ae-4d1c-9e05-0b7f96000121' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-657b4f7a-5332-4558-87dd-87cf2d6c0554' class='xr-var-data-in' type='checkbox'><label for='data-657b4f7a-5332-4558-87dd-87cf2d6c0554' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>xyz</dd><dt><span>long_name :</span></dt><dd>coordinates of the loop vertices</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. 2.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>xyz_bnds</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_transmitter</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-71fad4a6-e117-4403-b210-4fec5c639357' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71fad4a6-e117-4403-b210-4fec5c639357' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a28c212c-2c53-4c95-8086-33a2d9aabbe5' class='xr-var-data-in' type='checkbox'><label for='data-a28c212c-2c53-4c95-8086-33a2d9aabbe5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_transmitter</dd><dt><span>long_name :</span></dt><dd>Number of transmitters</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>transmitter_lm_waveform_time</span></div><div class='xr-var-dims'>(transmitter_lm_waveform_time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.003181 -0.003102 ... 4.74e-06</div><input id='attrs-1571ed55-7dbf-483e-a633-7f44f50935f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1571ed55-7dbf-483e-a633-7f44f50935f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2fc8817-95f2-4840-9be1-e3ebb2fdec5f' class='xr-var-data-in' type='checkbox'><label for='data-d2fc8817-95f2-4840-9be1-e3ebb2fdec5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>waveform time</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>s</dd><dt><span>standard_name :</span></dt><dd>transmitter_lm_waveform_time</dd><dt><span>valid_range :</span></dt><dd>[-3.181e-03  4.740e-06]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-3.1810e-03, -3.1019e-03, -2.9844e-03, -2.3810e-03, -2.3781e-03,-2.3779e-03, -2.3776e-03, -2.3763e-03, -8.0000e-04, -7.2093e-04,-6.0345e-04,  0.0000e+00,  3.0000e-08,  7.0000e-08,  2.7200e-06,2.8000e-06,  2.9000e-06,  3.0100e-06,  3.1300e-06,  3.4100e-06,4.7400e-06])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>transmitter_hm_waveform_time</span></div><div class='xr-var-dims'>(transmitter_hm_waveform_time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.06917 -0.06916 ... 4.454e-05</div><input id='attrs-083072e6-5dc1-40b7-9877-d629175e3d46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-083072e6-5dc1-40b7-9877-d629175e3d46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bf067d5-67bd-4bbe-8ee2-7f544284c1a0' class='xr-var-data-in' type='checkbox'><label for='data-9bf067d5-67bd-4bbe-8ee2-7f544284c1a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>waveform time</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>units :</span></dt><dd>s</dd><dt><span>standard_name :</span></dt><dd>transmitter_hm_waveform_time</dd><dt><span>valid_range :</span></dt><dd>[-6.9167e-02  4.4539e-05]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-6.9167e-02, -6.9157e-02, -6.9153e-02, -6.9150e-02, -6.9143e-02,-6.9122e-02, -6.9118e-02, -6.9114e-02, -6.9107e-02, -6.9083e-02,-6.8159e-02, -6.6667e-02, -6.6627e-02, -6.6626e-02, -6.6622e-02,-2.5000e-03, -2.4899e-03, -2.4862e-03, -2.4830e-03, -2.4767e-03,-2.4637e-03, -2.4547e-03, -2.4510e-03, -2.4475e-03, -2.4442e-03,-2.4406e-03, -2.4159e-03, -2.2328e-03, -1.4913e-03,  0.0000e+00,6.4270e-07,  8.9870e-07,  1.4267e-05,  4.0291e-05,  4.1331e-05,4.4539e-05])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_receiver</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-e2395509-427b-4e1d-ba0d-8e4b9a381343' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2395509-427b-4e1d-ba0d-8e4b9a381343' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4023d4b-179d-4961-a48d-8ce6ac242da4' class='xr-var-data-in' type='checkbox'><label for='data-b4023d4b-179d-4961-a48d-8ce6ac242da4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_receiver</dd><dt><span>long_name :</span></dt><dd>Number of receivers</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>n_component</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-576b1d9b-72af-47bc-8063-4f4e73b2ff02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-576b1d9b-72af-47bc-8063-4f4e73b2ff02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af04a639-558a-408c-9bbd-f75987cefb96' class='xr-var-data-in' type='checkbox'><label for='data-af04a639-558a-408c-9bbd-f75987cefb96' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_component</dd><dt><span>long_name :</span></dt><dd>Number of components</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 3.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9db21d5d-b0c5-4781-b406-eabcce1b0501' class='xr-section-summary-in' type='checkbox'  ><label for='section-9db21d5d-b0c5-4781-b406-eabcce1b0501' class='xr-section-summary' >Data variables: <span>(31)</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>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'>2.036e-05 9.237e-05 ... 0.00358</div><input id='attrs-dccca68e-c9a5-46f0-bc53-2e537db96303' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dccca68e-c9a5-46f0-bc53-2e537db96303' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf1ab87a-04a0-4431-8c65-b9a507a80795' class='xr-var-data-in' type='checkbox'><label for='data-cf1ab87a-04a0-4431-8c65-b9a507a80795' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>raw 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>[2.036500e-05 3.580365e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[2.036500e-05, 9.236500e-05],[2.736500e-05, 9.936500e-05],[3.636500e-05, 1.083650e-04],[4.786500e-05, 1.198650e-04],[6.236500e-05, 1.343650e-04],[8.036500e-05, 1.523650e-04],[1.028650e-04, 1.748650e-04],[1.308650e-04, 2.028650e-04],[1.663650e-04, 2.383650e-04],[2.118650e-04, 2.838650e-04],[2.688650e-04, 3.408650e-04],[3.408650e-04, 4.128650e-04],[4.318650e-04, 5.038650e-04],[5.458650e-04, 6.178650e-04],[6.898650e-04, 7.618650e-04],[8.713650e-04, 9.433650e-04],[1.099865e-03, 1.171865e-03],[1.388365e-03, 1.460365e-03],[1.752365e-03, 1.824365e-03],[2.210865e-03, 2.282865e-03],[2.789365e-03, 2.861365e-03],[3.508365e-03, 3.580365e-03]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lm_gate_times_bnds</span></div><div class='xr-var-dims'>(lm_gate_times, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.42e-06 -8.5e-07 ... 0.001555</div><input id='attrs-acf49a8a-8a48-49f2-9a04-a322bd0b2c19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-acf49a8a-8a48-49f2-9a04-a322bd0b2c19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88857224-4ca1-4736-8b9e-82733b605a8b' class='xr-var-data-in' type='checkbox'><label for='data-88857224-4ca1-4736-8b9e-82733b605a8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>lm_gate_times_bounds</dd><dt><span>long_name :</span></dt><dd>calibrated low moment 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>[-1.420000e-06  1.555165e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-1.420000e-06, -8.500000e-07],[-4.200000e-07,  1.150000e-06],[ 1.580000e-06,  3.150000e-06],[ 3.580000e-06,  5.150000e-06],[ 5.580000e-06,  7.150000e-06],[ 7.580000e-06,  9.150000e-06],[ 9.580000e-06,  1.115000e-05],[ 1.158000e-05,  1.415000e-05],[ 1.458000e-05,  1.815000e-05],[ 1.858000e-05,  2.315000e-05],[ 2.358000e-05,  2.915000e-05],[ 2.958000e-05,  3.715000e-05],[ 3.758000e-05,  4.715000e-05],[ 4.758000e-05,  6.015000e-05],[ 6.056500e-05,  7.616500e-05],[ 7.656500e-05,  9.616500e-05],[ 9.656500e-05,  1.211650e-04],[ 1.215650e-04,  1.521650e-04],[ 1.525650e-04,  1.921650e-04],[ 1.925650e-04,  2.431650e-04],[ 2.435650e-04,  3.061650e-04],[ 3.065650e-04,  3.871650e-04],[ 3.875650e-04,  4.881650e-04],[ 4.885650e-04,  6.151650e-04],[ 6.155650e-04,  7.761650e-04],[ 7.765650e-04,  9.781650e-04],[ 9.785650e-04,  1.233165e-03],[ 1.233565e-03,  1.555165e-03]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hm_gate_times_bnds</span></div><div class='xr-var-dims'>(hm_gate_times, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.858e-05 2.915e-05 ... 0.00394</div><input id='attrs-302c410d-b3fa-488b-92bf-738f86298cbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-302c410d-b3fa-488b-92bf-738f86298cbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5be557d5-8699-4c61-8379-a5148407b6e7' class='xr-var-data-in' type='checkbox'><label for='data-5be557d5-8699-4c61-8379-a5148407b6e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>hm_gate_times_bounds</dd><dt><span>long_name :</span></dt><dd>calibrated high moment 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>[2.85800e-05 3.94015e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[2.85800e-05, 2.91500e-05],[2.95800e-05, 3.11500e-05],[3.15800e-05, 3.31500e-05],[3.35800e-05, 3.51500e-05],[3.55800e-05, 3.71500e-05],[3.75800e-05, 3.91500e-05],[3.95800e-05, 4.11500e-05],[4.15800e-05, 4.41500e-05],[4.45800e-05, 4.81500e-05],[4.85800e-05, 5.31500e-05],[5.35800e-05, 5.91500e-05],[5.95800e-05, 6.71500e-05],[6.75800e-05, 7.71500e-05],[7.75800e-05, 9.01500e-05],[9.05800e-05, 1.06150e-04],[1.06580e-04, 1.26150e-04],[1.26580e-04, 1.51150e-04],[1.51580e-04, 1.82150e-04],[1.82580e-04, 2.22150e-04],[2.22580e-04, 2.73150e-04],[2.73580e-04, 3.36150e-04],[3.36580e-04, 4.17150e-04],[4.17580e-04, 5.18150e-04],[5.18580e-04, 6.45150e-04],[6.45580e-04, 8.06150e-04],[8.06580e-04, 1.00815e-03],[1.00858e-03, 1.26315e-03],[1.26358e-03, 1.58515e-03],[1.58558e-03, 1.99115e-03],[1.99158e-03, 2.50215e-03],[2.50258e-03, 3.14815e-03],[3.14858e-03, 3.94015e-03]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_loop_vertices_bnds</span></div><div class='xr-var-dims'>(n_loop_vertices, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.5 0.5 0.5 1.5 ... 6.5 6.5 7.5</div><input id='attrs-0a0ba2c7-5d7d-46be-8878-e38f7e560348' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a0ba2c7-5d7d-46be-8878-e38f7e560348' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2302319-de4b-4843-bee6-7ecc09923fb7' class='xr-var-data-in' type='checkbox'><label for='data-c2302319-de4b-4843-bee6-7ecc09923fb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>n_loop_vertices_bounds</dd><dt><span>long_name :</span></dt><dd>number of loop vertices cell boundaries</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-0.5  7.5]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-0.5,  0.5],[ 0.5,  1.5],[ 1.5,  2.5],[ 2.5,  3.5],[ 3.5,  4.5],[ 4.5,  5.5],[ 5.5,  6.5],[ 6.5,  7.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>xyz_bnds</span></div><div class='xr-var-dims'>(xyz, nv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.5 0.5 0.5 1.5 1.5 2.5</div><input id='attrs-d2255be9-f515-40e1-820c-2876e682a8a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2255be9-f515-40e1-820c-2876e682a8a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7db1f50-fc80-49ac-b462-91f6eae353ac' class='xr-var-data-in' type='checkbox'><label for='data-f7db1f50-fc80-49ac-b462-91f6eae353ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>xyz_bounds</dd><dt><span>long_name :</span></dt><dd>coordinates of the loop vertices cell boundaries</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-0.5  2.5]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-0.5,  0.5],[ 0.5,  1.5],[ 1.5,  2.5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_label</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;LM&#x27; &#x27;HM&#x27;</div><input id='attrs-921ed365-0053-4b76-9d6c-de6801cb4518' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-921ed365-0053-4b76-9d6c-de6801cb4518' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d4784bc-fd04-4667-b563-d25b2ee1774a' class='xr-var-data-in' type='checkbox'><label for='data-2d4784bc-fd04-4667-b563-d25b2ee1774a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;LM&#x27;, &#x27;HM&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_number_of_turns</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 4</div><input id='attrs-29771929-3a95-4b99-8f39-0843f5a44ccc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29771929-3a95-4b99-8f39-0843f5a44ccc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c2d5604-0003-460b-8af8-1ce9331cffdc' class='xr-var-data-in' type='checkbox'><label for='data-8c2d5604-0003-460b-8af8-1ce9331cffdc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[1. 4.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_coordinates</span></div><div class='xr-var-dims'>(n_transmitter, n_loop_vertices, xyz)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-12.64 -2.1 0.0 ... -12.64 2.1 0.0</div><input id='attrs-1a7ad99d-1b1c-4704-8eee-ae4615b39f92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a7ad99d-1b1c-4704-8eee-ae4615b39f92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0a2d027-fd00-4a91-b40b-4d0f06a29b77' class='xr-var-data-in' type='checkbox'><label for='data-f0a2d027-fd00-4a91-b40b-4d0f06a29b77' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[-12.64  11.41]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[-12.64,  -2.1 ,   0.  ],[ -6.14,  -8.58,   0.  ],[  6.14,  -8.58,   0.  ],[ 11.41,  -3.31,   0.  ],[ 11.41,   3.31,   0.  ],[  6.14,   8.58,   0.  ],[ -6.14,   8.58,   0.  ],[-12.64,   2.1 ,   0.  ]],[[-12.64,  -2.1 ,   0.  ],[ -6.14,  -8.58,   0.  ],[  6.14,  -8.58,   0.  ],[ 11.41,  -3.31,   0.  ],[ 11.41,   3.31,   0.  ],[  6.14,   8.58,   0.  ],[ -6.14,   8.58,   0.  ],[-12.64,   2.1 ,   0.  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_area</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>342 342</div><input id='attrs-55b6f6ca-6bbe-4d1f-8f15-c7557a996900' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55b6f6ca-6bbe-4d1f-8f15-c7557a996900' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e201d8f0-0571-49cc-8196-c75407a17100' class='xr-var-data-in' type='checkbox'><label for='data-e201d8f0-0571-49cc-8196-c75407a17100' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[342. 342.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([342, 342])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_waveform_type</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;trapezoid&#x27; &#x27;trapezoid&#x27;</div><input id='attrs-1ac0ffdf-bf09-4d67-938f-1aef26673a55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ac0ffdf-bf09-4d67-938f-1aef26673a55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-556095a0-051b-4c02-ba55-16515b0993b5' class='xr-var-data-in' type='checkbox'><label for='data-556095a0-051b-4c02-ba55-16515b0993b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;trapezoid&#x27;, &#x27;trapezoid&#x27;], dtype=&#x27;&lt;U9&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_transmitter_lm_waveform_current</span></div><div class='xr-var-dims'>(transmitter_lm_waveform_time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.1407 ... -0.03809 0.0</div><input id='attrs-7c57d6cd-81c1-465e-aca1-9ffe36d97bd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c57d6cd-81c1-465e-aca1-9ffe36d97bd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b277549-0afd-42d9-92f2-e6cae69f4328' class='xr-var-data-in' type='checkbox'><label for='data-4b277549-0afd-42d9-92f2-e6cae69f4328' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[-1.  1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-0.       , -0.14067  , -0.30174  , -1.       , -0.0075094,0.022879 ,  0.037669 , -0.       ,  0.       ,  0.14063  ,0.30168  ,  1.       ,  0.99851  ,  0.98817  ,  0.05926  ,0.032392 ,  0.0075094, -0.012284 , -0.026411 , -0.038086 ,0.       ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_transmitter_hm_waveform_current</span></div><div class='xr-var-dims'>(transmitter_hm_waveform_time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.03358 ... -0.01109 0.0</div><input id='attrs-156cefa2-ec75-4e8a-a31b-8a9f2937ebbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-156cefa2-ec75-4e8a-a31b-8a9f2937ebbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5677a547-d9e1-4412-bd9c-11f9836eef14' class='xr-var-data-in' type='checkbox'><label for='data-5677a547-d9e1-4412-bd9c-11f9836eef14' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[-1.  1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-0.0000e+00, -3.3580e-02, -6.8755e-02, -1.0992e-01, -2.4885e-01,-7.3516e-01, -8.1234e-01, -8.6553e-01, -9.0296e-01, -9.2188e-01,-9.6364e-01, -1.0000e+00, -8.2124e-03,  7.2510e-03, -0.0000e+00,0.0000e+00,  3.3780e-02,  6.5400e-02,  1.0996e-01,  2.3303e-01,5.4048e-01,  7.4152e-01,  8.1301e-01,  8.6142e-01,  8.8900e-01,9.0249e-01,  9.2195e-01,  9.3742e-01,  9.6367e-01,  1.0000e+00,9.9562e-01,  9.8391e-01,  6.4740e-01,  9.9177e-04, -1.1094e-02,0.0000e+00])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_current_scale_factor</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0</div><input id='attrs-b9180337-9ddb-4d3b-982c-cfe493037f56' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9180337-9ddb-4d3b-982c-cfe493037f56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cccb19c8-fd6b-4d6f-949b-275bac1c3a67' class='xr-var-data-in' type='checkbox'><label for='data-cccb19c8-fd6b-4d6f-949b-275bac1c3a67' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[1. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_peak_current</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.0 110.0</div><input id='attrs-026a35a0-aeab-463b-a30f-92f34f83d76a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-026a35a0-aeab-463b-a30f-92f34f83d76a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ca8ab29-189b-47b4-9726-a97468fef044' class='xr-var-data-in' type='checkbox'><label for='data-8ca8ab29-189b-47b4-9726-a97468fef044' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[  9. 110.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([  9., 110.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_base_frequency</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>210.0 75.0</div><input id='attrs-c56191ec-2642-4eef-8a1b-5f2a13639ba4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c56191ec-2642-4eef-8a1b-5f2a13639ba4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f401bdd4-b0e8-465d-aba6-24adad51cfd1' class='xr-var-data-in' type='checkbox'><label for='data-f401bdd4-b0e8-465d-aba6-24adad51cfd1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[ 75. 210.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([210.,  75.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_on_time</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;800E-06&#x27; &#x27;2500e-6&#x27;</div><input id='attrs-2d91e359-1c48-4ad5-a2e1-992e4a6d3d4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d91e359-1c48-4ad5-a2e1-992e4a6d3d4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-158bada5-e4f6-4298-b9fe-47f662fec2e5' class='xr-var-data-in' type='checkbox'><label for='data-158bada5-e4f6-4298-b9fe-47f662fec2e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;800E-06&#x27;, &#x27;2500e-6&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_off_time</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;1581E-06&#x27; &#x27;4167e-6&#x27;</div><input id='attrs-ea24014e-bc1d-4d22-8293-c8eb20a3e2af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea24014e-bc1d-4d22-8293-c8eb20a3e2af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-704c8ed1-c89b-44f3-a5ac-4d0016126447' class='xr-var-data-in' type='checkbox'><label for='data-704c8ed1-c89b-44f3-a5ac-4d0016126447' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1581E-06&#x27;, &#x27;4167e-6&#x27;], dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter_orientation</span></div><div class='xr-var-dims'>(n_transmitter)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27;</div><input id='attrs-75c339e8-6048-4f98-ac93-1abaa031deb8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-75c339e8-6048-4f98-ac93-1abaa031deb8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c26f277-706c-4773-9adb-35309b3706ce' class='xr-var-data-in' type='checkbox'><label for='data-9c26f277-706c-4773-9adb-35309b3706ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_label</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;x&#x27;</div><input id='attrs-411b01f8-81f8-44fa-8e3f-065a36579ce8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-411b01f8-81f8-44fa-8e3f-065a36579ce8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33a1d1a1-acc1-4ac4-ae96-eb29d9e73c9d' class='xr-var-data-in' type='checkbox'><label for='data-33a1d1a1-acc1-4ac4-ae96-eb29d9e73c9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;x&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_orientation</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;x&#x27;</div><input id='attrs-18feb358-f148-4dc5-b484-b5ed2e6a414a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18feb358-f148-4dc5-b484-b5ed2e6a414a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03583ab6-e02b-4646-9174-3614b8b4451a' class='xr-var-data-in' type='checkbox'><label for='data-03583ab6-e02b-4646-9174-3614b8b4451a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;x&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_coil_low_pass_filter</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.28e+05 2.5e+05</div><input id='attrs-9506aa0e-d7f0-4b8b-8342-3588818419d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9506aa0e-d7f0-4b8b-8342-3588818419d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b548b68d-f67c-4701-bd8f-83664fd701c0' class='xr-var-data-in' type='checkbox'><label for='data-b548b68d-f67c-4701-bd8f-83664fd701c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[250000. 628000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([628000., 250000.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_instrument_low_pass_filter</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5e+05 5e+05</div><input id='attrs-a54eb9d4-21e7-4759-a3af-d2d9975e9f20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a54eb9d4-21e7-4759-a3af-d2d9975e9f20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a9aa0d9-07ef-4042-a8bc-62e1bd64bd2a' class='xr-var-data-in' type='checkbox'><label for='data-0a9aa0d9-07ef-4042-a8bc-62e1bd64bd2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[500000. 500000.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([500000., 500000.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>receiver_area</span></div><div class='xr-var-dims'>(n_receiver)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>105.0 115.0</div><input id='attrs-2ffbeaee-95b9-482f-b3c4-d7ed85912daf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ffbeaee-95b9-482f-b3c4-d7ed85912daf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4732655-328a-48a7-9a58-2e340d183e64' class='xr-var-data-in' type='checkbox'><label for='data-a4732655-328a-48a7-9a58-2e340d183e64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m^2</dd><dt><span>valid_range :</span></dt><dd>[105. 115.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([105., 115.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_label</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U4</div><div class='xr-var-preview xr-preview'>&#x27;LM_z&#x27; &#x27;HM_z&#x27; &#x27;LM_x&#x27; &#x27;HM_x&#x27;</div><input id='attrs-02cd22b1-0e0e-4221-a8c3-7c0a8748d910' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02cd22b1-0e0e-4221-a8c3-7c0a8748d910' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa46a4c9-bb93-41dd-adfd-4c1082dd94d7' class='xr-var-data-in' type='checkbox'><label for='data-fa46a4c9-bb93-41dd-adfd-4c1082dd94d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;LM_z&#x27;, &#x27;HM_z&#x27;, &#x27;LM_x&#x27;, &#x27;HM_x&#x27;], dtype=&#x27;&lt;U4&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_transmitters</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;LM&#x27; &#x27;HM&#x27; &#x27;LM&#x27; &#x27;HM&#x27;</div><input id='attrs-cff9aeff-c262-418a-93f5-bdbbf0487a0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cff9aeff-c262-418a-93f5-bdbbf0487a0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e142f4fc-cf9b-4584-8515-de389ea54ba4' class='xr-var-data-in' type='checkbox'><label for='data-e142f4fc-cf9b-4584-8515-de389ea54ba4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;LM&#x27;, &#x27;HM&#x27;, &#x27;LM&#x27;, &#x27;HM&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_receivers</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;z&#x27; &#x27;z&#x27; &#x27;x&#x27; &#x27;x&#x27;</div><input id='attrs-06020a03-ab18-427f-b09d-32a147e6fcb8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06020a03-ab18-427f-b09d-32a147e6fcb8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-008b9fdf-206d-4738-870a-1254f7de9ae2' class='xr-var-data-in' type='checkbox'><label for='data-008b9fdf-206d-4738-870a-1254f7de9ae2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;z&#x27;, &#x27;z&#x27;, &#x27;x&#x27;, &#x27;x&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dx</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-13.25 -13.25 -14.65 -14.65</div><input id='attrs-692c3a75-bf02-4389-b243-27e2f4f8c0a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-692c3a75-bf02-4389-b243-27e2f4f8c0a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-501dc8f9-41b0-469c-99e0-76170e830319' class='xr-var-data-in' type='checkbox'><label for='data-501dc8f9-41b0-469c-99e0-76170e830319' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[-14.65 -13.25]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-13.25, -13.25, -14.65, -14.65])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dy</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0</div><input id='attrs-0b170f47-af2f-49ae-ac27-31a9902510ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b170f47-af2f-49ae-ac27-31a9902510ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4154adb7-36df-417b-adad-806d324f69b3' class='xr-var-data-in' type='checkbox'><label for='data-4154adb7-36df-417b-adad-806d324f69b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[0. 0.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_txrx_dz</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.0 0.0 -2.0 0.0</div><input id='attrs-97499018-5156-4cf3-8a7f-f8698c1c09c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97499018-5156-4cf3-8a7f-f8698c1c09c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9224f93-bb85-4c1a-9703-831515ac9513' class='xr-var-data-in' type='checkbox'><label for='data-b9224f93-bb85-4c1a-9703-831515ac9513' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>valid_range :</span></dt><dd>[-2.  0.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-2.,  0., -2.,  0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_data_type</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U4</div><div class='xr-var-preview xr-preview'>&#x27;dBdt&#x27; &#x27;dBdt&#x27; &#x27;dBdt&#x27; &#x27;dBdt&#x27;</div><input id='attrs-282b5873-75ae-4d7b-8388-6f19982adebd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-282b5873-75ae-4d7b-8388-6f19982adebd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d9c10f3-9f24-410c-8478-b81c26f924ff' class='xr-var-data-in' type='checkbox'><label for='data-6d9c10f3-9f24-410c-8478-b81c26f924ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;dBdt&#x27;, &#x27;dBdt&#x27;, &#x27;dBdt&#x27;, &#x27;dBdt&#x27;], dtype=&#x27;&lt;U4&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component_gate_times</span></div><div class='xr-var-dims'>(n_component)</div><div class='xr-var-dtype'>&lt;U13</div><div class='xr-var-preview xr-preview'>&#x27;lm_gate_times&#x27; ... &#x27;hm_gate_times&#x27;</div><input id='attrs-0647e8fb-a869-422a-9d74-1f15d3e7c6c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0647e8fb-a869-422a-9d74-1f15d3e7c6c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08f45104-bc2f-44dc-9f7f-dd31178e38c0' class='xr-var-data-in' type='checkbox'><label for='data-08f45104-bc2f-44dc-9f7f-dd31178e38c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;lm_gate_times&#x27;, &#x27;hm_gate_times&#x27;, &#x27;lm_gate_times&#x27;, &#x27;hm_gate_times&#x27;],dtype=&#x27;&lt;U13&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d3f1638-55de-4015-80b7-b06a062339ac' class='xr-section-summary-in' type='checkbox'  ><label for='section-3d3f1638-55de-4015-80b7-b06a062339ac' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>system</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>electromagnetic</dd><dt><span>submethod :</span></dt><dd>time domain</dd><dt><span>instrument :</span></dt><dd>skytem 304M</dd><dt><span>uuid :</span></dt><dd>df49f8a4-c5d3-48da-965e-d36f7d219104</dd><dt><span>name :</span></dt><dd>nominal_system</dd><dt><span>data_normalized :</span></dt><dd>True</dd><dt><span>skytem_skb_gex_available :</span></dt><dd>True</dd><dt><span>reference_frame :</span></dt><dd>right-handed positive down</dd><dt><span>coil_orientations :</span></dt><dd>X, Z</dd></dl></div></li></ul></div></div></div></div></li><li class='xr-section-item'><input id='section-5899fc7b-3905-4463-ad95-d877f8add10b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5899fc7b-3905-4463-ad95-d877f8add10b' 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>: 2000</li><li><span class='xr-has-index'>hm_gate_times</span>: 32</li><li><span class='xr-has-index'>lm_gate_times</span>: 28</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-82bd9447-2783-4fbd-802c-54b896334ea6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82bd9447-2783-4fbd-802c-54b896334ea6' 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 class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1996 1997 1998 1999</div><input id='attrs-2ae3ac3b-9b36-4928-bafa-033e7abdea31' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ae3ac3b-9b36-4928-bafa-033e7abdea31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27b6b1c8-d596-436b-87be-7428f7d511fc' class='xr-var-data-in' type='checkbox'><label for='data-27b6b1c8-d596-436b-87be-7428f7d511fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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. 1999.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 1997, 1998, 1999], shape=(2000,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>hm_gate_times</span></div><div class='xr-var-dims'>(hm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.886e-05 3.037e-05 ... 0.003544</div><input id='attrs-723cd206-7f14-423a-85e9-b1460998f8d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-723cd206-7f14-423a-85e9-b1460998f8d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cf36d9f-c1df-4c26-8e37-52ce21a7cda2' class='xr-var-data-in' type='checkbox'><label for='data-5cf36d9f-c1df-4c26-8e37-52ce21a7cda2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>hm_gate_times</dd><dt><span>long_name :</span></dt><dd>calibrated high moment 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>[2.886500e-05 3.544365e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>hm_gate_times_bnds</dd></dl></div><div class='xr-var-data'><pre>array([2.886500e-05, 3.036500e-05, 3.236500e-05, 3.436500e-05, 3.636500e-05,
           3.836500e-05, 4.036500e-05, 4.286500e-05, 4.636500e-05, 5.086500e-05,
           5.636500e-05, 6.336500e-05, 7.236500e-05, 8.386500e-05, 9.836500e-05,
           1.163650e-04, 1.388650e-04, 1.668650e-04, 2.023650e-04, 2.478650e-04,
           3.048650e-04, 3.768650e-04, 4.678650e-04, 5.818650e-04, 7.258650e-04,
           9.073650e-04, 1.135865e-03, 1.424365e-03, 1.788365e-03, 2.246865e-03,
           2.825365e-03, 3.544365e-03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lm_gate_times</span></div><div class='xr-var-dims'>(lm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.135e-06 3.65e-07 ... 0.001394</div><input id='attrs-701e8012-caae-4a94-ad18-1e59c2929ac9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-701e8012-caae-4a94-ad18-1e59c2929ac9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-240f025c-cdb4-41ca-be74-9b03bcd38cfc' class='xr-var-data-in' type='checkbox'><label for='data-240f025c-cdb4-41ca-be74-9b03bcd38cfc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>lm_gate_times</dd><dt><span>long_name :</span></dt><dd>calibrated low moment 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>[-1.135000e-06  1.394365e-03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>lm_gate_times_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-1.135000e-06,  3.650000e-07,  2.365000e-06,  4.365000e-06,
            6.365000e-06,  8.365000e-06,  1.036500e-05,  1.286500e-05,
            1.636500e-05,  2.086500e-05,  2.636500e-05,  3.336500e-05,
            4.236500e-05,  5.386500e-05,  6.836500e-05,  8.636500e-05,
            1.088650e-04,  1.368650e-04,  1.723650e-04,  2.178650e-04,
            2.748650e-04,  3.468650e-04,  4.378650e-04,  5.518650e-04,
            6.958650e-04,  8.773650e-04,  1.105865e-03,  1.394365e-03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-018276f6-9f48-4228-8761-f9f08a194f3d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-018276f6-9f48-4228-8761-f9f08a194f3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fda55907-de13-4456-9b45-08cb4ca7200b' class='xr-var-data-in' type='checkbox'><label for='data-fda55907-de13-4456-9b45-08cb4ca7200b' title='Show/Hide data repr'><svg 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(HARN) / Wisconsin Transverse Mercator&quot;,BASEGEOGCRS[&quot;NAD83(HARN)&quot;,DATUM[&quot;NAD83 (High Accuracy Reference Network)&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;,4152]],CONVERSION[&quot;Wisconsin Transverse Mercator 83&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,-90,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,520000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,-4480000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],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;State-wide spatial data management.&quot;],AREA[&quot;United States (USA) - Wisconsin.&quot;],BBOX[42.48,-92.89,47.31,-86.25]],ID[&quot;EPSG&quot;,3071]]</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(HARN)</dd><dt><span>horizontal_datum_name :</span></dt><dd>NAD83 (High Accuracy Reference Network)</dd><dt><span>projected_crs_name :</span></dt><dd>NAD83(HARN) / Wisconsin Transverse Mercator</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-90.0</dd><dt><span>false_easting :</span></dt><dd>520000.0</dd><dt><span>false_northing :</span></dt><dd>-4480000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>authority :</span></dt><dd>EPSG</dd><dt><span>wkid :</span></dt><dd>3071</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.239e+05 ... 6.952e+05</div><input id='attrs-0d135b79-3275-4ac5-a448-5428b1d24271' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d135b79-3275-4ac5-a448-5428b1d24271' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a97085b7-000a-445d-a8c0-4a155bc2bf81' class='xr-var-data-in' type='checkbox'><label for='data-a97085b7-000a-445d-a8c0-4a155bc2bf81' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[687844.57116448 732074.68735257]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724307.20605749, 723880.91270463, 723449.81378067, ...,
           694368.87283726, 694780.2226899 , 695162.88557402], shape=(2000,))</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'>4.916e+05 4.917e+05 ... 4.522e+05</div><input id='attrs-c352f72c-1b25-40eb-8c45-66cb7619617d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c352f72c-1b25-40eb-8c45-66cb7619617d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8ad5f53-340a-4bd3-be22-7599c51b2e51' class='xr-var-data-in' type='checkbox'><label for='data-c8ad5f53-340a-4bd3-be22-7599c51b2e51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[450744.01110325 492697.25185284]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491569.63134953, 491709.20454699, 491852.56571001, ...,
           452541.24564689, 452386.10015553, 452227.92221866], shape=(2000,))</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'>176.8 217.3 231.6 ... 240.8 250.0</div><input id='attrs-7754c745-9275-4491-b354-e49d1dd3fc07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7754c745-9275-4491-b354-e49d1dd3fc07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00a4a921-20fe-4797-bf80-36c7fb37c9c3' class='xr-var-data-in' type='checkbox'><label for='data-00a4a921-20fe-4797-bf80-36c7fb37c9c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>z</dd><dt><span>long_name :</span></dt><dd>Digital elevation model</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>North American Vertical Datum of 1988 (NAVD88)</dd><dt><span>valid_range :</span></dt><dd>[172.52357302 289.53542244]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([176.81996173, 217.30522261, 231.55221132, ..., 241.3482927 ,
           240.79562375, 250.02067373], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.422e+04 4.422e+04 ... 4.422e+04</div><input id='attrs-d24d72ec-823d-437c-b1d4-7d989c4bfb8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d24d72ec-823d-437c-b1d4-7d989c4bfb8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30ecfdd1-fda1-4ba0-8a78-84e1d614dbbe' class='xr-var-data-in' type='checkbox'><label for='data-30ecfdd1-fda1-4ba0-8a78-84e1d614dbbe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>t</dd><dt><span>long_name :</span></dt><dd>Time, decimal days</dd><dt><span>units :</span></dt><dd>day</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>datum :</span></dt><dd>January 1, 1900</dd><dt><span>valid_range :</span></dt><dd>[44216.71854282 44221.79216204]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([44216.71854282, 44216.71877431, 44216.71900579, ...,
           44221.79169907, 44221.79193056, 44221.79216204], shape=(2000,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c83155b8-e9ac-4c29-979b-86a319fc3a66' class='xr-section-summary-in' type='checkbox'  ><label for='section-c83155b8-e9ac-4c29-979b-86a319fc3a66' class='xr-section-summary' >Data variables: <span>(34)</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>_60hz_intensity</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.744e-08 -4.722e-08 ... 1.251e-07</div><input id='attrs-8dd20f5e-1d80-42fa-a0ed-3fd822302ae6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8dd20f5e-1d80-42fa-a0ed-3fd822302ae6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49f58fa9-ef8e-4ee6-9895-8757fc8d0535' class='xr-var-data-in' type='checkbox'><label for='data-49f58fa9-ef8e-4ee6-9895-8757fc8d0535' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>60hz_intensity</dd><dt><span>long_name :</span></dt><dd>Amplitude spectral density of power line noise at 60 Hz</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>valid_range :</span></dt><dd>[-1.53117823e-06  7.04442410e-07]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-5.74444022e-08, -4.72219474e-08, -2.83932780e-08, ...,
           -1.88005620e-08, -1.40899480e-10,  1.25145587e-07], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>276.3 270.1 274.2 ... 283.5 285.1</div><input id='attrs-580ff7d0-a3cc-4e09-90d8-cf2df2d56b7a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-580ff7d0-a3cc-4e09-90d8-cf2df2d56b7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c0036e7-d02c-4d90-a97f-b88046e07ad2' class='xr-var-data-in' type='checkbox'><label for='data-5c0036e7-d02c-4d90-a97f-b88046e07ad2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>altitude</dd><dt><span>long_name :</span></dt><dd>DGPS instrument altitude</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[216.91549347 328.2843138 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([276.32180917, 270.07647878, 274.22084766, ..., 280.41398693,
           283.45929134, 285.08032004], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>anglex</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.284 1.052 2.916 ... 0.9546 3.211</div><input id='attrs-80d11b73-eb2a-4e60-9209-05fefffd19dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80d11b73-eb2a-4e60-9209-05fefffd19dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cded4892-0136-4acb-9fd0-0f789701b60c' class='xr-var-data-in' type='checkbox'><label for='data-cded4892-0136-4acb-9fd0-0f789701b60c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>angle_x</dd><dt><span>long_name :</span></dt><dd>Instrument tilt angle in flight direction (positive up)</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-7.41934651 17.91483661]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([3.28383877, 1.05242941, 2.91555916, ..., 0.98362853, 0.95464571,
           3.21060043], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>angley</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.9891 -1.999 ... -1.946 0.1495</div><input id='attrs-c0e71c87-9792-46e4-91a3-d227a9f2473b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0e71c87-9792-46e4-91a3-d227a9f2473b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b86f3aa-304d-4f45-a893-d3230c715a1e' class='xr-var-data-in' type='checkbox'><label for='data-5b86f3aa-304d-4f45-a893-d3230c715a1e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>angle_y</dd><dt><span>long_name :</span></dt><dd>Instrument tilt angle perpindicular to flight direction (positive when left side of frame is up)</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-7.7003185   7.10279877]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-0.98910761, -1.99930258, -1.68237423, ...,  0.37761916,
           -1.94635875,  0.14948598], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>base_mag</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</div><input id='attrs-447fd0c5-9020-446d-bb68-dd0bfe99cace' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-447fd0c5-9020-446d-bb68-dd0bfe99cace' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa9fd6ec-adbd-4e35-94d1-3c6a1d415f1c' class='xr-var-data-in' type='checkbox'><label for='data-fa9fd6ec-adbd-4e35-94d1-3c6a1d415f1c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>base_magnetometer</dd><dt><span>long_name :</span></dt><dd>Raw magnetic base station data</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>valid_range :</span></dt><dd>[54188.43539982 54540.91684654]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-9999.99, -9999.99, -9999.99, ..., -9999.99, -9999.99, -9999.99],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>curr_hm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>111.6 111.6 111.5 ... 114.2 114.2</div><input id='attrs-9a9d8c89-137d-47df-ae1b-c5776fd6cb4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a9d8c89-137d-47df-ae1b-c5776fd6cb4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e499756-f828-4bfc-884a-094ce08fa0b8' class='xr-var-data-in' type='checkbox'><label for='data-5e499756-f828-4bfc-884a-094ce08fa0b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>current_high_moment</dd><dt><span>long_name :</span></dt><dd>Transmitter current, high moment</dd><dt><span>units :</span></dt><dd>Ampere</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[108.30020093 114.50732591]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([111.57701623, 111.56182032, 111.53607152, ..., 114.22754689,
           114.20847315, 114.20680394], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>curr_lm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.78 8.774 8.776 ... 8.77 8.77 8.77</div><input id='attrs-2a4df490-55f1-4848-88dc-7e691aca6d52' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a4df490-55f1-4848-88dc-7e691aca6d52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a16d529-3c27-4cc1-af1b-af7d160a8f3b' class='xr-var-data-in' type='checkbox'><label for='data-9a16d529-3c27-4cc1-af1b-af7d160a8f3b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>current_low_moment</dd><dt><span>long_name :</span></dt><dd>Transimtter current, low moment</dd><dt><span>units :</span></dt><dd>Ampere</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[8.75 8.79]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([8.78043409, 8.77431637, 8.77585373, ..., 8.77      , 8.77      ,
           8.77      ], shape=(2000,))</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'>object</div><div class='xr-var-preview xr-preview'>&#x27;2021/01/20&#x27; ... &#x27;2021/01/25&#x27;</div><input id='attrs-b2885bfc-e8e4-42ab-8b79-b867a51781f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2885bfc-e8e4-42ab-8b79-b867a51781f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e8ecb38-fc32-4d9b-920b-6b3c34095f29' class='xr-var-data-in' type='checkbox'><label for='data-9e8ecb38-fc32-4d9b-920b-6b3c34095f29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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, yyyy/mm/dd</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2021/01/20&#x27;, &#x27;2021/01/20&#x27;, &#x27;2021/01/20&#x27;, ..., &#x27;2021/01/25&#x27;,
           &#x27;2021/01/25&#x27;, &#x27;2021/01/25&#x27;], shape=(2000,), dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>datetime</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.422e+04 4.422e+04 ... 4.422e+04</div><input id='attrs-b578da90-455e-420a-8a6c-1d1912250a9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b578da90-455e-420a-8a6c-1d1912250a9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f9b1407-9fae-4cb5-b994-f3fb941e1103' class='xr-var-data-in' type='checkbox'><label for='data-8f9b1407-9fae-4cb5-b994-f3fb941e1103' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>Time, decimal days</dd><dt><span>units :</span></dt><dd>day</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>datum :</span></dt><dd>January 1, 1900</dd><dt><span>valid_range :</span></dt><dd>[44216.71854282 44221.79216204]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([44216.71854282, 44216.71877431, 44216.71900579, ...,
           44221.79169907, 44221.79193056, 44221.79216204], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dec</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.796 -4.792 ... -4.425 -4.429</div><input id='attrs-0b8adac6-3670-4bad-963c-2f49222175d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b8adac6-3670-4bad-963c-2f49222175d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-763ccf61-6ece-4a52-b051-10cd92afd3c5' class='xr-var-data-in' type='checkbox'><label for='data-763ccf61-6ece-4a52-b051-10cd92afd3c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>decliniation</dd><dt><span>long_name :</span></dt><dd>IGRF declination</dd><dt><span>units :</span></dt><dd>degree</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-4.8578344  -4.36072799]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-4.79558025, -4.79154367, -4.78745496, ..., -4.42149577,
           -4.4253488 , -4.42890868], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dem</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>176.8 217.3 231.6 ... 240.8 250.0</div><input id='attrs-03ded924-7e35-4478-8a7f-8e2c47941e2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03ded924-7e35-4478-8a7f-8e2c47941e2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10f89e0b-0b5f-43ab-8eec-ef7bc2fe9607' class='xr-var-data-in' type='checkbox'><label for='data-10f89e0b-0b5f-43ab-8eec-ef7bc2fe9607' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>dem</dd><dt><span>long_name :</span></dt><dd>Digital elevation model</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>North American Vertical Datum of 1988 (NAVD88)</dd><dt><span>valid_range :</span></dt><dd>[172.52357302 289.53542244]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([176.81996173, 217.30522261, 231.55221132, ..., 241.3482927 ,
           240.79562375, 250.02067373], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diurnal</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-10.18 -10.22 ... -0.9856 -0.9214</div><input id='attrs-9c1c4de6-3b75-472d-9e50-2cb5a2b86169' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c1c4de6-3b75-472d-9e50-2cb5a2b86169' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c926504c-31d5-42d3-8287-903cdf6c55fc' class='xr-var-data-in' type='checkbox'><label for='data-c926504c-31d5-42d3-8287-903cdf6c55fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>magnetic_diurnal</dd><dt><span>long_name :</span></dt><dd>Magnetic base station diurnal variation</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-10.22429797   4.3528121 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-10.17806224, -10.22429797, -10.22322891, ...,  -0.99764379,
            -0.98555929,  -0.92135278], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e_nad83</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.239e+05 ... 6.952e+05</div><input id='attrs-bddc554d-9c4f-4691-8ba6-9b95b7027c0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bddc554d-9c4f-4691-8ba6-9b95b7027c0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9675e6da-3848-4c49-b5b2-09e435a477a6' class='xr-var-data-in' type='checkbox'><label for='data-9675e6da-3848-4c49-b5b2-09e435a477a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_nad83</dd><dt><span>long_name :</span></dt><dd>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[687844.57116448 732074.68735257]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724307.20605749, 723880.91270463, 723449.81378067, ...,
           694368.87283726, 694780.2226899 , 695162.88557402], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e_wgs84</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.673e+05 4.669e+05 ... 4.368e+05</div><input id='attrs-9d3c9ee6-4b24-41b4-9c5f-9cb0c30340ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d3c9ee6-4b24-41b4-9c5f-9cb0c30340ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e69d54e5-ceee-4764-b55b-746d0d4a508c' class='xr-var-data-in' type='checkbox'><label for='data-e69d54e5-ceee-4764-b55b-746d0d4a508c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_wgs84</dd><dt><span>long_name :</span></dt><dd>Easting, Universal Transverse Mercator (UTM) Zone 16, World Geodetic System of 1984 (WGS84)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[429558.79339242 474769.83176164]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([467319.67780773, 466899.0414741 , 466473.74418225, ...,
           435977.23138706, 436382.47622603, 436758.95073717], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fid</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.349e+05 2.349e+05 ... 6.732e+05</div><input id='attrs-2dd5a4a5-8836-4f8d-b96a-8aec39c5df47' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2dd5a4a5-8836-4f8d-b96a-8aec39c5df47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec046a9f-f137-4722-8935-99b56ed9b845' class='xr-var-data-in' type='checkbox'><label for='data-ec046a9f-f137-4722-8935-99b56ed9b845' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Unique fiducial number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[234882.1 673242.8]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([234882.1, 234902.1, 234922.1, ..., 673202.8, 673222.8, 673242.8],
          shape=(2000,))</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'>float64</div><div class='xr-var-preview xr-preview'>2.021e+07 2.021e+07 ... 2.021e+07</div><input id='attrs-2e2467ad-c93d-4555-8781-5c0adce10e13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e2467ad-c93d-4555-8781-5c0adce10e13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-517d0000-806d-4117-a9c9-1ecab7be98b6' class='xr-var-data-in' type='checkbox'><label for='data-517d0000-806d-4117-a9c9-1ecab7be98b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_number</dd><dt><span>long_name :</span></dt><dd>Flight name, yyyymmdd.ff</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>[20210120.01 20210125.02]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([20210120.01, 20210120.01, 20210120.01, ..., 20210125.02,
           20210125.02, 20210125.02], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gdspeed</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>83.46 82.35 82.55 ... 77.13 75.19</div><input id='attrs-3bec8778-e830-4442-8c83-70b27c9eaa86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3bec8778-e830-4442-8c83-70b27c9eaa86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c51fdd72-ac75-44e3-9658-99c62b1d6b16' class='xr-var-data-in' type='checkbox'><label for='data-c51fdd72-ac75-44e3-9658-99c62b1d6b16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>ground_speed</dd><dt><span>long_name :</span></dt><dd>Ground speed</dd><dt><span>units :</span></dt><dd>kilometer per hour</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  3.41055516 137.36735582]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([83.45862273, 82.34599372, 82.55317904, ..., 79.47885785,
           77.12605115, 75.19376401], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>99.5 52.77 42.67 ... 42.66 35.06</div><input id='attrs-fc5d3f78-2d0b-4e8e-817d-00ff813f9106' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc5d3f78-2d0b-4e8e-817d-00ff813f9106' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3103c051-85b5-489b-bb29-0d8dd0848cb7' class='xr-var-data-in' type='checkbox'><label for='data-3103c051-85b5-489b-bb29-0d8dd0848cb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>instrument_height</dd><dt><span>long_name :</span></dt><dd>Instrument height above ground</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[21.71504475 99.50184743]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([99.50184743, 52.77125617, 42.66863635, ..., 39.06569422,
           42.66366759, 35.05964631], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HM_X</span></div><div class='xr-var-dims'>(index, hm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1e+04 -1e+04 ... 0.01215 0.01314</div><input id='attrs-f6460b5a-7320-4031-97e6-1822e767e88b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f6460b5a-7320-4031-97e6-1822e767e88b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d89cd2a-93a9-4ba8-a412-18b44ba95642' class='xr-var-data-in' type='checkbox'><label for='data-4d89cd2a-93a9-4ba8-a412-18b44ba95642' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>em_data_hmx</dd><dt><span>long_name :</span></dt><dd>EM data, high moment x-component</dd><dt><span>units :</span></dt><dd>picoVolt per Ampere per meter^4</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>em_system_components :</span></dt><dd>3</dd><dt><span>valid_range :</span></dt><dd>[-456.16997053  120.87356518]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -2.05376710e-01, -2.48510789e-01,  2.65490005e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -3.10190172e-01, -2.68119439e-01, -1.94461654e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             5.17679586e-02,  1.53755191e-01,  3.12808390e-01],
           ...,
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -1.56463465e-02,  4.16492346e-02,  1.41601936e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -5.24514437e-02, -4.42512993e-02, -1.08272021e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -8.68506689e-03,  1.21545956e-02,  1.31434182e-02]],
          shape=(2000, 32))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HM_Z</span></div><div class='xr-var-dims'>(index, hm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1e+04 -1e+04 ... 0.08054 0.04737</div><input id='attrs-9f351609-31bc-43c3-bf30-7eba2fcbfea4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f351609-31bc-43c3-bf30-7eba2fcbfea4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-549d0eb9-b9ab-478c-b73a-79eaacc378c0' class='xr-var-data-in' type='checkbox'><label for='data-549d0eb9-b9ab-478c-b73a-79eaacc378c0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>em_data_hmz</dd><dt><span>long_name :</span></dt><dd>EM data, high moment z-component</dd><dt><span>units :</span></dt><dd>picoVolt per Ampere per meter^4</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>em_system_components :</span></dt><dd>2</dd><dt><span>valid_range :</span></dt><dd>[ -29.81066137 2017.15958035]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             7.45582755e-02,  4.08074648e-02,  1.64060898e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             1.50808745e-01,  9.28712386e-02,  5.52456065e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             1.18585316e-01,  8.31565846e-02,  5.63918568e-02],
           ...,
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             1.34342513e-01,  8.05809437e-02,  4.98488951e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             1.13059826e-01,  6.61665057e-02,  3.70151083e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             1.33105178e-01,  8.05431665e-02,  4.73691606e-02]],
          shape=(2000, 32))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>igrf</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.461e+04 5.461e+04 ... 5.448e+04</div><input id='attrs-3b992950-296c-4032-bb7f-18e3cf15f990' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b992950-296c-4032-bb7f-18e3cf15f990' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa5b6f33-b989-4231-954f-678840d85838' class='xr-var-data-in' type='checkbox'><label for='data-fa5b6f33-b989-4231-954f-678840d85838' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>magnetic_igrf_model</dd><dt><span>long_name :</span></dt><dd>Magnetic IGRF value from 2015 model</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[54473.60319433 54617.76946961]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([54610.32230557, 54611.31332977, 54612.02965931, ...,
           54484.75420677, 54483.82183561, 54482.9364067 ], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>inc</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>71.13 71.13 71.13 ... 70.89 70.89</div><input id='attrs-2953fbf4-37c9-4017-8a10-cd02f5c7c267' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2953fbf4-37c9-4017-8a10-cd02f5c7c267' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df1d7037-f24b-4d2e-a76a-576975c8332d' class='xr-var-data-in' type='checkbox'><label for='data-df1d7037-f24b-4d2e-a76a-576975c8332d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>inclination</dd><dt><span>long_name :</span></dt><dd>IGRF inclination</dd><dt><span>units :</span></dt><dd>degree</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[70.87820037 71.13609905]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([71.12617307, 71.12744956, 71.1287454 , ..., 70.8949609 ,
           70.89363306, 70.89230782], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>44.87 44.87 44.87 ... 44.52 44.52</div><input id='attrs-e245ea67-4c46-4272-beac-f473b72709cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e245ea67-4c46-4272-beac-f473b72709cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31940bf4-90f6-4c00-89f6-47ed56defc85' class='xr-var-data-in' type='checkbox'><label for='data-31940bf4-90f6-4c00-89f6-47ed56defc85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>Latitude, World Geodetic System of 1984 (WGS84)</dd><dt><span>units :</span></dt><dd>degree</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[44.50734052 44.87925387]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([44.86825562, 44.86963284, 44.87104525, ..., 44.52511854,
           44.5236233 , 44.52210752], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>line</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>100101 100101 ... 106002 106002</div><input id='attrs-6a1f2c45-8c29-4c3a-bf3a-aa9cd08c64ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a1f2c45-8c29-4c3a-bf3a-aa9cd08c64ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9176eac-b6e2-458a-8054-c403fd0ecf65' class='xr-var-data-in' type='checkbox'><label for='data-e9176eac-b6e2-458a-8054-c403fd0ecf65' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>line</dd><dt><span>long_name :</span></dt><dd>Line number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[100101. 106002.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([100101, 100101, 100101, ..., 106002, 106002, 106002], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LM_X</span></div><div class='xr-var-dims'>(index, lm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1e+04 -1e+04 ... 0.9164 0.1357</div><input id='attrs-9cb68960-929d-4588-a319-c0e4872492df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9cb68960-929d-4588-a319-c0e4872492df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7cf1df3-9b97-4674-8e39-d49dbe55d58c' class='xr-var-data-in' type='checkbox'><label for='data-b7cf1df3-9b97-4674-8e39-d49dbe55d58c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>em_data_lmx</dd><dt><span>long_name :</span></dt><dd>EM data, low moment x-component</dd><dt><span>units :</span></dt><dd>picoVolt per Ampere per meter^4</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>em_system_components :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[-11218.81752981   2298.88405588]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -7.47071531e+00, -8.00416887e+00, -2.42846449e+00],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             7.50707664e-01,  1.60457881e+00, -6.74017589e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -9.13232109e-01, -3.66879546e-01, -3.88025510e-01],
           ...,
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             7.97000761e-01,  4.48407222e-01,  5.18349902e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             8.62517453e-01, -3.76290220e-01, -5.90096215e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             8.70400700e-04,  9.16439241e-01,  1.35749159e-01]],
          shape=(2000, 28))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LM_Z</span></div><div class='xr-var-dims'>(index, lm_gate_times)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1e+04 -1e+04 ... 0.5508 -0.05631</div><input id='attrs-bfb2bf2a-13a6-45e8-9cdd-4bb4ea2e1f37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfb2bf2a-13a6-45e8-9cdd-4bb4ea2e1f37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0367009-cb35-4e3a-83e9-7b721dbf0ce9' class='xr-var-data-in' type='checkbox'><label for='data-c0367009-cb35-4e3a-83e9-7b721dbf0ce9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>em_data_lmz</dd><dt><span>long_name :</span></dt><dd>EM data, low moment z-component</dd><dt><span>units :</span></dt><dd>picoVolt per Ampere per meter^4</dd><dt><span>null_value :</span></dt><dd>-9999.99</dd><dt><span>em_system_components :</span></dt><dd>0</dd><dt><span>valid_range :</span></dt><dd>[-3922.15973587 34409.08500403]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -1.24704761e+00, -8.81900170e-01,  3.46398771e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -8.18605868e-01, -8.83240110e-01, -7.18865911e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
            -2.99758771e-01, -1.77265595e-01, -1.01525073e-01],
           ...,
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             3.31303050e-01,  9.16228149e-02, -2.52052878e-02],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             7.62241703e-01,  5.21711835e-01,  3.48457856e-01],
           [-9.99999000e+03, -9.99999000e+03, -9.99999000e+03, ...,
             9.40150437e-01,  5.50828541e-01, -5.63094509e-02]],
          shape=(2000, 28))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-87.41 -87.42 ... -87.8 -87.8</div><input id='attrs-cae5fe9d-554b-4400-90b2-21b08c707e9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cae5fe9d-554b-4400-90b2-21b08c707e9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a96bd006-ffb9-474b-9412-b356084f45bb' class='xr-var-data-in' type='checkbox'><label for='data-a96bd006-ffb9-474b-9412-b356084f45bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>Longitude, World Geodetic System of 1984 (WGS84)</dd><dt><span>units :</span></dt><dd>degree</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-87.88685149 -87.31895983]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-87.41369744, -87.41903223, -87.42442654, ..., -87.80568615,
           -87.80056592, -87.79580772], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mag_filt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.481e+04 5.481e+04 ... 5.487e+04</div><input id='attrs-c3c8b18d-7ba9-4242-b43f-cb9dc24dca88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3c8b18d-7ba9-4242-b43f-cb9dc24dca88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57c7da5f-11a6-4d71-b99a-2ec27aa6b769' class='xr-var-data-in' type='checkbox'><label for='data-57c7da5f-11a6-4d71-b99a-2ec27aa6b769' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>total_magnetic_intensity_filtered</dd><dt><span>long_name :</span></dt><dd>Filtered total magnetic intensity data</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[54366.55748585 55382.3731643 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([54810.74082178, 54811.7314644 , 54799.12595733, ...,
           54758.63771596, 54813.62384084, 54868.59534413], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mag_raw</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.481e+04 5.481e+04 ... 5.487e+04</div><input id='attrs-c5633014-ef6c-499c-88c5-2244ad69df16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5633014-ef6c-499c-88c5-2244ad69df16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1fd2f53-2bb7-4d15-92de-8d0986467920' class='xr-var-data-in' type='checkbox'><label for='data-e1fd2f53-2bb7-4d15-92de-8d0986467920' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>total_magnetic_intensity_raw</dd><dt><span>long_name :</span></dt><dd>Raw total magnetic intensity data</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[54366.3973     55382.36268256]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([54810.79920632, 54811.68274571, 54799.1318    , ...,
           54758.6671    , 54813.6238    , 54868.05183591], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_nad83</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.916e+05 4.917e+05 ... 4.522e+05</div><input id='attrs-fb31f8f4-10e8-4636-bff5-4a980d02112b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb31f8f4-10e8-4636-bff5-4a980d02112b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ddcae94-0007-4a38-9fe4-194b895bbb5b' class='xr-var-data-in' type='checkbox'><label for='data-7ddcae94-0007-4a38-9fe4-194b895bbb5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_nad83</dd><dt><span>long_name :</span></dt><dd>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[450744.01110325 492697.25185284]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491569.63134953, 491709.20454699, 491852.56571001, ...,
           452541.24564689, 452386.10015553, 452227.92221866], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_wgs84</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.968e+06 4.969e+06 ... 4.93e+06</div><input id='attrs-66602988-0ef3-488a-abcc-df0088f55615' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66602988-0ef3-488a-abcc-df0088f55615' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb17bac9-347e-46fc-b670-cde9a9554ff5' class='xr-var-data-in' type='checkbox'><label for='data-bb17bac9-347e-46fc-b670-cde9a9554ff5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_wgs84</dd><dt><span>long_name :</span></dt><dd>Northing, Universal Transverse Mercator (UTM) Zone 16, World Geodetic System of 1984 (WGS84)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[4928479.47649813 4969636.25968075]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([4968398.67363431, 4968553.82217592, 4968712.93239979, ...,
           4930514.95078876, 4930344.86274317, 4930172.79891233],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rmf</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>210.6 210.6 197.3 ... 330.8 386.6</div><input id='attrs-63941bbd-b920-4bbf-96e2-ea251fd83571' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63941bbd-b920-4bbf-96e2-ea251fd83571' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b17d224-6679-4586-9535-284cc83cd61e' class='xr-var-data-in' type='checkbox'><label for='data-7b17d224-6679-4586-9535-284cc83cd61e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>residual_magnetic_field</dd><dt><span>long_name :</span></dt><dd>Residual magnetic field, IGRF corrected based on 2015 model</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-163.25644142  810.79350952]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([210.59657846, 210.6424326 , 197.31952694, ..., 274.88115298,
           330.78756452, 386.58029022], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;17:14:42&#x27; ... &#x27;19:00:43&#x27;</div><input id='attrs-d2c50ff8-824e-4682-8537-578189415a15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2c50ff8-824e-4682-8537-578189415a15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e0acd5e-3a9c-4898-a6bc-9d333d6e475e' class='xr-var-data-in' type='checkbox'><label for='data-1e0acd5e-3a9c-4898-a6bc-9d333d6e475e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time_utc</dd><dt><span>long_name :</span></dt><dd>Universal coordinated time (UTC), hh:mm:ss</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;17:14:42&#x27;, &#x27;17:15:02&#x27;, &#x27;17:15:22&#x27;, ..., &#x27;19:00:03&#x27;, &#x27;19:00:23&#x27;,
           &#x27;19:00:43&#x27;], shape=(2000,), dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmi</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.482e+04 5.482e+04 ... 5.487e+04</div><input id='attrs-dff5a835-bdb5-43d5-ac81-915ffb6a1b6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dff5a835-bdb5-43d5-ac81-915ffb6a1b6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-050d6207-a228-4d3b-abc9-ba76c85ae4cd' class='xr-var-data-in' type='checkbox'><label for='data-050d6207-a228-4d3b-abc9-ba76c85ae4cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>total_magnetic_intensity</dd><dt><span>long_name :</span></dt><dd>Diurnally corrected filtered total magnetic intensity</dd><dt><span>units :</span></dt><dd>nanoTesla</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[54371.31830455 55391.25656274]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([54820.91888403, 54821.95576237, 54809.34918625, ...,
           54759.63535974, 54814.60940013, 54869.51669692], shape=(2000,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4ea786ed-4531-44dd-9d09-e9c1033f138b' class='xr-section-summary-in' type='checkbox'  ><label for='section-4ea786ed-4531-44dd-9d09-e9c1033f138b' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>uuid :</span></dt><dd>9584e8b0-2120-479b-b9ce-1d823ff86920</dd><dt><span>content :</span></dt><dd>raw data</dd><dt><span>comment :</span></dt><dd>This dataset includes minimally processed (raw) AEM and raw/processed magnetic data provided by SkyTEM</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>structure :</span></dt><dd>tabular</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>electromagnetic</dd><dt><span>submethod :</span></dt><dd>time domain</dd><dt><span>instrument :</span></dt><dd>skytem</dd><dt><span>property :</span></dt><dd></dd></dl></div></li></ul></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 59-62

2 - Processed Data -
Import processed AEM data from CSV-format.
Define input data file and associated metadata file

.. GENERATED FROM PYTHON SOURCE LINES 62-71

.. code-block:: Python

    d_data2 = join(data_path, 'data//skytem_processed_data.csv')
    d_supp2 = join(data_path, 'data//skytem_processed_data.yml')

    system = {"skytem_system" : survey["nominal_system"].isel(lm_gate_times=np.s_[1:], hm_gate_times=np.s_[10:]),
              "magnetic_system" : survey["magnetic_system"]}

    # Add the processed AEM data as a tabular dataset
    pd = data_container.gs.add(key='processed_data', data_filename=d_data2, metadata_file=d_supp2, system=system)








.. GENERATED FROM PYTHON SOURCE LINES 72-73

3 - Inverted Models -

.. GENERATED FROM PYTHON SOURCE LINES 73-89

.. code-block:: Python


    # Create a new container for models
    model_container = survey.gs.add_container('models', **dict(content = "Inverted models",
                                                              comment = "This is a test"))

    # pprint(survey.gs.get_all_attr('standard_name'))
    print(survey.gs.tree)

    # Import inverted AEM models from CSV-format.
    # Define input data file and associated metadata file
    m_data3 = join(data_path, 'model//skytem_inverted_models.csv')
    m_supp3 = join(data_path, 'model//skytem_inverted_models.yml')

    # Add the inverted AEM models as a tabular dataset
    model_container.gs.add(key='inverted_models', data_filename=m_data3, metadata_file=m_supp3)





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

 .. code-block:: none

    b8468fbb-3e5b-4b88-b268-2dd8d80798fa /survey
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/nominal_system
    06ce1c1c-c25c-42e3-9179-924bf2e7a7d8 /survey/magnetic_system
    9584e8b0-2120-479b-b9ce-1d823ff86920 /survey/data/raw_data
    b9987735-d1a4-420b-a695-d79385997cf3 /survey/data/processed_data
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/data/raw_data/nominal_system
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/data/processed_data/skytem_system
    06ce1c1c-c25c-42e3-9179-924bf2e7a7d8 /survey/data/processed_data/magnetic_system



.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
    <defs>
    <symbol id="icon-database" viewBox="0 0 32 32">
    <path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
    <path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    <path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    </symbol>
    <symbol id="icon-file-text2" viewBox="0 0 32 32">
    <path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
    <path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    </symbol>
    </defs>
    </svg>
    <style>/* CSS stylesheet for displaying xarray objects in notebooks */

    :root {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base rgba(0, 0, 0, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, white)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 15))
      );
    }

    html[theme="dark"],
    html[data-theme="dark"],
    body[data-theme="dark"],
    body.vscode-dark {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base, rgba(255, 255, 255, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, #111111)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))
      );
    }

    .xr-wrap {
      display: block !important;
      min-width: 300px;
      max-width: 700px;
      line-height: 1.6;
    }

    .xr-text-repr-fallback {
      /* fallback to plain text repr when CSS is not injected (untrusted notebook) */
      display: none;
    }

    .xr-header {
      padding-top: 6px;
      padding-bottom: 6px;
      margin-bottom: 4px;
      border-bottom: solid 1px var(--xr-border-color);
    }

    .xr-header > div,
    .xr-header > ul {
      display: inline;
      margin-top: 0;
      margin-bottom: 0;
    }

    .xr-obj-type,
    .xr-obj-name,
    .xr-group-name {
      margin-left: 2px;
      margin-right: 10px;
    }

    .xr-group-name::before {
      content: "📁";
      padding-right: 0.3em;
    }

    .xr-group-name,
    .xr-obj-type {
      color: var(--xr-font-color2);
    }

    .xr-sections {
      padding-left: 0 !important;
      display: grid;
      grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;
      margin-block-start: 0;
      margin-block-end: 0;
    }

    .xr-section-item {
      display: contents;
    }

    .xr-section-item input {
      display: inline-block;
      opacity: 0;
      height: 0;
      margin: 0;
    }

    .xr-section-item input + label {
      color: var(--xr-disabled-color);
      border: 2px solid transparent !important;
    }

    .xr-section-item input:enabled + label {
      cursor: pointer;
      color: var(--xr-font-color2);
    }

    .xr-section-item input:focus + label {
      border: 2px solid var(--xr-font-color0) !important;
    }

    .xr-section-item input:enabled + label:hover {
      color: var(--xr-font-color0);
    }

    .xr-section-summary {
      grid-column: 1;
      color: var(--xr-font-color2);
      font-weight: 500;
    }

    .xr-section-summary > span {
      display: inline-block;
      padding-left: 0.5em;
    }

    .xr-section-summary-in:disabled + label {
      color: var(--xr-font-color2);
    }

    .xr-section-summary-in + label:before {
      display: inline-block;
      content: "►";
      font-size: 11px;
      width: 15px;
      text-align: center;
    }

    .xr-section-summary-in:disabled + label:before {
      color: var(--xr-disabled-color);
    }

    .xr-section-summary-in:checked + label:before {
      content: "▼";
    }

    .xr-section-summary-in:checked + label > span {
      display: none;
    }

    .xr-section-summary,
    .xr-section-inline-details {
      padding-top: 4px;
    }

    .xr-section-inline-details {
      grid-column: 2 / -1;
    }

    .xr-section-details {
      display: none;
      grid-column: 1 / -1;
      margin-top: 4px;
      margin-bottom: 5px;
    }

    .xr-section-summary-in:checked ~ .xr-section-details {
      display: contents;
    }

    .xr-group-box {
      display: inline-grid;
      grid-template-columns: 0px 20px auto;
      width: 100%;
    }

    .xr-group-box-vline {
      grid-column-start: 1;
      border-right: 0.2em solid;
      border-color: var(--xr-border-color);
      width: 0px;
    }

    .xr-group-box-hline {
      grid-column-start: 2;
      grid-row-start: 1;
      height: 1em;
      width: 20px;
      border-bottom: 0.2em solid;
      border-color: var(--xr-border-color);
    }

    .xr-group-box-contents {
      grid-column-start: 3;
    }

    .xr-array-wrap {
      grid-column: 1 / -1;
      display: grid;
      grid-template-columns: 20px auto;
    }

    .xr-array-wrap > label {
      grid-column: 1;
      vertical-align: top;
    }

    .xr-preview {
      color: var(--xr-font-color3);
    }

    .xr-array-preview,
    .xr-array-data {
      padding: 0 5px !important;
      grid-column: 2;
    }

    .xr-array-data,
    .xr-array-in:checked ~ .xr-array-preview {
      display: none;
    }

    .xr-array-in:checked ~ .xr-array-data,
    .xr-array-preview {
      display: inline-block;
    }

    .xr-dim-list {
      display: inline-block !important;
      list-style: none;
      padding: 0 !important;
      margin: 0;
    }

    .xr-dim-list li {
      display: inline-block;
      padding: 0;
      margin: 0;
    }

    .xr-dim-list:before {
      content: "(";
    }

    .xr-dim-list:after {
      content: ")";
    }

    .xr-dim-list li:not(:last-child):after {
      content: ",";
      padding-right: 5px;
    }

    .xr-has-index {
      font-weight: bold;
    }

    .xr-var-list,
    .xr-var-item {
      display: contents;
    }

    .xr-var-item > div,
    .xr-var-item label,
    .xr-var-item > .xr-var-name span {
      background-color: var(--xr-background-color-row-even);
      border-color: var(--xr-background-color-row-odd);
      margin-bottom: 0;
      padding-top: 2px;
    }

    .xr-var-item > .xr-var-name:hover span {
      padding-right: 5px;
    }

    .xr-var-list > li:nth-child(odd) > div,
    .xr-var-list > li:nth-child(odd) > label,
    .xr-var-list > li:nth-child(odd) > .xr-var-name span {
      background-color: var(--xr-background-color-row-odd);
      border-color: var(--xr-background-color-row-even);
    }

    .xr-var-name {
      grid-column: 1;
    }

    .xr-var-dims {
      grid-column: 2;
    }

    .xr-var-dtype {
      grid-column: 3;
      text-align: right;
      color: var(--xr-font-color2);
    }

    .xr-var-preview {
      grid-column: 4;
    }

    .xr-index-preview {
      grid-column: 2 / 5;
      color: var(--xr-font-color2);
    }

    .xr-var-name,
    .xr-var-dims,
    .xr-var-dtype,
    .xr-preview,
    .xr-attrs dt {
      white-space: nowrap;
      overflow: hidden;
      text-overflow: ellipsis;
      padding-right: 10px;
    }

    .xr-var-name:hover,
    .xr-var-dims:hover,
    .xr-var-dtype:hover,
    .xr-attrs dt:hover {
      overflow: visible;
      width: auto;
      z-index: 1;
    }

    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      display: none;
      border-top: 2px dotted var(--xr-background-color);
      padding-bottom: 20px !important;
      padding-top: 10px !important;
    }

    .xr-var-attrs-in + label,
    .xr-var-data-in + label,
    .xr-index-data-in + label {
      padding: 0 1px;
    }

    .xr-var-attrs-in:checked ~ .xr-var-attrs,
    .xr-var-data-in:checked ~ .xr-var-data,
    .xr-index-data-in:checked ~ .xr-index-data {
      display: block;
    }

    .xr-var-data > table {
      float: right;
    }

    .xr-var-data > pre,
    .xr-index-data > pre,
    .xr-var-data > table > tbody > tr {
      background-color: transparent !important;
    }

    .xr-var-name span,
    .xr-var-data,
    .xr-index-name div,
    .xr-index-data,
    .xr-attrs {
      padding-left: 25px !important;
    }

    .xr-attrs,
    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      grid-column: 1 / -1;
    }

    dl.xr-attrs {
      padding: 0;
      margin: 0;
      display: grid;
      grid-template-columns: 125px auto;
    }

    .xr-attrs dt,
    .xr-attrs dd {
      padding: 0;
      margin: 0;
      float: left;
      padding-right: 10px;
      width: auto;
    }

    .xr-attrs dt {
      font-weight: normal;
      grid-column: 1;
    }

    .xr-attrs dt:hover span {
      display: inline-block;
      background: var(--xr-background-color);
      padding-right: 10px;
    }

    .xr-attrs dd {
      grid-column: 2;
      white-space: pre-wrap;
      word-break: break-all;
    }

    .xr-icon-database,
    .xr-icon-file-text2,
    .xr-no-icon {
      display: inline-block;
      vertical-align: middle;
      width: 1em;
      height: 1.5em !important;
      stroke-width: 0;
      stroke: currentColor;
      fill: currentColor;
    }

    .xr-var-attrs-in:checked + label > .xr-icon-file-text2,
    .xr-var-data-in:checked + label > .xr-icon-database,
    .xr-index-data-in:checked + label > .xr-icon-database {
      color: var(--xr-font-color0);
      filter: drop-shadow(1px 1px 5px var(--xr-font-color2));
      stroke-width: 0.8px;
    }
    </style><pre class='xr-text-repr-fallback'>&lt;xarray.DataTree &#x27;inverted_models&#x27;&gt;
    Group: /survey/models/inverted_models
        Dimensions:           (index: 2000, layer_depth: 40, nv: 2)
        Coordinates:
          * index             (index) int32 8kB 0 1 2 3 4 5 ... 1995 1996 1997 1998 1999
          * layer_depth       (layer_depth) float64 320B 0.375 1.16 2.02 ... 262.6 343.8
          * nv                (nv) int64 16B 0 1
            spatial_ref       float64 8B 0.0
            x                 (index) float64 16kB 7.243e+05 7.241e+05 ... 7.144e+05
            y                 (index) float64 16kB 4.916e+05 4.916e+05 ... 4.678e+05
            z                 (index) float64 16kB 177.1 190.4 208.5 ... 203.9 204.6
            t                 (index) float64 16kB 4.422e+04 4.422e+04 ... 4.422e+04
        Data variables: (12/22)
            layer_depth_bnds  (layer_depth, nv) float64 640B 0.0 0.75 ... 275.0 412.5
            pindex            (index) int64 16kB 0 10 20 30 ... 21086 21096 21106 21116
            sline_no          (index) int64 16kB 100100 100100 100100 ... 103300 103300
            e_n83wtm          (index) float64 16kB 7.243e+05 7.241e+05 ... 7.144e+05
            n_n83wtm          (index) float64 16kB 4.916e+05 4.916e+05 ... 4.678e+05
            timestamp         (index) float64 16kB 4.422e+04 4.422e+04 ... 4.422e+04
            ...                ...
            RHO_I_STD         (index, layer_depth) float64 640kB 3.78 2.32 ... 1.32 1.42
            DEP_TOP           (index, layer_depth) float64 640kB 0.0 0.75 ... 275.0
            DEP_BOT           (index, layer_depth) float64 640kB 0.75 1.57 ... 412.5
            doi_conservative  (index) float64 16kB 168.7 190.7 189.8 ... 225.5 216.1
            doi_standard      (index) float64 16kB 186.8 212.1 208.0 ... 256.1 248.1
            line_no           (index) int64 16kB 100101 100101 100101 ... 103301 103301
        Attributes:
            uuid:        eb9e16e0-bf2d-4470-8473-b0f4ebfcb4cd
            content:     inverted resistivity models
            comment:     This dataset includes inverted resistivity models derived fr...
            type:        model
            structure:   tabular
            mode:        airborne
            method:      electromagnetic
            submethod:   time domain
            instrument:  skytem
            property:    electrical resistivity</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;inverted_models&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cfdd9dd8-40f9-4a71-b154-c86b571d8d1c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cfdd9dd8-40f9-4a71-b154-c86b571d8d1c' 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>: 2000</li><li><span class='xr-has-index'>layer_depth</span>: 40</li><li><span class='xr-has-index'>nv</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-605f0062-d0aa-4df7-84ea-6da8a10140da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-605f0062-d0aa-4df7-84ea-6da8a10140da' 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 class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1996 1997 1998 1999</div><input id='attrs-dd0b483d-9055-4192-8b7d-e36911dad7a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd0b483d-9055-4192-8b7d-e36911dad7a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29572a32-ac47-434c-8678-e6d99fb13d61' class='xr-var-data-in' type='checkbox'><label for='data-29572a32-ac47-434c-8678-e6d99fb13d61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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. 1999.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 1997, 1998, 1999], shape=(2000,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>layer_depth</span></div><div class='xr-var-dims'>(layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.375 1.16 2.02 ... 262.6 343.8</div><input id='attrs-3b50996e-2667-4060-88a2-058c5ba8511d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b50996e-2667-4060-88a2-058c5ba8511d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e4b01eb-278a-404e-a73b-c88665c77579' class='xr-var-data-in' type='checkbox'><label for='data-1e4b01eb-278a-404e-a73b-c88665c77579' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth</dd><dt><span>long_name :</span></dt><dd>Depth to model layer</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.375 343.75 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd><dt><span>bounds :</span></dt><dd>layer_depth_bnds</dd></dl></div><div class='xr-var-data'><pre>array([  0.375,   1.16 ,   2.02 ,   2.965,   4.005,   5.145,   6.39 ,   7.755,
             9.255,  10.9  ,  12.7  ,  14.675,  16.845,  19.22 ,  21.825,  24.685,
            27.815,  31.25 ,  35.02 ,  39.15 ,  43.68 ,  48.65 ,  54.095,  60.065,
            66.615,  73.795,  81.67 ,  90.31 ,  99.78 , 110.16 , 121.545, 134.03 ,
           147.72 , 162.73 , 179.19 , 197.24 , 217.035, 238.745, 262.55 , 343.75 ])</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-cf550e0d-8e18-4d99-a170-22ae239f8344' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf550e0d-8e18-4d99-a170-22ae239f8344' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdc1f8ba-4686-482e-afd9-719b87449e71' class='xr-var-data-in' type='checkbox'><label for='data-cdc1f8ba-4686-482e-afd9-719b87449e71' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>nv</dd><dt><span>long_name :</span></dt><dd>Number of vertices for bounding variables</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0. 1.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-54c50391-e845-4bfd-8e40-61fbc0a27588' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54c50391-e845-4bfd-8e40-61fbc0a27588' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69d826db-d5e1-45fd-ae3b-30c904e8f3d2' class='xr-var-data-in' type='checkbox'><label for='data-69d826db-d5e1-45fd-ae3b-30c904e8f3d2' title='Show/Hide data repr'><svg 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(HARN) / Wisconsin Transverse Mercator&quot;,BASEGEOGCRS[&quot;NAD83(HARN)&quot;,DATUM[&quot;NAD83 (High Accuracy Reference Network)&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;,4152]],CONVERSION[&quot;Wisconsin Transverse Mercator 83&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,-90,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,520000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,-4480000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],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;State-wide spatial data management.&quot;],AREA[&quot;United States (USA) - Wisconsin.&quot;],BBOX[42.48,-92.89,47.31,-86.25]],ID[&quot;EPSG&quot;,3071]]</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(HARN)</dd><dt><span>horizontal_datum_name :</span></dt><dd>NAD83 (High Accuracy Reference Network)</dd><dt><span>projected_crs_name :</span></dt><dd>NAD83(HARN) / Wisconsin Transverse Mercator</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-90.0</dd><dt><span>false_easting :</span></dt><dd>520000.0</dd><dt><span>false_northing :</span></dt><dd>-4480000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>authority :</span></dt><dd>EPSG</dd><dt><span>wkid :</span></dt><dd>3071</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.241e+05 ... 7.144e+05</div><input id='attrs-3787c243-77ec-4e95-8699-3b3b441ad21d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3787c243-77ec-4e95-8699-3b3b441ad21d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dca3ab29-09f3-445b-b01a-c7aa3c161633' class='xr-var-data-in' type='checkbox'><label for='data-dca3ab29-09f3-445b-b01a-c7aa3c161633' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[703128.9 732089. ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724288.6, 724075.9, 723861.9, ..., 714851.1, 714633.7, 714413. ],
          shape=(2000,))</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'>4.916e+05 4.916e+05 ... 4.678e+05</div><input id='attrs-9653f090-9437-49ab-a090-becc6b2da0f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9653f090-9437-49ab-a090-becc6b2da0f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34e3bd92-af3e-476d-9c2f-5506e1b56f82' class='xr-var-data-in' type='checkbox'><label for='data-34e3bd92-af3e-476d-9c2f-5506e1b56f82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[466703.6 492707.4]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491578.8, 491648.9, 491716.5, ..., 467611.7, 467713.4, 467795.6],
          shape=(2000,))</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'>177.1 190.4 208.5 ... 203.9 204.6</div><input id='attrs-06f1e98b-9669-4d08-afb3-43ff0750a539' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06f1e98b-9669-4d08-afb3-43ff0750a539' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-362695ee-561a-42ab-bd2d-55bf9ca9d4db' class='xr-var-data-in' type='checkbox'><label for='data-362695ee-561a-42ab-bd2d-55bf9ca9d4db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>z</dd><dt><span>long_name :</span></dt><dd>Digital elevation model</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>North American Vertical Datum of 1988 (NAVD88)</dd><dt><span>valid_range :</span></dt><dd>[176.5 254.7]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([177.1, 190.4, 208.5, ..., 203.9, 203.9, 204.6], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.422e+04 4.422e+04 ... 4.422e+04</div><input id='attrs-b68f6149-6c39-4e25-bba9-cb4756662529' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b68f6149-6c39-4e25-bba9-cb4756662529' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0fbb64d-dfcf-4cb7-98aa-cc9c446f2abb' class='xr-var-data-in' type='checkbox'><label for='data-b0fbb64d-dfcf-4cb7-98aa-cc9c446f2abb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>t</dd><dt><span>long_name :</span></dt><dd>Time, decimal days since January 1, 1900</dd><dt><span>units :</span></dt><dd>day</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>datum :</span></dt><dd>January 1, 1900</dd><dt><span>valid_range :</span></dt><dd>[44216.71856 44219.62642]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([44216.71856, 44216.71867, 44216.71879, ..., 44219.62619,
           44219.62631, 44219.62642], shape=(2000,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7950be4f-9cf0-4516-a49e-f2c052cefb2b' class='xr-section-summary-in' type='checkbox'  ><label for='section-7950be4f-9cf0-4516-a49e-f2c052cefb2b' class='xr-section-summary' >Data variables: <span>(22)</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 0.75 0.75 ... 275.0 275.0 412.5</div><input id='attrs-d68dccf4-148a-4ca6-b1d2-6fe79fd35d4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d68dccf4-148a-4ca6-b1d2-6fe79fd35d4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4138d36-a8d5-40b4-a1c0-a6917fc0fedf' class='xr-var-data-in' type='checkbox'><label for='data-c4138d36-a8d5-40b4-a1c0-a6917fc0fedf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>layer_depth_bounds</dd><dt><span>long_name :</span></dt><dd>Depth to model layer cell boundaries</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.  412.5]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0.  ,   0.75],
           [  0.75,   1.57],
           [  1.57,   2.47],
           [  2.47,   3.46],
           [  3.46,   4.55],
           [  4.55,   5.74],
           [  5.74,   7.04],
           [  7.04,   8.47],
           [  8.47,  10.04],
           [ 10.04,  11.76],
           [ 11.76,  13.64],
           [ 13.64,  15.71],
           [ 15.71,  17.98],
           [ 17.98,  20.46],
           [ 20.46,  23.19],
           [ 23.19,  26.18],
           [ 26.18,  29.45],
           [ 29.45,  33.05],
           [ 33.05,  36.99],
           [ 36.99,  41.31],
           [ 41.31,  46.05],
           [ 46.05,  51.25],
           [ 51.25,  56.94],
           [ 56.94,  63.19],
           [ 63.19,  70.04],
           [ 70.04,  77.55],
           [ 77.55,  85.79],
           [ 85.79,  94.83],
           [ 94.83, 104.73],
           [104.73, 115.59],
           [115.59, 127.5 ],
           [127.5 , 140.56],
           [140.56, 154.88],
           [154.88, 170.58],
           [170.58, 187.8 ],
           [187.8 , 206.68],
           [206.68, 227.39],
           [227.39, 250.1 ],
           [250.1 , 275.  ],
           [275.  , 412.5 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pindex</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 10 20 30 ... 21096 21106 21116</div><input id='attrs-837e6492-fae1-47eb-933a-56955edff320' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-837e6492-fae1-47eb-933a-56955edff320' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a814e4c9-1753-4988-bf8e-e465523a3441' class='xr-var-data-in' type='checkbox'><label for='data-a814e4c9-1753-4988-bf8e-e465523a3441' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>processing_index</dd><dt><span>long_name :</span></dt><dd>Unique index number for processing</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. 21116.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([    0,    10,    20, ..., 21096, 21106, 21116], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sline_no</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>100100 100100 ... 103300 103300</div><input id='attrs-1b240d7f-acca-4bf8-8d43-554af6b4060b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b240d7f-acca-4bf8-8d43-554af6b4060b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-538cefd0-318f-417b-8b28-b66c9dfa8f63' class='xr-var-data-in' type='checkbox'><label for='data-538cefd0-318f-417b-8b28-b66c9dfa8f63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>master_line</dd><dt><span>long_name :</span></dt><dd>Master line number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[100100. 103300.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([100100, 100100, 100100, ..., 103300, 103300, 103300], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e_n83wtm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.241e+05 ... 7.144e+05</div><input id='attrs-64464c7d-64d8-48c7-a6da-612bc4b49603' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64464c7d-64d8-48c7-a6da-612bc4b49603' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87f17223-0180-4269-9163-de0acd36308a' class='xr-var-data-in' type='checkbox'><label for='data-87f17223-0180-4269-9163-de0acd36308a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_nad83</dd><dt><span>long_name :</span></dt><dd>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[703128.9 732089. ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724288.6, 724075.9, 723861.9, ..., 714851.1, 714633.7, 714413. ],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_n83wtm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.916e+05 4.916e+05 ... 4.678e+05</div><input id='attrs-d6cdc250-0718-40cd-8e9a-2338140c56ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6cdc250-0718-40cd-8e9a-2338140c56ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1209f27b-9323-49c1-9547-2ad8079616d4' class='xr-var-data-in' type='checkbox'><label for='data-1209f27b-9323-49c1-9547-2ad8079616d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_nad83</dd><dt><span>long_name :</span></dt><dd>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[466703.6 492707.4]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491578.8, 491648.9, 491716.5, ..., 467611.7, 467713.4, 467795.6],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>timestamp</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.422e+04 4.422e+04 ... 4.422e+04</div><input id='attrs-af2aa6e9-aabd-485f-8265-54a5e95f3c91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af2aa6e9-aabd-485f-8265-54a5e95f3c91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd85f808-2de9-4f78-a548-cfdaa30ee250' class='xr-var-data-in' type='checkbox'><label for='data-bd85f808-2de9-4f78-a548-cfdaa30ee250' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>timestamp</dd><dt><span>long_name :</span></dt><dd>Time, decimal days since January 1, 1900</dd><dt><span>units :</span></dt><dd>day</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>t</dd><dt><span>datum :</span></dt><dd>January 1, 1900</dd><dt><span>valid_range :</span></dt><dd>[44216.71856 44219.62642]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([44216.71856, 44216.71867, 44216.71879, ..., 44219.62619,
           44219.62631, 44219.62642], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>record</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>19 29 39 49 ... 1172 1182 1192 1202</div><input id='attrs-e1d187f0-3fba-491c-8d2d-4325257ed8a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1d187f0-3fba-491c-8d2d-4325257ed8a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-413eccf5-fb4e-4a9b-8065-525ac1de65c4' class='xr-var-data-in' type='checkbox'><label for='data-413eccf5-fb4e-4a9b-8065-525ac1de65c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>record</dd><dt><span>long_name :</span></dt><dd>Workbench record number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[2.000e+00 9.546e+03]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([  19,   29,   39, ..., 1182, 1192, 1202], shape=(2000,))</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'>177.1 190.4 208.5 ... 203.9 204.6</div><input id='attrs-71511e4d-5e00-45d2-85a5-a4a9a9dbed69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71511e4d-5e00-45d2-85a5-a4a9a9dbed69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6248c1c5-089e-4cf0-840a-d48026faec8a' class='xr-var-data-in' type='checkbox'><label for='data-6248c1c5-089e-4cf0-840a-d48026faec8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Digital elevation model</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>datum :</span></dt><dd>North American Vertical Datum of 1988 (NAVD88)</dd><dt><span>valid_range :</span></dt><dd>[176.5 254.7]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([177.1, 190.4, 208.5, ..., 203.9, 203.9, 204.6], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>98.63 77.03 60.45 ... 48.28 46.84</div><input id='attrs-b9866ea7-d627-43ed-bb60-11cd6e57acf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9866ea7-d627-43ed-bb60-11cd6e57acf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a7d0194-ddcd-48a5-9ef6-4f3742a6b1f9' class='xr-var-data-in' type='checkbox'><label for='data-9a7d0194-ddcd-48a5-9ef6-4f3742a6b1f9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>altitude</dd><dt><span>long_name :</span></dt><dd>DGPS instrument altitude</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[24.1  98.63]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([98.63, 77.03, 60.45, ..., 50.41, 48.28, 46.84], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>invalt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>96.5 81.65 64.2 ... 48.75 47.21</div><input id='attrs-27c95e3b-d4f9-47e5-ae4e-971c08f529af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-27c95e3b-d4f9-47e5-ae4e-971c08f529af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6411be91-07bd-4ceb-896b-ed66c16d3d63' class='xr-var-data-in' type='checkbox'><label for='data-6411be91-07bd-4ceb-896b-ed66c16d3d63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_altitude</dd><dt><span>long_name :</span></dt><dd>Inverted instrument altitude</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 25.02 102.8 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([96.5 , 81.65, 64.2 , ..., 50.32, 48.75, 47.21], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>invaltstd</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.01 0.0136 ... 0.0194 0.0195</div><input id='attrs-38cf92ed-a8ca-4566-a263-7746401d9a13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38cf92ed-a8ca-4566-a263-7746401d9a13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d815cdc2-054f-48b8-97de-44cc8c25b4f8' class='xr-var-data-in' type='checkbox'><label for='data-d815cdc2-054f-48b8-97de-44cc8c25b4f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_altitude_uncertainty</dd><dt><span>long_name :</span></dt><dd>Standard deviation of inverted instrument altitude</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[0.0084 0.0583]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([0.01  , 0.0136, 0.0165, ..., 0.0189, 0.0194, 0.0195], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>deltaalt</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.13 4.62 3.75 ... -0.09 0.47 0.37</div><input id='attrs-a05adca1-8acc-43f2-8332-750057212e93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a05adca1-8acc-43f2-8332-750057212e93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc9ef708-730c-482a-8104-2cfde2a6f4f1' class='xr-var-data-in' type='checkbox'><label for='data-bc9ef708-730c-482a-8104-2cfde2a6f4f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_altitude_difference</dd><dt><span>long_name :</span></dt><dd>Measured minus inverted altitude</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[-8.87 69.89]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([-2.13,  4.62,  3.75, ..., -0.09,  0.47,  0.37], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>numdata</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>27 27 26 23 28 ... 34 32 37 38 34</div><input id='attrs-1caf15be-f00a-48a8-9e08-2b1b510526b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1caf15be-f00a-48a8-9e08-2b1b510526b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2597488-ae5c-401d-830b-6612a41c040a' class='xr-var-data-in' type='checkbox'><label for='data-b2597488-ae5c-401d-830b-6612a41c040a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>number_of_data</dd><dt><span>long_name :</span></dt><dd>Number of active time gates</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>[ 5. 49.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([27, 27, 26, ..., 37, 38, 34], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>resdata</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.701 3.69 1.399 ... 1.818 2.265</div><input id='attrs-dbb6295f-ea23-4c86-85fc-951e53defcc4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dbb6295f-ea23-4c86-85fc-951e53defcc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c76d6b7e-c059-41b7-b571-e5ea9132dc31' class='xr-var-data-in' type='checkbox'><label for='data-c76d6b7e-c059-41b7-b571-e5ea9132dc31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>data_residual</dd><dt><span>long_name :</span></dt><dd>Error-weighted inversion data misfit (target = 1.0)</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>[ 0.3093 10.31  ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([2.701, 3.69 , 1.399, ..., 1.811, 1.818, 2.265], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>restotal</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.208 1.208 1.208 ... 1.055 1.055</div><input id='attrs-8394036d-b708-4562-96c6-5380671ec9e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8394036d-b708-4562-96c6-5380671ec9e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dff6a960-a7e0-42ad-8272-413d34a26e28' class='xr-var-data-in' type='checkbox'><label for='data-dff6a960-a7e0-42ad-8272-413d34a26e28' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>total_residual</dd><dt><span>long_name :</span></dt><dd>Total inversion residual (data and model regularization)</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.055 1.208]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1.208, 1.208, 1.208, ..., 1.055, 1.055, 1.055], shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHO_I</span></div><div class='xr-var-dims'>(index, layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>270.3 255.3 225.6 ... 41.53 41.53</div><input id='attrs-0dd29b52-e7a9-4550-8480-49f63c6a3832' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dd29b52-e7a9-4550-8480-49f63c6a3832' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38b97d6f-6b05-4595-aad8-ce1899d42153' class='xr-var-data-in' type='checkbox'><label for='data-38b97d6f-6b05-4595-aad8-ce1899d42153' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_resistivity</dd><dt><span>long_name :</span></dt><dd>Inverted layer resistivity</dd><dt><span>units :</span></dt><dd>Ohm*meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.e-01 2.e+04]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[ 270.3 ,  255.3 ,  225.6 , ...,   96.28,  133.6 ,  376.  ],
           [ 980.9 ,  980.6 ,  986.3 , ...,   63.92,  103.8 ,  157.9 ],
           [1080.  , 1072.  , 1071.  , ...,   45.2 ,   74.89,   79.35],
           ...,
           [ 215.8 ,  210.6 ,  163.2 , ...,   30.99,   43.83,   44.84],
           [ 207.4 ,  201.6 ,  147.7 , ...,   28.65,   38.82,   38.81],
           [ 183.8 ,  183.  ,  144.4 , ...,   38.56,   41.53,   41.53]],
          shape=(2000, 40))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RHO_I_STD</span></div><div class='xr-var-dims'>(index, layer_depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.78 2.32 1.88 ... 1.35 1.32 1.42</div><input id='attrs-a84e9036-d727-45c1-a0e4-c5021175b1e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a84e9036-d727-45c1-a0e4-c5021175b1e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5def03f-584a-4c60-9d6a-2371fa040a66' class='xr-var-data-in' type='checkbox'><label for='data-f5def03f-584a-4c60-9d6a-2371fa040a66' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_resistivity_uncertainty</dd><dt><span>long_name :</span></dt><dd>Uncertainty in inverted layer resistivity</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>[5.0e-02 9.8e+01]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[3.78, 2.32, 1.88, ..., 3.43, 5.39, 8.25],
           [5.13, 3.28, 2.54, ..., 1.99, 3.15, 4.92],
           [5.08, 3.22, 2.42, ..., 2.37, 3.85, 5.77],
           ...,
           [3.9 , 2.63, 2.22, ..., 1.26, 1.28, 1.05],
           [3.85, 2.59, 2.17, ..., 1.18, 1.31, 1.13],
           [3.53, 2.38, 2.03, ..., 1.35, 1.32, 1.42]], shape=(2000, 40))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>DEP_TOP</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'>0.0 0.75 1.57 ... 227.4 250.1 275.0</div><input id='attrs-c44f54e8-f032-4034-bf3b-138de95874ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c44f54e8-f032-4034-bf3b-138de95874ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba05370f-de9b-4115-9cc9-93dfdb51e8ca' class='xr-var-data-in' type='checkbox'><label for='data-ba05370f-de9b-4115-9cc9-93dfdb51e8ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>depth_top</dd><dt><span>long_name :</span></dt><dd>Top of model layers</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0. 275.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ],
           [  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ],
           [  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ],
           ...,
           [  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ],
           [  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ],
           [  0.  ,   0.75,   1.57, ..., 227.39, 250.1 , 275.  ]],
          shape=(2000, 40))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>DEP_BOT</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'>0.75 1.57 2.47 ... 275.0 412.5</div><input id='attrs-871e1b00-d175-48ee-b848-a9d6a7bc6915' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-871e1b00-d175-48ee-b848-a9d6a7bc6915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-091af2ca-8875-40a4-92ff-978f3aa290a5' class='xr-var-data-in' type='checkbox'><label for='data-091af2ca-8875-40a4-92ff-978f3aa290a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>depth_bottom</dd><dt><span>long_name :</span></dt><dd>Bottom of model layers</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  0.75 412.5 ]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ],
           [  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ],
           [  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ],
           ...,
           [  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ],
           [  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ],
           [  0.75,   1.57,   2.47, ..., 250.1 , 275.  , 412.5 ]],
          shape=(2000, 40))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doi_conservative</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>168.7 190.7 189.8 ... 225.5 216.1</div><input id='attrs-fbadb928-dff8-4f66-a965-4032312959c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbadb928-dff8-4f66-a965-4032312959c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00a4d8d2-869a-4485-b312-9e971f975b10' class='xr-var-data-in' type='checkbox'><label for='data-00a4d8d2-869a-4485-b312-9e971f975b10' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>depth_of_investigation_conservative</dd><dt><span>long_name :</span></dt><dd>Conservative estimate of depth of investigation (DOI)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  2.202 275.033]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([168.696, 190.686, 189.756, ..., 223.186, 225.456, 216.079],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doi_standard</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>186.8 212.1 208.0 ... 256.1 248.1</div><input id='attrs-8c103a66-5932-423f-854d-026dc6cb9b5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8c103a66-5932-423f-854d-026dc6cb9b5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80bc90aa-25bc-40b4-b7d4-26d74edaa4e4' class='xr-var-data-in' type='checkbox'><label for='data-80bc90aa-25bc-40b4-b7d4-26d74edaa4e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>depth_of_investigation_standard</dd><dt><span>long_name :</span></dt><dd>Standard estimate of depth of investigation (DOI)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[  7.227 275.033]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([186.776, 212.071, 207.962, ..., 250.421, 256.083, 248.134],
          shape=(2000,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>line_no</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>100101 100101 ... 103301 103301</div><input id='attrs-6d041c20-d7ed-43eb-8257-0eb8f5bb51e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d041c20-d7ed-43eb-8257-0eb8f5bb51e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71b3b16a-970d-4f0e-9276-c3d1cb57fd4c' class='xr-var-data-in' type='checkbox'><label for='data-71b3b16a-970d-4f0e-9276-c3d1cb57fd4c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_number</dd><dt><span>long_name :</span></dt><dd>Line number</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[100101. 103301.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([100101, 100101, 100101, ..., 103301, 103301, 103301], shape=(2000,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b16e1443-d494-4260-92a7-36ae08928f3d' class='xr-section-summary-in' type='checkbox'  ><label for='section-b16e1443-d494-4260-92a7-36ae08928f3d' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>uuid :</span></dt><dd>eb9e16e0-bf2d-4470-8473-b0f4ebfcb4cd</dd><dt><span>content :</span></dt><dd>inverted resistivity models</dd><dt><span>comment :</span></dt><dd>This dataset includes inverted resistivity models derived from processed AEM data produced by USGS</dd><dt><span>type :</span></dt><dd>model</dd><dt><span>structure :</span></dt><dd>tabular</dd><dt><span>mode :</span></dt><dd>airborne</dd><dt><span>method :</span></dt><dd>electromagnetic</dd><dt><span>submethod :</span></dt><dd>time domain</dd><dt><span>instrument :</span></dt><dd>skytem</dd><dt><span>property :</span></dt><dd>electrical resistivity</dd></dl></div></li></ul></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 90-93

4 - Bedrock Picks -
Import AEM-based estimated of depth to bedrock from CSV-format.
Define input data file and associated metadata file

.. GENERATED FROM PYTHON SOURCE LINES 93-99

.. code-block:: Python

    d_data4 = join(data_path, 'data//top_dolomite_blocky_lidar.csv')
    d_supp4 = join(data_path, 'data//bedrock_picks.yml')

    # Add the AEM-based estimated of depth to bedrock as a tabular dataset
    data_container.gs.add(key='depth_to_bedrock', data_filename=d_data4, metadata_file=d_supp4)






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
    <defs>
    <symbol id="icon-database" viewBox="0 0 32 32">
    <path d="M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z"></path>
    <path d="M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    <path d="M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z"></path>
    </symbol>
    <symbol id="icon-file-text2" viewBox="0 0 32 32">
    <path d="M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z"></path>
    <path d="M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    <path d="M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z"></path>
    </symbol>
    </defs>
    </svg>
    <style>/* CSS stylesheet for displaying xarray objects in notebooks */

    :root {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base rgba(0, 0, 0, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(0, 0, 0, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, white)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, white) h s calc(l - 15))
      );
    }

    html[theme="dark"],
    html[data-theme="dark"],
    body[data-theme="dark"],
    body.vscode-dark {
      --xr-font-color0: var(
        --jp-content-font-color0,
        var(--pst-color-text-base, rgba(255, 255, 255, 1))
      );
      --xr-font-color2: var(
        --jp-content-font-color2,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.54))
      );
      --xr-font-color3: var(
        --jp-content-font-color3,
        var(--pst-color-text-base, rgba(255, 255, 255, 0.38))
      );
      --xr-border-color: var(
        --jp-border-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))
      );
      --xr-disabled-color: var(
        --jp-layout-color3,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))
      );
      --xr-background-color: var(
        --jp-layout-color0,
        var(--pst-color-on-background, #111111)
      );
      --xr-background-color-row-even: var(
        --jp-layout-color1,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))
      );
      --xr-background-color-row-odd: var(
        --jp-layout-color2,
        hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))
      );
    }

    .xr-wrap {
      display: block !important;
      min-width: 300px;
      max-width: 700px;
      line-height: 1.6;
    }

    .xr-text-repr-fallback {
      /* fallback to plain text repr when CSS is not injected (untrusted notebook) */
      display: none;
    }

    .xr-header {
      padding-top: 6px;
      padding-bottom: 6px;
      margin-bottom: 4px;
      border-bottom: solid 1px var(--xr-border-color);
    }

    .xr-header > div,
    .xr-header > ul {
      display: inline;
      margin-top: 0;
      margin-bottom: 0;
    }

    .xr-obj-type,
    .xr-obj-name,
    .xr-group-name {
      margin-left: 2px;
      margin-right: 10px;
    }

    .xr-group-name::before {
      content: "📁";
      padding-right: 0.3em;
    }

    .xr-group-name,
    .xr-obj-type {
      color: var(--xr-font-color2);
    }

    .xr-sections {
      padding-left: 0 !important;
      display: grid;
      grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;
      margin-block-start: 0;
      margin-block-end: 0;
    }

    .xr-section-item {
      display: contents;
    }

    .xr-section-item input {
      display: inline-block;
      opacity: 0;
      height: 0;
      margin: 0;
    }

    .xr-section-item input + label {
      color: var(--xr-disabled-color);
      border: 2px solid transparent !important;
    }

    .xr-section-item input:enabled + label {
      cursor: pointer;
      color: var(--xr-font-color2);
    }

    .xr-section-item input:focus + label {
      border: 2px solid var(--xr-font-color0) !important;
    }

    .xr-section-item input:enabled + label:hover {
      color: var(--xr-font-color0);
    }

    .xr-section-summary {
      grid-column: 1;
      color: var(--xr-font-color2);
      font-weight: 500;
    }

    .xr-section-summary > span {
      display: inline-block;
      padding-left: 0.5em;
    }

    .xr-section-summary-in:disabled + label {
      color: var(--xr-font-color2);
    }

    .xr-section-summary-in + label:before {
      display: inline-block;
      content: "►";
      font-size: 11px;
      width: 15px;
      text-align: center;
    }

    .xr-section-summary-in:disabled + label:before {
      color: var(--xr-disabled-color);
    }

    .xr-section-summary-in:checked + label:before {
      content: "▼";
    }

    .xr-section-summary-in:checked + label > span {
      display: none;
    }

    .xr-section-summary,
    .xr-section-inline-details {
      padding-top: 4px;
    }

    .xr-section-inline-details {
      grid-column: 2 / -1;
    }

    .xr-section-details {
      display: none;
      grid-column: 1 / -1;
      margin-top: 4px;
      margin-bottom: 5px;
    }

    .xr-section-summary-in:checked ~ .xr-section-details {
      display: contents;
    }

    .xr-group-box {
      display: inline-grid;
      grid-template-columns: 0px 20px auto;
      width: 100%;
    }

    .xr-group-box-vline {
      grid-column-start: 1;
      border-right: 0.2em solid;
      border-color: var(--xr-border-color);
      width: 0px;
    }

    .xr-group-box-hline {
      grid-column-start: 2;
      grid-row-start: 1;
      height: 1em;
      width: 20px;
      border-bottom: 0.2em solid;
      border-color: var(--xr-border-color);
    }

    .xr-group-box-contents {
      grid-column-start: 3;
    }

    .xr-array-wrap {
      grid-column: 1 / -1;
      display: grid;
      grid-template-columns: 20px auto;
    }

    .xr-array-wrap > label {
      grid-column: 1;
      vertical-align: top;
    }

    .xr-preview {
      color: var(--xr-font-color3);
    }

    .xr-array-preview,
    .xr-array-data {
      padding: 0 5px !important;
      grid-column: 2;
    }

    .xr-array-data,
    .xr-array-in:checked ~ .xr-array-preview {
      display: none;
    }

    .xr-array-in:checked ~ .xr-array-data,
    .xr-array-preview {
      display: inline-block;
    }

    .xr-dim-list {
      display: inline-block !important;
      list-style: none;
      padding: 0 !important;
      margin: 0;
    }

    .xr-dim-list li {
      display: inline-block;
      padding: 0;
      margin: 0;
    }

    .xr-dim-list:before {
      content: "(";
    }

    .xr-dim-list:after {
      content: ")";
    }

    .xr-dim-list li:not(:last-child):after {
      content: ",";
      padding-right: 5px;
    }

    .xr-has-index {
      font-weight: bold;
    }

    .xr-var-list,
    .xr-var-item {
      display: contents;
    }

    .xr-var-item > div,
    .xr-var-item label,
    .xr-var-item > .xr-var-name span {
      background-color: var(--xr-background-color-row-even);
      border-color: var(--xr-background-color-row-odd);
      margin-bottom: 0;
      padding-top: 2px;
    }

    .xr-var-item > .xr-var-name:hover span {
      padding-right: 5px;
    }

    .xr-var-list > li:nth-child(odd) > div,
    .xr-var-list > li:nth-child(odd) > label,
    .xr-var-list > li:nth-child(odd) > .xr-var-name span {
      background-color: var(--xr-background-color-row-odd);
      border-color: var(--xr-background-color-row-even);
    }

    .xr-var-name {
      grid-column: 1;
    }

    .xr-var-dims {
      grid-column: 2;
    }

    .xr-var-dtype {
      grid-column: 3;
      text-align: right;
      color: var(--xr-font-color2);
    }

    .xr-var-preview {
      grid-column: 4;
    }

    .xr-index-preview {
      grid-column: 2 / 5;
      color: var(--xr-font-color2);
    }

    .xr-var-name,
    .xr-var-dims,
    .xr-var-dtype,
    .xr-preview,
    .xr-attrs dt {
      white-space: nowrap;
      overflow: hidden;
      text-overflow: ellipsis;
      padding-right: 10px;
    }

    .xr-var-name:hover,
    .xr-var-dims:hover,
    .xr-var-dtype:hover,
    .xr-attrs dt:hover {
      overflow: visible;
      width: auto;
      z-index: 1;
    }

    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      display: none;
      border-top: 2px dotted var(--xr-background-color);
      padding-bottom: 20px !important;
      padding-top: 10px !important;
    }

    .xr-var-attrs-in + label,
    .xr-var-data-in + label,
    .xr-index-data-in + label {
      padding: 0 1px;
    }

    .xr-var-attrs-in:checked ~ .xr-var-attrs,
    .xr-var-data-in:checked ~ .xr-var-data,
    .xr-index-data-in:checked ~ .xr-index-data {
      display: block;
    }

    .xr-var-data > table {
      float: right;
    }

    .xr-var-data > pre,
    .xr-index-data > pre,
    .xr-var-data > table > tbody > tr {
      background-color: transparent !important;
    }

    .xr-var-name span,
    .xr-var-data,
    .xr-index-name div,
    .xr-index-data,
    .xr-attrs {
      padding-left: 25px !important;
    }

    .xr-attrs,
    .xr-var-attrs,
    .xr-var-data,
    .xr-index-data {
      grid-column: 1 / -1;
    }

    dl.xr-attrs {
      padding: 0;
      margin: 0;
      display: grid;
      grid-template-columns: 125px auto;
    }

    .xr-attrs dt,
    .xr-attrs dd {
      padding: 0;
      margin: 0;
      float: left;
      padding-right: 10px;
      width: auto;
    }

    .xr-attrs dt {
      font-weight: normal;
      grid-column: 1;
    }

    .xr-attrs dt:hover span {
      display: inline-block;
      background: var(--xr-background-color);
      padding-right: 10px;
    }

    .xr-attrs dd {
      grid-column: 2;
      white-space: pre-wrap;
      word-break: break-all;
    }

    .xr-icon-database,
    .xr-icon-file-text2,
    .xr-no-icon {
      display: inline-block;
      vertical-align: middle;
      width: 1em;
      height: 1.5em !important;
      stroke-width: 0;
      stroke: currentColor;
      fill: currentColor;
    }

    .xr-var-attrs-in:checked + label > .xr-icon-file-text2,
    .xr-var-data-in:checked + label > .xr-icon-database,
    .xr-index-data-in:checked + label > .xr-icon-database {
      color: var(--xr-font-color0);
      filter: drop-shadow(1px 1px 5px var(--xr-font-color2));
      stroke-width: 0.8px;
    }
    </style><pre class='xr-text-repr-fallback'>&lt;xarray.DataTree &#x27;depth_to_bedrock&#x27;&gt;
    Group: /survey/data/depth_to_bedrock
        Dimensions:       (index: 82864)
        Coordinates:
          * index         (index) int32 331kB 0 1 2 3 4 ... 82860 82861 82862 82863
            spatial_ref   float64 8B 0.0
            x             (index) float64 663kB 7.243e+05 7.243e+05 ... 6.594e+05
            y             (index) float64 663kB 4.916e+05 4.916e+05 ... 4e+05 4e+05
        Data variables:
            id            (index) int64 663kB 1 2 3 4 5 ... 102684 102685 102686 102687
            e_n83wtm      (index) float64 663kB 7.243e+05 7.243e+05 ... 6.594e+05
            n_n83wtm      (index) float64 663kB 4.916e+05 4.916e+05 ... 4e+05 4e+05
            br_elevation  (index) float64 663kB 167.8 178.3 180.2 ... 291.3 291.3 292.7
            zstd          (index) float64 663kB 1.01 1.01 1.01 1.01 ... 1.11 1.11 1.11
            origintype    (index) int64 663kB 3 3 3 3 3 3 3 3 3 3 ... 0 0 0 0 0 0 0 0 0
            editdate      (index) object 663kB &#x27;6/6/2021 21:46&#x27; ... &#x27;7/23/2021 23:22&#x27;
        Attributes:
            uuid:        ec0cee42-b500-4882-845a-ba43d78df136
            content:     bedrock elevation points
            comment:     This dataset includes AEM-derived point estimates of the ele...
            type:        data
            structure:   tabular
            mode:        
            method:      
            submethod:   
            instrument:  
            property:    </pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataTree</div><div class='xr-obj-name'>&#x27;depth_to_bedrock&#x27;</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e926621f-8237-497e-ba3b-c3b522b030d7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e926621f-8237-497e-ba3b-c3b522b030d7' 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>: 82864</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-913aa9bb-d01c-4ef4-bc29-c4b23a92d6e2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-913aa9bb-d01c-4ef4-bc29-c4b23a92d6e2' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 ... 82860 82861 82862 82863</div><input id='attrs-1fb199bf-ef21-4b24-8fd2-0018199815fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fb199bf-ef21-4b24-8fd2-0018199815fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-994f43ca-41fa-4b32-af1a-88f4f510dfc3' class='xr-var-data-in' type='checkbox'><label for='data-994f43ca-41fa-4b32-af1a-88f4f510dfc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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. 82863.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([    0,     1,     2, ..., 82861, 82862, 82863],
          shape=(82864,), dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-aee5ec0c-b842-4168-b94a-49ad0d8dcf7b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aee5ec0c-b842-4168-b94a-49ad0d8dcf7b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15d58bbf-308b-4dd7-a254-4f13fe552a6a' class='xr-var-data-in' type='checkbox'><label for='data-15d58bbf-308b-4dd7-a254-4f13fe552a6a' title='Show/Hide data repr'><svg 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(HARN) / Wisconsin Transverse Mercator&quot;,BASEGEOGCRS[&quot;NAD83(HARN)&quot;,DATUM[&quot;NAD83 (High Accuracy Reference Network)&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;,4152]],CONVERSION[&quot;Wisconsin Transverse Mercator 83&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,-90,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,520000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,-4480000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],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;State-wide spatial data management.&quot;],AREA[&quot;United States (USA) - Wisconsin.&quot;],BBOX[42.48,-92.89,47.31,-86.25]],ID[&quot;EPSG&quot;,3071]]</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(HARN)</dd><dt><span>horizontal_datum_name :</span></dt><dd>NAD83 (High Accuracy Reference Network)</dd><dt><span>projected_crs_name :</span></dt><dd>NAD83(HARN) / Wisconsin Transverse Mercator</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-90.0</dd><dt><span>false_easting :</span></dt><dd>520000.0</dd><dt><span>false_northing :</span></dt><dd>-4480000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>authority :</span></dt><dd>EPSG</dd><dt><span>wkid :</span></dt><dd>3071</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.243e+05 ... 6.594e+05</div><input id='attrs-fe7b81f1-a2fd-425a-8a76-a4eaad1b1779' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe7b81f1-a2fd-425a-8a76-a4eaad1b1779' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17f7a3da-d32c-43f6-96ea-3d649ba0963c' class='xr-var-data-in' type='checkbox'><label for='data-17f7a3da-d32c-43f6-96ea-3d649ba0963c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>valid_range :</span></dt><dd>[655129.59 732315.69]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724288.59, 724267.8 , 724246.9 , ..., 659413.3 , 659300.49,
           659371.89], shape=(82864,))</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'>4.916e+05 4.916e+05 ... 4e+05 4e+05</div><input id='attrs-b50c4fee-77ee-4aba-8996-5a327a0a38b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b50c4fee-77ee-4aba-8996-5a327a0a38b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-457e8f2c-6337-4aac-a304-4c756f56130f' class='xr-var-data-in' type='checkbox'><label for='data-457e8f2c-6337-4aac-a304-4c756f56130f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>valid_range :</span></dt><dd>[379975.8  492716.09]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491578.79, 491588.7 , 491598.09, ..., 399972.3 , 400028.89,
           399992.1 ], shape=(82864,))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4c93dd64-30d9-4bd1-8054-e5345b730c05' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4c93dd64-30d9-4bd1-8054-e5345b730c05' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 ... 102685 102686 102687</div><input id='attrs-72e7343b-5ab9-442b-a3f4-7f9b76f4b903' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72e7343b-5ab9-442b-a3f4-7f9b76f4b903' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e0882dc-1893-4fc7-893a-8d9f1b77092e' class='xr-var-data-in' type='checkbox'><label for='data-2e0882dc-1893-4fc7-893a-8d9f1b77092e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>identifier</dd><dt><span>long_name :</span></dt><dd>Unique identifier</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[1.00000e+00 1.02687e+05]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([     1,      2,      3, ..., 102685, 102686, 102687],
          shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e_n83wtm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.243e+05 7.243e+05 ... 6.594e+05</div><input id='attrs-2a38a89d-6cd6-48ed-9d49-850bb2ae317c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a38a89d-6cd6-48ed-9d49-850bb2ae317c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-951cc84b-8bc6-4af5-be17-96d0f45c5f9a' class='xr-var-data-in' type='checkbox'><label for='data-951cc84b-8bc6-4af5-be17-96d0f45c5f9a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Easting, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>x</dd><dt><span>valid_range :</span></dt><dd>[655129.59 732315.69]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([724288.59, 724267.8 , 724246.9 , ..., 659413.3 , 659300.49,
           659371.89], shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_n83wtm</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.916e+05 4.916e+05 ... 4e+05 4e+05</div><input id='attrs-6fa1e0f7-9a38-47e8-b558-d98375597e37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fa1e0f7-9a38-47e8-b558-d98375597e37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2706dfba-dc8e-454f-92ff-0ead78be1944' class='xr-var-data-in' type='checkbox'><label for='data-2706dfba-dc8e-454f-92ff-0ead78be1944' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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>Northing, Wisconsin Transverse Mercator (WTM), North American Datum of 1983 (NAD83)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>axis :</span></dt><dd>y</dd><dt><span>valid_range :</span></dt><dd>[379975.8  492716.09]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([491578.79, 491588.7 , 491598.09, ..., 399972.3 , 400028.89,
           399992.1 ], shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>br_elevation</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>167.8 178.3 180.2 ... 291.3 292.7</div><input id='attrs-662e74e4-d1cf-4a8d-8566-44bae4b8543c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-662e74e4-d1cf-4a8d-8566-44bae4b8543c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6779cda2-a041-4bc6-9ef7-47abfbad3841' class='xr-var-data-in' type='checkbox'><label for='data-6779cda2-a041-4bc6-9ef7-47abfbad3841' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>top_bedrock_elevation</dd><dt><span>long_name :</span></dt><dd>Elevation, top of dolomite bedrock, North American Vertical Datum of 1988 (NAVD88)</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[136.66 341.88]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([167.82, 178.34, 180.18, ..., 291.3 , 291.3 , 292.7 ],
          shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zstd</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.01 1.01 1.01 ... 1.11 1.11 1.11</div><input id='attrs-c5aa61f5-3d62-4a1b-a7be-9e074ac6d068' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5aa61f5-3d62-4a1b-a7be-9e074ac6d068' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-624ae5e7-b955-48e6-a064-13291add8736' class='xr-var-data-in' type='checkbox'><label for='data-624ae5e7-b955-48e6-a064-13291add8736' title='Show/Hide data repr'><svg class='icon xr-icon-database'><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_uncertainty</dd><dt><span>long_name :</span></dt><dd>Standard devation of top bedrock elevation</dd><dt><span>units :</span></dt><dd>meter</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>valid_range :</span></dt><dd>[ 1. 10.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([1.01, 1.01, 1.01, ..., 1.11, 1.11, 1.11], shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>origintype</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3 3 3 3 3 3 3 3 ... 0 0 0 0 0 0 0 0</div><input id='attrs-1dcdbf38-53d6-45e3-923f-e9af4f551bf1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1dcdbf38-53d6-45e3-923f-e9af4f551bf1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98a8bd5f-f3d4-4019-9eaf-6f239b1c2f4f' class='xr-var-data-in' type='checkbox'><label for='data-98a8bd5f-f3d4-4019-9eaf-6f239b1c2f4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>point_origin</dd><dt><span>long_name :</span></dt><dd>Point origin type; 3 = automated pick from resistivity value; 0 = manual pick</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. 3.]</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([3, 3, 3, ..., 0, 0, 0], shape=(82864,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>editdate</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;6/6/2021 21:46&#x27; ... &#x27;7/23/2021 ...</div><input id='attrs-30b36873-90b6-43a0-84f6-7ddd86dfc11c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30b36873-90b6-43a0-84f6-7ddd86dfc11c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b075005-ee92-4144-92bf-191cb94784dd' class='xr-var-data-in' type='checkbox'><label for='data-6b075005-ee92-4144-92bf-191cb94784dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>edit_date</dd><dt><span>long_name :</span></dt><dd>Date of interpretation point</dd><dt><span>units :</span></dt><dd>not_defined</dd><dt><span>format :</span></dt><dd>M/D/YYYY H:MM</dd><dt><span>null_value :</span></dt><dd>not_defined</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;6/6/2021 21:46&#x27;, &#x27;6/6/2021 21:46&#x27;, &#x27;6/6/2021 21:46&#x27;, ...,
           &#x27;7/23/2021 23:22&#x27;, &#x27;7/23/2021 23:22&#x27;, &#x27;7/23/2021 23:22&#x27;],
          shape=(82864,), dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-36f56c33-613e-4719-9ac9-569ec5cda4ff' class='xr-section-summary-in' type='checkbox'  ><label for='section-36f56c33-613e-4719-9ac9-569ec5cda4ff' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>uuid :</span></dt><dd>ec0cee42-b500-4882-845a-ba43d78df136</dd><dt><span>content :</span></dt><dd>bedrock elevation points</dd><dt><span>comment :</span></dt><dd>This dataset includes AEM-derived point estimates of the elevation of the top of bedrock produced by USGS</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>structure :</span></dt><dd>tabular</dd><dt><span>mode :</span></dt><dd></dd><dt><span>method :</span></dt><dd></dd><dt><span>submethod :</span></dt><dd></dd><dt><span>instrument :</span></dt><dd></dd><dt><span>property :</span></dt><dd></dd></dl></div></li></ul></div></div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 100-101

5 - Derivative Maps -

.. GENERATED FROM PYTHON SOURCE LINES 101-114

.. code-block:: Python


    # We can add arbitrarily named containers to the survey
    derived_products = survey.gs.add_container('derived_products', **dict(content = "products derived from other data and models"))

    # Import interpolated bedrock and magnetic maps from TIF-format.
    # Define input metadata file (which contains the TIF filenames linked to variable names)
    m_supp5 = join(data_path, 'data//magnetics_bedrock_picks.yml')

    # Add the interpolated maps as a raster dataset
    derived_products.gs.add(key='maps', metadata_file=m_supp5)

    print(survey.gs.tree)





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

 .. code-block:: none

    b8468fbb-3e5b-4b88-b268-2dd8d80798fa /survey
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/nominal_system
    06ce1c1c-c25c-42e3-9179-924bf2e7a7d8 /survey/magnetic_system
    9584e8b0-2120-479b-b9ce-1d823ff86920 /survey/data/raw_data
    b9987735-d1a4-420b-a695-d79385997cf3 /survey/data/processed_data
    ec0cee42-b500-4882-845a-ba43d78df136 /survey/data/depth_to_bedrock
    eb9e16e0-bf2d-4470-8473-b0f4ebfcb4cd /survey/models/inverted_models
    dbfb5f8c-bd97-4e75-89ba-6c9e633f210d /survey/derived_products/maps
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/data/raw_data/nominal_system
    df49f8a4-c5d3-48da-965e-d36f7d219104 /survey/data/processed_data/skytem_system
    06ce1c1c-c25c-42e3-9179-924bf2e7a7d8 /survey/data/processed_data/magnetic_system





.. GENERATED FROM PYTHON SOURCE LINES 115-116

Save to NetCDF file

.. GENERATED FROM PYTHON SOURCE LINES 116-119

.. code-block:: Python

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








.. GENERATED FROM PYTHON SOURCE LINES 120-121

The gspy goal is to have the complete survey in a single file. However, we can also save containers or datasets separately.

.. GENERATED FROM PYTHON SOURCE LINES 121-124

.. code-block:: Python


    data_container.gs.to_netcdf(join(data_path, 'test_datacontainer.nc'))








.. GENERATED FROM PYTHON SOURCE LINES 125-126

Reading back in

.. GENERATED FROM PYTHON SOURCE LINES 126-147

.. code-block:: Python

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

    # print(new_survey)

    # #%%
    # # Plotting
    # plt.figure()
    # new_survey['data']['raw_data']['height'].plot()
    # plt.tight_layout()

    # pd = new_survey['data']['processed_data']
    # plt.figure()
    # pd['elevation'].plot()
    # plt.tight_layout()

    # m = new_survey['derived_products']['maps']
    # plt.figure()
    # m['magnetic_tmi'].plot(cmap='jet')
    # plt.tight_layout()

    # plt.show()








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

   **Total running time of the script:** (0 minutes 1.067 seconds)


.. _sphx_glr_download_examples_Creating_GS_Files_plot_skytem_csv.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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