ru29_amseas_compare.ipynb

{
 "cells": [
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   "cell_type": "markdown",
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   "source": [
    "# compare glider and amseas\n",
    "\n",
    "## to do:\n",
    "get the glider and model lons in the same format\n",
    "\n",
    "v. slow if interp model onto glider, should be faster if you go the other way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (depth: 40, lat: 814, lon: 1294, time: 553)\n",
       "Coordinates:\n",
       "  * lon                    (lon) float64 262.0 262.0 262.1 ... 305.0 305.1 305.1\n",
       "  * lat                    (lat) float64 5.0 5.033 5.067 ... 32.03 32.06 32.1\n",
       "  * depth                  (depth) float64 0.0 2.0 4.0 6.0 ... 3e+03 4e+03 5e+03\n",
       "  * time                   (time) datetime64[ns] 2020-12-15 ... 2021-02-22\n",
       "    time_run               (time) datetime64[ns] 2020-12-15 ... 2021-02-18\n",
       "Data variables:\n",
       "    surf_el                (time, lat, lon) float32 ...\n",
       "    water_w                (time, depth, lat, lon) float32 ...\n",
       "    surf_atm_press         (time, lat, lon) float32 ...\n",
       "    time_offset            (time) datetime64[ns] 2020-12-15 ... 2020-12-19\n",
       "    water_u                (time, depth, lat, lon) float32 ...\n",
       "    water_v                (time, depth, lat, lon) float32 ...\n",
       "    salinity               (time, depth, lat, lon) float32 ...\n",
       "    water_temp             (time, depth, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridx  (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridy  (time, lat, lon) float32 ...\n",
       "    surf_roughness         (time, lat, lon) float32 ...\n",
       "    surf_temp_flux         (time, lat, lon) float32 ...\n",
       "    surf_salt_flux         (time, lat, lon) float32 ...\n",
       "    surf_solar_flux        (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    classification_level:      \n",
       "    distribution_statement:    Approved for public release; distribution unli...\n",
       "    downgrade_date:            not applicable\n",
       "    classification_authority:  not applicable\n",
       "    institution:               not applicable\n",
       "    Conventions:               CF-1.4, NAVO_netcdf_v1.1\n",
       "    contact:                   not applicable\n",
       "    history:                   created: 2021-02-17 07:48:25 -0000 ;\\nFMRC Bes...\n",
       "    generating_model:          COAMPS amseas_u project\n",
       "    model_type:                COAMPS Version 5.3.39\n",
       "    operational_status:        not applicable\n",
       "    input_data_source:         not applicable\n",
       "    source:                    NCOM Version 4.3.41\n",
       "    time_origin:               2021-02-17 00:00:00 UTC\n",
       "    creator_name:              kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil\n",
       "    publisher_name:            OceanNOMADS@noaa.gov\n",
       "    title:                     NAVO NCOM Relocatable Model: American Seas Reg...\n",
       "    _CoordSysBuilder:          ucar.nc2.dataset.conv.CF1Convention\n",
       "    cdm_data_type:             GRID\n",
       "    featureType:               GRID\n",
       "    location:                  Proto fmrc:AmSeas_Dec_17_2020_to_Current</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-488afa2f-06a8-4c66-a403-2aa3e5d52c4d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-488afa2f-06a8-4c66-a403-2aa3e5d52c4d' 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'>depth</span>: 40</li><li><span class='xr-has-index'>lat</span>: 814</li><li><span class='xr-has-index'>lon</span>: 1294</li><li><span class='xr-has-index'>time</span>: 553</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-329eceb0-32ba-46ad-bb95-eaa180fa34a4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-329eceb0-32ba-46ad-bb95-eaa180fa34a4' class='xr-section-summary' >Coordinates: <span>(5)</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'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>262.0 262.0 262.1 ... 305.1 305.1</div><input id='attrs-483eb391-b9b4-4bfe-b4f8-bfb7e9598560' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-483eb391-b9b4-4bfe-b4f8-bfb7e9598560' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-570acf14-a2c2-4b48-a30d-f2d9caa15195' class='xr-var-data-in' type='checkbox'><label for='data-570acf14-a2c2-4b48-a30d-f2d9caa15195' title='Show/Hide data repr'><svg 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>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>NAVO_code :</span></dt><dd>2</dd><dt><span>actual_range :</span></dt><dd>[262.         305.09570312]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lon</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([262.      , 262.033325, 262.06665 , ..., 305.029022, 305.062347,\n",
       "       305.095703])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.0 5.033 5.067 ... 32.06 32.1</div><input id='attrs-65b55acd-8af1-4c0e-8c32-e019d6bd66ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-65b55acd-8af1-4c0e-8c32-e019d6bd66ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-897eda1e-ebe0-419f-ba89-69a051ef727d' class='xr-var-data-in' type='checkbox'><label for='data-897eda1e-ebe0-419f-ba89-69a051ef727d' title='Show/Hide data repr'><svg 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>degrees_north</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>NAVO_code :</span></dt><dd>1</dd><dt><span>actual_range :</span></dt><dd>[ 5.         32.09729004]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lat</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 5.      ,  5.03333 ,  5.06666 , ..., 32.030632, 32.063961, 32.09729 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 3e+03 4e+03 5e+03</div><input id='attrs-388086e5-933b-40a8-9d03-0e3fde27507d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-388086e5-933b-40a8-9d03-0e3fde27507d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ed3a039-f260-42f9-8116-57b7cd9352de' class='xr-var-data-in' type='checkbox'><label for='data-3ed3a039-f260-42f9-8116-57b7cd9352de' title='Show/Hide data repr'><svg 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>meter</dd><dt><span>long_name :</span></dt><dd>Depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>NAVO_code :</span></dt><dd>5</dd><dt><span>actual_range :</span></dt><dd>[   0. 5000.]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([0.00e+00, 2.00e+00, 4.00e+00, 6.00e+00, 8.00e+00, 1.00e+01, 1.20e+01,\n",
       "       1.50e+01, 2.00e+01, 2.50e+01, 3.00e+01, 3.50e+01, 4.00e+01, 4.50e+01,\n",
       "       5.00e+01, 6.00e+01, 7.00e+01, 8.00e+01, 9.00e+01, 1.00e+02, 1.25e+02,\n",
       "       1.50e+02, 2.00e+02, 2.50e+02, 3.00e+02, 3.50e+02, 4.00e+02, 5.00e+02,\n",
       "       6.00e+02, 7.00e+02, 8.00e+02, 9.00e+02, 1.00e+03, 1.25e+03, 1.50e+03,\n",
       "       2.00e+03, 2.50e+03, 3.00e+03, 4.00e+03, 5.00e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-12-15 ... 2021-02-22</div><input id='attrs-54bcaaea-5719-4358-8ea9-199db83bf6ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54bcaaea-5719-4358-8ea9-199db83bf6ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80163d5d-48b1-430d-b25e-134ca2be2fdd' class='xr-var-data-in' type='checkbox'><label for='data-80163d5d-48b1-430d-b25e-134ca2be2fdd' title='Show/Hide data repr'><svg 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>Forecast time for ForecastModelRunCollection</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-12-15T00:00:00.000000000&#x27;, &#x27;2020-12-15T03:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-15T06:00:00.000000000&#x27;, ..., &#x27;2021-02-21T18:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-21T21:00:00.000000000&#x27;, &#x27;2021-02-22T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_run</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9dec26f6-419c-4151-b0ef-88a60f6a46ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9dec26f6-419c-4151-b0ef-88a60f6a46ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5d47b82-c115-4957-ad52-cc0f150cdcf4' class='xr-var-data-in' type='checkbox'><label for='data-c5d47b82-c115-4957-ad52-cc0f150cdcf4' title='Show/Hide data repr'><svg 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>run times for coordinate = time</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd><dt><span>_CoordinateAxisType :</span></dt><dd>RunTime</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-12-15T00:00:00.000000000&#x27;, &#x27;2020-12-15T00:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-15T00:00:00.000000000&#x27;, ..., &#x27;2021-02-18T00:00:00.000000000&#x27;,\n",
       "       &#x27;2021-02-18T00:00:00.000000000&#x27;, &#x27;2021-02-18T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a9752f1-7b2b-4a4c-ab25-f1b4880ffcf5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a9752f1-7b2b-4a4c-ab25-f1b4880ffcf5' class='xr-section-summary' >Data variables: <span>(14)</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>surf_el</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b79bb0e0-09c0-41c5-a7e2-0758c37c9c08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b79bb0e0-09c0-41c5-a7e2-0758c37c9c08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1612e010-b0e6-48de-886c-89f21b87f4a3' class='xr-var-data-in' type='checkbox'><label for='data-1612e010-b0e6-48de-886c-89f21b87f4a3' title='Show/Hide data repr'><svg 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>meter</dd><dt><span>long_name :</span></dt><dd>Water Surface Elevation</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>NAVO_code :</span></dt><dd>32</dd><dt><span>actual_range :</span></dt><dd>[-0.88669926  0.74949074]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>up</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_w</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-47ae5957-33b8-428e-8f7f-9bff413c52c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-47ae5957-33b8-428e-8f7f-9bff413c52c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c4c9d18-6854-4dcc-a71d-f8ff0edf7875' class='xr-var-data-in' type='checkbox'><label for='data-0c4c9d18-6854-4dcc-a71d-f8ff0edf7875' title='Show/Hide data repr'><svg 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>meter/second</dd><dt><span>long_name :</span></dt><dd>Vertical Water Velocity</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>NAVO_code :</span></dt><dd>19</dd><dt><span>actual_range :</span></dt><dd>[-0.0415634   0.06915319]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>GeoZ</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>up</dd></dl></div><div class='xr-var-data'><pre>[23299349920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_atm_press</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b7a6be2-1f56-48ad-9e5e-4120cdd03e31' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b7a6be2-1f56-48ad-9e5e-4120cdd03e31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9da717e5-c2b6-481e-aa6d-cae6701ed890' class='xr-var-data-in' type='checkbox'><label for='data-9da717e5-c2b6-481e-aa6d-cae6701ed890' title='Show/Hide data repr'><svg 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>millibar</dd><dt><span>long_name :</span></dt><dd>Surface Atmospheric Pressure</dd><dt><span>NAVO_code :</span></dt><dd>62</dd><dt><span>actual_range :</span></dt><dd>[ 996.2658 1013.0135]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Pressure</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_offset</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d1e975a6-9264-4b4e-9dc8-0d7b01ca6418' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1e975a6-9264-4b4e-9dc8-0d7b01ca6418' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d308e6d7-a250-42d7-9584-7ec084ae4762' class='xr-var-data-in' type='checkbox'><label for='data-d308e6d7-a250-42d7-9584-7ec084ae4762' title='Show/Hide data repr'><svg 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>offset hour from start of run for coordinate = time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-12-15T00:00:00.000000000&#x27;, &#x27;2020-12-15T03:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-15T06:00:00.000000000&#x27;, ..., &#x27;2020-12-18T18:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-18T21:00:00.000000000&#x27;, &#x27;2020-12-19T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_u</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8a927566-e517-4c72-b098-297cc76afb43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a927566-e517-4c72-b098-297cc76afb43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bb2d200-8ad7-453f-baad-573458a81c31' class='xr-var-data-in' type='checkbox'><label for='data-2bb2d200-8ad7-453f-baad-573458a81c31' title='Show/Hide data repr'><svg 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>meter/second</dd><dt><span>long_name :</span></dt><dd>Eastward Water Velocity</dd><dt><span>NAVO_code :</span></dt><dd>17</dd><dt><span>actual_range :</span></dt><dd>[-1.5766809  1.4791415]</dd><dt><span>standard_name :</span></dt><dd>eastward_sea_water_velocity</dd></dl></div><div class='xr-var-data'><pre>[23299349920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_v</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0f9f035d-c618-4bb2-906b-899d146a3a64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f9f035d-c618-4bb2-906b-899d146a3a64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ca366cc-cbb4-4c19-bb77-1deeb5d07440' class='xr-var-data-in' type='checkbox'><label for='data-8ca366cc-cbb4-4c19-bb77-1deeb5d07440' title='Show/Hide data repr'><svg 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>meter/second</dd><dt><span>long_name :</span></dt><dd>Northward Water Velocity</dd><dt><span>NAVO_code :</span></dt><dd>18</dd><dt><span>actual_range :</span></dt><dd>[-1.4189417  2.065968 ]</dd><dt><span>standard_name :</span></dt><dd>northward_sea_water_velocity</dd></dl></div><div class='xr-var-data'><pre>[23299349920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salinity</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8abaebc6-3f5f-4dcd-98ba-2ac4a0796be1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8abaebc6-3f5f-4dcd-98ba-2ac4a0796be1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83d602bb-a634-4e35-b12d-897097f970a8' class='xr-var-data-in' type='checkbox'><label for='data-83d602bb-a634-4e35-b12d-897097f970a8' title='Show/Hide data repr'><svg 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>psu</dd><dt><span>long_name :</span></dt><dd>Salinity</dd><dt><span>NAVO_code :</span></dt><dd>16</dd><dt><span>actual_range :</span></dt><dd>[ 0.7680764 45.03578  ]</dd><dt><span>standard_name :</span></dt><dd>sea_water_salinity</dd></dl></div><div class='xr-var-data'><pre>[23299349920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-905ff294-4898-4c63-afb9-05edcdb79725' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-905ff294-4898-4c63-afb9-05edcdb79725' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a4a8eb8-a2b1-467b-b1c7-810ce2c00e9f' class='xr-var-data-in' type='checkbox'><label for='data-0a4a8eb8-a2b1-467b-b1c7-810ce2c00e9f' title='Show/Hide data repr'><svg 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>degC</dd><dt><span>long_name :</span></dt><dd>Water Temperature</dd><dt><span>NAVO_code :</span></dt><dd>15</dd><dt><span>actual_range :</span></dt><dd>[ 2.098513 31.615025]</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd></dl></div><div class='xr-var-data'><pre>[23299349920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_wnd_stress_gridx</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fd4b3ab4-26c9-404c-a249-3834b9bca11f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd4b3ab4-26c9-404c-a249-3834b9bca11f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08522aa2-1ac0-4e10-bda4-03ccb5563bfe' class='xr-var-data-in' type='checkbox'><label for='data-08522aa2-1ac0-4e10-bda4-03ccb5563bfe' title='Show/Hide data repr'><svg 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>pascal</dd><dt><span>long_name :</span></dt><dd>Eastward Surface Wind Stress</dd><dt><span>NAVO_code :</span></dt><dd>58</dd><dt><span>actual_range :</span></dt><dd>[-0.3248943   0.10872588]</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_wnd_stress_gridy</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-041d53bd-6cf3-4d8c-9548-d5c75613e600' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-041d53bd-6cf3-4d8c-9548-d5c75613e600' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65f77e60-b22f-4ec0-93c6-a7487603bd0e' class='xr-var-data-in' type='checkbox'><label for='data-65f77e60-b22f-4ec0-93c6-a7487603bd0e' title='Show/Hide data repr'><svg 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>pascal</dd><dt><span>long_name :</span></dt><dd>Northward Surface Wind Stress</dd><dt><span>NAVO_code :</span></dt><dd>59</dd><dt><span>actual_range :</span></dt><dd>[-0.14110275  0.33753613]</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_roughness</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a6bea8bb-b72c-46d0-9de1-9b2cf7b26f55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6bea8bb-b72c-46d0-9de1-9b2cf7b26f55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afebb9f2-dc5d-40f0-be64-c6ef43bb0a8d' class='xr-var-data-in' type='checkbox'><label for='data-afebb9f2-dc5d-40f0-be64-c6ef43bb0a8d' title='Show/Hide data repr'><svg 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</dd><dt><span>long_name :</span></dt><dd>Surface Roughness</dd><dt><span>actual_range :</span></dt><dd>[0. 0.]</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_temp_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f8985672-665c-483c-a94f-42b4eb049936' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8985672-665c-483c-a94f-42b4eb049936' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9109e12b-a1fd-43a6-8997-3890be2b0afe' class='xr-var-data-in' type='checkbox'><label for='data-9109e12b-a1fd-43a6-8997-3890be2b0afe' title='Show/Hide data repr'><svg 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>degC meter/second</dd><dt><span>long_name :</span></dt><dd>Surface Temperature Flux</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>actual_range :</span></dt><dd>[-1.9645876e-04  3.3011511e-05]</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_salt_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0a54f2d1-8ad5-41a8-8522-556f5e1491d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a54f2d1-8ad5-41a8-8522-556f5e1491d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-875aa0d8-6714-4c3a-81c2-38b85785232f' class='xr-var-data-in' type='checkbox'><label for='data-875aa0d8-6714-4c3a-81c2-38b85785232f' title='Show/Hide data repr'><svg 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>psu meter/second</dd><dt><span>long_name :</span></dt><dd>Surface Salinity Flux</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>actual_range :</span></dt><dd>[-6.716798e-05  7.581524e-06]</dd></dl></div><div class='xr-var-data'><pre>[582483748 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_solar_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3f98b7d2-8f5a-4161-87cb-c1683b9ce13b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f98b7d2-8f5a-4161-87cb-c1683b9ce13b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input 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class='xr-attrs'><dt><span>classification_level :</span></dt><dd></dd><dt><span>distribution_statement :</span></dt><dd>Approved for public release; distribution unlimited.</dd><dt><span>downgrade_date :</span></dt><dd>not applicable</dd><dt><span>classification_authority :</span></dt><dd>not applicable</dd><dt><span>institution :</span></dt><dd>not applicable</dd><dt><span>Conventions :</span></dt><dd>CF-1.4, NAVO_netcdf_v1.1</dd><dt><span>contact :</span></dt><dd>not applicable</dd><dt><span>history :</span></dt><dd>created: 2021-02-17 07:48:25 -0000 ;\n",
       "FMRC Best Dataset</dd><dt><span>generating_model :</span></dt><dd>COAMPS amseas_u project</dd><dt><span>model_type :</span></dt><dd>COAMPS Version 5.3.39</dd><dt><span>operational_status :</span></dt><dd>not applicable</dd><dt><span>input_data_source :</span></dt><dd>not applicable</dd><dt><span>source :</span></dt><dd>NCOM Version 4.3.41</dd><dt><span>time_origin :</span></dt><dd>2021-02-17 00:00:00 UTC</dd><dt><span>creator_name :</span></dt><dd>kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil</dd><dt><span>publisher_name :</span></dt><dd>OceanNOMADS@noaa.gov</dd><dt><span>title :</span></dt><dd>NAVO NCOM Relocatable Model: American Seas Regional Forecast</dd><dt><span>_CoordSysBuilder :</span></dt><dd>ucar.nc2.dataset.conv.CF1Convention</dd><dt><span>cdm_data_type :</span></dt><dd>GRID</dd><dt><span>featureType :</span></dt><dd>GRID</dd><dt><span>location :</span></dt><dd>Proto fmrc:AmSeas_Dec_17_2020_to_Current</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (depth: 40, lat: 814, lon: 1294, time: 553)\n",
       "Coordinates:\n",
       "  * lon                    (lon) float64 262.0 262.0 262.1 ... 305.0 305.1 305.1\n",
       "  * lat                    (lat) float64 5.0 5.033 5.067 ... 32.03 32.06 32.1\n",
       "  * depth                  (depth) float64 0.0 2.0 4.0 6.0 ... 3e+03 4e+03 5e+03\n",
       "  * time                   (time) datetime64[ns] 2020-12-15 ... 2021-02-22\n",
       "    time_run               (time) datetime64[ns] ...\n",
       "Data variables:\n",
       "    surf_el                (time, lat, lon) float32 ...\n",
       "    water_w                (time, depth, lat, lon) float32 ...\n",
       "    surf_atm_press         (time, lat, lon) float32 ...\n",
       "    time_offset            (time) datetime64[ns] ...\n",
       "    water_u                (time, depth, lat, lon) float32 ...\n",
       "    water_v                (time, depth, lat, lon) float32 ...\n",
       "    salinity               (time, depth, lat, lon) float32 ...\n",
       "    water_temp             (time, depth, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridx  (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridy  (time, lat, lon) float32 ...\n",
       "    surf_roughness         (time, lat, lon) float32 ...\n",
       "    surf_temp_flux         (time, lat, lon) float32 ...\n",
       "    surf_salt_flux         (time, lat, lon) float32 ...\n",
       "    surf_solar_flux        (time, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    classification_level:      \n",
       "    distribution_statement:    Approved for public release; distribution unli...\n",
       "    downgrade_date:            not applicable\n",
       "    classification_authority:  not applicable\n",
       "    institution:               not applicable\n",
       "    Conventions:               CF-1.4, NAVO_netcdf_v1.1\n",
       "    contact:                   not applicable\n",
       "    history:                   created: 2021-02-17 07:48:25 -0000 ;\\nFMRC Bes...\n",
       "    generating_model:          COAMPS amseas_u project\n",
       "    model_type:                COAMPS Version 5.3.39\n",
       "    operational_status:        not applicable\n",
       "    input_data_source:         not applicable\n",
       "    source:                    NCOM Version 4.3.41\n",
       "    time_origin:               2021-02-17 00:00:00 UTC\n",
       "    creator_name:              kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil\n",
       "    publisher_name:            OceanNOMADS@noaa.gov\n",
       "    title:                     NAVO NCOM Relocatable Model: American Seas Reg...\n",
       "    _CoordSysBuilder:          ucar.nc2.dataset.conv.CF1Convention\n",
       "    cdm_data_type:             GRID\n",
       "    featureType:               GRID\n",
       "    location:                  Proto fmrc:AmSeas_Dec_17_2020_to_Current"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# this first agg link isn't working as of Feb 20201\n",
    "# url_amseas = 'https://www.ncei.noaa.gov/thredds-coastal/dodsC/ncom_amseas_agg/AmSeas_Apr_05_2013_to_Current_best.ncd'\n",
    "\n",
    "# this works as of 02/2021, but is a short timeseries\n",
    "url_amseas = 'https://www.ncei.noaa.gov/thredds-coastal/dodsC/ncom_amseas_agg/AmSeas_Dec_17_2020_to_Current_best.ncd'\n",
    "\n",
    "ds_amseas = xr.open_dataset(url_amseas)\n",
    "ds_amseas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/beaird/anaconda3/envs/fm2020/lib/python3.8/site-packages/scipy/stats/_binned_statistic.py:631: RuntimeWarning: Mean of empty slice\n",
      "  result[vv, i] = statistic(values[vv, binnumbers == i])\n",
      "/Users/beaird/anaconda3/envs/fm2020/lib/python3.8/site-packages/scipy/stats/_binned_statistic.py:631: RuntimeWarning: Mean of empty slice\n",
      "  result[vv, i] = statistic(values[vv, binnumbers == i])\n"
     ]
    }
   ],
   "source": [
    "from RU29_helpers import grid_glider\n",
    "\n",
    "dataid = 'ru29-20200908T1623-profile-sci-rt'\n",
    "\n",
    "ru29 = grid_glider(dataset_id= dataid)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (date: 720, depth: 199)\n",
       "Coordinates:\n",
       "  * date                   (date) datetime64[ns] 2020-09-08T16:45:31.84337305...\n",
       "  * depth                  (depth) float64 2.5 7.5 12.5 ... 982.5 987.5 992.5\n",
       "    lat                    (date) float64 18.18 18.18 18.18 ... 18.04 18.05\n",
       "    lon                    (date) float64 -64.8 -64.81 -64.8 ... -64.79 -64.79\n",
       "Data variables:\n",
       "    u                      (date) float64 nan nan nan ... -0.05216 nan -0.04756\n",
       "    v                      (date) float64 nan nan nan ... 0.02342 nan -0.02538\n",
       "    potential_temperature  (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    salinity               (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    cdom                   (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    chlorophyll_a          (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    beta_700nm             (depth, date) float64 nan nan nan nan ... nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2a96d15d-f2c4-4664-b042-1cab00b3b8d0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a96d15d-f2c4-4664-b042-1cab00b3b8d0' 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'>date</span>: 720</li><li><span class='xr-has-index'>depth</span>: 199</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0be6a7f6-67f9-4571-973f-24456a71558c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0be6a7f6-67f9-4571-973f-24456a71558c' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-08T16:45:31.843373056 .....</div><input id='attrs-5f1b9b35-85c9-45f4-b40d-ce5c49a342be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f1b9b35-85c9-45f4-b40d-ce5c49a342be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39073a8d-3ee5-4318-ae4e-553d4ad57d50' class='xr-var-data-in' type='checkbox'><label for='data-39073a8d-3ee5-4318-ae4e-553d4ad57d50' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-09-08T16:45:31.843373056&#x27;, &#x27;2020-09-08T17:18:19.853932288&#x27;,\n",
       "       &#x27;2020-09-08T17:31:57.346939136&#x27;, ..., &#x27;2020-10-22T16:02:20.357143296&#x27;,\n",
       "       &#x27;2020-10-22T17:37:29.300996864&#x27;, &#x27;2020-10-22T19:25:05.053466112&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 7.5 12.5 ... 982.5 987.5 992.5</div><input id='attrs-bc3bbd6d-8a04-451e-b902-8490f3d8ab69' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc3bbd6d-8a04-451e-b902-8490f3d8ab69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4eb90047-4cdf-41a7-b103-bfc1615f97be' class='xr-var-data-in' type='checkbox'><label for='data-4eb90047-4cdf-41a7-b103-bfc1615f97be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  2.5,   7.5,  12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,\n",
       "        52.5,  57.5,  62.5,  67.5,  72.5,  77.5,  82.5,  87.5,  92.5,  97.5,\n",
       "       102.5, 107.5, 112.5, 117.5, 122.5, 127.5, 132.5, 137.5, 142.5, 147.5,\n",
       "       152.5, 157.5, 162.5, 167.5, 172.5, 177.5, 182.5, 187.5, 192.5, 197.5,\n",
       "       202.5, 207.5, 212.5, 217.5, 222.5, 227.5, 232.5, 237.5, 242.5, 247.5,\n",
       "       252.5, 257.5, 262.5, 267.5, 272.5, 277.5, 282.5, 287.5, 292.5, 297.5,\n",
       "       302.5, 307.5, 312.5, 317.5, 322.5, 327.5, 332.5, 337.5, 342.5, 347.5,\n",
       "       352.5, 357.5, 362.5, 367.5, 372.5, 377.5, 382.5, 387.5, 392.5, 397.5,\n",
       "       402.5, 407.5, 412.5, 417.5, 422.5, 427.5, 432.5, 437.5, 442.5, 447.5,\n",
       "       452.5, 457.5, 462.5, 467.5, 472.5, 477.5, 482.5, 487.5, 492.5, 497.5,\n",
       "       502.5, 507.5, 512.5, 517.5, 522.5, 527.5, 532.5, 537.5, 542.5, 547.5,\n",
       "       552.5, 557.5, 562.5, 567.5, 572.5, 577.5, 582.5, 587.5, 592.5, 597.5,\n",
       "       602.5, 607.5, 612.5, 617.5, 622.5, 627.5, 632.5, 637.5, 642.5, 647.5,\n",
       "       652.5, 657.5, 662.5, 667.5, 672.5, 677.5, 682.5, 687.5, 692.5, 697.5,\n",
       "       702.5, 707.5, 712.5, 717.5, 722.5, 727.5, 732.5, 737.5, 742.5, 747.5,\n",
       "       752.5, 757.5, 762.5, 767.5, 772.5, 777.5, 782.5, 787.5, 792.5, 797.5,\n",
       "       802.5, 807.5, 812.5, 817.5, 822.5, 827.5, 832.5, 837.5, 842.5, 847.5,\n",
       "       852.5, 857.5, 862.5, 867.5, 872.5, 877.5, 882.5, 887.5, 892.5, 897.5,\n",
       "       902.5, 907.5, 912.5, 917.5, 922.5, 927.5, 932.5, 937.5, 942.5, 947.5,\n",
       "       952.5, 957.5, 962.5, 967.5, 972.5, 977.5, 982.5, 987.5, 992.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>18.18 18.18 18.18 ... 18.04 18.05</div><input id='attrs-892f6745-cd9d-422b-9eac-fe8359fd57a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-892f6745-cd9d-422b-9eac-fe8359fd57a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa6ad545-e840-46c1-9604-df531f1f7fea' class='xr-var-data-in' type='checkbox'><label for='data-aa6ad545-e840-46c1-9604-df531f1f7fea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([18.17635984, 18.1778354 , 18.17750597, 18.1789706 , 18.17822921,\n",
       "       18.17846878, 18.17772046, 18.17897926, 18.17821504, 18.17872844,\n",
       "       18.17759511, 18.17763993, 18.17510933, 18.17397688, 18.17125996,\n",
       "       18.16852498, 18.16421048, 18.15532625, 18.14443268, 18.14025005,\n",
       "       18.140255  , 18.14504663, 18.1422338 , 18.14100661, 18.13908741,\n",
       "       18.13926776, 18.13803766, 18.13839319, 18.13778866, 18.13819585,\n",
       "       18.13814209, 18.13846577, 18.13814683, 18.13814479, 18.1375746 ,\n",
       "       18.13758647, 18.13752935, 18.13871959, 18.1386598 , 18.13876152,\n",
       "       18.13881063, 18.13903628, 18.1368255 , 18.13556528, 18.13690381,\n",
       "       18.13778025, 18.13880222, 18.13884929, 18.13841236, 18.13805789,\n",
       "       18.13680358, 18.13788162, 18.13760621, 18.13861633, 18.13815154,\n",
       "       18.1397029 , 18.13928643, 18.14039265, 18.13807126, 18.13815143,\n",
       "       18.13750502, 18.13762825, 18.1372734 , 18.13793387, 18.13756013,\n",
       "       18.13761608, 18.13762161, 18.13763414, 18.13802163, 18.13848774,\n",
       "       18.13824612, 18.13902035, 18.13832363, 18.1383072 , 18.13691361,\n",
       "       18.13707059, 18.13786797, 18.13923175, 18.13957781, 18.13975037,\n",
       "       18.13727427, 18.13673532, 18.13646915, 18.13646087, 18.13708643,\n",
       "       18.12910994, 18.11464183, 18.10226858, 18.08459795, 18.07047615,\n",
       "       18.05547662, 18.04017702, 18.02742423, 18.01554809, 18.00089459,\n",
       "       17.99008639, 17.97349359, 17.96473608, 17.95659512, 17.94778405,\n",
       "...\n",
       "       17.95761703, 17.96974538, 17.98259328, 17.99573339, 18.00803058,\n",
       "       18.0234489 , 18.0364991 , 18.05254939, 18.06520766, 18.07795951,\n",
       "       18.09117749, 18.10406288, 18.11845687, 18.13336178, 18.14882774,\n",
       "       18.14845926, 18.13352838, 18.11877498, 18.10310075, 18.08804838,\n",
       "       18.07091337, 18.05531977, 18.03848491, 18.02280852, 18.00533148,\n",
       "       17.99217782, 17.9791024 , 17.96514538, 17.9496167 , 17.93546642,\n",
       "       17.91736611, 17.90258833, 17.88502001, 17.87256305, 17.85682707,\n",
       "       17.84251759, 17.82577314, 17.82263241, 17.82969095, 17.84145793,\n",
       "       17.85743691, 17.87165462, 17.88788371, 17.90205105, 17.91609363,\n",
       "       17.92933497, 17.94382331, 17.95662563, 17.97274619, 17.98489967,\n",
       "       17.99958309, 18.01295289, 18.02724054, 18.0407236 , 18.0529546 ,\n",
       "       18.06190769, 18.07635986, 18.08857837, 18.10326301, 18.11821422,\n",
       "       18.13349443, 18.14037681, 18.14289605, 18.1333747 , 18.11737775,\n",
       "       18.10213171, 18.08618134, 18.0720795 , 18.05538472, 18.03740991,\n",
       "       18.01858849, 18.00137226, 17.99067395, 17.97646184, 17.95870378,\n",
       "       17.94240703, 17.92551016, 17.9096425 , 17.89268025, 17.87827298,\n",
       "       17.86167418, 17.84579622, 17.82850578, 17.82388124, 17.82794173,\n",
       "       17.84003332, 17.85524273, 17.87056053, 17.88683406, 17.90080016,\n",
       "       17.91701553, 17.93159286, 17.94792082, 17.96168214, 17.97836274,\n",
       "       17.99235301, 18.0067467 , 18.02296946, 18.03777468, 18.05278225])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-64.8 -64.81 ... -64.79 -64.79</div><input id='attrs-0fa57941-4b2f-41fc-9d1e-c89ff852d2a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fa57941-4b2f-41fc-9d1e-c89ff852d2a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63a94970-cf26-410b-88a8-44bec55b52c5' class='xr-var-data-in' type='checkbox'><label for='data-63a94970-cf26-410b-88a8-44bec55b52c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-64.80375307, -64.80548524, -64.80407712, -64.80610151,\n",
       "       -64.8042682 , -64.8032855 , -64.8006734 , -64.80111281,\n",
       "       -64.79787092, -64.79680372, -64.7932977 , -64.79018256,\n",
       "       -64.78302884, -64.77771566, -64.77081207, -64.76449233,\n",
       "       -64.75771944, -64.75721688, -64.75677683, -64.76012941,\n",
       "       -64.76014667, -64.77680703, -64.79611646, -64.8088209 ,\n",
       "       -64.81210083, -64.81190662, -64.80390692, -64.80024115,\n",
       "       -64.79102157, -64.78412423, -64.77484688, -64.76690477,\n",
       "       -64.75820855, -64.76478612, -64.77718459, -64.79469738,\n",
       "       -64.81213425, -64.82026279, -64.8088418 , -64.79877064,\n",
       "       -64.78582393, -64.77835809, -64.76581913, -64.76735149,\n",
       "       -64.77207165, -64.78903482, -64.80869239, -64.81540428,\n",
       "       -64.80654167, -64.80132725, -64.7895856 , -64.78008471,\n",
       "       -64.76817348, -64.76651522, -64.77198002, -64.78742766,\n",
       "       -64.80704504, -64.81571946, -64.80915381, -64.80361774,\n",
       "       -64.79245639, -64.78379453, -64.77364418, -64.76874123,\n",
       "       -64.76182934, -64.77387727, -64.79785722, -64.81022447,\n",
       "       -64.80965655, -64.8068283 , -64.79628484, -64.78996592,\n",
       "       -64.78040912, -64.77589012, -64.76671745, -64.76553616,\n",
       "       -64.76565796, -64.77887237, -64.80171641, -64.81153144,\n",
       "...\n",
       "       -64.79006192, -64.7929161 , -64.79489166, -64.79678646,\n",
       "       -64.79713479, -64.7958565 , -64.79231227, -64.79332694,\n",
       "       -64.79259456, -64.7954302 , -64.79692787, -64.79955741,\n",
       "       -64.7982697 , -64.79771906, -64.79715692, -64.7970603 ,\n",
       "       -64.79918081, -64.80078393, -64.79974304, -64.8005384 ,\n",
       "       -64.80155134, -64.80082976, -64.79913529, -64.79855599,\n",
       "       -64.79660813, -64.79812286, -64.7987334 , -64.79910555,\n",
       "       -64.79802802, -64.79640023, -64.79130938, -64.79079207,\n",
       "       -64.79085065, -64.79334211, -64.79566466, -64.7978551 ,\n",
       "       -64.7978069 , -64.79733484, -64.79175448, -64.78963437,\n",
       "       -64.78635958, -64.78592476, -64.78664662, -64.78612643,\n",
       "       -64.7867617 , -64.78696062, -64.78763991, -64.78913419,\n",
       "       -64.79262536, -64.79514535, -64.79909378, -64.79792908,\n",
       "       -64.79234392, -64.79101693, -64.79021658, -64.79294114,\n",
       "       -64.79469803, -64.79790627, -64.79743702, -64.79592683,\n",
       "       -64.79507159, -64.79564839, -64.79595373, -64.79911424,\n",
       "       -64.80090557, -64.80290444, -64.80325382, -64.80182583,\n",
       "       -64.80028693, -64.79964014, -64.79824522, -64.79969774,\n",
       "       -64.79934689, -64.80016987, -64.79845648, -64.79497471,\n",
       "       -64.78955453, -64.78710559, -64.78585906, -64.78664965])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56822eed-ef00-478c-a950-ad6dc9d8f2c3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-56822eed-ef00-478c-a950-ad6dc9d8f2c3' 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>u</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... nan -0.04756</div><input id='attrs-10ced1d3-6384-46d7-a0b5-42f9ae6c78ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10ced1d3-6384-46d7-a0b5-42f9ae6c78ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41a26ff9-8e2c-4149-a782-926d3f421d14' class='xr-var-data-in' type='checkbox'><label for='data-41a26ff9-8e2c-4149-a782-926d3f421d14' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([        nan,         nan,         nan,         nan,         nan,\n",
       "       -0.0736894 ,         nan,         nan,         nan, -0.052142  ,\n",
       "               nan, -0.0410827 ,         nan, -0.0305991 ,         nan,\n",
       "       -0.0616131 ,         nan, -0.132347  ,         nan, -0.160432  ,\n",
       "               nan,         nan,         nan, -0.138484  ,         nan,\n",
       "       -0.123628  ,         nan, -0.14483   ,         nan, -0.156687  ,\n",
       "               nan, -0.155161  ,         nan, -0.1517685 ,         nan,\n",
       "       -0.110772  ,         nan,         nan,         nan, -0.0991247 ,\n",
       "               nan, -0.0810137 ,         nan, -0.100286  ,         nan,\n",
       "       -0.108987  ,         nan, -0.0877337 ,         nan, -0.0953661 ,\n",
       "               nan, -0.102344  ,         nan, -0.1013635 ,         nan,\n",
       "       -0.09273305,         nan, -0.0631465 ,         nan, -0.106325  ,\n",
       "               nan, -0.123968  ,         nan, -0.127556  ,         nan,\n",
       "       -0.136299  ,         nan, -0.1314605 ,         nan, -0.125288  ,\n",
       "               nan, -0.135908  ,         nan, -0.1436575 ,         nan,\n",
       "       -0.1606185 ,         nan, -0.161088  ,         nan, -0.110621  ,\n",
       "               nan, -0.116529  ,         nan, -0.130088  ,         nan,\n",
       "       -0.1233245 ,         nan, -0.1082328 ,         nan, -0.120248  ,\n",
       "               nan, -0.1349335 ,         nan, -0.128184  ,         nan,\n",
       "       -0.1152105 ,         nan, -0.0945392 ,         nan, -0.1244476 ,\n",
       "...\n",
       "               nan, -0.116723  ,         nan, -0.119837  ,         nan,\n",
       "       -0.1087726 ,         nan, -0.1030526 ,         nan, -0.1252375 ,\n",
       "               nan, -0.148285  ,         nan, -0.1247189 ,         nan,\n",
       "       -0.07855465,         nan, -0.0529409 ,         nan, -0.0420207 ,\n",
       "               nan, -0.04447335,         nan, -0.0895674 ,         nan,\n",
       "       -0.134149  ,         nan, -0.10262   ,         nan, -0.0870796 ,\n",
       "               nan, -0.07885005,         nan, -0.0616304 ,         nan,\n",
       "       -0.0365048 ,         nan, -0.0413672 ,         nan, -0.04888735,\n",
       "               nan, -0.0913789 ,         nan, -0.081915  ,         nan,\n",
       "       -0.06724775,         nan, -0.0992294 ,         nan, -0.10643   ,\n",
       "               nan, -0.0813057 ,         nan, -0.0966157 ,         nan,\n",
       "       -0.148526  ,         nan, -0.133074  ,         nan, -0.0931416 ,\n",
       "               nan, -0.0308629 ,         nan, -0.0252417 ,         nan,\n",
       "       -0.0177235 ,         nan, -0.00341555,         nan, -0.0573104 ,\n",
       "               nan, -0.0954337 ,         nan, -0.0949649 ,         nan,\n",
       "       -0.0617418 ,         nan, -0.0783053 ,         nan, -0.05383   ,\n",
       "               nan, -0.03485565,         nan,  0.0103223 ,         nan,\n",
       "        0.00066982,         nan, -0.0385406 ,         nan, -0.0376152 ,\n",
       "               nan, -0.0443907 ,         nan, -0.0733148 ,         nan,\n",
       "       -0.08216245,         nan, -0.0521577 ,         nan, -0.0475594 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... nan -0.02538</div><input id='attrs-08f54ab1-2524-4994-bedb-33051784720c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08f54ab1-2524-4994-bedb-33051784720c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab64126f-f521-44e6-9bb9-3cb71e0e7c4f' class='xr-var-data-in' type='checkbox'><label for='data-ab64126f-f521-44e6-9bb9-3cb71e0e7c4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([           nan,            nan,            nan,            nan,\n",
       "                  nan,  2.1219100e-02,            nan,            nan,\n",
       "                  nan,  3.1792200e-02,            nan,  2.9097500e-02,\n",
       "                  nan,  1.7751100e-02,            nan,  2.8986500e-02,\n",
       "                  nan,  2.1051500e-02,            nan,  1.9595500e-02,\n",
       "                  nan,            nan,            nan,  2.7548400e-02,\n",
       "                  nan,  3.8415900e-02,            nan,  2.1741900e-02,\n",
       "                  nan,  2.1853600e-02,            nan,  2.5609200e-02,\n",
       "                  nan,  3.1547350e-02,            nan,  1.8581800e-02,\n",
       "                  nan,            nan,            nan,  2.3939400e-02,\n",
       "                  nan,  2.5543900e-02,            nan,  8.1442200e-03,\n",
       "                  nan,  3.8187600e-03,            nan,  1.6919400e-02,\n",
       "                  nan,  2.8788700e-02,            nan,  1.0972200e-02,\n",
       "                  nan,  1.0611000e-02,            nan,  7.2154200e-03,\n",
       "                  nan,  1.0315400e-02,            nan,  1.7382300e-02,\n",
       "                  nan,  1.7470400e-02,            nan,  1.6753400e-02,\n",
       "                  nan,  1.4885250e-02,            nan,  8.8490250e-03,\n",
       "                  nan,  2.0280900e-02,            nan,  2.5206700e-02,\n",
       "                  nan,  2.7137150e-02,            nan,  2.4658000e-02,\n",
       "                  nan,  1.6432000e-02,            nan,  2.1681600e-02,\n",
       "...\n",
       "                  nan,  1.6394950e-02,            nan, -5.7720100e-03,\n",
       "                  nan,  2.3909000e-03,            nan,  2.0928400e-02,\n",
       "                  nan,  2.0290900e-02,            nan,  1.2353075e-02,\n",
       "                  nan,  1.3637400e-02,            nan,  3.0227400e-02,\n",
       "                  nan,  2.4227650e-02,            nan,  1.4338150e-02,\n",
       "                  nan, -9.7774600e-04,            nan,  6.2047270e-03,\n",
       "                  nan,  9.4235000e-04,            nan, -2.0623100e-02,\n",
       "                  nan,  1.5490000e-02,            nan,  1.5771700e-02,\n",
       "                  nan, -2.6263700e-02,            nan, -3.2705900e-02,\n",
       "                  nan,  9.1185900e-03,            nan,  9.2760950e-03,\n",
       "                  nan, -2.7522400e-02,            nan, -3.2812500e-02,\n",
       "                  nan, -1.7086070e-02,            nan,  9.6625300e-03,\n",
       "                  nan, -1.3801500e-02,            nan, -5.5137700e-03,\n",
       "                  nan,  2.8906700e-02,            nan,  3.3088300e-03,\n",
       "                  nan, -5.3128100e-03,            nan,  2.6270400e-02,\n",
       "                  nan,  2.1680300e-02,            nan, -3.8474400e-04,\n",
       "                  nan, -3.1054770e-03,            nan, -2.0596600e-03,\n",
       "                  nan,  1.8586600e-03,            nan, -1.1053900e-02,\n",
       "                  nan, -1.1497200e-02,            nan,  7.6171500e-03,\n",
       "                  nan,  2.3421400e-02,            nan, -2.5382900e-02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>potential_temperature</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-17d8afa0-fe31-4869-94b6-3c3989237c78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17d8afa0-fe31-4869-94b6-3c3989237c78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8585ac4-e830-43ee-a0b5-d318e90e54eb' class='xr-var-data-in' type='checkbox'><label for='data-b8585ac4-e830-43ee-a0b5-d318e90e54eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[        nan,         nan,         nan, ..., 29.495556  ,\n",
       "        29.570839  , 29.684467  ],\n",
       "       [29.531169  , 29.550522  , 29.5333545 , ..., 29.4047805 ,\n",
       "        29.50112533, 29.5507695 ],\n",
       "       [29.516455  , 29.5220655 , 29.52998825, ..., 29.371801  ,\n",
       "        29.45799033, 29.462284  ],\n",
       "       ...,\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salinity</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-fc50b3ac-3dc0-4dc6-a6d7-91fbc4014483' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc50b3ac-3dc0-4dc6-a6d7-91fbc4014483' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80563bd8-15bf-46fa-abca-9c4c709d1e8b' class='xr-var-data-in' type='checkbox'><label for='data-80563bd8-15bf-46fa-abca-9c4c709d1e8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[        nan,         nan,         nan, ..., 35.056984  ,\n",
       "        35.08168   , 35.081966  ],\n",
       "       [34.93186   , 34.922886  , 34.92914   , ..., 35.060675  ,\n",
       "        35.09198   , 35.093982  ],\n",
       "       [34.97667433, 34.96892   , 34.96607075, ..., 35.087145  ,\n",
       "        35.11357067, 35.1229035 ],\n",
       "       ...,\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdom</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-101488b5-c7e6-4315-b5cd-a96987836d11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-101488b5-c7e6-4315-b5cd-a96987836d11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2d0af0a-d15f-4ba8-be43-2040873d2be0' class='xr-var-data-in' type='checkbox'><label for='data-e2d0af0a-d15f-4ba8-be43-2040873d2be0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[       nan,        nan,        nan, ..., 0.        ,        nan,\n",
       "        0.        ],\n",
       "       [0.9911    , 0.8109    , 1.4416    , ..., 0.9911    ,        nan,\n",
       "        1.30645   ],\n",
       "       [0.84093333, 0.901     , 0.878475  , ..., 0.7208    ,        nan,\n",
       "        0.94605   ],\n",
       "       ...,\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chlorophyll_a</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-8a07cb20-9a75-4658-9383-a57a3b4803b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a07cb20-9a75-4658-9383-a57a3b4803b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cfb51f4-ab41-4505-9f22-136189413f6b' class='xr-var-data-in' type='checkbox'><label for='data-8cfb51f4-ab41-4505-9f22-136189413f6b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[   nan,    nan,    nan, ..., 0.    ,    nan, 0.    ],\n",
       "       [0.0792, 0.0888, 0.0792, ..., 0.072 ,    nan, 0.0792],\n",
       "       [0.0888, 0.1008, 0.0882, ..., 0.0756,    nan, 0.09  ],\n",
       "       ...,\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_700nm</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-22014240-7945-4ca6-b26e-0fd9af133579' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22014240-7945-4ca6-b26e-0fd9af133579' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d1c7af2-3bdd-4f5f-b6be-83cd16c124f1' class='xr-var-data-in' type='checkbox'><label for='data-9d1c7af2-3bdd-4f5f-b6be-83cd16c124f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[       nan,        nan,        nan, ..., 0.        ,        nan,\n",
       "        0.        ],\n",
       "       [0.00010928, 0.00011225, 0.00011171, ..., 0.00013114,        nan,\n",
       "        0.000136  ],\n",
       "       [0.00011063, 0.00011981, 0.00011495, ..., 0.00013033,        nan,\n",
       "        0.00012628],\n",
       "       ...,\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3f6de65e-8dba-4028-b2a8-75d4c38b836b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3f6de65e-8dba-4028-b2a8-75d4c38b836b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (date: 720, depth: 199)\n",
       "Coordinates:\n",
       "  * date                   (date) datetime64[ns] 2020-09-08T16:45:31.84337305...\n",
       "  * depth                  (depth) float64 2.5 7.5 12.5 ... 982.5 987.5 992.5\n",
       "    lat                    (date) float64 18.18 18.18 18.18 ... 18.04 18.05\n",
       "    lon                    (date) float64 -64.8 -64.81 -64.8 ... -64.79 -64.79\n",
       "Data variables:\n",
       "    u                      (date) float64 nan nan nan ... -0.05216 nan -0.04756\n",
       "    v                      (date) float64 nan nan nan ... 0.02342 nan -0.02538\n",
       "    potential_temperature  (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    salinity               (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    cdom                   (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    chlorophyll_a          (depth, date) float64 nan nan nan nan ... nan nan nan\n",
       "    beta_700nm             (depth, date) float64 nan nan nan nan ... nan nan nan"
      ]
     },
     "execution_count": 4,
     "metadata": {},
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   ],
   "source": [
    "# ru29"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
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      "169.144232 MB\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (depth: 40, lat: 23, lon: 31, time: 353)\n",
       "Coordinates:\n",
       "  * lon                    (lon) float64 295.0 295.1 295.1 ... 296.0 296.0 296.0\n",
       "  * lat                    (lat) float64 17.43 17.47 17.5 ... 18.1 18.13 18.17\n",
       "  * depth                  (depth) float64 0.0 2.0 4.0 6.0 ... 3e+03 4e+03 5e+03\n",
       "  * time                   (time) datetime64[ns] 2020-09-08T18:00:00 ... 2020...\n",
       "    time_run               (time) datetime64[ns] 2020-09-08 ... 2020-10-21\n",
       "Data variables:\n",
       "    surf_atm_press         (time, lat, lon) float32 ...\n",
       "    surf_el                (time, lat, lon) float32 ...\n",
       "    time_offset            (time) datetime64[ns] 2013-04-05T18:00:00 ... 2013...\n",
       "    surf_temp_flux         (time, lat, lon) float32 ...\n",
       "    surf_salt_flux         (time, lat, lon) float32 ...\n",
       "    surf_solar_flux        (time, lat, lon) float32 ...\n",
       "    surf_roughness         (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridx  (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridy  (time, lat, lon) float32 ...\n",
       "    water_u                (time, depth, lat, lon) float32 ...\n",
       "    water_v                (time, depth, lat, lon) float32 ...\n",
       "    water_temp             (time, depth, lat, lon) float32 ...\n",
       "    salinity               (time, depth, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    initial_time:              2000010100\n",
       "    classification_level:      \n",
       "    classification_authority:  not applicable\n",
       "    distribution_statement:    Approved for public release; distribution is u...\n",
       "    Conventions:               CF-1.4, Ocean, Prediction, NetCDF, Convention,...\n",
       "    classified_by:             not applicable\n",
       "    derived_from:              not applicable\n",
       "    downgrade_date:            not applicable\n",
       "    releasable_to:             not applicable\n",
       "    institution:               Fleet Numerical Meteorology and Oceanography C...\n",
       "    contact:                   FNMOC, N5\n",
       "    history:                   not applicable ;\\nFMRC Best Dataset\n",
       "    generating_model:          NCOM_4.3\n",
       "    operational_status:        operational\n",
       "    input_data_source:         not_applicable\n",
       "    time_origin:               2020-10-20 00:00:00\n",
       "    creator_name:              kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil\n",
       "    publisher_name:            OceanNOMADS@noaa.gov\n",
       "    title:                     NAVO NCOM Relocatable Model: American Seas Reg...\n",
       "    _CoordSysBuilder:          ucar.nc2.dataset.conv.CF1Convention\n",
       "    cdm_data_type:             GRID\n",
       "    featureType:               GRID\n",
       "    location:                  Proto fmrc:AmSeas_Apr_05_2013_to_Current</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-af05e6b1-93d6-49a0-91a3-f9e63b590341' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-af05e6b1-93d6-49a0-91a3-f9e63b590341' 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'>depth</span>: 40</li><li><span class='xr-has-index'>lat</span>: 23</li><li><span class='xr-has-index'>lon</span>: 31</li><li><span class='xr-has-index'>time</span>: 353</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7bd1f670-31e4-42dc-a177-dc74c6b0436c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7bd1f670-31e4-42dc-a177-dc74c6b0436c' class='xr-section-summary' >Coordinates: <span>(5)</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'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>295.0 295.1 295.1 ... 296.0 296.0</div><input id='attrs-a7772aaa-b70d-40a6-8523-c2e6666518ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7772aaa-b70d-40a6-8523-c2e6666518ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6e49030-40ee-44b3-b792-0f886290bd95' class='xr-var-data-in' type='checkbox'><label for='data-f6e49030-40ee-44b3-b792-0f886290bd95' title='Show/Hide data repr'><svg 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>degrees_east</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>NAVO_code :</span></dt><dd>2</dd><dt><span>valid_range :</span></dt><dd>[262.         305.09570312]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lon</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([295.03004, 295.06337, 295.0967 , 295.13003, 295.16336, 295.19669,\n",
       "       295.23002, 295.26335, 295.29668, 295.33001, 295.36334, 295.39667,\n",
       "       295.43   , 295.46333, 295.49666, 295.52999, 295.56332, 295.59665,\n",
       "       295.62998, 295.66331, 295.69664, 295.72997, 295.7633 , 295.79663,\n",
       "       295.82996, 295.86329, 295.89662, 295.92995, 295.96328, 295.99661,\n",
       "       296.02994])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.43 17.47 17.5 ... 18.13 18.17</div><input id='attrs-dfb6c932-6444-4f59-94e6-e99c7f2b0444' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfb6c932-6444-4f59-94e6-e99c7f2b0444' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b6cbc12-cd07-44f4-8441-085bc3e854b9' class='xr-var-data-in' type='checkbox'><label for='data-1b6cbc12-cd07-44f4-8441-085bc3e854b9' title='Show/Hide data repr'><svg 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>degrees_north</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>NAVO_code :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[ 5.         32.09729004]</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Lat</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([17.43209, 17.46542, 17.49875, 17.53208, 17.56541, 17.59874, 17.63207,\n",
       "       17.6654 , 17.69873, 17.73206, 17.76539, 17.79872, 17.83205, 17.86538,\n",
       "       17.89871, 17.93204, 17.96537, 17.9987 , 18.03203, 18.06536, 18.09869,\n",
       "       18.13202, 18.16535])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 3e+03 4e+03 5e+03</div><input id='attrs-e7e229ea-8ef4-436d-9a61-06e8ea40be04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7e229ea-8ef4-436d-9a61-06e8ea40be04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0001d56a-190d-4240-ae65-499d8e68f48b' class='xr-var-data-in' type='checkbox'><label for='data-0001d56a-190d-4240-ae65-499d8e68f48b' title='Show/Hide data repr'><svg 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>meter</dd><dt><span>long_name :</span></dt><dd>Depth</dd><dt><span>NAVO_code :</span></dt><dd>5</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([0.00e+00, 2.00e+00, 4.00e+00, 6.00e+00, 8.00e+00, 1.00e+01, 1.20e+01,\n",
       "       1.50e+01, 2.00e+01, 2.50e+01, 3.00e+01, 3.50e+01, 4.00e+01, 4.50e+01,\n",
       "       5.00e+01, 6.00e+01, 7.00e+01, 8.00e+01, 9.00e+01, 1.00e+02, 1.25e+02,\n",
       "       1.50e+02, 2.00e+02, 2.50e+02, 3.00e+02, 3.50e+02, 4.00e+02, 5.00e+02,\n",
       "       6.00e+02, 7.00e+02, 8.00e+02, 9.00e+02, 1.00e+03, 1.25e+03, 1.50e+03,\n",
       "       2.00e+03, 2.50e+03, 3.00e+03, 4.00e+03, 5.00e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-08T18:00:00 ... 2020-10-...</div><input id='attrs-0e132e8a-e315-465a-85ec-92c812f646bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e132e8a-e315-465a-85ec-92c812f646bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ec3768-d55d-42fe-b1a1-facfc990d447' class='xr-var-data-in' type='checkbox'><label for='data-c7ec3768-d55d-42fe-b1a1-facfc990d447' title='Show/Hide data repr'><svg 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>Forecast time for ForecastModelRunCollection</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-09-08T18:00:00.000000000&#x27;, &#x27;2020-09-08T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-09-09T00:00:00.000000000&#x27;, ..., &#x27;2020-10-22T12:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-22T15:00:00.000000000&#x27;, &#x27;2020-10-22T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_run</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-08 ... 2020-10-21</div><input id='attrs-968ee07a-508d-4069-8ae4-a5061164c225' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-968ee07a-508d-4069-8ae4-a5061164c225' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aac71d7c-697c-4577-a83f-842a5ec04eff' class='xr-var-data-in' type='checkbox'><label for='data-aac71d7c-697c-4577-a83f-842a5ec04eff' title='Show/Hide data repr'><svg 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>run times for coordinate = time</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd><dt><span>_CoordinateAxisType :</span></dt><dd>RunTime</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-09-08T00:00:00.000000000&#x27;, &#x27;2020-09-08T00:00:00.000000000&#x27;,\n",
       "       &#x27;2020-09-09T00:00:00.000000000&#x27;, ..., &#x27;2020-10-21T00:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-21T00:00:00.000000000&#x27;, &#x27;2020-10-21T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2d21a5d7-1456-493e-9268-fcaebaaaa40f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d21a5d7-1456-493e-9268-fcaebaaaa40f' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>surf_atm_press</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-578eab84-ae6a-4f40-8410-db2f3bd32fc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-578eab84-ae6a-4f40-8410-db2f3bd32fc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8d71ad5-1cff-4ee1-8304-52d39c759717' class='xr-var-data-in' type='checkbox'><label for='data-f8d71ad5-1cff-4ee1-8304-52d39c759717' title='Show/Hide data repr'><svg 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>Pascal</dd><dt><span>long_name :</span></dt><dd>Surface Atmospherics Pressure</dd><dt><span>NAVO_code :</span></dt><dd>62</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Pressure</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_el</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e0b82221-ef7c-4c50-89ea-3681b3de2fd7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0b82221-ef7c-4c50-89ea-3681b3de2fd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc1635bf-24d8-4b87-8e6e-42e207f31ba7' class='xr-var-data-in' type='checkbox'><label for='data-fc1635bf-24d8-4b87-8e6e-42e207f31ba7' title='Show/Hide data repr'><svg 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>meter</dd><dt><span>long_name :</span></dt><dd>Water Surface Elevation</dd><dt><span>NAVO_code :</span></dt><dd>32</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>up</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_offset</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2013-04-05T18:00:00 ... 2013-04-...</div><input id='attrs-51261bca-899f-432d-96c4-5b12144f716d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-51261bca-899f-432d-96c4-5b12144f716d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-562d39b3-9406-42ea-b310-d31129c36a05' class='xr-var-data-in' type='checkbox'><label for='data-562d39b3-9406-42ea-b310-d31129c36a05' title='Show/Hide data repr'><svg 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>offset hour from start of run for coordinate = time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2013-04-05T18:00:00.000000000&#x27;, &#x27;2013-04-05T21:00:00.000000000&#x27;,\n",
       "       &#x27;2013-04-05T00:00:00.000000000&#x27;, ..., &#x27;2013-04-06T12:00:00.000000000&#x27;,\n",
       "       &#x27;2013-04-06T15:00:00.000000000&#x27;, &#x27;2013-04-06T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_temp_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-911f8c6b-6226-46d0-a13a-8db195e62f41' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-911f8c6b-6226-46d0-a13a-8db195e62f41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-daa23095-0845-4df5-a24c-2c2a991bc055' class='xr-var-data-in' type='checkbox'><label for='data-daa23095-0845-4df5-a24c-2c2a991bc055' title='Show/Hide data repr'><svg 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>degC-m/s</dd><dt><span>long_name :</span></dt><dd>model surface temperature flux</dd><dt><span>NAVO_code :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_salt_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ffa1dac3-f29b-4425-8b55-541d25f321af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffa1dac3-f29b-4425-8b55-541d25f321af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b99429b0-0f96-4503-b9e0-4e6fc83bd21f' class='xr-var-data-in' type='checkbox'><label for='data-b99429b0-0f96-4503-b9e0-4e6fc83bd21f' title='Show/Hide data repr'><svg 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>psu-m/s</dd><dt><span>long_name :</span></dt><dd>model surface salinity flux</dd><dt><span>NAVO_code :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_solar_flux</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0c0c3cee-861e-47bb-b11c-97048a170eab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c0c3cee-861e-47bb-b11c-97048a170eab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f17c532-8fdc-440e-bc01-9c304a142f5a' class='xr-var-data-in' type='checkbox'><label for='data-9f17c532-8fdc-440e-bc01-9c304a142f5a' title='Show/Hide data repr'><svg 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>degC-m/s</dd><dt><span>long_name :</span></dt><dd>model surface shortwave flux</dd><dt><span>NAVO_code :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_roughness</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2b7a674-4fbe-42b2-a03c-9cbeb2b18763' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2b7a674-4fbe-42b2-a03c-9cbeb2b18763' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d70106d-e2e7-4c3b-80e4-8583a65976ae' class='xr-var-data-in' type='checkbox'><label for='data-4d70106d-e2e7-4c3b-80e4-8583a65976ae' title='Show/Hide data repr'><svg 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</dd><dt><span>long_name :</span></dt><dd>model surface roughness</dd><dt><span>NAVO_code :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_wnd_stress_gridx</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aaf399a2-6bac-47af-91ec-5dcc3b33cd8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aaf399a2-6bac-47af-91ec-5dcc3b33cd8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6ca9d9b-23bd-490f-b8b6-b1d23f65fbe7' class='xr-var-data-in' type='checkbox'><label for='data-c6ca9d9b-23bd-490f-b8b6-b1d23f65fbe7' title='Show/Hide data repr'><svg 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>newton/meter2</dd><dt><span>long_name :</span></dt><dd>Grid x Surface Wind Stress</dd><dt><span>NAVO_code :</span></dt><dd>60</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surf_wnd_stress_gridy</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-749b03dc-5e2d-4d68-ba73-e1958813bc1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-749b03dc-5e2d-4d68-ba73-e1958813bc1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0fb67cd-702f-4111-b51d-7f2025c03b5f' class='xr-var-data-in' type='checkbox'><label for='data-d0fb67cd-702f-4111-b51d-7f2025c03b5f' title='Show/Hide data repr'><svg 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>newton/meter2</dd><dt><span>long_name :</span></dt><dd>Grid y Surface Wind Stress</dd><dt><span>NAVO_code :</span></dt><dd>61</dd></dl></div><div class='xr-var-data'><pre>[251689 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_u</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de361c65-1d44-4e37-890d-1cd5fc159198' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de361c65-1d44-4e37-890d-1cd5fc159198' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09c32b6c-a915-4750-b8d2-36363541a467' class='xr-var-data-in' type='checkbox'><label for='data-09c32b6c-a915-4750-b8d2-36363541a467' title='Show/Hide data repr'><svg 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>meter/sec</dd><dt><span>long_name :</span></dt><dd>Eastward Water Velocity</dd><dt><span>NAVO_code :</span></dt><dd>17</dd><dt><span>standard_name :</span></dt><dd>eastward_sea_water_velocity</dd></dl></div><div class='xr-var-data'><pre>[10067560 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_v</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7b4d85b9-8161-420c-8f1f-a85c57faf678' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b4d85b9-8161-420c-8f1f-a85c57faf678' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3e42479-c99a-46f2-ba5c-0f4aa69e8877' class='xr-var-data-in' type='checkbox'><label for='data-f3e42479-c99a-46f2-ba5c-0f4aa69e8877' title='Show/Hide data repr'><svg 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>meter/sec</dd><dt><span>long_name :</span></dt><dd>Northward Water Velocity</dd><dt><span>NAVO_code :</span></dt><dd>18</dd><dt><span>standard_name :</span></dt><dd>northward_sea_water_velocity</dd></dl></div><div class='xr-var-data'><pre>[10067560 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_temp</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1387a108-7fda-4981-b62b-28b6d621f882' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1387a108-7fda-4981-b62b-28b6d621f882' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0109797d-1386-480f-bcde-5daf215f873a' class='xr-var-data-in' type='checkbox'><label for='data-0109797d-1386-480f-bcde-5daf215f873a' title='Show/Hide data repr'><svg 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>degC</dd><dt><span>long_name :</span></dt><dd>Water Temperature</dd><dt><span>NAVO_code :</span></dt><dd>15</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd></dl></div><div class='xr-var-data'><pre>[10067560 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salinity</span></div><div class='xr-var-dims'>(time, depth, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c4da2780-6b71-4c34-a517-346b715ced3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4da2780-6b71-4c34-a517-346b715ced3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c064939f-5950-4b8c-94c4-1cdb9e1e53df' class='xr-var-data-in' type='checkbox'><label for='data-c064939f-5950-4b8c-94c4-1cdb9e1e53df' title='Show/Hide data repr'><svg 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>psu</dd><dt><span>long_name :</span></dt><dd>Salinity</dd><dt><span>NAVO_code :</span></dt><dd>16</dd><dt><span>standard_name :</span></dt><dd>sea_water_salinity</dd></dl></div><div class='xr-var-data'><pre>[10067560 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b033f2bc-e890-4a1a-9992-7dc72e881f01' class='xr-section-summary-in' type='checkbox'  ><label for='section-b033f2bc-e890-4a1a-9992-7dc72e881f01' class='xr-section-summary' >Attributes: <span>(23)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>initial_time :</span></dt><dd>2000010100</dd><dt><span>classification_level :</span></dt><dd></dd><dt><span>classification_authority :</span></dt><dd>not applicable</dd><dt><span>distribution_statement :</span></dt><dd>Approved for public release; distribution is unlimited.</dd><dt><span>Conventions :</span></dt><dd>CF-1.4, Ocean, Prediction, NetCDF, Convention, V2.0</dd><dt><span>classified_by :</span></dt><dd>not applicable</dd><dt><span>derived_from :</span></dt><dd>not applicable</dd><dt><span>downgrade_date :</span></dt><dd>not applicable</dd><dt><span>releasable_to :</span></dt><dd>not applicable</dd><dt><span>institution :</span></dt><dd>Fleet Numerical Meteorology and Oceanography Center</dd><dt><span>contact :</span></dt><dd>FNMOC, N5</dd><dt><span>history :</span></dt><dd>not applicable ;\n",
       "FMRC Best Dataset</dd><dt><span>generating_model :</span></dt><dd>NCOM_4.3</dd><dt><span>operational_status :</span></dt><dd>operational</dd><dt><span>input_data_source :</span></dt><dd>not_applicable</dd><dt><span>time_origin :</span></dt><dd>2020-10-20 00:00:00</dd><dt><span>creator_name :</span></dt><dd>kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil</dd><dt><span>publisher_name :</span></dt><dd>OceanNOMADS@noaa.gov</dd><dt><span>title :</span></dt><dd>NAVO NCOM Relocatable Model: American Seas Regional Forecast</dd><dt><span>_CoordSysBuilder :</span></dt><dd>ucar.nc2.dataset.conv.CF1Convention</dd><dt><span>cdm_data_type :</span></dt><dd>GRID</dd><dt><span>featureType :</span></dt><dd>GRID</dd><dt><span>location :</span></dt><dd>Proto fmrc:AmSeas_Apr_05_2013_to_Current</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (depth: 40, lat: 23, lon: 31, time: 353)\n",
       "Coordinates:\n",
       "  * lon                    (lon) float64 295.0 295.1 295.1 ... 296.0 296.0 296.0\n",
       "  * lat                    (lat) float64 17.43 17.47 17.5 ... 18.1 18.13 18.17\n",
       "  * depth                  (depth) float64 0.0 2.0 4.0 6.0 ... 3e+03 4e+03 5e+03\n",
       "  * time                   (time) datetime64[ns] 2020-09-08T18:00:00 ... 2020...\n",
       "    time_run               (time) datetime64[ns] 2020-09-08 ... 2020-10-21\n",
       "Data variables:\n",
       "    surf_atm_press         (time, lat, lon) float32 ...\n",
       "    surf_el                (time, lat, lon) float32 ...\n",
       "    time_offset            (time) datetime64[ns] 2013-04-05T18:00:00 ... 2013...\n",
       "    surf_temp_flux         (time, lat, lon) float32 ...\n",
       "    surf_salt_flux         (time, lat, lon) float32 ...\n",
       "    surf_solar_flux        (time, lat, lon) float32 ...\n",
       "    surf_roughness         (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridx  (time, lat, lon) float32 ...\n",
       "    surf_wnd_stress_gridy  (time, lat, lon) float32 ...\n",
       "    water_u                (time, depth, lat, lon) float32 ...\n",
       "    water_v                (time, depth, lat, lon) float32 ...\n",
       "    water_temp             (time, depth, lat, lon) float32 ...\n",
       "    salinity               (time, depth, lat, lon) float32 ...\n",
       "Attributes:\n",
       "    initial_time:              2000010100\n",
       "    classification_level:      \n",
       "    classification_authority:  not applicable\n",
       "    distribution_statement:    Approved for public release; distribution is u...\n",
       "    Conventions:               CF-1.4, Ocean, Prediction, NetCDF, Convention,...\n",
       "    classified_by:             not applicable\n",
       "    derived_from:              not applicable\n",
       "    downgrade_date:            not applicable\n",
       "    releasable_to:             not applicable\n",
       "    institution:               Fleet Numerical Meteorology and Oceanography C...\n",
       "    contact:                   FNMOC, N5\n",
       "    history:                   not applicable ;\\nFMRC Best Dataset\n",
       "    generating_model:          NCOM_4.3\n",
       "    operational_status:        operational\n",
       "    input_data_source:         not_applicable\n",
       "    time_origin:               2020-10-20 00:00:00\n",
       "    creator_name:              kelly.r.wood@navy.mil; jeffery.rayburn@navy.mil\n",
       "    publisher_name:            OceanNOMADS@noaa.gov\n",
       "    title:                     NAVO NCOM Relocatable Model: American Seas Reg...\n",
       "    _CoordSysBuilder:          ucar.nc2.dataset.conv.CF1Convention\n",
       "    cdm_data_type:             GRID\n",
       "    featureType:               GRID\n",
       "    location:                  Proto fmrc:AmSeas_Apr_05_2013_to_Current"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# subset the amseas model based on the glider times\n",
    "\n",
    "amseas_deployed = ds_amseas.sel( time=slice(ru29.date.min().values, ru29.date.max().values ),\n",
    "                               lon = slice(360 + ru29.lon.min().values, 360 + ru29.lon.max().values ),\n",
    "                               lat = slice(ru29.lat.min().values, ru29.lat.max().values ) )\n",
    "\n",
    "\n",
    "print(amseas_deployed.nbytes/1e6, 'MB')\n",
    "\n",
    "amseas_deployed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.gridliner.Gridliner at 0x7ff81e414ca0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes( projection = ccrs.Mercator())\n",
    "plt.plot( ru29.lon, ru29.lat, 'r.', transform = ccrs.PlateCarree() )\n",
    "amseas_deployed.water_temp.sel(depth = 0, time = '10-21-2020 00:00',  \n",
    "                               method='nearest').plot( transform = ccrs.PlateCarree())\n",
    "\n",
    "ax.coastlines(resolution = '50m')\n",
    "ax.gridlines(draw_labels=True,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# want to try interpolating onto the glider\n",
    "\n",
    "https://xesmf.readthedocs.io/en/latest/notebooks/Using_LocStream.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.64 ms, sys: 107 µs, total: 3.75 ms\n",
      "Wall time: 3.7 ms\n"
     ]
    },
    {
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       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (date: 26, depth: 199)\n",
       "Coordinates:\n",
       "  * date                   (date) datetime64[ns] 2020-10-18T13:53:20.85119027...\n",
       "  * depth                  (depth) float64 2.5 7.5 12.5 ... 982.5 987.5 992.5\n",
       "    lat                    (date) float64 17.82 17.83 17.84 ... 18.14 18.14\n",
       "    lon                    (date) float64 -64.8 -64.8 -64.8 ... -64.79 -64.79\n",
       "Data variables:\n",
       "    u                      (date) float64 -0.04137 nan -0.04889 ... -0.03086 nan\n",
       "    v                      (date) float64 0.02423 nan 0.01434 ... -0.02752 nan\n",
       "    potential_temperature  (depth, date) float64 29.27 nan 29.51 ... nan nan nan\n",
       "    salinity               (depth, date) float64 34.91 nan 34.92 ... nan nan nan\n",
       "    cdom                   (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan\n",
       "    chlorophyll_a          (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan\n",
       "    beta_700nm             (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-887936dd-6fd4-4076-aa9c-0e22d015f761' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-887936dd-6fd4-4076-aa9c-0e22d015f761' 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'>date</span>: 26</li><li><span class='xr-has-index'>depth</span>: 199</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1f9cac8f-f5f6-457b-a262-f46d5f4b379b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1f9cac8f-f5f6-457b-a262-f46d5f4b379b' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-10-18T13:53:20.851190272 .....</div><input id='attrs-1e7ef1e3-900b-4e5e-b120-d02e5b4c45c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e7ef1e3-900b-4e5e-b120-d02e5b4c45c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db85a724-ae8f-4b98-9ccf-908a35a68009' class='xr-var-data-in' type='checkbox'><label for='data-db85a724-ae8f-4b98-9ccf-908a35a68009' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-10-18T13:53:20.851190272&#x27;, &#x27;2020-10-18T15:23:48.067768320&#x27;,\n",
       "       &#x27;2020-10-18T17:11:15.213548800&#x27;, &#x27;2020-10-18T18:48:06.168900864&#x27;,\n",
       "       &#x27;2020-10-18T20:30:31.272475392&#x27;, &#x27;2020-10-18T22:07:27.793998080&#x27;,\n",
       "       &#x27;2020-10-18T23:55:18.474064896&#x27;, &#x27;2020-10-19T01:24:39.538135040&#x27;,\n",
       "       &#x27;2020-10-19T03:07:22.366916352&#x27;, &#x27;2020-10-19T04:40:46.302496512&#x27;,\n",
       "       &#x27;2020-10-19T06:19:51.525548288&#x27;, &#x27;2020-10-19T07:57:44.821808128&#x27;,\n",
       "       &#x27;2020-10-19T09:41:20.753481728&#x27;, &#x27;2020-10-19T11:18:58.297003520&#x27;,\n",
       "       &#x27;2020-10-19T12:59:00.433036800&#x27;, &#x27;2020-10-19T14:33:26.423130624&#x27;,\n",
       "       &#x27;2020-10-19T16:21:33.145588992&#x27;, &#x27;2020-10-19T17:48:32.617282048&#x27;,\n",
       "       &#x27;2020-10-19T19:32:01.541973248&#x27;, &#x27;2020-10-19T21:05:54.286969344&#x27;,\n",
       "       &#x27;2020-10-19T22:43:58.345931264&#x27;, &#x27;2020-10-20T00:18:25.492603392&#x27;,\n",
       "       &#x27;2020-10-20T01:54:11.154948864&#x27;, &#x27;2020-10-20T03:30:36.668017408&#x27;,\n",
       "       &#x27;2020-10-20T05:09:45.451951872&#x27;, &#x27;2020-10-20T06:44:54.301655808&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 7.5 12.5 ... 982.5 987.5 992.5</div><input id='attrs-759342ec-0fea-4e75-b26e-733e8a785d3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-759342ec-0fea-4e75-b26e-733e8a785d3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c2d2ae6-c7bc-4b6f-af22-514c07a1ac63' class='xr-var-data-in' type='checkbox'><label for='data-6c2d2ae6-c7bc-4b6f-af22-514c07a1ac63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  2.5,   7.5,  12.5,  17.5,  22.5,  27.5,  32.5,  37.5,  42.5,  47.5,\n",
       "        52.5,  57.5,  62.5,  67.5,  72.5,  77.5,  82.5,  87.5,  92.5,  97.5,\n",
       "       102.5, 107.5, 112.5, 117.5, 122.5, 127.5, 132.5, 137.5, 142.5, 147.5,\n",
       "       152.5, 157.5, 162.5, 167.5, 172.5, 177.5, 182.5, 187.5, 192.5, 197.5,\n",
       "       202.5, 207.5, 212.5, 217.5, 222.5, 227.5, 232.5, 237.5, 242.5, 247.5,\n",
       "       252.5, 257.5, 262.5, 267.5, 272.5, 277.5, 282.5, 287.5, 292.5, 297.5,\n",
       "       302.5, 307.5, 312.5, 317.5, 322.5, 327.5, 332.5, 337.5, 342.5, 347.5,\n",
       "       352.5, 357.5, 362.5, 367.5, 372.5, 377.5, 382.5, 387.5, 392.5, 397.5,\n",
       "       402.5, 407.5, 412.5, 417.5, 422.5, 427.5, 432.5, 437.5, 442.5, 447.5,\n",
       "       452.5, 457.5, 462.5, 467.5, 472.5, 477.5, 482.5, 487.5, 492.5, 497.5,\n",
       "       502.5, 507.5, 512.5, 517.5, 522.5, 527.5, 532.5, 537.5, 542.5, 547.5,\n",
       "       552.5, 557.5, 562.5, 567.5, 572.5, 577.5, 582.5, 587.5, 592.5, 597.5,\n",
       "       602.5, 607.5, 612.5, 617.5, 622.5, 627.5, 632.5, 637.5, 642.5, 647.5,\n",
       "       652.5, 657.5, 662.5, 667.5, 672.5, 677.5, 682.5, 687.5, 692.5, 697.5,\n",
       "       702.5, 707.5, 712.5, 717.5, 722.5, 727.5, 732.5, 737.5, 742.5, 747.5,\n",
       "       752.5, 757.5, 762.5, 767.5, 772.5, 777.5, 782.5, 787.5, 792.5, 797.5,\n",
       "       802.5, 807.5, 812.5, 817.5, 822.5, 827.5, 832.5, 837.5, 842.5, 847.5,\n",
       "       852.5, 857.5, 862.5, 867.5, 872.5, 877.5, 882.5, 887.5, 892.5, 897.5,\n",
       "       902.5, 907.5, 912.5, 917.5, 922.5, 927.5, 932.5, 937.5, 942.5, 947.5,\n",
       "       952.5, 957.5, 962.5, 967.5, 972.5, 977.5, 982.5, 987.5, 992.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.82 17.83 17.84 ... 18.14 18.14</div><input id='attrs-9a4b2cfb-0450-42be-904e-8a1af53fa691' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a4b2cfb-0450-42be-904e-8a1af53fa691' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70305645-4e94-4bf3-ab4e-1a44d8c3512f' class='xr-var-data-in' type='checkbox'><label for='data-70305645-4e94-4bf3-ab4e-1a44d8c3512f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([17.82263241, 17.82969095, 17.84145793, 17.85743691, 17.87165462,\n",
       "       17.88788371, 17.90205105, 17.91609363, 17.92933497, 17.94382331,\n",
       "       17.95662563, 17.97274619, 17.98489967, 17.99958309, 18.01295289,\n",
       "       18.02724054, 18.0407236 , 18.0529546 , 18.06190769, 18.07635986,\n",
       "       18.08857837, 18.10326301, 18.11821422, 18.13349443, 18.14037681,\n",
       "       18.14289605])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-64.8 -64.8 -64.8 ... -64.79 -64.79</div><input id='attrs-d06c65ed-da72-4b4b-bc09-26d8d62260d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d06c65ed-da72-4b4b-bc09-26d8d62260d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3950efd9-0902-41c7-a739-1e6ac99498b5' class='xr-var-data-in' type='checkbox'><label for='data-3950efd9-0902-41c7-a739-1e6ac99498b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-64.80078393, -64.79974304, -64.8005384 , -64.80155134,\n",
       "       -64.80082976, -64.79913529, -64.79855599, -64.79660813,\n",
       "       -64.79812286, -64.7987334 , -64.79910555, -64.79802802,\n",
       "       -64.79640023, -64.79130938, -64.79079207, -64.79085065,\n",
       "       -64.79334211, -64.79566466, -64.7978551 , -64.7978069 ,\n",
       "       -64.79733484, -64.79175448, -64.78963437, -64.78635958,\n",
       "       -64.78592476, -64.78664662])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b00618d1-e744-44c4-b34c-c8bef22ea49a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b00618d1-e744-44c4-b34c-c8bef22ea49a' 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>u</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.04137 nan ... -0.03086 nan</div><input id='attrs-f939a3f7-9389-4784-84d9-82e0518ffd72' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f939a3f7-9389-4784-84d9-82e0518ffd72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0e12577-dba8-4258-b943-ba69856a24d3' class='xr-var-data-in' type='checkbox'><label for='data-e0e12577-dba8-4258-b943-ba69856a24d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.0413672 ,         nan, -0.04888735,         nan, -0.0913789 ,\n",
       "               nan, -0.081915  ,         nan, -0.06724775,         nan,\n",
       "       -0.0992294 ,         nan, -0.10643   ,         nan, -0.0813057 ,\n",
       "               nan, -0.0966157 ,         nan, -0.148526  ,         nan,\n",
       "       -0.133074  ,         nan, -0.0931416 ,         nan, -0.0308629 ,\n",
       "               nan])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02423 nan ... -0.02752 nan</div><input id='attrs-32f8cd3e-a8f7-41cc-9fac-4c5d6460a501' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32f8cd3e-a8f7-41cc-9fac-4c5d6460a501' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1fad012-4daf-40b5-b43f-301e58905b63' class='xr-var-data-in' type='checkbox'><label for='data-c1fad012-4daf-40b5-b43f-301e58905b63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0.02422765,         nan,  0.01433815,         nan, -0.00097775,\n",
       "               nan,  0.00620473,         nan,  0.00094235,         nan,\n",
       "       -0.0206231 ,         nan,  0.01549   ,         nan,  0.0157717 ,\n",
       "               nan, -0.0262637 ,         nan, -0.0327059 ,         nan,\n",
       "        0.00911859,         nan,  0.00927609,         nan, -0.0275224 ,\n",
       "               nan])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>potential_temperature</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>29.27 nan 29.51 nan ... nan nan nan</div><input id='attrs-1b372d36-8593-47ce-92da-1e57e4aebf10' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b372d36-8593-47ce-92da-1e57e4aebf10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c1d8034-e606-405d-9cd6-c1f6b64545a5' class='xr-var-data-in' type='checkbox'><label for='data-0c1d8034-e606-405d-9cd6-c1f6b64545a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[29.26937   ,         nan, 29.505669  , ...,         nan,\n",
       "        29.343369  ,         nan],\n",
       "       [29.263116  , 29.3606535 , 29.338727  , ..., 29.35309467,\n",
       "        29.352624  , 29.2935745 ],\n",
       "       [29.255842  , 29.317396  , 29.30972   , ..., 29.352972  ,\n",
       "        29.3523435 , 29.28942667],\n",
       "       ...,\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>salinity</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>34.91 nan 34.92 nan ... nan nan nan</div><input id='attrs-cb68ea9b-411f-4b35-8b33-4dc9a3fa5be1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb68ea9b-411f-4b35-8b33-4dc9a3fa5be1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7e25093-da2c-402c-bc98-c65f418fa9e5' class='xr-var-data-in' type='checkbox'><label for='data-c7e25093-da2c-402c-bc98-c65f418fa9e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[34.909508  ,         nan, 34.91768   , ...,         nan,\n",
       "        35.141663  ,         nan],\n",
       "       [34.90863   , 34.917634  , 34.9196325 , ..., 35.14477233,\n",
       "        35.1427895 , 35.1406135 ],\n",
       "       [34.908474  , 34.92174667, 34.918793  , ..., 35.14477833,\n",
       "        35.1433145 , 35.14183933],\n",
       "       ...,\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [        nan,         nan,         nan, ...,         nan,\n",
       "                nan,         nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdom</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan 0.0 nan ... nan nan nan nan</div><input id='attrs-40c28055-2b84-4ad9-b8a0-5fccfba67015' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40c28055-2b84-4ad9-b8a0-5fccfba67015' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e3ddfb0-e960-45a3-8dc4-e8a179544fb9' class='xr-var-data-in' type='checkbox'><label for='data-1e3ddfb0-e960-45a3-8dc4-e8a179544fb9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        ,        nan, 0.        , ...,        nan, 0.        ,\n",
       "               nan],\n",
       "       [0.6307    , 0.9911    , 1.21635   , ...,        nan, 0.9911    ,\n",
       "               nan],\n",
       "       [1.1713    , 1.05116667, 0.1802    , ...,        nan, 0.8109    ,\n",
       "               nan],\n",
       "       ...,\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>chlorophyll_a</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan 0.0 nan ... nan nan nan nan</div><input id='attrs-810cdddf-f238-4717-b2c1-1bc30a838b63' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-810cdddf-f238-4717-b2c1-1bc30a838b63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd7bb659-fbc8-4812-ae41-357bf4ef1562' class='xr-var-data-in' type='checkbox'><label for='data-cd7bb659-fbc8-4812-ae41-357bf4ef1562' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.    ,    nan, 0.    , ...,    nan, 0.    ,    nan],\n",
       "       [0.09  , 0.09  , 0.09  , ...,    nan, 0.1044,    nan],\n",
       "       [0.108 , 0.1008, 0.1152, ...,    nan, 0.1044,    nan],\n",
       "       ...,\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan],\n",
       "       [   nan,    nan,    nan, ...,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_700nm</span></div><div class='xr-var-dims'>(depth, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan 0.0 nan ... nan nan nan nan</div><input id='attrs-9ef5753c-6e8b-442f-9023-ed962a314b62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ef5753c-6e8b-442f-9023-ed962a314b62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdb06274-4a26-4329-bc5c-153a44bb0f36' class='xr-var-data-in' type='checkbox'><label for='data-fdb06274-4a26-4329-bc5c-153a44bb0f36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.        ,        nan, 0.        , ...,        nan, 0.        ,\n",
       "               nan],\n",
       "       [0.000136  , 0.00015097, 0.00014571, ...,        nan, 0.00012628,\n",
       "               nan],\n",
       "       [0.00012709, 0.00022018, 0.00012952, ...,        nan, 0.00012547,\n",
       "               nan],\n",
       "       ...,\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1cee28f9-b659-4365-8404-bd6098d1df4b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1cee28f9-b659-4365-8404-bd6098d1df4b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                (date: 26, depth: 199)\n",
       "Coordinates:\n",
       "  * date                   (date) datetime64[ns] 2020-10-18T13:53:20.85119027...\n",
       "  * depth                  (depth) float64 2.5 7.5 12.5 ... 982.5 987.5 992.5\n",
       "    lat                    (date) float64 17.82 17.83 17.84 ... 18.14 18.14\n",
       "    lon                    (date) float64 -64.8 -64.8 -64.8 ... -64.79 -64.79\n",
       "Data variables:\n",
       "    u                      (date) float64 -0.04137 nan -0.04889 ... -0.03086 nan\n",
       "    v                      (date) float64 0.02423 nan 0.01434 ... -0.02752 nan\n",
       "    potential_temperature  (depth, date) float64 29.27 nan 29.51 ... nan nan nan\n",
       "    salinity               (depth, date) float64 34.91 nan 34.92 ... nan nan nan\n",
       "    cdom                   (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan\n",
       "    chlorophyll_a          (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan\n",
       "    beta_700nm             (depth, date) float64 0.0 nan 0.0 nan ... nan nan nan"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "section = ru29.sel( date = \n",
    "                         slice('2020-10-18T13:04:29.446530048','2020-10-20T07:42:28.419889920' ) )\n",
    "section"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 559 ms, sys: 598 ms, total: 1.16 s\n",
      "Wall time: 3min 57s\n"
     ]
    },
    {
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       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;water_u&#x27; (s: 26, depth: 40)&gt;\n",
       "array([[-0.25378189, -0.23527761, -0.21918581, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.28213891, -0.25638595, -0.2304012 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.19616041, -0.16788054, -0.13443808, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 0.28408401,  0.28408401,  0.2839028 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.26475191,  0.26475191,  0.26417527, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.23337433,  0.23287538,  0.23212028, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * depth    (depth) float64 0.0 2.0 4.0 6.0 8.0 ... 2.5e+03 3e+03 4e+03 5e+03\n",
       "    lat      (s) float64 17.82 17.83 17.84 17.86 ... 18.12 18.13 18.14 18.14\n",
       "    lon      (s) float64 295.2 295.2 295.2 295.2 ... 295.2 295.2 295.2 295.2\n",
       "    time     (s) datetime64[ns] 2020-10-18T13:53:20.851190272 ... 2020-10-20T...\n",
       "Dimensions without coordinates: s\n",
       "Attributes:\n",
       "    units:          meter/sec\n",
       "    long_name:      Eastward Water Velocity\n",
       "    NAVO_code:      17\n",
       "    standard_name:  eastward_sea_water_velocity</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'water_u'</div><ul class='xr-dim-list'><li><span>s</span>: 26</li><li><span class='xr-has-index'>depth</span>: 40</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5df1f9a8-4cc1-4ea2-bff8-94ec668c8447' class='xr-array-in' type='checkbox' checked><label for='section-5df1f9a8-4cc1-4ea2-bff8-94ec668c8447' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-0.2538 -0.2353 -0.2192 -0.2067 -0.1983 ... nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[-0.25378189, -0.23527761, -0.21918581, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.28213891, -0.25638595, -0.2304012 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.19616041, -0.16788054, -0.13443808, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 0.28408401,  0.28408401,  0.2839028 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.26475191,  0.26475191,  0.26417527, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.23337433,  0.23287538,  0.23212028, ...,         nan,\n",
       "                nan,         nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-aac8709d-bc36-4ec3-80df-f5dfe3c53275' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aac8709d-bc36-4ec3-80df-f5dfe3c53275' 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'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.0 4.0 ... 3e+03 4e+03 5e+03</div><input id='attrs-bae4b82d-7b64-48bf-a57c-edd75450d516' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bae4b82d-7b64-48bf-a57c-edd75450d516' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c60ccd91-cb19-4605-b4f5-0670f56cc5a0' class='xr-var-data-in' type='checkbox'><label for='data-c60ccd91-cb19-4605-b4f5-0670f56cc5a0' title='Show/Hide data repr'><svg 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>meter</dd><dt><span>long_name :</span></dt><dd>Depth</dd><dt><span>NAVO_code :</span></dt><dd>5</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([0.00e+00, 2.00e+00, 4.00e+00, 6.00e+00, 8.00e+00, 1.00e+01, 1.20e+01,\n",
       "       1.50e+01, 2.00e+01, 2.50e+01, 3.00e+01, 3.50e+01, 4.00e+01, 4.50e+01,\n",
       "       5.00e+01, 6.00e+01, 7.00e+01, 8.00e+01, 9.00e+01, 1.00e+02, 1.25e+02,\n",
       "       1.50e+02, 2.00e+02, 2.50e+02, 3.00e+02, 3.50e+02, 4.00e+02, 5.00e+02,\n",
       "       6.00e+02, 7.00e+02, 8.00e+02, 9.00e+02, 1.00e+03, 1.25e+03, 1.50e+03,\n",
       "       2.00e+03, 2.50e+03, 3.00e+03, 4.00e+03, 5.00e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(s)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.82 17.83 17.84 ... 18.14 18.14</div><input id='attrs-accb9f3f-5c30-46cb-8aa4-32a6b529f486' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-accb9f3f-5c30-46cb-8aa4-32a6b529f486' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32980f11-0869-4ef0-b896-21e8602bf62b' class='xr-var-data-in' type='checkbox'><label for='data-32980f11-0869-4ef0-b896-21e8602bf62b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([17.822632, 17.829691, 17.841458, 17.857437, 17.871655, 17.887884,\n",
       "       17.902051, 17.916094, 17.929335, 17.943823, 17.956626, 17.972746,\n",
       "       17.9849  , 17.999583, 18.012953, 18.027241, 18.040724, 18.052955,\n",
       "       18.061908, 18.07636 , 18.088578, 18.103263, 18.118214, 18.133494,\n",
       "       18.140377, 18.142896])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(s)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>295.2 295.2 295.2 ... 295.2 295.2</div><input id='attrs-90caebc5-b386-4282-96f6-42305cb74566' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-90caebc5-b386-4282-96f6-42305cb74566' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fb37b84-a5cb-4343-a846-7c562a815c88' class='xr-var-data-in' type='checkbox'><label for='data-2fb37b84-a5cb-4343-a846-7c562a815c88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([295.199216, 295.200257, 295.199462, 295.198449, 295.19917 , 295.200865,\n",
       "       295.201444, 295.203392, 295.201877, 295.201267, 295.200894, 295.201972,\n",
       "       295.2036  , 295.208691, 295.209208, 295.209149, 295.206658, 295.204335,\n",
       "       295.202145, 295.202193, 295.202665, 295.208246, 295.210366, 295.21364 ,\n",
       "       295.214075, 295.213353])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(s)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-10-18T13:53:20.851190272 .....</div><input id='attrs-1206f589-618f-43d5-9f46-bee6aaa8126b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1206f589-618f-43d5-9f46-bee6aaa8126b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54fee7fc-c392-4bfa-8a9f-28798a23c0dd' class='xr-var-data-in' type='checkbox'><label for='data-54fee7fc-c392-4bfa-8a9f-28798a23c0dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-10-18T13:53:20.851190272&#x27;, &#x27;2020-10-18T15:23:48.067768320&#x27;,\n",
       "       &#x27;2020-10-18T17:11:15.213548800&#x27;, &#x27;2020-10-18T18:48:06.168900864&#x27;,\n",
       "       &#x27;2020-10-18T20:30:31.272475392&#x27;, &#x27;2020-10-18T22:07:27.793998080&#x27;,\n",
       "       &#x27;2020-10-18T23:55:18.474064896&#x27;, &#x27;2020-10-19T01:24:39.538135040&#x27;,\n",
       "       &#x27;2020-10-19T03:07:22.366916352&#x27;, &#x27;2020-10-19T04:40:46.302496512&#x27;,\n",
       "       &#x27;2020-10-19T06:19:51.525548288&#x27;, &#x27;2020-10-19T07:57:44.821808128&#x27;,\n",
       "       &#x27;2020-10-19T09:41:20.753481728&#x27;, &#x27;2020-10-19T11:18:58.297003520&#x27;,\n",
       "       &#x27;2020-10-19T12:59:00.433036800&#x27;, &#x27;2020-10-19T14:33:26.423130624&#x27;,\n",
       "       &#x27;2020-10-19T16:21:33.145588992&#x27;, &#x27;2020-10-19T17:48:32.617282048&#x27;,\n",
       "       &#x27;2020-10-19T19:32:01.541973248&#x27;, &#x27;2020-10-19T21:05:54.286969344&#x27;,\n",
       "       &#x27;2020-10-19T22:43:58.345931264&#x27;, &#x27;2020-10-20T00:18:25.492603392&#x27;,\n",
       "       &#x27;2020-10-20T01:54:11.154948864&#x27;, &#x27;2020-10-20T03:30:36.668017408&#x27;,\n",
       "       &#x27;2020-10-20T05:09:45.451951872&#x27;, &#x27;2020-10-20T06:44:54.301655808&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0e2ea767-3701-4b2e-9b14-32508cd022c0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0e2ea767-3701-4b2e-9b14-32508cd022c0' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meter/sec</dd><dt><span>long_name :</span></dt><dd>Eastward Water Velocity</dd><dt><span>NAVO_code :</span></dt><dd>17</dd><dt><span>standard_name :</span></dt><dd>eastward_sea_water_velocity</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'water_u' (s: 26, depth: 40)>\n",
       "array([[-0.25378189, -0.23527761, -0.21918581, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.28213891, -0.25638595, -0.2304012 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [-0.19616041, -0.16788054, -0.13443808, ...,         nan,\n",
       "                nan,         nan],\n",
       "       ...,\n",
       "       [ 0.28408401,  0.28408401,  0.2839028 , ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.26475191,  0.26475191,  0.26417527, ...,         nan,\n",
       "                nan,         nan],\n",
       "       [ 0.23337433,  0.23287538,  0.23212028, ...,         nan,\n",
       "                nan,         nan]])\n",
       "Coordinates:\n",
       "  * depth    (depth) float64 0.0 2.0 4.0 6.0 8.0 ... 2.5e+03 3e+03 4e+03 5e+03\n",
       "    lat      (s) float64 17.82 17.83 17.84 17.86 ... 18.12 18.13 18.14 18.14\n",
       "    lon      (s) float64 295.2 295.2 295.2 295.2 ... 295.2 295.2 295.2 295.2\n",
       "    time     (s) datetime64[ns] 2020-10-18T13:53:20.851190272 ... 2020-10-20T...\n",
       "Dimensions without coordinates: s\n",
       "Attributes:\n",
       "    units:          meter/sec\n",
       "    long_name:      Eastward Water Velocity\n",
       "    NAVO_code:      17\n",
       "    standard_name:  eastward_sea_water_velocity"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "#do a whole section\n",
    "\n",
    "x = xr.DataArray(360+section.lon.values, dims=\"s\")\n",
    "\n",
    "y = xr.DataArray(section.lat.values, dims=\"s\")\n",
    "\n",
    "t = xr.DataArray(section.date.values, dims=\"s\")\n",
    "\n",
    "# it doesn't like depth cause its not on the same dim as lon, lat, time\n",
    "# you might need to make the section with model depths, then separatly interp the depths\n",
    "# z = xr.DataArray(section.depth.values, dims=\"s\")\n",
    "\n",
    "# modsec = amseas_deployed.sel(lat=y, lon=x, time=t, method ='nearest')\n",
    "\n",
    "# takes longer to interp, but works\n",
    "modsec = amseas_deployed.water_u.interp(lat=y, lon=x, time=t )\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "modsec.plot(y='depth', yincrease=False)\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(x,y, c=t , marker='x', label='glider')\n",
    "plt.scatter(modsec.lon, modsec.lat, c=modsec.time , label='model')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "modsec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3m29s to interp salin\n",
    "595ms to sel nearest (sal)\n",
    "33.6ms to sel all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# try interpolating glider onto model??"
   ]
  }
 ],
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