{
"cells": [
{
"cell_type": "markdown",
"id": "occupational-participant",
"metadata": {},
"source": [
"# Explore Repeat Hydrography Data from CCHDO"
]
},
{
"cell_type": "markdown",
"id": "dramatic-booth",
"metadata": {},
"source": [
"In this example notebook we will explore data collected on a repeat hydrographic section part of the GO-SHIP repeat hydrographic program.\n",
"\n",
"[](https://mybinder.org/v2/gh/cchdo/demo_notebooks/master?filepath=explore_cchdo.ipynb)\n",
"\n",
"All hydrographic data part of this progam are publicly avaiable and are archived at [CCHDO](https://cchdo.ucsd.edu/). The section analyzed here (P18) is a meridonal transect in the eastern Pacific roughly along the 103$^o$W meridian. Section data is available at https://cchdo.ucsd.edu/cruise/33RO20161119. The netCDF file for the CTD data can be downloaded [here](https://cchdo.ucsd.edu/data/42300/33RO20161119_ctd.nc)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "objective-science",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"import gsw\n",
"%matplotlib inline\n",
"\n",
"plt.rcParams[\"font.size\"] = 16\n",
"plt.rcParams[\"figure.facecolor\"] = 'white'\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "allied-trust",
"metadata": {
"scrolled": true
},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 105MB\n",
"Dimensions: (N_PROF: 213, N_LEVELS: 5364)\n",
"Coordinates:\n",
" expocode (N_PROF) object 2kB '33RO20161119' ... '33RO2...\n",
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" ctd_salinity (N_PROF, N_LEVELS) float64 9MB 34.53 ... nan\n",
" ... ...\n",
" ctd_beamcp (N_PROF, N_LEVELS) float64 9MB nan ... nan\n",
" ctd_beamcp_qc (N_PROF, N_LEVELS) float32 5MB nan 2.0 ... nan\n",
" ctd_beta700_raw (N_PROF, N_LEVELS) float64 9MB 0.076 ... nan\n",
" ctd_number_of_observations (N_PROF, N_LEVELS) float64 9MB 19.0 36.0 ... nan\n",
" profile_type (N_PROF) object 2kB 'C' 'C' 'C' ... 'C' 'C' 'C'\n",
" geometry_container float64 8B nan\n",
"Attributes:\n",
" Conventions: CF-1.8 CCHDO-1.0\n",
" cchdo_software_version: hydro 1.0.2.3\n",
" cchdo_parameters_version: params 0.1.21\n",
" comments: CTD,20200213CCHSIOSEE\\n Parameters removed fro...\n",
" featureType: profile</pre><div class='xr-wrap' style='display:none'><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-8f5627f6-6e5b-47d3-9e77-6e592bfb6cba' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8f5627f6-6e5b-47d3-9e77-6e592bfb6cba' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>N_PROF</span>: 213</li><li><span>N_LEVELS</span>: 5364</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0d10aa31-8a3a-43e7-ae00-37a9435056c3' class='xr-section-summary-in' type='checkbox' checked><label for='section-0d10aa31-8a3a-43e7-ae00-37a9435056c3' class='xr-section-summary' >Coordinates: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>expocode</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>'33RO20161119' ... '33RO20161119'</div><input id='attrs-e4de8ff7-d8a3-46f7-b25e-ccd12eef4c71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4de8ff7-d8a3-46f7-b25e-ccd12eef4c71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fc96175-1cb5-4896-bd6c-82f92400a677' class='xr-var-data-in' type='checkbox'><label for='data-5fc96175-1cb5-4896-bd6c-82f92400a677' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>EXPOCODE</dd><dt><span>geometry :</span></dt><dd>geometry_container</dd></dl></div><div class='xr-var-data'><pre>array(['33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
"...\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119', '33RO20161119', '33RO20161119', '33RO20161119',\n",
" '33RO20161119'], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>station</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>'1' '2' '3' ... '210' '211' '212'</div><input id='attrs-faf8e578-5afd-4347-be86-dbbbdccb6ab9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-faf8e578-5afd-4347-be86-dbbbdccb6ab9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8740c5e-7f54-426d-a78c-81ab884d6983' class='xr-var-data-in' type='checkbox'><label for='data-e8740c5e-7f54-426d-a78c-81ab884d6983' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>STNNBR</dd><dt><span>geometry :</span></dt><dd>geometry_container</dd></dl></div><div class='xr-var-data'><pre>array(['1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12',\n",
" '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23',\n",
" '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34',\n",
" '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45',\n",
" '46', '47', '48', '49', '50', '51', '52', '53', '54', '55', '56',\n",
" '57', '58', '59', '60', '61', '62', '63', '64', '65', '66', '67',\n",
" '68', '69', '70', '71', '72', '73', '74', '75', '76', '77', '78',\n",
" '79', '80', '81', '82', '83', '84', '85', '86', '87', '88', '89',\n",
" '90', '91', '92', '93', '94', '95', '96', '97', '98', '99', '100',\n",
" '101', '102', '103', '104', '105', '106', '107', '108', '109',\n",
" '110', '111', '112', '113', '114', '115', '116', '117', '118',\n",
" '119', '120', '121', '122', '123', '124', '125', '126', '127',\n",
" '128', '129', '130', '131', '132', '133', '134', '135', '136',\n",
" '137', '138', '139', '140', '141', '142', '143', '144', '145',\n",
" '146', '147', '148', '149', '150', '151', '152', '153', '154',\n",
" '155', '156', '157', '158', '159', '160', '161', '162', '163',\n",
" '164', '165', '166', '167', '168', '169', '170', '171', '172',\n",
" '173', '174', '175', '176', '177', '178', '179', '180', '181',\n",
" '182', '183', '184', '185', '186', '187', '188', '189', '190',\n",
" '191', '192', '193', '194', '195', '196', '197', '198', '199',\n",
" '200', '201', '202', '203', '204', '205', '206', '206', '207',\n",
" '208', '209', '210', '211', '212'], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cast</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3 2 1 1 1 1 1 1 ... 1 2 1 1 1 1 1 1</div><input id='attrs-1bcd49cf-19dd-4a60-b2df-fcb705364352' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1bcd49cf-19dd-4a60-b2df-fcb705364352' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fcf5a9d-a8fa-4745-84db-d4c6c7e1ea74' class='xr-var-data-in' type='checkbox'><label for='data-9fcf5a9d-a8fa-4745-84db-d4c6c7e1ea74' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CASTNO</dd><dt><span>geometry :</span></dt><dd>geometry_container</dd></dl></div><div class='xr-var-data'><pre>array([3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sample</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>'3.0' '4.0' '5.0' ... '' '' ''</div><input id='attrs-e34da170-0b45-416c-b090-2a8386b82230' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e34da170-0b45-416c-b090-2a8386b82230' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be45d36b-1921-40a9-a45e-5897b9d3d72d' class='xr-var-data-in' type='checkbox'><label for='data-be45d36b-1921-40a9-a45e-5897b9d3d72d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>SAMPNO</dd></dl></div><div class='xr-var-data'><pre>array([['3.0', '4.0', '5.0', ..., '', '', ''],\n",
" ['2.0', '3.0', '4.0', ..., '', '', ''],\n",
" ['3', '4', '5', ..., '', '', ''],\n",
" ...,\n",
" ['3.0', '4.0', '5.0', ..., '', '', ''],\n",
" ['2.0', '3.0', '4.0', ..., '', '', ''],\n",
" ['3.0', '4.0', '5.0', ..., '', '', '']], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2016-11-24T14:17:00 ... 2017-01-...</div><input id='attrs-8a47db78-66d4-43f7-8305-40278eaacb2d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a47db78-66d4-43f7-8305-40278eaacb2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-718508b0-e16a-47ee-9956-b5188e1524de' class='xr-var-data-in' type='checkbox'><label for='data-718508b0-e16a-47ee-9956-b5188e1524de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>whp_name :</span></dt><dd>['DATE', 'TIME']</dd><dt><span>resolution :</span></dt><dd>0.0006944444444444444</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>geometry :</span></dt><dd>geometry_container</dd></dl></div><div class='xr-var-data'><pre>array(['2016-11-24T14:17:00.000000000', '2016-11-24T18:54:00.000000000',\n",
" '2016-11-24T21:37:00.000000000', '2016-11-25T01:54:59.999999744',\n",
" '2016-11-25T07:46:00.000000000', '2016-11-25T13:09:00.000000000',\n",
" '2016-11-25T18:45:00.000000000', '2016-11-26T00:14:00.000000000',\n",
" '2016-11-26T06:01:00.000000000', '2016-11-26T11:27:00.000000256',\n",
" '2016-11-26T17:08:00.000000000', '2016-11-26T22:44:00.000000000',\n",
" '2016-11-27T04:31:00.000000000', '2016-11-27T10:34:00.000000256',\n",
" '2016-11-27T16:25:00.000000000', '2016-11-27T22:17:59.999999744',\n",
" '2016-11-28T04:09:00.000000000', '2016-11-28T10:25:59.999999744',\n",
" '2016-11-28T17:02:00.000000000', '2016-11-29T03:48:00.000000000',\n",
" '2016-11-29T09:46:00.000000000', '2016-11-29T15:34:00.000000000',\n",
" '2016-11-29T21:46:00.000000000', '2016-11-30T03:52:00.000000000',\n",
" '2016-11-30T10:03:00.000000000', '2016-11-30T16:03:00.000000000',\n",
" '2016-11-30T23:12:00.000000000', '2016-12-01T04:52:00.000000000',\n",
" '2016-12-01T10:27:00.000000000', '2016-12-01T16:08:00.000000000',\n",
" '2016-12-01T22:09:59.999999744', '2016-12-02T04:13:00.000000256',\n",
" '2016-12-02T10:20:00.000000000', '2016-12-02T16:34:00.000000256',\n",
" '2016-12-02T22:17:59.999999744', '2016-12-03T03:51:00.000000000',\n",
" '2016-12-03T09:24:59.999999744', '2016-12-03T15:07:00.000000000',\n",
" '2016-12-03T21:11:00.000000000', '2016-12-04T03:08:00.000000000',\n",
"...\n",
" '2017-01-16T19:17:59.999999744', '2017-01-17T01:54:59.999999744',\n",
" '2017-01-17T08:30:00.000000000', '2017-01-17T15:29:00.000000000',\n",
" '2017-01-17T22:09:00.000000000', '2017-01-18T04:46:59.999999744',\n",
" '2017-01-18T11:21:00.000000000', '2017-01-18T17:46:00.000000000',\n",
" '2017-01-19T00:52:00.000000000', '2017-01-19T08:49:00.000000000',\n",
" '2017-01-19T16:09:59.999999744', '2017-01-19T23:06:00.000000000',\n",
" '2017-01-20T06:03:00.000000000', '2017-01-20T13:07:00.000000000',\n",
" '2017-01-20T19:57:00.000000000', '2017-01-21T03:04:00.000000256',\n",
" '2017-01-21T10:06:00.000000000', '2017-01-21T17:31:00.000000000',\n",
" '2017-01-22T00:31:00.000000000', '2017-01-22T07:25:59.999999744',\n",
" '2017-01-22T14:22:00.000000000', '2017-01-22T21:08:00.000000000',\n",
" '2017-01-23T04:09:00.000000000', '2017-01-23T11:24:00.000000000',\n",
" '2017-01-23T18:19:00.000000000', '2017-01-24T01:08:00.000000000',\n",
" '2017-01-24T08:08:00.000000000', '2017-01-24T15:00:00.000000000',\n",
" '2017-01-25T00:56:00.000000000', '2017-01-25T09:38:00.000000000',\n",
" '2017-01-25T18:21:00.000000000', '2017-01-26T01:57:00.000000000',\n",
" '2017-01-26T07:49:00.000000000', '2017-01-26T16:00:00.000000000',\n",
" '2017-01-26T21:32:00.000000000', '2017-01-27T07:31:00.000000000',\n",
" '2017-01-27T18:04:00.000000256', '2017-01-27T23:43:00.000000256',\n",
" '2017-01-29T02:45:00.000000000'], dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>22.69 22.87 22.77 ... -70.0 -68.07</div><input id='attrs-fad6571e-52fd-4caa-8f82-fc119fbf621e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fad6571e-52fd-4caa-8f82-fc119fbf621e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57cc3a47-6e75-47ec-9b8f-cff8549097cf' class='xr-var-data-in' type='checkbox'><label for='data-57cc3a47-6e75-47ec-9b8f-cff8549097cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>LATITUDE</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degree_north</dd><dt><span>C_format :</span></dt><dd>%.4f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([ 2.26885e+01, 2.28695e+01, 2.27705e+01, 2.25017e+01,\n",
" 2.20020e+01, 2.14988e+01, 2.10000e+01, 2.05008e+01,\n",
" 2.00002e+01, 1.94998e+01, 1.90000e+01, 1.85007e+01,\n",
" 1.80002e+01, 1.74997e+01, 1.69998e+01, 1.65005e+01,\n",
" 1.60015e+01, 1.55007e+01, 1.49998e+01, 1.44988e+01,\n",
" 1.40000e+01, 1.34997e+01, 1.30002e+01, 1.25002e+01,\n",
" 1.19998e+01, 1.14997e+01, 1.10008e+01, 1.05005e+01,\n",
" 1.00000e+01, 9.49950e+00, 8.99980e+00, 8.50000e+00,\n",
" 7.99980e+00, 7.50000e+00, 7.00000e+00, 6.49920e+00,\n",
" 5.99980e+00, 5.50000e+00, 4.99980e+00, 4.50000e+00,\n",
" 4.00000e+00, 3.50020e+00, 3.00000e+00, 2.75020e+00,\n",
" 2.50170e+00, 2.25000e+00, 2.00030e+00, 1.75000e+00,\n",
" 1.50020e+00, 1.25070e+00, 1.00000e+00, 7.50000e-01,\n",
" 5.01170e-01, 2.50330e-01, 3.83330e-03, -2.45500e-01,\n",
" -4.95670e-01, -7.42830e-01, -9.99670e-01, -1.24880e+00,\n",
" -1.49980e+00, -1.74930e+00, -1.99970e+00, -2.25000e+00,\n",
" -2.50000e+00, -2.74970e+00, -2.99950e+00, -3.50020e+00,\n",
" -3.99980e+00, -4.49980e+00, -4.99980e+00, -5.29020e+00,\n",
" -5.59000e+00, -5.88020e+00, -6.17980e+00, -6.46980e+00,\n",
" -6.76020e+00, -7.06000e+00, -7.35000e+00, -7.64980e+00,\n",
"...\n",
" -3.44998e+01, -3.50000e+01, -3.55010e+01, -3.60003e+01,\n",
" -3.64997e+01, -3.70007e+01, -3.75003e+01, -3.79998e+01,\n",
" -3.84995e+01, -3.89998e+01, -3.95005e+01, -4.00000e+01,\n",
" -4.05002e+01, -4.09985e+01, -4.15007e+01, -4.20002e+01,\n",
" -4.25008e+01, -4.29997e+01, -4.35005e+01, -4.40000e+01,\n",
" -4.45003e+01, -4.50017e+01, -4.55000e+01, -4.60000e+01,\n",
" -4.65002e+01, -4.70003e+01, -4.75000e+01, -4.80000e+01,\n",
" -4.85003e+01, -4.90002e+01, -4.94998e+01, -5.00000e+01,\n",
" -5.04990e+01, -5.10002e+01, -5.15000e+01, -5.20003e+01,\n",
" -5.24998e+01, -5.30002e+01, -5.34998e+01, -5.40002e+01,\n",
" -5.45000e+01, -5.50000e+01, -5.55005e+01, -5.60002e+01,\n",
" -5.65000e+01, -5.70000e+01, -5.75005e+01, -5.80003e+01,\n",
" -5.85017e+01, -5.90000e+01, -5.95003e+01, -6.00005e+01,\n",
" -6.05002e+01, -6.09995e+01, -6.14998e+01, -6.20000e+01,\n",
" -6.25025e+01, -6.30000e+01, -6.35402e+01, -6.39997e+01,\n",
" -6.45007e+01, -6.49998e+01, -6.55002e+01, -6.59887e+01,\n",
" -6.65003e+01, -6.69973e+01, -6.75005e+01, -6.80000e+01,\n",
" -6.85002e+01, -6.90008e+01, -6.90002e+01, -6.95047e+01,\n",
" -6.96067e+01, -6.96910e+01, -6.99010e+01, -7.00012e+01,\n",
" -6.80668e+01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-110.0 -110.0 ... -100.2 -95.0</div><input id='attrs-fef6b2df-f156-40a1-aeb2-09fb944ffa3c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fef6b2df-f156-40a1-aeb2-09fb944ffa3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c50c6057-9179-4211-b3ed-78702ffc17c1' class='xr-var-data-in' type='checkbox'><label for='data-c50c6057-9179-4211-b3ed-78702ffc17c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>LONGITUDE</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degree_east</dd><dt><span>C_format :</span></dt><dd>%.4f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-110. , -110.0003, -110. , -109.9992, -109.9998, -110. ,\n",
" -110.0003, -109.999 , -110. , -109.9987, -110. , -110.0007,\n",
" -110.0003, -110.0007, -110.0003, -110.0005, -109.9998, -110.0002,\n",
" -109.9998, -109.9998, -110.0002, -110.0002, -110.0007, -109.9995,\n",
" -110.0007, -110.0003, -109.9985, -110.0008, -109.9998, -110.0002,\n",
" -110. , -109.9993, -110. , -109.9997, -110. , -109.9998,\n",
" -110. , -109.9998, -110.0005, -109.9993, -110. , -110. ,\n",
" -110. , -110.001 , -109.9998, -110. , -110.0002, -110. ,\n",
" -110.0002, -109.9998, -110. , -110.0002, -110.0003, -109.9978,\n",
" -110.0003, -109.9968, -110.0015, -109.9993, -110.0002, -110.0008,\n",
" -110.0002, -110.001 , -109.9995, -109.9998, -110. , -110. ,\n",
" -109.9998, -110. , -110.0002, -110. , -110. , -109.59 ,\n",
" -109.1798, -108.7602, -108.3498, -107.94 , -107.5293, -107.1202,\n",
" -106.71 , -106.2905, -105.8802, -105.47 , -105.06 , -104.6502,\n",
" -104.24 , -103.82 , -103.41 , -102.9998, -103. , -103.0002,\n",
" -103.0002, -103.0003, -103. , -103. , -103. , -103.0002,\n",
" -103. , -102.9998, -103. , -102.9995, -103. , -102.9995,\n",
" -103. , -102.9997, -103.0012, -102.9995, -103. , -103. ,\n",
" -102.9973, -103.0002, -103. , -103.0003, -102.9973, -103.0002,\n",
" -103.0005, -103.0002, -102.3335, -101.5005, -101.5 , -101.4998,\n",
" -101.4997, -101.4992, -101.5008, -101.5002, -102.3333, -103.0075,\n",
" -102.9992, -102.9998, -103.0003, -102.9993, -103. , -102.9993,\n",
" -103. , -102.9988, -102.9987, -103.0003, -103. , -103.0002,\n",
" -103.0027, -103. , -103.0013, -102.9983, -102.9995, -103. ,\n",
" -103.0007, -103. , -103.0043, -102.9992, -103.0003, -103.0023,\n",
" -103.0005, -103.0002, -102.9977, -102.9997, -102.9995, -102.9998,\n",
" -103.0003, -103.0005, -102.9993, -103.0002, -103. , -102.9995,\n",
" -103.0002, -102.9997, -102.999 , -102.9998, -103.0003, -102.9992,\n",
" -103.0002, -102.9988, -103.0002, -103. , -102.9998, -103.0002,\n",
" -103.0003, -103.0005, -103. , -102.9995, -103.0007, -103. ,\n",
" -102.9997, -102.9995, -102.9978, -103. , -102.9977, -103. ,\n",
" -102.9988, -103.0002, -102.9988, -103.0008, -102.9997, -102.9965,\n",
" -102.9985, -102.9995, -102.9812, -102.9998, -103.0002, -103.0003,\n",
" -103. , -102.9978, -103.0005, -103.0002, -103.023 , -102.9992,\n",
" -103.0002, -102.9937, -102.9993, -102.9942, -103.022 , -102.0268,\n",
" -100.6698, -100.2423, -94.9995])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.0 4.0 5.0 6.0 ... nan nan nan nan</div><input id='attrs-98defdce-95a8-48ed-bbe1-4a3dcbea53e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98defdce-95a8-48ed-bbe1-4a3dcbea53e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12a06d6a-5673-438e-abac-c784be9fe9a6' class='xr-var-data-in' type='checkbox'><label for='data-12a06d6a-5673-438e-abac-c784be9fe9a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDPRS</dd><dt><span>whp_unit :</span></dt><dd>DBAR</dd><dt><span>standard_name :</span></dt><dd>sea_water_pressure</dd><dt><span>units :</span></dt><dd>dbar</dd><dt><span>C_format :</span></dt><dd>%.1f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>ancillary_variables :</span></dt><dd>pressure_qc</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([[ 3., 4., 5., ..., nan, nan, nan],\n",
" [ 2., 3., 4., ..., nan, nan, nan],\n",
" [ 3., 4., 5., ..., nan, nan, nan],\n",
" ...,\n",
" [ 3., 4., 5., ..., nan, nan, nan],\n",
" [ 2., 3., 4., ..., nan, nan, nan],\n",
" [ 3., 4., 5., ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1983693-65fe-4aa0-a6d2-1b6584c81539' class='xr-section-summary-in' type='checkbox' ><label for='section-d1983693-65fe-4aa0-a6d2-1b6584c81539' class='xr-section-summary' >Data variables: <span>(16)</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>section_id</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>'P18' 'P18' 'P18' ... 'P18' 'P18'</div><input id='attrs-91fc4d1c-5c6f-4778-b965-a19e449cdf24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91fc4d1c-5c6f-4778-b965-a19e449cdf24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5052fd1-8022-468e-bf1f-43eff38354c8' class='xr-var-data-in' type='checkbox'><label for='data-b5052fd1-8022-468e-bf1f-43eff38354c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>SECT_ID</dd><dt><span>geometry :</span></dt><dd>geometry_container</dd></dl></div><div class='xr-var-data'><pre>array(['P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18', 'P18',\n",
" 'P18', 'P18', 'P18', 'P18', 'P18', 'P18'], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>btm_depth</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.625e+03 2.625e+03 ... 4.435e+03</div><input id='attrs-2dd244a0-8917-4235-8331-b6dd33e9c2ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2dd244a0-8917-4235-8331-b6dd33e9c2ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-715da571-4da0-4c88-a658-c2735177a0ba' class='xr-var-data-in' type='checkbox'><label for='data-715da571-4da0-4c88-a658-c2735177a0ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>DEPTH</dd><dt><span>whp_unit :</span></dt><dd>METERS</dd><dt><span>standard_name :</span></dt><dd>sea_floor_depth_below_sea_surface</dd><dt><span>units :</span></dt><dd>meters</dd><dt><span>C_format :</span></dt><dd>%.0f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd></dl></div><div class='xr-var-data'><pre>array([2625., 2625., 1256., 3053., 3163., 3202., 3256., 3116., 2570.,\n",
" 3265., 3375., 3447., 3287., 3426., 3517., 3416., 3301., 3776.,\n",
" 3791., 3549., 3190., 3798., 3273., 3757., 3102., 3761., 3730.,\n",
" 3359., 3316., 3601., 4123., 3894., 3629., 3820., 3761., 3597.,\n",
" 3699., 4009., 3921., 3924., 3883., 3836., 3898., 3843., 3747.,\n",
" 3798., 3755., 3733., 3778., 3727., 3816., 3719., 3806., 3818.,\n",
" 3824., 3743., 3914., 3931., 3989., 3927., 3856., 3910., 3918.,\n",
" 3909., 3937., 3815., 3771., 3952., 3728., 3611., 3623., 3516.,\n",
" 3450., 3401., 3214., 3101., 2925., 3150., 3489., 3561., 3500.,\n",
" 3568., 3749., 3641., 3930., 4133., 4020., 4570., 4703., 4285.,\n",
" 4099., 4365., 4192., 4362., 4126., 4229., 3972., 4166., 3755.,\n",
" 3751., 3093., 3931., 4037., 4179., 4067., 4117., 4132., 4221.,\n",
" 4060., 4076., 3972., 3921., 4029., 3992., 3933., 3965., 3648.,\n",
" 3564., 3546., 3337., 3473., 2406., 3190., 3408., 3593., 3372.,\n",
" 3476., 3622., 3504., 3467., 3537., 3664., 3591., 3671., 3598.,\n",
" 3632., 3430., 3525., 3007., 3812., 3521., 4018., 3483., 4144.,\n",
" 3948., 3742., 3942., 3970., 3902., 3982., 3733., 3912., 3798.,\n",
" 3822., 3765., 3948., 3814., 3782., 3699., 3921., 3863., 4065.,\n",
" 4245., 4154., 4168., 4246., 4115., 4133., 4226., 4392., 4067.,\n",
" 4295., 4439., 4142., 4276., 4309., 4107., 4611., 4665., 4461.,\n",
" 4333., 4189., 4427., 4548., 4714., 4654., 4526., 4967., 5281.,\n",
" 4983., 5154., 5084., 5063., 5032., 5023., 5007., 4970., 4948.,\n",
" 4888., 4846., 4791., 4729., 4639., 4493., 4312., 4069., 4069.,\n",
" 4094., 4152., 3942., 4099., 4105., 4435.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure_qc</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.0 2.0 2.0 2.0 ... nan nan nan nan</div><input id='attrs-23c439f9-cf7f-4b36-a77a-462b4be5bc91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23c439f9-cf7f-4b36-a77a-462b4be5bc91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-944e56f0-9db0-40ab-89f7-1f28a9691c89' class='xr-var-data-in' type='checkbox'><label for='data-944e56f0-9db0-40ab-89f7-1f28a9691c89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>status_flag</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 9]</dd><dt><span>flag_meanings :</span></dt><dd>no_flag_assigned not_calibrated acceptable_measurement questionable_measurement bad_measurement not_reported interpolated_over_a_pressure_interval_larger_than_2_dbar despiked not_sampled</dd><dt><span>conventions :</span></dt><dd>WOCECTD - WOCE Quality Codes for CTD instrument measurements</dd></dl></div><div class='xr-var-data'><pre>array([[ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" ...,\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_temperature</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.92 27.92 27.92 ... nan nan nan</div><input id='attrs-25ce0d32-e845-4c69-a6f7-ea627371109b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25ce0d32-e845-4c69-a6f7-ea627371109b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1043cc8a-1c32-42ad-a8f5-aa88307724e6' class='xr-var-data-in' type='checkbox'><label for='data-1043cc8a-1c32-42ad-a8f5-aa88307724e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDTMP</dd><dt><span>whp_unit :</span></dt><dd>ITS-90</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>reference_scale :</span></dt><dd>ITS-90</dd><dt><span>C_format :</span></dt><dd>%.4f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>ancillary_variables :</span></dt><dd>ctd_temperature_qc</dd></dl></div><div class='xr-var-data'><pre>array([[27.9198, 27.9198, 27.9206, ..., nan, nan, nan],\n",
" [26.3287, 26.2989, 26.2772, ..., nan, nan, nan],\n",
" [27.5694, 27.5592, 27.5489, ..., nan, nan, nan],\n",
" ...,\n",
" [-0.2308, -0.2391, -0.2367, ..., nan, nan, nan],\n",
" [-0.42 , -0.4201, -0.4206, ..., nan, nan, nan],\n",
" [ 1.6571, 1.657 , 1.6736, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_temperature_qc</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>3.0 3.0 2.0 2.0 ... nan nan nan nan</div><input id='attrs-7a0409c1-e782-4e2c-9023-efe98a673d96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a0409c1-e782-4e2c-9023-efe98a673d96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ae95eb7-7060-45d4-a135-0d55e261d81f' class='xr-var-data-in' type='checkbox'><label for='data-3ae95eb7-7060-45d4-a135-0d55e261d81f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>status_flag</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 9]</dd><dt><span>flag_meanings :</span></dt><dd>no_flag_assigned not_calibrated acceptable_measurement questionable_measurement bad_measurement not_reported interpolated_over_a_pressure_interval_larger_than_2_dbar despiked not_sampled</dd><dt><span>conventions :</span></dt><dd>WOCECTD - WOCE Quality Codes for CTD instrument measurements</dd></dl></div><div class='xr-var-data'><pre>array([[ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" ...,\n",
" [ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 3., 3., 2., ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_salinity</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>34.53 34.53 34.53 ... nan nan nan</div><input id='attrs-8f317dfc-231a-4623-a657-86628f711852' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f317dfc-231a-4623-a657-86628f711852' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8d5cdff-04b3-49a0-9cfb-4c03b04cb00f' class='xr-var-data-in' type='checkbox'><label for='data-c8d5cdff-04b3-49a0-9cfb-4c03b04cb00f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDSAL</dd><dt><span>whp_unit :</span></dt><dd>PSS-78</dd><dt><span>standard_name :</span></dt><dd>sea_water_practical_salinity</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>reference_scale :</span></dt><dd>PSS-78</dd><dt><span>C_format :</span></dt><dd>%.4f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>ancillary_variables :</span></dt><dd>ctd_salinity_qc</dd></dl></div><div class='xr-var-data'><pre>array([[34.5274, 34.5273, 34.5274, ..., nan, nan, nan],\n",
" [34.3704, 34.3814, 34.3803, ..., nan, nan, nan],\n",
" [34.4846, 34.4878, 34.4912, ..., nan, nan, nan],\n",
" ...,\n",
" [32.4975, 32.4887, 32.4927, ..., nan, nan, nan],\n",
" [32.3663, 32.366 , 32.3658, ..., nan, nan, nan],\n",
" [33.0118, 33.0087, 33.0475, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_salinity_qc</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>3.0 3.0 2.0 2.0 ... nan nan nan nan</div><input id='attrs-312ac2de-b0af-45c6-999d-c77f2df4840e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-312ac2de-b0af-45c6-999d-c77f2df4840e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2d0c570-9c71-4091-bbe3-47d5bca1b214' class='xr-var-data-in' type='checkbox'><label for='data-f2d0c570-9c71-4091-bbe3-47d5bca1b214' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>status_flag</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 9]</dd><dt><span>flag_meanings :</span></dt><dd>no_flag_assigned not_calibrated acceptable_measurement questionable_measurement bad_measurement not_reported interpolated_over_a_pressure_interval_larger_than_2_dbar despiked not_sampled</dd><dt><span>conventions :</span></dt><dd>WOCECTD - WOCE Quality Codes for CTD instrument measurements</dd></dl></div><div class='xr-var-data'><pre>array([[ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" ...,\n",
" [ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 3., 3., 2., ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_oxygen</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>192.9 193.3 192.8 ... nan nan nan</div><input id='attrs-3a69632e-5380-4ddd-b4f7-33706b1854c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a69632e-5380-4ddd-b4f7-33706b1854c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4fd71e2-7c3c-46b4-8f50-76cdfb5af419' class='xr-var-data-in' type='checkbox'><label for='data-c4fd71e2-7c3c-46b4-8f50-76cdfb5af419' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDOXY</dd><dt><span>whp_unit :</span></dt><dd>UMOL/KG</dd><dt><span>standard_name :</span></dt><dd>moles_of_oxygen_per_unit_mass_in_sea_water</dd><dt><span>units :</span></dt><dd>umol/kg</dd><dt><span>C_format :</span></dt><dd>%.1f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>ancillary_variables :</span></dt><dd>ctd_oxygen_qc</dd></dl></div><div class='xr-var-data'><pre>array([[192.9, 193.3, 192.8, ..., nan, nan, nan],\n",
" [197.3, 196.2, 200.4, ..., nan, nan, nan],\n",
" [122.2, 139. , 155.7, ..., nan, nan, nan],\n",
" ...,\n",
" [350.2, 350.1, 350.4, ..., nan, nan, nan],\n",
" [351.7, 351.8, 351.9, ..., nan, nan, nan],\n",
" [335.1, 335.2, 335.3, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_oxygen_qc</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>3.0 3.0 2.0 2.0 ... nan nan nan nan</div><input id='attrs-56fd009a-4a65-40d6-916c-33166fc9c624' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56fd009a-4a65-40d6-916c-33166fc9c624' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca0e24d2-c786-4295-bb6d-c34ee861cc8f' class='xr-var-data-in' type='checkbox'><label for='data-ca0e24d2-c786-4295-bb6d-c34ee861cc8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>status_flag</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 9]</dd><dt><span>flag_meanings :</span></dt><dd>no_flag_assigned not_calibrated acceptable_measurement questionable_measurement bad_measurement not_reported interpolated_over_a_pressure_interval_larger_than_2_dbar despiked not_sampled</dd><dt><span>conventions :</span></dt><dd>WOCECTD - WOCE Quality Codes for CTD instrument measurements</dd></dl></div><div class='xr-var-data'><pre>array([[ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 4., 4., 4., ..., nan, nan, nan],\n",
" ...,\n",
" [ 3., 3., 2., ..., nan, nan, nan],\n",
" [ 2., 2., 2., ..., nan, nan, nan],\n",
" [ 3., 3., 2., ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_fluor_raw</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.173 0.171 0.173 ... nan nan nan</div><input id='attrs-d08be0b6-37a3-43cc-9f60-4c9b508e1f0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d08be0b6-37a3-43cc-9f60-4c9b508e1f0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f8bd671-930f-4ee1-bc27-a5750b07cb57' class='xr-var-data-in' type='checkbox'><label for='data-4f8bd671-930f-4ee1-bc27-a5750b07cb57' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDFLUOR</dd><dt><span>whp_unit :</span></dt><dd>VOLTS</dd><dt><span>units :</span></dt><dd>volts</dd><dt><span>C_format :</span></dt><dd>%.3f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd></dl></div><div class='xr-var-data'><pre>array([[0.173, 0.171, 0.173, ..., nan, nan, nan],\n",
" [ nan, nan, nan, ..., nan, nan, nan],\n",
" [ nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [0.091, 0.09 , 0.09 , ..., nan, nan, nan],\n",
" [0.055, 0.056, 0.056, ..., nan, nan, nan],\n",
" [0.215, 0.217, 0.21 , ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_beamcp</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 0.0479 0.0479 ... nan nan nan</div><input id='attrs-b0828bc7-ac51-4295-b2d7-85f3f1211c75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0828bc7-ac51-4295-b2d7-85f3f1211c75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff60b164-b8f9-4dbb-9f5c-9988a2a61d30' class='xr-var-data-in' type='checkbox'><label for='data-ff60b164-b8f9-4dbb-9f5c-9988a2a61d30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDBEAMCP</dd><dt><span>whp_unit :</span></dt><dd>/METER</dd><dt><span>standard_name :</span></dt><dd>volume_beam_attenuation_coefficient_of_radiative_flux_in_sea_water_corrected_for_pure_water_attenuance</dd><dt><span>units :</span></dt><dd>m^-1</dd><dt><span>C_format :</span></dt><dd>%.4f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd><dt><span>ancillary_variables :</span></dt><dd>ctd_beamcp_qc</dd></dl></div><div class='xr-var-data'><pre>array([[ nan, 0.0479, 0.0479, ..., nan, nan, nan],\n",
" [ nan, 0.0551, 0.0556, ..., nan, nan, nan],\n",
" [ nan, 0.0418, 0.0418, ..., nan, nan, nan],\n",
" ...,\n",
" [ nan, 0.3041, 0.3039, ..., nan, nan, nan],\n",
" [ nan, 0.3212, 0.3214, ..., nan, nan, nan],\n",
" [ nan, 0.1864, 0.1832, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_beamcp_qc</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan 2.0 2.0 2.0 ... nan nan nan nan</div><input id='attrs-382d9d3b-11cc-4400-ad9f-61e39960dc83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-382d9d3b-11cc-4400-ad9f-61e39960dc83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d975c77a-1e79-460e-bcbc-8a48d74838b9' class='xr-var-data-in' type='checkbox'><label for='data-d975c77a-1e79-460e-bcbc-8a48d74838b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>status_flag</dd><dt><span>flag_values :</span></dt><dd>[0 1 2 3 4 5 6 7 9]</dd><dt><span>flag_meanings :</span></dt><dd>no_flag_assigned not_calibrated acceptable_measurement questionable_measurement bad_measurement not_reported interpolated_over_a_pressure_interval_larger_than_2_dbar despiked not_sampled</dd><dt><span>conventions :</span></dt><dd>WOCECTD - WOCE Quality Codes for CTD instrument measurements</dd></dl></div><div class='xr-var-data'><pre>array([[nan, 2., 2., ..., nan, nan, nan],\n",
" [nan, 2., 2., ..., nan, nan, nan],\n",
" [nan, 2., 2., ..., nan, nan, nan],\n",
" ...,\n",
" [nan, 2., 2., ..., nan, nan, nan],\n",
" [nan, 2., 2., ..., nan, nan, nan],\n",
" [nan, 2., 2., ..., nan, nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_beta700_raw</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.076 0.076 0.074 ... nan nan nan</div><input id='attrs-ef2f75df-f8b0-4b41-8a5c-da65d7a0ddb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef2f75df-f8b0-4b41-8a5c-da65d7a0ddb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa1fa978-3950-4ccc-ad84-0ab69106f94b' class='xr-var-data-in' type='checkbox'><label for='data-aa1fa978-3950-4ccc-ad84-0ab69106f94b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDBETA700</dd><dt><span>whp_unit :</span></dt><dd>VOLTS</dd><dt><span>units :</span></dt><dd>volts</dd><dt><span>C_format :</span></dt><dd>%.3f</dd><dt><span>C_format_source :</span></dt><dd>input_file</dd></dl></div><div class='xr-var-data'><pre>array([[0.076, 0.076, 0.074, ..., nan, nan, nan],\n",
" [ nan, nan, nan, ..., nan, nan, nan],\n",
" [ nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [0.294, 0.284, 0.277, ..., nan, nan, nan],\n",
" [0.079, 0.078, 0.078, ..., nan, nan, nan],\n",
" [0.264, 0.27 , 0.27 , ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ctd_number_of_observations</span></div><div class='xr-var-dims'>(N_PROF, N_LEVELS)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>19.0 36.0 39.0 44.0 ... nan nan nan</div><input id='attrs-5b6527c4-dcb8-4bb1-b839-23f0fab7ded0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b6527c4-dcb8-4bb1-b839-23f0fab7ded0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74e978f2-1da3-445f-948b-9274b89415a1' class='xr-var-data-in' type='checkbox'><label for='data-74e978f2-1da3-445f-948b-9274b89415a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>whp_name :</span></dt><dd>CTDNOBS</dd><dt><span>standard_name :</span></dt><dd>number_of_observations</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([[19., 36., 39., ..., nan, nan, nan],\n",
" [ 8., 43., 41., ..., nan, nan, nan],\n",
" [40., 46., 62., ..., nan, nan, nan],\n",
" ...,\n",
" [12., 15., 54., ..., nan, nan, nan],\n",
" [ 9., 43., 53., ..., nan, nan, nan],\n",
" [11., 66., 37., ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>profile_type</span></div><div class='xr-var-dims'>(N_PROF)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>'C' 'C' 'C' 'C' ... 'C' 'C' 'C' 'C'</div><input id='attrs-8a8ce472-51d8-4bf3-93cc-5e546ad91acf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a8ce472-51d8-4bf3-93cc-5e546ad91acf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f90f8c7b-3fd6-4176-bec6-1018ad582ed9' class='xr-var-data-in' type='checkbox'><label for='data-f90f8c7b-3fd6-4176-bec6-1018ad582ed9' title='Show/Hide data 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(['C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C',\n",
" 'C', 'C', 'C', 'C', 'C'], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry_container</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan</div><input id='attrs-9a3e62f2-06a5-40bc-b8c4-87264b55936b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a3e62f2-06a5-40bc-b8c4-87264b55936b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9102c936-8fd4-477c-af51-a80d67b3b17c' class='xr-var-data-in' type='checkbox'><label for='data-9102c936-8fd4-477c-af51-a80d67b3b17c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>geometry_type :</span></dt><dd>point</dd><dt><span>node_coordinates :</span></dt><dd>longitude latitude</dd></dl></div><div class='xr-var-data'><pre>array(nan)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e7239724-f71d-4546-b4bf-9235bf66b16e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e7239724-f71d-4546-b4bf-9235bf66b16e' class='xr-section-summary' title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e77cd468-9413-4a3a-88d7-0755e3bb588a' class='xr-section-summary-in' type='checkbox' checked><label for='section-e77cd468-9413-4a3a-88d7-0755e3bb588a' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8 CCHDO-1.0</dd><dt><span>cchdo_software_version :</span></dt><dd>hydro 1.0.2.3</dd><dt><span>cchdo_parameters_version :</span></dt><dd>params 0.1.21</dd><dt><span>comments :</span></dt><dd>CTD,20200213CCHSIOSEE\n",
" Parameters removed from Exchange file: CTDXMISS\n",
" Parameters merged into Exchange file: CTDBEAMCP,CTDBEAMCP_FLAG_W\n",
" Transmissometer (CTDBEAMCP): Who - W.Gardner, TAMU; Status - final\n",
" Notes: beam attenuation units, 1/m\n",
" Instrument: Wetlabs C-Star Transmissometer, 650 nm 0.25m pathlength, SN:1803DR\n",
"\n",
" CTD,20190701CCHSIO - Previous Time Stamp. Previous comments below. \n",
" Swapped CTDFLUOR and CTDBBP700RAW header columns as they were incorrectly labeled\n",
" \n",
" CTD,20180202CCHSIO: Previous header and comments\n",
" SHIP: Ronald H. Brown\n",
" Cruise: P18\n",
" DATES: 20161119 to 20170203\n",
" Region: SE Pacific on 110W and 103W\n",
" Ports: San Diego to Easter Island, Easter Island to Punta Arenas\n",
" Chief Scientist: Leg1: Brendan Carter/PMOEL; Leg2: Rolf Sonnerup/JISAO\n",
" CTDO: Who - G.Johnson,M.Barringer; Status - final\n",
" Transmissometer (CTDXMISS): Who - W.Gardner, TAMU; Status - final\n",
" Instrument: Wetlabs C-Star Transmissometer, SN:CST1803DR\n",
" FLBB (CTDFLUOR,CTDBBP700RAW): Who - E.Boss, UMaine; Status - final\n",
" Instrument: Wetlabs FLBBRTD, SN:3698\n",
" \n",
" Following American Geophysical Union recommendations, the data should be\n",
" cited as: "data provider(s), cruise name or cruise ID, data file name(s),\n",
" CLIVAR and Carbon Hydrographic Data Office, La Jolla, CA, USA, and data\n",
" file date." For further information, please contact one of the parties\n",
" listed above or cchdo@ucsd.edu. Users are also requested to acknowledge\n",
" the NSF/NOAA-funded U.S. Repeat Hydrography Program in publications resulting\n",
" from their use.\n",
" \n",
" LATITUDE_UNITS = degrees_North\n",
" LONGITUDE_UNITS = degrees_East\n",
" DATE_UNITS: YYYYMMDD\n",
" TIME_UNITS = HHMM\n",
" CTDFLUOR: Changed parameter name from CTDSTIMF to CTDFLUOR\n",
" DEPTH: rounded float value to nearest integer\n",
" Original file name: p18_0013_ct1.csv\n",
" CTD,20170628PMELNOAAKEM - Previous Time Stamp. Previous comments below.\n",
" CODE: ctd_to_csv.m KEM 6/28/17\n",
" SUMFILE_NAME: p18_kem.sum 6/28/17\n",
" CTDFILE_NAME: various\n",
" DEPTH_TYPE: CORR\n",
" EVENT_CODE: BO\n",
"</dd><dt><span>featureType :</span></dt><dd>profile</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 105MB\n",
"Dimensions: (N_PROF: 213, N_LEVELS: 5364)\n",
"Coordinates:\n",
" expocode (N_PROF) object 2kB '33RO20161119' ... '33RO2...\n",
" station (N_PROF) object 2kB '1' '2' '3' ... '211' '212'\n",
" cast (N_PROF) int32 852B 3 2 1 1 1 1 ... 1 1 1 1 1 1\n",
" sample (N_PROF, N_LEVELS) object 9MB '3.0' '4.0' ... ''\n",
" time (N_PROF) datetime64[ns] 2kB 2016-11-24T14:17:...\n",
" latitude (N_PROF) float64 2kB 22.69 22.87 ... -68.07\n",
" longitude (N_PROF) float64 2kB -110.0 -110.0 ... -95.0\n",
" pressure (N_PROF, N_LEVELS) float64 9MB 3.0 4.0 ... nan\n",
"Dimensions without coordinates: N_PROF, N_LEVELS\n",
"Data variables: (12/16)\n",
" section_id (N_PROF) object 2kB 'P18' 'P18' ... 'P18' 'P18'\n",
" btm_depth (N_PROF) float64 2kB 2.625e+03 ... 4.435e+03\n",
" pressure_qc (N_PROF, N_LEVELS) float32 5MB 2.0 2.0 ... nan\n",
" ctd_temperature (N_PROF, N_LEVELS) float64 9MB 27.92 ... nan\n",
" ctd_temperature_qc (N_PROF, N_LEVELS) float32 5MB 3.0 3.0 ... nan\n",
" ctd_salinity (N_PROF, N_LEVELS) float64 9MB 34.53 ... nan\n",
" ... ...\n",
" ctd_beamcp (N_PROF, N_LEVELS) float64 9MB nan ... nan\n",
" ctd_beamcp_qc (N_PROF, N_LEVELS) float32 5MB nan 2.0 ... nan\n",
" ctd_beta700_raw (N_PROF, N_LEVELS) float64 9MB 0.076 ... nan\n",
" ctd_number_of_observations (N_PROF, N_LEVELS) float64 9MB 19.0 36.0 ... nan\n",
" profile_type (N_PROF) object 2kB 'C' 'C' 'C' ... 'C' 'C' 'C'\n",
" geometry_container float64 8B nan\n",
"Attributes:\n",
" Conventions: CF-1.8 CCHDO-1.0\n",
" cchdo_software_version: hydro 1.0.2.3\n",
" cchdo_parameters_version: params 0.1.21\n",
" comments: CTD,20200213CCHSIOSEE\\n Parameters removed fro...\n",
" featureType: profile"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# local path to data\n",
"datapath = './data/'\n",
"\n",
"# Load netCDF file locally as xarray Dataset\n",
"\n",
"ds = xr.load_dataset(datapath+'p18.nc')\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "loaded-computer",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['section_id',\n",
" 'btm_depth',\n",
" 'pressure_qc',\n",
" 'ctd_temperature',\n",
" 'ctd_temperature_qc',\n",
" 'ctd_salinity',\n",
" 'ctd_salinity_qc',\n",
" 'ctd_oxygen',\n",
" 'ctd_oxygen_qc',\n",
" 'ctd_fluor_raw',\n",
" 'ctd_beamcp',\n",
" 'ctd_beamcp_qc',\n",
" 'ctd_beta700_raw',\n",
" 'ctd_number_of_observations',\n",
" 'profile_type',\n",
" 'geometry_container']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# list all variables in the dataset\n",
"all_vars = [i for i in ds.data_vars] \n",
"all_vars"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "critical-humor",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x750 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot this hydrogrphic line on a MAP, and show station locations \n",
"\n",
"projection = ccrs.PlateCarree(central_longitude=180.0)\n",
"\n",
"fig = plt.figure(figsize=(6,5),dpi=150)\n",
"ax1 = fig.add_subplot(121, projection=projection)\n",
"ax1.set_extent((90,310, -90, 90))\n",
"ax1.coastlines()\n",
"ax1.gridlines()\n",
"ax1.plot(ds.longitude,ds.latitude,transform = ccrs.PlateCarree())\n",
"\n",
"gl1 = ax1.gridlines(\n",
" draw_labels=True, linewidth=1, color='gray', alpha=0.4, linestyle='--',)\n",
"# Adjust fontsize for tick labels\n",
"gl1.xlabel_style = {'size': 10}\n",
"gl1.ylabel_style = {'size': 10}\n",
"\n",
"# add subplot for station locations\n",
"ax2 = fig.add_subplot(122, projection=projection)\n",
"ax2.set_extent((-115,-90, -75, 30))\n",
"ax2.coastlines()\n",
"ax2.gridlines()\n",
"ax2.scatter(ds.longitude,ds.latitude,transform = ccrs.PlateCarree(),\n",
" marker='.',s=1,\n",
" color='r')\n",
"\n",
"gl2 = ax2.gridlines(\n",
" draw_labels=True, linewidth=1, color='gray', alpha=0.4, linestyle='--',)\n",
"# Adjust fontsize for tick labels\n",
"gl2.xlabel_style = {'size': 10}\n",
"gl2.ylabel_style = {'size': 10}\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "unusual-beast",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot bottom bathymetry \n",
"ds['btm_depth'].plot(figsize=(10,3),\n",
" yincrease=False,\n",
" x='latitude',\n",
" color='gray',\n",
" linewidth=4,\n",
" xlim=(-70,23),\n",
" )\n",
"plt.ylabel('meters',fontsize=20)\n",
"plt.xlabel('Latitude',fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "german-respondent",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Using xarray's plot wrapper, simple plot of Pressure Levels vs along-section Profile\n",
"ds.ctd_temperature.T.plot(figsize=(20,5),yincrease=False,cmap='RdBu_r',vmax=10,vmin=-2)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "intelligent-technician",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Using xarray's plot wrapper, simple plot of Pressure Levels vs along-section Profile\n",
"ds.ctd_salinity.T.plot(figsize=(20,5),yincrease=False,cmap='YlGnBu_r',vmax=35.,vmin=34.)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "sapphire-underground",
"metadata": {},
"source": [
"#### Get some variables of interest in the dataset"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "advance-cabin",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['ctd_temperature', 'ctd_salinity', 'ctd_oxygen', 'ctd_fluor_raw', 'ctd_beamcp', 'ctd_beta700_raw', 'ctd_number_of_observations']\n"
]
}
],
"source": [
"exclude_vars = ['bottle_number'] # exclude these variables\n",
"\n",
"# get a list of variables that we might be interested in-\n",
"# Filter remove one dimensional variables, QC flags and error variables\n",
"\n",
"vars_of_interest = [i for i in all_vars if '_qc' not in i and '_error' not in i\n",
" and i not in exclude_vars \n",
" and len(ds[i].dims)==2]\n",
"print(vars_of_interest)"
]
},
{
"cell_type": "markdown",
"id": "coastal-victim",
"metadata": {},
"source": [
"#### Next, we can calculate Absolute Salinity (SA) and Conservative Temperature ($\\Theta$) and Potential Density ($\\sigma_0$)using the GSW Toolbox"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "transsexual-peripheral",
"metadata": {},
"outputs": [],
"source": [
"ds['SA'] = gsw.SA_from_SP(ds.ctd_salinity, ds.pressure, ds.longitude, ds.latitude)\n",
"ds['CT'] = gsw.CT_from_t(ds.SA,ds.ctd_temperature, ds.pressure)\n",
"ds['sigma_0'] = gsw.sigma0(ds.SA,ds.CT)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "disturbed-afghanistan",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot CTD Temperature and Conservative Temperature vs Pressure Level for the first profile (index 0)\n",
"ds.CT.T[:,0].plot(y='pressure',yincrease=False,label='CT')\n",
"ds.ctd_temperature.T[:,0].plot(y='pressure',yincrease=False,label='T')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "virgin-description",
"metadata": {},
"source": [
"#### Now we can plot a T-S diagram using this information for all profiles along the section.\n",
"We will also contour potential density, which is useful to identify water masses and water-mass transformation"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "civic-montgomery",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(4,3),dpi=200)\n",
"\n",
"# Create a grid of SA and CT values using meshgrid\n",
"SA_vals = np.linspace(ds.SA.min().item(), ds.SA.max().item(), 100)\n",
"CT_vals = np.linspace(ds.CT.min().item(), ds.CT.max().item(), 100)\n",
"SA_grid, CT_grid = np.meshgrid(SA_vals, CT_vals)\n",
"\n",
"# Calculate potential density at each point on the grid\n",
"p_density = gsw.sigma0(SA_grid, CT_grid) # Assuming reference pressure of 0 dbar\n",
"# Scatter plot of Absolute Salinity vs. Conservative Temperature\n",
"plt.plot(ds.SA, ds.CT, \n",
" color='slateblue',\n",
" marker='.',\n",
" markersize=.1,\n",
" alpha=0.2,\n",
" linestyle='')\n",
"\n",
"# Add potential density contours\n",
"density_levels = np.linspace(min(p_density.flatten()), max(p_density.flatten()), 10) # Choose density levels\n",
"CS = plt.contour(SA_grid, CT_grid, p_density, \n",
" levels=density_levels, \n",
" colors='gray', \n",
" linestyles='dashed')\n",
"plt.clabel(CS, inline=True, fontsize=6, fmt='%.1f')\n",
"\n",
"# Label axes\n",
"plt.xlabel('Absolute Salinity [g/kg]')\n",
"plt.ylabel(r'$\\Theta$ [$^\\circ$C]')\n",
"\n",
"# Set axis limit\n",
"plt.xlim(32,36.6)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}