argo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# argo\n",
    "\n",
    "## Read and explore ARGO data\n",
    "\n",
    "Searching, ordering and downloading ARGO data from the Coriolis system is a separate section at the end of this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Jupyter Notebook running Python 3\n",
      "the data directory is /data/ \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# mini-source control: Last copied 29-SEP-2020: to tilt*, chlorophyll*, rca*, argo*\n",
    "#                      last revised 09-OCT-2020\n",
    "import os, sys, time, glob\n",
    "\n",
    "from IPython.display import clear_output             # use inside loop with clear_output(wait = True) followed by print(i)\n",
    "import warnings                                      # use with warnings.filterwarnings('ignore') or 'once'\n",
    "\n",
    "home_dir = os.getenv(\"HOME\")\n",
    "this_dir = home_dir + '/chlorophyll/'\n",
    "data_dir = '/data/'\n",
    "data1_dir = '/data1'\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import colors as mplcolors\n",
    "import numpy as np, pandas as pd, xarray as xr\n",
    "from numpy import datetime64 as dt64, timedelta64 as td64\n",
    "\n",
    "def doy(theDatetime): return 1 + int((theDatetime - dt64(str(theDatetime)[0:4] + '-01-01')) / td64(1, 'D')) # 1, 2, .... , 365, [366]\n",
    "def dt64_from_doy(year, doy): return dt64(str(year) + '-01-01') + td64(doy-1, 'D')\n",
    "def day_of_month_to_string(d): return str(d) if d > 9 else '0' + str(d)\n",
    "\n",
    "print('\\nJupyter Notebook running Python {}'.format(sys.version_info[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe9c6e061f0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "argo1_ds = xr.open_dataset(data_dir + '/argo/argo_profiles1.nc')\n",
    "argo2_ds = xr.open_dataset(data_dir + '/argo/argo_profiles2.nc')\n",
    "\n",
    "# printing argo1['LONGITUDE'] and for argo2 shows the latter is close to Oregon Slope Base\n",
    "# more to try printing:\n",
    "# argo2\n",
    "# argo2['JULD']\n",
    "# argo2['JULD'], argo2['LONGITUDE'], argo2['LATITUDE']\n",
    "\n",
    "argo2_df = argo2_ds['TEMP'].to_dataframe()\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "fig.set_size_inches(16,6)\n",
    "argo2_df['TEMP'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1008x1296 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot three views of ARGO profile data: Vertical axis is depth, horizontal is salinity\n",
    "\n",
    "f,a = plt.subplots(3)\n",
    "f.set_size_inches(14,18)\n",
    "a[0].set(ylim=(2100.,0.), xlim=(29.5,35.))\n",
    "a[1].set(ylim=(200.,0.), xlim=(29.5,35.))\n",
    "a[2].set(ylim=(1000.,200.), xlim=(33.9,34.4))\n",
    "\n",
    "c = ['brown', 'red', 'salmon', 'tomato', 'sandybrown', 'peru', 'darkorange', 'orange', 'gold',\\\n",
    "    'yellow', 'chartreuse', 'lightgreen', 'lime', 'aquamarine', 'teal', 'cyan', 'deepskyblue',\\\n",
    "    'dodgerblue', 'royalblue', 'navy', 'blue', 'mediumpurple', 'darkviolet', 'magenta', 'crimson']\n",
    "\n",
    "for nProfile in range(18):\n",
    "    argo2_ds_psu=argo2_ds.PSAL_ADJUSTED[nProfile].to_dataset(name='psu')\n",
    "    argo2_ds_psu.coords['depth'] = ('depth', argo2_ds.PRES_ADJUSTED[nProfile])\n",
    "    argo2_ds_psu['psu'] = (('depth'), argo2_ds_psu.psu)\n",
    "    a[0].plot(argo2_ds_psu.psu.values, argo2_ds_psu.depth.values, ',-', color=c[nProfile])\n",
    "    a[1].plot(argo2_ds_psu.psu.values, argo2_ds_psu.depth.values, ',-', color=c[nProfile])\n",
    "    a[2].plot(argo2_ds_psu.psu.values, argo2_ds_psu.depth.values, ',-', color=c[nProfile])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "glodapTemperatureFnm = data_dir + '/glodap/glodap_temperature.nc'\n",
    "glodapSalinityFnm    = data_dir + '/glodap/glodap_salinity.nc'\n",
    "glodapOxygenFnm      = data_dir + '/glodap/glodap_oxygen.nc'\n",
    "\n",
    "glodap_dsSal  = xr.open_mfdataset(glodapSalinityFnm, combine='by_coords')\n",
    "glodap_dsTemp = xr.open_mfdataset(glodapTemperatureFnm, combine='by_coords')\n",
    "glodap_dsO2   = xr.open_mfdataset(glodapOxygenFnm, combine='by_coords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
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       "dask.array&lt;open_dataset-0c156752416c02cbb14467475b455f4dDepth, shape=(33,), dtype=float64, chunksize=(33,), chunktype=numpy.ndarray&gt;\n",
       "Dimensions without coordinates: depth_surface\n",
       "Attributes:\n",
       "    units:     m\n",
       "    positive:  down</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Depth'</div><ul class='xr-dim-list'><li><span>depth_surface</span>: 33</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f8b6ad4a-684c-40e5-b6fc-9796680dd745' class='xr-array-in' type='checkbox' checked><label for='section-f8b6ad4a-684c-40e5-b6fc-9796680dd745' 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>dask.array&lt;chunksize=(33,), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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       "    <tr><th> Count </th><td> 2 Tasks </td><td> 1 Chunks </td></tr>\n",
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      ],
      "text/plain": [
       "<xarray.DataArray 'Depth' (depth_surface: 33)>\n",
       "dask.array<open_dataset-0c156752416c02cbb14467475b455f4dDepth, shape=(33,), dtype=float64, chunksize=(33,), chunktype=numpy.ndarray>\n",
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      ]
     },
     "execution_count": 20,
     "metadata": {},
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   ],
   "source": [
    "# Oregon Offshore        44.37415        -124.95648\n",
    "# Oregon Slope Base      44.52897        -125.38966 \n",
    "# Axial Base             45.83049        -129.75326\n",
    "\n",
    "# The 360 degree bias is an idiosyncrasy of the glodap dataset\n",
    "osbLatGlodap, osbLonGlodap = 44.52897, -125.38966 + 360.\n",
    "\n",
    "# DataArrays: From glodap data for dissolved oxygen, temperature and salinity\n",
    "#   The first of each pair selects a vertical profile; the second selects the depth values for that profile\n",
    "\n",
    "glodap_daO2 = glodap_dsO2.oxygen.sel(lon=osbLonGlodap, lat=osbLatGlodap, method='nearest')\n",
    "glodap_daO2D = glodap_dsO2.Depth.sel()\n",
    "\n",
    "glodap_daTemp = glodap_dsTemp.temperature.sel(lon=osbLonGlodap, lat=osbLatGlodap, method='nearest')\n",
    "glodap_daTempD = glodap_dsTemp.Depth.sel()\n",
    "\n",
    "glodap_daSal = glodap_dsSal.salinity.sel(lon=osbLonGlodap, lat=osbLatGlodap, method='nearest')\n",
    "glodap_daSalD = glodap_dsSal.Depth.sel()\n",
    "\n",
    "print(glodap_daSalD[0:33].values == glodap_daTempD[0:33].values)\n",
    "glodap_daSalD"
   ]
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    {
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     "text": [
      "[ True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True  True  True  True\n",
      "  True  True  True  True  True  True  True  True  True]\n"
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   "source": []
  },
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   "execution_count": 22,
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    {
     "name": "stdout",
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     "text": [
      "CPU times: user 90.6 ms, sys: 0 ns, total: 90.6 ms\n",
      "Wall time: 84.6 ms\n"
     ]
    },
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       ".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:  (depth: 510)\n",
       "Coordinates:\n",
       "  * depth    (depth) float32 4.48 6.18 8.08 10.38 16.08 ... nan nan nan nan\n",
       "Data variables:\n",
       "    psu      (depth) float32 30.359 30.365 30.378 30.465 ... 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-e7baba5d-c136-4362-b99a-f9fa06b52e1d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e7baba5d-c136-4362-b99a-f9fa06b52e1d' 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>: 510</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8df59e79-3676-4f44-a66b-63511a8e5aef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8df59e79-3676-4f44-a66b-63511a8e5aef' class='xr-section-summary' >Coordinates: <span>(1)</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'>float32</div><div class='xr-var-preview xr-preview'>4.48 6.18 8.08 ... nan nan nan</div><input id='attrs-a5022693-929c-4bf8-9c65-fbc638e855d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5022693-929c-4bf8-9c65-fbc638e855d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bcab60f-3cb4-48ef-8137-36caabb8a62a' class='xr-var-data-in' type='checkbox'><label for='data-5bcab60f-3cb4-48ef-8137-36caabb8a62a' title='Show/Hide data 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([4.48, 6.18, 8.08, ...,  nan,  nan,  nan], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a59903a-78dc-4cfd-ae93-10ec25930b16' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a59903a-78dc-4cfd-ae93-10ec25930b16' class='xr-section-summary' >Data variables: <span>(1)</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>psu</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>30.359 30.365 30.378 ... nan nan</div><input id='attrs-58131a19-69f1-4d0a-a9ed-c03ca4c77b3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58131a19-69f1-4d0a-a9ed-c03ca4c77b3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca87f9a7-e1e2-422f-b3bd-81220e3ae1c8' class='xr-var-data-in' type='checkbox'><label for='data-ca87f9a7-e1e2-422f-b3bd-81220e3ae1c8' title='Show/Hide data 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([30.359 , 30.365 , 30.378 , 30.465 , 32.237 , 32.369 , 32.394 ,\n",
       "       32.411 , 32.431 , 32.431 , 32.438 , 32.441 , 32.448 , 32.451 ,\n",
       "       32.448 , 32.446 , 32.456 , 32.453 , 32.452 , 32.479 , 32.476 ,\n",
       "       32.484 , 32.495 , 32.484 , 32.488 , 32.493 , 32.489 , 32.501 ,\n",
       "       32.532 , 32.536 , 32.538 , 32.539 , 32.543 , 32.55  , 32.567 ,\n",
       "       32.607 , 32.629 , 32.663 , 32.696 , 32.709 , 32.721 , 32.76  ,\n",
       "       32.824 , 32.883 , 32.959 , 32.975 , 32.984 , 33.007 , 33.115 ,\n",
       "       33.216 , 33.287 , 33.334 , 33.372 , 33.382 , 33.389 , 33.381 ,\n",
       "       33.402 , 33.437 , 33.457 , 33.474 , 33.483 , 33.5   , 33.51  ,\n",
       "       33.532 , 33.566 , 33.584 , 33.604 , 33.612 , 33.616 , 33.632 ,\n",
       "       33.658 , 33.674 , 33.706 , 33.726 , 33.747 , 33.78  , 33.808 ,\n",
       "       33.85  , 33.866 , 33.877 , 33.878 , 33.882 , 33.894 , 33.9   ,\n",
       "       33.903 , 33.905 , 33.908 , 33.91  , 33.91  , 33.917 , 33.921 ,\n",
       "       33.923 , 33.924 , 33.925 , 33.925 , 33.925 , 33.93  , 33.931 ,\n",
       "       33.934 , 33.936 , 33.938 , 33.943 , 33.946 , 33.946 , 33.948 ,\n",
       "       33.957 , 33.963 , 33.963 , 33.964 , 33.967 , 33.97  , 33.97  ,\n",
       "       33.968 , 33.973 , 33.975 , 33.977 , 33.978 , 33.98  , 33.983 ,\n",
       "       33.984 , 33.985 , 33.985 , 33.988 , 33.988 , 33.988 , 33.991 ,\n",
       "       33.991 , 33.992 , 33.992 , 33.993 , 33.994 , 33.994 , 33.996 ,\n",
       "       33.996 , 33.998 , 34.    , 34.001 , 34.001 , 34.001 , 34.003 ,\n",
       "...\n",
       "       34.29  , 34.289 , 34.29  , 34.293 , 34.293 , 34.293 , 34.293 ,\n",
       "       34.295 , 34.297 , 34.297 , 34.299 , 34.3   , 34.301 , 34.303 ,\n",
       "       34.303 , 34.303 , 34.304 , 34.304 , 34.306 , 34.308 , 34.31  ,\n",
       "       34.311 , 34.312 , 34.313 , 34.313 , 34.315 , 34.317 , 34.319 ,\n",
       "       34.319 , 34.319 , 34.319 , 34.319 , 34.32  , 34.323 , 34.326 ,\n",
       "       34.328 , 34.329 , 34.329 , 34.329 , 34.329 , 34.33  , 34.334 ,\n",
       "       34.336 , 34.337 , 34.339 , 34.34  , 34.341 , 34.341 , 34.341 ,\n",
       "       34.34  , 34.342 , 34.341 , 34.342 , 34.342 , 34.342 , 34.343 ,\n",
       "       34.345 , 34.345 , 34.346 , 34.346 , 34.348 , 34.35  , 34.351 ,\n",
       "       34.351 , 34.353 , 34.355 , 34.355 , 34.355 , 34.357 , 34.357 ,\n",
       "       34.358 , 34.358 , 34.358 , 34.358 , 34.359 , 34.359 , 34.36  ,\n",
       "       34.36  , 34.361 , 34.361 , 34.362 , 34.364 , 34.365 , 34.367 ,\n",
       "       34.368 , 34.368 , 34.369 , 34.369 , 34.369 , 34.37  , 34.37  ,\n",
       "       34.37  , 34.37  , 34.37  , 34.37  , 34.371 , 34.373 , 34.374 ,\n",
       "       34.375 , 34.376 , 34.376 , 34.377 , 34.378 , 34.377 , 34.378 ,\n",
       "       34.381 , 34.382 , 34.3867, 34.4035, 34.4271, 34.4445, 34.4555,\n",
       "       34.4676, 34.4762, 34.4862, 34.4984, 34.5107, 34.522 , 34.5307,\n",
       "       34.5366, 34.5473, 34.5547, 34.5653, 34.5723, 34.58  , 34.5856,\n",
       "       34.589 , 34.5926,     nan,     nan,     nan,     nan],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-73a6a852-e547-40ad-95c5-6fbccdeaa8c1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-73a6a852-e547-40ad-95c5-6fbccdeaa8c1' 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:  (depth: 510)\n",
       "Coordinates:\n",
       "  * depth    (depth) float32 4.48 6.18 8.08 10.38 16.08 ... nan nan nan nan\n",
       "Data variables:\n",
       "    psu      (depth) float32 30.359 30.365 30.378 30.465 ... nan nan nan nan"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1944 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "glodap_daSal.values\n",
    "\n",
    "f,a = plt.subplots(3)\n",
    "f.set_size_inches(14,27)\n",
    "a[0].set(ylim=(3000.,0.), xlim=(0.,300.))\n",
    "a[1].set(ylim=(3000.,0.), xlim=(0,12))\n",
    "a[2].set(ylim=(3000.,0.), xlim=(31.,35.))\n",
    "\n",
    "c = ['brown', 'red', 'salmon', 'tomato', 'sandybrown', 'peru', 'darkorange', 'orange', 'gold',\\\n",
    "    'yellow', 'chartreuse', 'lightgreen', 'lime', 'aquamarine', 'teal', 'cyan', 'deepskyblue',\\\n",
    "    'dodgerblue', 'royalblue', 'navy', 'blue', 'mediumpurple', 'darkviolet', 'magenta', 'crimson']\n",
    "\n",
    "\n",
    "# argo2psu=argo2.PSAL_ADJUSTED[nProfile].to_dataset(name='psu')\n",
    "# argo2psu.coords['depth'] = ('depth', argo2.PRES_ADJUSTED[nProfile])\n",
    "# argo2psu['psu'] = (('depth'), argo2psu.psu)\n",
    "# a[0].plot(daO2.values, daO2D.values, ',-', color=c[1])\n",
    "# a[1].plot(daTempD.values, daTemp.values, ',-', color=c[13])\n",
    "# a[2].plot(daSalD.values, daSal.values, ',-', color=c[20])\n",
    "\n",
    "a[0].plot(glodap_daO2.values, glodap_daO2D.values)\n",
    "a[1].plot(glodap_daTemp.values, glodap_daTempD.values)\n",
    "a[2].plot(glodap_daSal.values, glodap_daSalD.values, 'd')\n",
    "\n",
    "for nProfile in range(2):\n",
    "\n",
    "    argo2_ds_temp                 = argo2_ds.TEMP_ADJUSTED[nProfile].to_dataset(name='temp')\n",
    "    argo2_ds_temp.coords['depth'] = ('depth', argo2_ds.TEMP_ADJUSTED[nProfile])\n",
    "    argo2_ds_temp['temp']         = (('depth'), argo2_ds_temp.temp)\n",
    "\n",
    "    argo2_ds_psu                  = argo2_ds.PSAL_ADJUSTED[nProfile].to_dataset(name='psu')\n",
    "    argo2_ds_psu.coords['depth']  = ('depth', argo2_ds.PRES_ADJUSTED[nProfile])\n",
    "    argo2_ds_psu['psu']           = (('depth'), argo2_ds_psu.psu)\n",
    "\n",
    "    a[1].scatter(argo2_ds_temp.temp.values, argo2_ds_psu.depth.values, s=100., color=c[nProfile])\n",
    "    a[2].scatter(argo2_ds_psu.psu.values, argo2_ds_psu.depth.values, s=100., color=c[nProfile])\n",
    "\n",
    "\n",
    "argo2_ds_psu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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