{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7782d138",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kx/4c3bx_w92t31pqyvg6ws03200000gn/T/ipykernel_99980/4288467279.py:5: UserWarning: The seawater library is deprecated! Please use gsw instead.\n",
      "  import seawater\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pyrsktools\n",
    "import glob\n",
    "import seawater\n",
    "import datetime\n",
    "import subprocess\n",
    "\n",
    "from getInletX import getInletX\n",
    "import scipy.io as sio\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib ipympl\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a56857c-51d8-4b30-9fa5-36a59affadc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fad4057337c245d2a6b17e8429076a07",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=700.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "todo = ['temp', 'sal', 'O2sat', 'Flu']\n",
    "cmap = ['hot', 'viridis', 'turbo', 'Greens']\n",
    "clims = [[9, 14], [29.7, 32.5], [0, 120], [0, 3]]\n",
    "fig, axs = plt.subplots(len(todo), sharex=True, figsize=(7, 9.5))\n",
    "with xr.open_dataset('./CTDGridNew.nc') as ds:\n",
    "    ds = ds.sortby('cast')\n",
    "\n",
    "    for nn in range(len(todo)):\n",
    "        pcm = axs[nn].pcolormesh(ds.cast, ds.depths, ds[todo[nn]], cmap=cmap[nn], clim=clims[nn])\n",
    "        cs = axs[nn].contour(ds.cast, ds.depths, ds.pden-1000, levels=np.arange(20, 25, 0.5),\n",
    "                       colors='0.5')\n",
    "        if nn==3:\n",
    "            axs[nn].clabel(cs, fontsize=8)\n",
    "        fig.colorbar(pcm, ax=axs[nn], shrink=0.5, extend='both')\n",
    "        axs[nn].set_ylim([220, 0])\n",
    "        axs[nn].set_xlim([ds.cast[0], ds.cast[-1]])\n",
    "        axs[nn].set_title(todo[nn])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e65830fe-2e5d-4912-86e4-7bb2e3d4086c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "49a0665ed3a14ed78ea107eb7a3f3e52",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=400.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "todo = ['temp', 'sal', 'o2']\n",
    "cmap = ['hot', 'viridis', 'turbo']\n",
    "fig, axs = plt.subplots(1, 1, sharex=True, figsize=(4, 4))\n",
    "with xr.open_dataset('./CTDGridNew.nc') as ds:\n",
    "    ds = ds.isel(time=slice(1, None, 2))\n",
    "    axs.plot(ds.sal, ds.temp, '.')\n",
    "    axs.set_xlabel('S [psu]')\n",
    "    axs.set_ylabel('T [C]')\n",
    "    axs.set_xlim(29, 32.5)\n",
    "    axs.set_ylim(9, 16.5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "93496ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "86399439325c430a93db449683a6d211",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=600.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make sure location OK:\n",
    "\n",
    "with xr.open_dataset('./CTDGridNew.nc') as ds:\n",
    "    fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n",
    "    ax.plot(ds.lon, ds.lat, 'r.')\n",
    "    for i in range(len(ds.lon)):\n",
    "        ax.text(ds.lon[i], ds.lat[i], ' ' + ds.id[i].values, fontsize=8)\n",
    "    with xr.open_dataset('../RegionalData/SouthBc_100m.nc') as topo:\n",
    "        topo = topo.sel(lon=slice(-123.63, -123.15), lat=slice(48.47, 48.85))\n",
    "        ax.contourf(topo.lon, topo.lat, topo.elevation, levels=np.arange(-400, 400, 10), cmap='terrain')\n",
    "        ax.contour(topo.lon, topo.lat, topo.elevation, levels=[0], colors='k')\n",
    "    ax.set_xlabel('Longitude')\n",
    "    ax.set_ylabel('Latitude')\n",
    "    ax.set_aspect(1/np.cos(np.deg2rad(48.7)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415ca7b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20230923/ruskin/Strickland_23Sept2023.rsk\n"
     ]
    },
    {
     "ename": "OperationalError",
     "evalue": "unable to open database file",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[49], line 23\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[38;5;28mprint\u001b[39m(ruskinname)\n\u001b[1;32m     21\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[1;32m     22\u001b[0m     \u001b[38;5;66;03m# rsk to xarray\u001b[39;00m\n\u001b[0;32m---> 23\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mpyrsktools\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mruskinname\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m rsk:\n\u001b[1;32m     24\u001b[0m         \u001b[38;5;28mprint\u001b[39m(rsk)\n\u001b[1;32m     25\u001b[0m         channel_names \u001b[38;5;241m=\u001b[39m rsk\u001b[38;5;241m.\u001b[39mchannels\u001b[38;5;241m.\u001b[39mkeys()\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pyrsktools/__init__.py:337\u001b[0m, in \u001b[0;36mopen\u001b[0;34m(rsk)\u001b[0m\n\u001b[1;32m    333\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen\u001b[39m(rsk):\n\u001b[1;32m    334\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    335\u001b[0m \u001b[38;5;124;03m    Open an RSK file. Returns an RSK object ready for consumption.\u001b[39;00m\n\u001b[1;32m    336\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 337\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mRSK\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrsk\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pyrsktools/__init__.py:83\u001b[0m, in \u001b[0;36mRSK.__init__\u001b[0;34m(self, rsk)\u001b[0m\n\u001b[1;32m     78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, rsk):\n\u001b[1;32m     79\u001b[0m     \u001b[38;5;66;03m# The deployment name gives the name of the dataset at time of download,\u001b[39;00m\n\u001b[1;32m     80\u001b[0m     \u001b[38;5;66;03m# not the filename we're using to access it right now. Keep the current\u001b[39;00m\n\u001b[1;32m     81\u001b[0m     \u001b[38;5;66;03m# name around in case someone needs it.\u001b[39;00m\n\u001b[1;32m     82\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname \u001b[38;5;241m=\u001b[39m rsk\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_db \u001b[38;5;241m=\u001b[39m \u001b[43msqlite3\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfile:\u001b[39;49m\u001b[38;5;132;43;01m%s\u001b[39;49;00m\u001b[38;5;124;43m?mode=ro\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m%\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mrsk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muri\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m     85\u001b[0m     \u001b[38;5;66;03m# Retrieve channels from the dataset.\u001b[39;00m\n\u001b[1;32m     86\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchannels \u001b[38;5;241m=\u001b[39m OrderedDict()\n",
      "\u001b[0;31mOperationalError\u001b[0m: unable to open database file"
     ]
    }
   ],
   "source": [
    "\n",
    "cruise_name = '20230923'\n",
    "dir = cruise_name\n",
    "# these are determined by hand.  Ruskin software should do this,\n",
    "# but didn't seem to work 2022..\n",
    "Casts = {'H1': [1769, 5710],\n",
    "         'A2': [9764, 11523],\n",
    "        'A3': [13690, 14920],\n",
    "        'A5': [16923, 18330],\n",
    "        'S8': [19800, 20745],\n",
    "         'S5.5': [22680, 23759],\n",
    "         'S5': [25551, 26657],\n",
    "         'S12.5': [28342, 29530],\n",
    "         'S12': [30960, 32235],\n",
    "         'S4.5': [33620, 35450],\n",
    "         'S4.25': [37950, 39865],\n",
    "         'S4': [42230, 44660]\n",
    "        }\n",
    "\n",
    "ruskinname = f'{dir}/ruskin/Strickland_23Sept2023.rsk'\n",
    "print(ruskinname)\n",
    "if True:\n",
    "    # rsk to xarray\n",
    "    with pyrsktools.open(ruskinname) as rsk:\n",
    "        print(rsk)\n",
    "        channel_names = rsk.channels.keys()\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.plot(rsk.npsamples()['pressure_00'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e8efa00-2f67-4e55-8b4f-10d41219da9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (depths: 324, time: 12)\n",
      "Coordinates:\n",
      "  * depths   (depths) float64 0.5 1.5 2.5 3.5 4.5 ... 320.5 321.5 322.5 323.5\n",
      "    cast     (time) int64 ...\n",
      "  * time     (time) datetime64[ns] 2023-09-23T15:43:51.624999936 ... 2023-09-...\n",
      "Data variables: (12/13)\n",
      "    pres     (depths, time) float64 ...\n",
      "    temp     (depths, time) float64 ...\n",
      "    cond     (depths, time) float64 ...\n",
      "    Flu      (depths, time) float64 ...\n",
      "    O2sat    (depths, time) float64 ...\n",
      "    sal      (depths, time) float64 ...\n",
      "    ...       ...\n",
      "    pden     (depths, time) float64 ...\n",
      "    id       (time) object ...\n",
      "    lon      (time) float64 ...\n",
      "    lat      (time) float64 ...\n",
      "    alongx   (time) float64 ...\n",
      "    acrossx  (time) float64 ...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5b77845e3aed489bb580f49f3e34a992",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_minor": 0
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      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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txyAACA0ZWzBeCGDRtO+brneWpsbFRjY+OI3yuWLJQXgKvFCj17Y5x6LI4hyWaKErc4jixuuG5tJII4839fiM8cuJAA9jlyv9hYiJPo4epNBu/7INvsVy05IG7ylB+AL3KbBeDRpL0B4cV52dv2Nm8nFmfi0hGJB/CWgWGefqM3Yf87b7QlFd7PZyhcHMIUN3yfBu8bEQAAAKOKBNAHQbkIxGYbbA5mj+dnbze2OZlwnAPWEUkEMM0J80UGfQFMVDE8Qfj7lW0MqSEBBAAAcA4JoA/iyXzlBWDC0B7ZS+FsjgHM5gUoMYtHjUG8iCFMgnC7xkw2J28fKRcukMjz3Ijdwzwd0XDFCAAD+I0IAACAUUUC6IOYKZQCcCudPItXNcUsToOTzfErvRa3cRATrIHETZ/tJoRGEMclDlaYxy8inYufpYt9zhSOvygAAADwDQmgD44lCpUIwKSoBRbnAXQlAYxbTGyCOI/dQGIBTQCTAbzSMcwpRCIk++PIuDFQjKuA3eTC/2AAAAB8BQmgD3qT+VIAbgVnM03odSUBtLmNFY6j9JjitptwEsHbfmG+CjjM6eVg5ed+FyXZPYNjSyzpxhXep+Lepz4KYskCmYT9TZkstPfHJG5xGpxs3sfS5mnYsPzBDeotloJ4wUWYbzVmQrI/joQLfZTCfSAyXMbBPmdiCwAAADjGfmyVA2KJQiUDcBGIzRvL91pMAI8msjcJtc3TsL0hGahtc6qcsLGZnI9UWBJpnN4xByeC7uUUMAkgAACAa0gAfdCbzJcJwJG8zYG8PRYT0O5EJGvv1WPzYpcAXsQwkBjJ0KCFOUVzZXycC2yePbLFxT5nIgEEAABwDAmgD+LJvEAkgDanYumxeBV0R3xs1t7LZgoXlsla/7Tyd7abMKBtn33ddhP6CfNVwGFOLwerjytFkcPYuwEAABxDAuiDvmSelLRfSx+zOA6vN2EvnfpDbFzW3stmCtdr+O+aa/oCcOZguFy42DvPc6CTcnMeQBf7nIktAAAA4BgiBR/EE/kyFhOwE2xeiWv1TiBZHH9oM4VLcrw2IokAHvGHeRxdmMcvDlaYPx/gdIL3jQgAAIBRRQLog3hA5gG0OQ6vt8/ermSz39nEvFW5J8wpmgvzALrQR0nK85K2m5B1LvY5EwWgD+KJfCX77BchNm/HFrd4EUwsnr3d2OZFIAkC+xEJ4in0MJ9iTCTD23YAnAIGAABwDgmgD3oT+coPwGlIm6dC4xYT0GQWk4iF33gva++V6Zm951t7byCTC6dHw5zQDoWLU6K42OdMbAEAAADHkAD6INZboPwCe1OwnNAbsfdx2kwAPUcma40Z+/tYmPUG8FZ6YU6YXEgAXeijFO79cLjCfAGWX0gAAQAAHEMC6IO+3gIlC+xvymNxewlRn8UEsLCwz9p7Z1NPkgRwJHpIUH3lYmqUq1xMw4yDfc5EAggAAOAY+7FVDkjE82R67dfSPb32Ps6+XnsJYF6+GxN6kmCNzOHEONtN6CfMKZpxYOhtmD+foXCln1/lYp8z2a9aAAAAkFUkgD4wfXkyffZr6VjMXkJk4vb631cQvKs7R0OMMYAj0hHABBAIAhfnxHOxz5lydgv88R//sTzP6/dYvny5JGnp0qX9Xjv/fCbaBQAAuS9nE8Dt27crkUiknu/evVuXXXaZrr/++tSyK664QuvXr089LyoqGtZ7eQlPXsL+eILEUYsJkcUxkMkCN8YA2rwPcS74Q9/XbDehnzCPQ3JhjjwXxjlKUp+DaZiLfc6UswXgWWedlfb8gQce0De+8Q3NnTs3tSwSiSgajY78zZLe8YdlXrfFHdpi94Nw+j0bmAZmZA71cQoYGEiYD0SGy8U+Z3LiL2dvb6+effZZ3XrrrfK8Lz/0LVu2aPLkyTrnnHO0bNkytbe3n/L3xGIxdXZ2pj0AAADCJmcTwK/auHGjDh8+rKVLl6aW1dXV6frrr1dVVZVaW1t1//336+KLL9bOnTsViUQG/D1NTU1as2ZN/xfM/zwsKzhir55PjLG3AWxegJJNfZwCHpFjieAlqC5OwIvg6Uu68R36VS72OZMTBeATTzyhuro6VVRUpJYtXrw49e+amhrNmjVLVVVV2rRpkxYuXDjg72loaFB9fX3qeWdnpyorK0ev4QAAAKMg5wvAzz77TG+88YZefPHFU65XXl6uqqoq7d2796TrRCKRgdPB5P88LMs/Zu+9kzb3pD43UpQEY1ZG5FhieBd5AbnOxQsi+D51YAzg+vXrNXnyZF155ZWnXO/gwYPav3+/ysvLs9QyAAAAO3I6AUwmk1q/fr2WLFmigoIvu9rd3a3GxkYtWrRI5eXl+vTTT3Xvvfdq0qRJuu6664b8Pl7SkxeAq4Dze+y9d984e/33HEkAuWptZFxMOUaTC9PAMEYTuSynC8A33nhD+/bt06233pq2PD8/X7t27dLTTz+tw4cPq7y8XPPnz9cLL7yg4uJiS60FAADIjpwuAGtra2UGmMlz7Nixeu2113x7Hy8ZjImgC2L23jveZ++9Ta/9bZ8N3LpoZPqSwbuKmlQXQeDifuhinzPxFwUAAMAxOZ0AZouXOP6wLS9u771t9j//mBtHcgnGI40IR/zAwFz8v+FinzNRAPogr9dTXp79nclmEZZn8RTwb374/9l7c4RGEAf080co2Fy40AXu4hQwAACAY0gAfeDFpbwAjC+3mQB6FhNAVzw241nbTQi1f5vzmO0m9HPZFtJrAHaQAAIAADiGBNAHeXEpLwCltJfsP+VNtuQ5Mhkz4CfGACII8jx7fztscbHPmQJQtgAAACCbSAB9kNcXkDGAFg9obE5BA4RVmBNAF/KTMH8+wOmQAAIAADiGBNAPyf95WOZZbAMJIDB0zDOHIHAx6XSxz5lIAAEAABxDAugDL2k3fUuxOCgnv9feewMAgKEhAQQAAHAMCaAPvITdu3CckGexDSbuwjWBgL+CeH9ifCk/Lwindkafi+PhXOxzJgpAH+Ql7BZfJzARNIBs+Wjh/7LdhFH3rf+613YTssLFYsjFPmfiFDAAAIBjSAB9kB+X8gNwMGHzNHSe4RQwgNzC1xpyGQkgAACAY0gAfZAXN4G4sbSxeDs6JoIGho5xSABsIQEEAABwDAmgD4IyDYzNMMHmFcgAMBpcmabHxVsSutjnTCSAAAAAjiEB9EFen5QXhFLas3dEQwIIAEB4BKFsAQAAQBaRAPrBGOcTMNf7DwwH45AA2EIB6IO8PikvAN/jNqeBAYBcQ4GOXMYpYAAAAMeQAPrASx5/WGfzLCxngAEACA0SQAAAAMeQAPrASwbkIhCGqwAAhsiVCa+/ysU+ZyIBBAAAcAwJoB+MAjEGzgtAGwAMXpKrTAONzwe5jAQQAADAMSSAPvBMQNI3E4RGABis/137gO0mAE4mnS72OVMoE8CtW7dqwYIFqqiokOd52rhxY9rrxhg1NjaqoqJCY8eO1bx587Rnz560dWKxmFasWKFJkyZp/Pjxuvrqq/X5559nsRcAAAB2hLIAPHLkiKZPn65169YN+PqDDz6ohx56SOvWrdP27dsVjUZ12WWXqaurK7XOypUr9dJLL2nDhg16++231d3drauuukqJRGLI7TFeMB4n5iO08QCAXGOMGw+4KZSngOvq6lRXVzfga8YY/fSnP9V9992nhQsXSpKeeuoplZWV6fnnn9ftt9+ujo4OPfHEE3rmmWd06aWXSpKeffZZVVZW6o033tDll1+etb4AAABkWygTwFNpbW1VW1ubamtrU8sikYjmzp2rbdu2SZJ27typeDyetk5FRYVqampS6wwkFoups7Mz7REkJ8Yi2ngAAMLJGM/Jh+tyrgBsa2uTJJWVlaUtLysrS73W1tamoqIinXnmmSddZyBNTU0qKSlJPSorKyXZLbzSirCEsfcAAAChkXMF4Amel17dG2P6Lct0unUaGhrU0dGReuzfv9+XtgIAAGRTKMcAnko0GpV0POUrLy9PLW9vb0+lgtFoVL29vTp06FBaCtje3q45c+ac9HdHIhFFIpF+y4NyKzibp2Lt9x4A/MVpQuSynEsAq6urFY1G1dzcnFrW29urlpaWVHE3c+ZMFRYWpq1z4MAB7d69+5QFIAAAQC4IZQLY3d2tjz/+OPW8tbVV77//vkpLSzVlyhStXLlSa9eu1dSpUzV16lStXbtW48aN08033yxJKikp0W233aZVq1Zp4sSJKi0t1d13361p06alrgoeEqNgRGBWr+fnSBkAgLAIZQG4Y8cOzZ8/P/W8vr5ekrRkyRI9+eSTuueee3Ts2DHdeeedOnTokGbPnq3XX39dxcXFqZ95+OGHVVBQoBtuuEHHjh3TJZdcoieffFL5+flZ7w8AAEA2ecYwDeRwdXZ2qqSkRHMu/6EKCsfYbo68uL0ZmZNF9kYTbH3l/7f23gBy17RXVttuQlZMGNtjuwlZ13ckpv9z3SPq6OjQhAkTbDfHipwbAwgAAIBTC+UpYAzM5Fkch8cQQAAAQoMEEAAAwDEkgLkk314Mx3RZABBOnoP383Sxz5koAH1gvIAUQDbbcJq7rABA2CQD8cUOjA5OAQMAADiGBDCH2DxYNRxKAMgxeZwmRA7jzzYAAIBjSAD94CkY06BYHIfHUBkAucaVMYAFnr2bCFjjYp8zkAACAAA4hgTQBybPszsJ84l2WB0DaL//AOAnV26U6uKUKC72ORMJIAAAgGNIAH0QlHkArR7QBKD/AIChc/FqZxf7nIkEEAAAwDEkgDmEeQABAEPlytXOX+VinzPxZxsAAMAxJIDwBwdTABBKxsE0zMU+Z6IAhC+YBgZArqFIQC7jFDAAAIBjSABzic2LQDhQBgAgNEgAAQAAHEMCCF8wDQwAhFPSwav4XOxzJv5sAwAAOIYE0AeesXwbtv+RtFnOczAFIMe4chVwngLwByzLXOxzJhJAAAAAx5AAAgAwAFcyIi8Ip7CyzMU+ZyIBBAAAcAwJoB+MOf6wzt54FS9p7a0BACOQ52Aa5mKfM5EAAgAAOIYEEL7I6+NoCkBuceYqYAfTMBf7nIkC0AdBmQbGZhu8PnvvDQCjgQsFkMs4BQwAAOAYEkD4glPAABBOSUdOdX+Vi33ORAIIAADgGBJAPxgFY8ZQi23ISwRhAwCAf1y5CMTFNMzFPmcKZQK4detWLViwQBUVFfI8Txs3bky9Fo/H9f3vf1/Tpk3T+PHjVVFRob/927/V7373u7TfMW/ePHmel/a48cYbs9wTAACA7AtlAnjkyBFNnz5d3/ve97Ro0aK0144ePap3331X999/v6ZPn65Dhw5p5cqVuvrqq7Vjx460dZctW6Yf/vCHqedjx47NSvtHi5e0l8IxETQAhFM8mW+7CVnX52CfM4WyAKyrq1NdXd2Ar5WUlKi5uTlt2aOPPqpvfetb2rdvn6ZMmZJaPm7cOEWj0VFtKwAAQNCEsgAcqo6ODnmepzPOOCNt+XPPPadnn31WZWVlqqur0+rVq1VcXDzk3x+UeQCtjkNkDCCAXOPI11pfwr00zMU+Z8r5ArCnp0c/+MEPdPPNN2vChAmp5bfccouqq6sVjUa1e/duNTQ06Ne//nW/9PCrYrGYYrFY6nlnZ+eoth0AAGA05HQBGI/HdeONNyqZTOqxxx5Le23ZsmWpf9fU1Gjq1KmaNWuW3n33Xc2YMWPA39fU1KQ1a9aMaptHxOadQBw5UgaAXJNIundFLFcB53ABGI/HdcMNN6i1tVVvvvlmWvo3kBkzZqiwsFB79+49aQHY0NCg+vr61PPOzk5VVlZKSXP8YZmXZ2+HtnkBCgCMBmemgZEb/fwqF/ucKScLwBPF3969e7V582ZNnDjxtD+zZ88exeNxlZeXn3SdSCSiSCTiZ1MBAACyLpQFYHd3tz7++OPU89bWVr3//vsqLS1VRUWF/vqv/1rvvvuu/uM//kOJREJtbW2SpNLSUhUVFem3v/2tnnvuOX33u9/VpEmT9OGHH2rVqlX65je/qW9/+9u2ujVyVqeBIQEEgDByJen8Khf7nCmUBeCOHTs0f/781PMTp2WXLFmixsZGvfLKK5Kkv/qrv0r7uc2bN2vevHkqKirSr371Kz3yyCPq7u5WZWWlrrzySq1evVr5+VwZBAAAclsoC8B58+bJmJMnTqd6TZIqKyvV0tLiX4OCcis4m5gIGgCA0AjlreAAAAAwfKFMADEwq7eCO03qCgBh48rXmovTwLjY50wkgAAAAI4hAcwheTZvx+bIkTIAALmABBAAAMAxJIA+8BSMW6F5cYuX4nqMpwCAMHJxTjwX+5yJBBAAAMAxJIA5JM9iApgs5FgCQG4hJUIuowDMIV7C4ilgCkAACCUXC10X+5yJv9oAAACOIQHMIV48Ye+9I+xKAACEBQkgAACAY4htcohncSLoN1rutfbeADAqGCeGHEYCCAAA4BgSwFySsDcGEAAAhAcJIAAAgGNIAP1gzPGHZTbHAAIAgPAgAQQAAHAMCWAusXknEABAKCUdvNrZxT5nogD0gWeOP6wLwGloAEC4JJPuFUNJ8hJOAQMAALiGBNAHXtLISwYgfeOQBgAADAIJIAAAgGNIAH3gJYy8IAwC7Ouz3QIAABACJIAAAACOIQH0QWASwCCMQwQAAIFHAggAAOAYEkAfeH1JeQrAFbhcBQwAvvntjffabkJW/MXGRttNyDrPvakP+yEBBAAAcAwJoA8CMw9gImG7BQCAkHExDXOxz5lIAAEAABxDAugDLxGQMYB9JIAAAOD0KAD9kDSSZ78ANEwEDQAYIhOAEUzZ5mKfM3EKGAAAwDEkgD7wEkaeAnA4wUUgAABgEEKZAG7dulULFixQRUWFPM/Txo0b015funSpPM9Le5x//vlp68RiMa1YsUKTJk3S+PHjdfXVV+vzzz/PYi8AAADsCGUCeOTIEU2fPl3f+973tGjRogHXueKKK7R+/frU86KiorTXV65cqX//93/Xhg0bNHHiRK1atUpXXXWVdu7cqfz8/KE1KJkMxhhAJoIGAAyRMe7NicIYwJAWgHV1daqrqzvlOpFIRNFodMDXOjo69MQTT+iZZ57RpZdeKkl69tlnVVlZqTfeeEOXX365720GAAAIilCeAh6MLVu2aPLkyTrnnHO0bNkytbe3p17buXOn4vG4amtrU8sqKipUU1Ojbdu2Df3NEiYYD2PxAQAAQiOUCeDp1NXV6frrr1dVVZVaW1t1//336+KLL9bOnTsViUTU1tamoqIinXnmmWk/V1ZWpra2tpP+3lgsplgslnre2dk5an0AAAAYLTlZAC5evDj175qaGs2aNUtVVVXatGmTFi5ceNKfM8bIO8X9YZqamrRmzZp+y72+hDxj/wpcE4Tb0QEAQsXNMYDu9TlTzp4C/qry8nJVVVVp7969kqRoNKre3l4dOnQobb329naVlZWd9Pc0NDSoo6Mj9di/f/+othsAAGA0OFEAHjx4UPv371d5ebkkaebMmSosLFRzc3NqnQMHDmj37t2aM2fOSX9PJBLRhAkT0h6SpGTi+Bx8th8mae8BAABCI5SngLu7u/Xxxx+nnre2tur9999XaWmpSktL1djYqEWLFqm8vFyffvqp7r33Xk2aNEnXXXedJKmkpES33XabVq1apYkTJ6q0tFR33323pk2blroqeEgSCSkAp4ABAAAGI5QF4I4dOzR//vzU8/r6eknSkiVL9Pjjj2vXrl16+umndfjwYZWXl2v+/Pl64YUXVFxcnPqZhx9+WAUFBbrhhht07NgxXXLJJXryySeHPgcgAABAyISyAJw3b57MKaYeee211077O8aMGaNHH31Ujz766MgblAjGaVAuAgEAAIPhxBhAAAAAfCmUCWDgJI0k+wlgEFJIAAAQfCSAAAAAjiEB9AO3QwMAACFCAggAAOAYEkA/JJMKxBhAAACGyMXzVy72ORMJIAAAgGNIAP0QkDGAzAMIAAAGgwQQAADAMSSAfgjInUAAAAAGgwLQB8YkZYJQAAahDQAAIPA4BQwAAOAYEkA/JDkFDAAAwoMEEAAAwDEkgH5IJiWPBBAAED7GeLabkHUu9jkTCSAAAIBjSAD9YIy4sQwAAAgLEkAAAADHkAD6wCSTMowBBAAAIUECCAAA4BgSQD8wBhAAEFIm6eAVsS72OQMJIAAAgGNIAAEAcFjSwTTMxT5nogD0Q9JIHqeAAQBAOHAKGAAAwDEkgH4wRhLTwAAAwsdz8AyWi33ORAIIAADgGBJAH5ikkQnA0URz8pe2mwAAAEKABBAAAMAxJIB+MEkxBhAAEEaegzOiuNjnTCSAAAAAjqEABAAAcAwFIAAAgGMYA+iDoFwFDAAAMBgUgH7gIhAAABAioTwFvHXrVi1YsEAVFRXyPE8bN25Me93zvAEf//iP/5haZ968ef1ev/HGG7PcEwAAgOwLZQF45MgRTZ8+XevWrRvw9QMHDqQ9fvGLX8jzPC1atChtvWXLlqWt98///M/ZaD4AAIBVoTwFXFdXp7q6upO+Ho1G056//PLLmj9/vr7+9a+nLR83bly/dQEAAHJdKBPAofj973+vTZs26bbbbuv32nPPPadJkybp3HPP1d13362uri4LLQQAAMiuUCaAQ/HUU0+puLhYCxcuTFt+yy23qLq6WtFoVLt371ZDQ4N+/etfq7m5+aS/KxaLKRaLpZ53dnaOWrsBAABGS84XgL/4xS90yy23aMyYMWnLly1blvp3TU2Npk6dqlmzZundd9/VjBkzBvxdTU1NWrNmzai2FwCAbDIOzmLmYp8z5fQp4LfeeksfffSR/u7v/u60686YMUOFhYXau3fvSddpaGhQR0dH6rF//34/mwsAAJAVOZ0APvHEE5o5c6amT59+2nX37NmjeDyu8vLyk64TiUQUiUT8bCIAAFYZ49luQta52OdMoSwAu7u79fHHH6eet7a26v3331dpaammTJki6fj4vF/+8pf6yU9+0u/nf/vb3+q5557Td7/7XU2aNEkffvihVq1apW9+85v69re/nbV+AAAA2BDKAnDHjh2aP39+6nl9fb0kacmSJXryySclSRs2bJAxRjfddFO/ny8qKtKvfvUrPfLII+ru7lZlZaWuvPJKrV69Wvn5+VnpAwAAgC2eMQyFHK7Ozk6VlJRonq5RgVdouzlqTv7SdhMAACHzjRd+bLsJWZc82qNPb/2ROjo6NGHCBNvNsSKUCSAAAPCH57mXA7nY50w5fRUwAAAA+qMABAAAcAyngAEAcJiLU6K42OdMJIAAAACOIQEEAMBlLqZhLvY5AwkgAACAY0gAAQBwmIuzAbvY50wkgAAAAI4hAQQAwGEm6d54OBf7nIkEEAAAwDEkgAAAuIzxcE4iAQQAAHAMBSAAAIBjKAABAAAcQwEIAADgGC4C8cHLHU9rwoQJtpsBAAAwKCSAAAAAjqEABAAAcAwFIAAAgGMYAwgAgMOMce+2aC72ORMJIAAAgGMoAAEAABxDAQgAAOAYxgACAOAyY7sBFrjY5wwkgAAAAI6hAAQAAHAMBSAAAIBjKAABAAAcQwEIAADgGApAAAAAx3jGGC6GHqbOzk6VlJSoo6NDEyZMsN0cAAAwCPz9JgEEAABwDgUgAACAYygAAQAAHEMBCAAA4JhQFoBNTU0677zzVFxcrMmTJ+vaa6/VRx99lLaOMUaNjY2qqKjQ2LFjNW/ePO3ZsydtnVgsphUrVmjSpEkaP368rr76an3++efZ7AoAAEDWhbIAbGlp0fLly/XOO++oublZfX19qq2t1ZEjR1LrPPjgg3rooYe0bt06bd++XdFoVJdddpm6urpS66xcuVIvvfSSNmzYoLffflvd3d266qqrlEgkbHQLAAAgK3JiGpj//u//1uTJk9XS0qKLLrpIxhhVVFRo5cqV+v73vy/peNpXVlamf/iHf9Dtt9+ujo4OnXXWWXrmmWe0ePFiSdLvfvc7VVZW6tVXX9Xll19+2vflMnIAAMKHv99Sge0G+KGjo0OSVFpaKklqbW1VW1ubamtrU+tEIhHNnTtX27Zt0+23366dO3cqHo+nrVNRUaGamhpt27ZtwAIwFospFov1e9/Ozs5R6RcAAPDfib/bOZCBDVvoC0BjjOrr63XhhReqpqZGktTW1iZJKisrS1u3rKxMn332WWqdoqIinXnmmf3WOfHzmZqamrRmzZp+yysrK0fcDwAAkF1dXV0qKSmx3QwrQl8A3nXXXfrggw/09ttv93vN87y058aYfssynWqdhoYG1dfXp54nk0n94Q9/0MSJE0/7e0eis7NTlZWV2r9/v7NR9WCxrQaPbTU0bK/BY1sNHttqaPzaXsYYdXV1qaKiwsfWhUuoC8AVK1bolVde0datW3X22WenlkejUUnHU77y8vLU8vb29lQqGI1G1dvbq0OHDqWlgO3t7ZozZ86A7xeJRBSJRNKWnXHGGX5157QmTJjAF8Qgsa0Gj201NGyvwWNbDR7bamj82F6uJn8nhPIqYGOM7rrrLr344ot68803VV1dnfZ6dXW1otGompubU8t6e3vV0tKSKu5mzpypwsLCtHUOHDig3bt3n7QABAAAyAWhTACXL1+u559/Xi+//LKKi4tTY/ZKSko0duxYeZ6nlStXau3atZo6daqmTp2qtWvXaty4cbr55ptT6952221atWqVJk6cqNLSUt19992aNm2aLr30UpvdAwAAGFWhLAAff/xxSdK8efPSlq9fv15Lly6VJN1zzz06duyY7rzzTh06dEizZ8/W66+/ruLi4tT6Dz/8sAoKCnTDDTfo2LFjuuSSS/Tkk08qPz8/W10ZlEgkotWrV/c7/Yz+2FaDx7YaGrbX4LGtBo9tNTRsL//kxDyAAAAAGLxQjgEEAADA8FEAAgAAOIYCEAAAwDEUgAAAAI6hAAy4xx57TNXV1RozZoxmzpypt956y3aTAqmxsVGe56U9TkwI7rqtW7dqwYIFqqiokOd52rhxY9rrxhg1NjaqoqJCY8eO1bx587Rnzx47jbXsdNtq6dKl/faz888/305jLWtqatJ5552n4uJiTZ48Wddee60++uijtHXYt740mO3F/nXc448/rr/8y79MTfZ8wQUX6D//8z9Tr7Nf+YMCMMBeeOEFrVy5Uvfdd5/ee+89fec731FdXZ327dtnu2mBdO655+rAgQOpx65du2w3KRCOHDmi6dOna926dQO+/uCDD+qhhx7SunXrtH37dkWjUV122WXq6urKckvtO922kqQrrrgibT979dVXs9jC4GhpadHy5cv1zjvvqLm5WX19faqtrdWRI0dS67BvfWkw20ti/5Kks88+Ww888IB27NihHTt26OKLL9Y111yTKvLYr3xiEFjf+ta3zB133JG27M/+7M/MD37wA0stCq7Vq1eb6dOn225G4EkyL730Uup5Mpk00WjUPPDAA6llPT09pqSkxPzTP/2ThRYGR+a2MsaYJUuWmGuuucZKe4Kuvb3dSDItLS3GGPat08ncXsawf53KmWeeaf71X/+V/cpHJIAB1dvbq507d6q2tjZteW1trbZt22apVcG2d+9eVVRUqLq6WjfeeKM++eQT200KvNbWVrW1taXtZ5FIRHPnzmU/O4ktW7Zo8uTJOuecc7Rs2TK1t7fbblIgdHR0SJJKS0slsW+dTub2OoH9K10ikdCGDRt05MgRXXDBBexXPqIADKgvvvhCiURCZWVlacvLyspSt77Dl2bPnq2nn35ar732mv7lX/5FbW1tmjNnjg4ePGi7aYF2Yl9iPxucuro6Pffcc3rzzTf1k5/8RNu3b9fFF1+sWCxmu2lWGWNUX1+vCy+8UDU1NZLYt05loO0lsX991a5du/S1r31NkUhEd9xxh1566SX9xV/8BfuVj0J5KziXeJ6X9twY028Zjn9xnjBt2jRdcMEF+sY3vqGnnnpK9fX1FlsWDuxng7N48eLUv2tqajRr1ixVVVVp06ZNWrhwocWW2XXXXXfpgw8+0Ntvv93vNfat/k62vdi/vvSnf/qnev/993X48GH927/9m5YsWaKWlpbU6+xXI0cCGFCTJk1Sfn5+vyOa9vb2fkc+6G/8+PGaNm2a9u7da7spgXbiSmn2s+EpLy9XVVWV0/vZihUr9Morr2jz5s06++yzU8vZtwZ2su01EJf3r6KiIv3Jn/yJZs2apaamJk2fPl2PPPII+5WPKAADqqioSDNnzlRzc3Pa8ubmZs2ZM8dSq8IjFovpN7/5jcrLy203JdCqq6sVjUbT9rPe3l61tLSwnw3CwYMHtX//fif3M2OM7rrrLr344ot68803VV1dnfY6+1a6022vgbi8f2UyxigWi7Ff+cna5Sc4rQ0bNpjCwkLzxBNPmA8//NCsXLnSjB8/3nz66ae2mxY4q1atMlu2bDGffPKJeeedd8xVV11liouL2VbGmK6uLvPee++Z9957z0gyDz30kHnvvffMZ599Zowx5oEHHjAlJSXmxRdfNLt27TI33XSTKS8vN52dnZZbnn2n2lZdXV1m1apVZtu2baa1tdVs3rzZXHDBBeaP/uiPnNxWf//3f29KSkrMli1bzIEDB1KPo0ePptZh3/rS6bYX+9eXGhoazNatW01ra6v54IMPzL333mvy8vLM66+/boxhv/ILBWDA/exnPzNVVVWmqKjIzJgxI23KAHxp8eLFpry83BQWFpqKigqzcOFCs2fPHtvNCoTNmzcbSf0eS5YsMcYcn65j9erVJhqNmkgkYi666CKza9cuu4225FTb6ujRo6a2ttacddZZprCw0EyZMsUsWbLE7Nu3z3azrRhoO0ky69evT63DvvWl020v9q8v3Xrrram/e2eddZa55JJLUsWfMexXfvGMMSZ7eSMAAABsYwwgAACAYygAAQAAHEMBCAAA4BgKQAAAAMdQAAIAADiGAhAAAMAxFIAAAACOoQAEAABwDAUgAACAYygAAQAAHEMBCAAA4BgKQAAAAMdQAAIAADiGAhAAAMAxFIAAAACOoQAEAABwDAUgAACAYygAAQAAHEMBCAAA4BgKQAAAAMdQAAIAADiGAhAAAMAxFIAAAACOoQAEAABwDAUgAACAYygAAQAAHEMBCAAA4BgKQAAAAMdQAAIAADiGAhAAAMAxFIAAAACO+X9Yn35Q2RtvSQAAAABJRU5ErkJggg==' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "047955bb84e649db82bb3fa829e540e6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce2c257e1ea847f3a0bbbd99dd62bdff",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with xr.open_dataset('20230923/CtdGridNew.nc') as ds:\n",
    "    print(ds)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(ds.alongx, ds.depths,np.log10(ds.Flu))\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(ds.alongx, ds.depths,ds.O2sat, vmin=0, vmax=50)\n",
    "    ax.set_ylim(200, 0)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot( ds.temp, ds.sal, '.')\n",
    "    ax.set_ylim(33, 28)\n",
    "    ax.set_xlim(8, 15)\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(ds.lon, ds.lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "debd7923-a0c1-4b9f-bcef-97776e081f0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d05e8c2379f47dc82c9af9418a56ffe",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with xr.open_dataset('../CruiseData22/rbrctd/20220924/CtdGridNew.nc') as ds:\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(ds.alongx, ds.depths, np.log10(ds.Flu))\n",
    "    ax.set_ylim(200, 0)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(ds.temp, ds.sal, '.')\n",
    "    ax.set_ylim(33, 28)\n",
    "    ax.set_xlim(8, 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bcae54d8-6002-455b-a7e8-fe6ea2cd034f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20230927/ruskin/Strickland_27_1_Sep2023.rsk\n",
      "RSK(name='20230927/ruskin/Strickland_27_1_Sep2023.rsk', channels=OrderedDict([('conductivity_00', Channel(id=1, key='cond10', label='conductivity_00', name='Conductivity', units='mS/cm', derived=False)), ('temperature_00', Channel(id=2, key='temp14', label='temperature_00', name='Temperature', units='°C', derived=False)), ('pressure_00', Channel(id=3, key='pres24', label='pressure_00', name='Pressure', units='dbar', derived=False)), ('chlorophyll_00', Channel(id=4, key='fluo10', label='chlorophyll_00', name='Chlorophyll a', units='µg/l', derived=False)), ('oxygensaturation_00', Channel(id=5, key='doxy03', label='oxygensaturation_00', name='Dissolved O₂ saturation', units='%', derived=False)), ('par_00', Channel(id=6, key='par_00', label='par_00', name='PAR', units='µMol/m²/s', derived=False)), ('seapressure_00', Channel(id=7, key='pres08', label='seapressure_00', name='Sea pressure', units='dbar', derived=True)), ('depth_00', Channel(id=8, key='dpth01', label='depth_00', name='Depth', units='m', derived=True)), ('salinity_00', Channel(id=9, key='sal_00', label='salinity_00', name='Salinity', units='PSU', derived=True)), ('speedofsound_00', Channel(id=10, key='sos_00', label='speedofsound_00', name='Speed of sound', units='m/s', derived=True)), ('specificconductivity_00', Channel(id=11, key='scon00', label='specificconductivity_00', name='Specific conductivity', units='µS/cm', derived=True))]), sample_channels=['channel01', 'channel02', 'channel03', 'channel04', 'channel05', 'channel06', 'channel07', 'channel08', 'channel09', 'channel10', 'channel11'], sample_fields=['timestamp', 'conductivity_00', 'temperature_00', 'pressure_00', 'chlorophyll_00', 'oxygensaturation_00', 'par_00', 'seapressure_00', 'depth_00', 'salinity_00', 'speedofsound_00', 'specificconductivity_00'], Sample=<class 'pyrsktools.Sample'>, deployment=Deployment(id=1, comment='', logger_status='logging', logger_time_drift='', download_time=datetime.datetime(2023, 9, 27, 17, 57, 28, 266000, tzinfo=datetime.timezone.utc), name='/var/mobile/Containers/Data/Application/2761DEA4-6A9D-4B17-AF0A-1187A67E33DB/Documents/Downloads/206664_20230927_1057.rsk', sample_size=64643), instrument=Instrument(serial=206664, model='RBRmaestro3', firmware_version='1.128', firmware_type=None))\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c5ae89e2920f45dc8be399b4b79896c1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dir = '20230927'\n",
    "ruskinname = f'{dir}/ruskin/Strickland_27_1_Sep2023.rsk'\n",
    "print(ruskinname)\n",
    "if True:\n",
    "    # rsk to xarray\n",
    "    with pyrsktools.open(ruskinname) as rsk:\n",
    "        print(rsk)\n",
    "        channel_names = rsk.channels.keys()\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.plot(rsk.npsamples()['pressure_00'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5b931d0c-430f-4d55-b3e0-5afa8ee1d436",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20230927/ruskin/Strickland_27_2_Sep2023.rsk\n",
      "RSK(name='20230927/ruskin/Strickland_27_2_Sep2023.rsk', channels=OrderedDict([('conductivity_00', Channel(id=1, key='cond10', label='conductivity_00', name='Conductivity', units='mS/cm', derived=False)), ('temperature_00', Channel(id=2, key='temp14', label='temperature_00', name='Temperature', units='°C', derived=False)), ('pressure_00', Channel(id=3, key='pres24', label='pressure_00', name='Pressure', units='dbar', derived=False)), ('chlorophyll_00', Channel(id=4, key='fluo10', label='chlorophyll_00', name='Chlorophyll a', units='µg/l', derived=False)), ('oxygensaturation_00', Channel(id=5, key='doxy03', label='oxygensaturation_00', name='Dissolved O₂ saturation', units='%', derived=False)), ('par_00', Channel(id=6, key='par_00', label='par_00', name='PAR', units='µMol/m²/s', derived=False)), ('seapressure_00', Channel(id=7, key='pres08', label='seapressure_00', name='Sea pressure', units='dbar', derived=True)), ('depth_00', Channel(id=8, key='dpth01', label='depth_00', name='Depth', units='m', derived=True)), ('salinity_00', Channel(id=9, key='sal_00', label='salinity_00', name='Salinity', units='PSU', derived=True)), ('speedofsound_00', Channel(id=10, key='sos_00', label='speedofsound_00', name='Speed of sound', units='m/s', derived=True)), ('specificconductivity_00', Channel(id=11, key='scon00', label='specificconductivity_00', name='Specific conductivity', units='µS/cm', derived=True))]), sample_channels=['channel01', 'channel02', 'channel03', 'channel04', 'channel05', 'channel06', 'channel07', 'channel08', 'channel09', 'channel10', 'channel11'], sample_fields=['timestamp', 'conductivity_00', 'temperature_00', 'pressure_00', 'chlorophyll_00', 'oxygensaturation_00', 'par_00', 'seapressure_00', 'depth_00', 'salinity_00', 'speedofsound_00', 'specificconductivity_00'], Sample=<class 'pyrsktools.Sample'>, deployment=Deployment(id=1, comment='', logger_status='logging', logger_time_drift='', download_time=datetime.datetime(2023, 9, 27, 22, 1, 46, 87000, tzinfo=datetime.timezone.utc), name='/var/mobile/Containers/Data/Application/2761DEA4-6A9D-4B17-AF0A-1187A67E33DB/Documents/Downloads/206663_20230927_1501.rsk', sample_size=12550), instrument=Instrument(serial=206663, model='RBRmaestro3', firmware_version='1.128', firmware_type=None))\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e588e978b50f4bfba1db409266726e89",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dir = '20230927'\n",
    "ruskinname = f'{dir}/ruskin/Strickland_27_2_Sep2023.rsk'\n",
    "print(ruskinname)\n",
    "if True:\n",
    "    # rsk to xarray\n",
    "    with pyrsktools.open(ruskinname) as rsk:\n",
    "        print(rsk)\n",
    "        channel_names = rsk.channels.keys()\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.plot(rsk.npsamples()['pressure_00'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "16a571e7-9837-48a2-8bc2-4a92fa36f4a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset> Size: 86kB\n",
      "Dimensions:            (depths: 324, cast: 4)\n",
      "Coordinates:\n",
      "  * depths             (depths) float64 3kB 0.5 1.5 2.5 ... 321.5 322.5 323.5\n",
      "  * cast               (cast) int64 32B 0 1 2 3\n",
      "Data variables:\n",
      "    time               (cast) datetime64[ns] 32B ...\n",
      "    pressure           (depths, cast) float64 10kB ...\n",
      "    temperature        (depths, cast) float64 10kB ...\n",
      "    conductivity       (depths, cast) float64 10kB ...\n",
      "    chlorophyll        (depths, cast) float64 10kB ...\n",
      "    oxygensaturation   (depths, cast) float64 10kB ...\n",
      "    salinity           (depths, cast) float64 10kB ...\n",
      "    par                (depths, cast) float64 10kB ...\n",
      "    potential_density  (depths, cast) float64 10kB ...\n",
      "    station_name       (cast) <U3 48B ...\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'Dataset' object has no attribute 'lon'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[8], line 15\u001b[0m\n\u001b[1;32m     12\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_xlim(\u001b[38;5;241m8\u001b[39m, \u001b[38;5;241m15\u001b[39m)\n\u001b[1;32m     14\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots()\n\u001b[0;32m---> 15\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot(\u001b[43mds\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlon\u001b[49m, ds\u001b[38;5;241m.\u001b[39mlat)\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/xarray/core/common.py:286\u001b[0m, in \u001b[0;36mAttrAccessMixin.__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    284\u001b[0m         \u001b[38;5;28;01mwith\u001b[39;00m suppress(\u001b[38;5;167;01mKeyError\u001b[39;00m):\n\u001b[1;32m    285\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m source[name]\n\u001b[0;32m--> 286\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[1;32m    287\u001b[0m     \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m object has no attribute \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    288\u001b[0m )\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'Dataset' object has no attribute 'lon'"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "653040e9d62a46cbbee7e71a6853d1d7",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ccb71dd6d5c2466e876e915d39230997",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "be2c669360854a2a98150e3dfff832d0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with xr.open_dataset('20240918/CtdGridRuskin.nc') as ds:\n",
    "    print(ds)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(ds.time, ds.depths, np.log10(ds.chlorophyll))\n",
    "    ax.set_ylim(200, 0)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pcolormesh(ds.time, ds.depths, ds.oxygensaturation, vmin=0, vmax=50)\n",
    "    ax.set_ylim(200, 0)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot( ds.temperature, ds.salinity, '.')\n",
    "    ax.set_ylim(33, 28)\n",
    "    ax.set_xlim(8, 15)\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(ds.lon, ds.lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6fd07339-3e91-4bee-bc3a-4d8af66f5406",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2a8329b90>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "690391182b134f918d538fd54757110c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "    fig, ax = plt.subplots()\n",
    "    ax.plot(ds.alongx, ds.lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4f8f939e-436a-402a-bd80-4d4dbd06635d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['S12', 'S12.5', 'S5', 'S5.5', 'S8', 'A5', 'A3', 'A2', 'A1', 'S4',\n",
       "       'S4.5'], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.id.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3d51f7af-14cd-4a36-b454-db3a9958ab03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.53405341,  3.57035704,  5.90459046,  7.15271527, 10.0090009 ,\n",
       "       12.70327033, 15.12751275, 17.61176118, 21.38013801, 25.07050705,\n",
       "       29.16291629])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.alongx.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "68649978-e916-46e3-9c71-c56c176405d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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,\n",
       ".xr-attrs 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",
       ".xr-no-icon {\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:  (depths: 324, time: 11)\n",
       "Coordinates:\n",
       "  * depths   (depths) float64 0.5 1.5 2.5 3.5 4.5 ... 320.5 321.5 322.5 323.5\n",
       "    cast     (time) int64 ...\n",
       "  * time     (time) datetime64[ns] 2023-09-27T15:27:56.500000 ... 2023-09-27T...\n",
       "Data variables: (12/13)\n",
       "    pres     (depths, time) float64 ...\n",
       "    temp     (depths, time) float64 13.79 13.61 13.14 12.89 ... nan nan nan nan\n",
       "    cond     (depths, time) float64 ...\n",
       "    Flu      (depths, time) float64 9.718 5.323 4.618 3.885 ... nan nan nan nan\n",
       "    O2sat    (depths, time) float64 ...\n",
       "    sal      (depths, time) float64 29.88 29.91 29.91 30.06 ... nan nan nan nan\n",
       "    ...       ...\n",
       "    pden     (depths, time) float64 ...\n",
       "    id       (time) object ...\n",
       "    lon      (time) float64 -123.5 -123.5 -123.5 -123.5 ... -123.3 -123.3 -123.2\n",
       "    lat      (time) float64 48.64 48.67 48.7 48.7 ... 48.76 48.76 48.74 48.72\n",
       "    alongx   (time) float64 -0.5341 3.57 5.905 7.153 ... 17.61 21.38 25.07 29.16\n",
       "    acrossx  (time) float64 ...</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-d3a1e456-101f-4e5e-bd83-48fa895fbfb9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d3a1e456-101f-4e5e-bd83-48fa895fbfb9' 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'>depths</span>: 324</li><li><span class='xr-has-index'>time</span>: 11</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b36fbf58-daa8-450a-bee4-c99efbdda29c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b36fbf58-daa8-450a-bee4-c99efbdda29c' class='xr-section-summary' >Coordinates: <span>(3)</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'>depths</span></div><div class='xr-var-dims'>(depths)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 321.5 322.5 323.5</div><input id='attrs-e675b10b-6ab3-4812-a62f-50bcd7599029' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e675b10b-6ab3-4812-a62f-50bcd7599029' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acabe117-715b-45fe-ba96-35f118e9e69d' class='xr-var-data-in' type='checkbox'><label for='data-acabe117-715b-45fe-ba96-35f118e9e69d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 321.5, 322.5, 323.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cast</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ab7ac11a-36e6-40ec-93d3-3938b90879d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab7ac11a-36e6-40ec-93d3-3938b90879d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f8651f3-9e16-463a-81f2-f625bcbd2332' class='xr-var-data-in' type='checkbox'><label for='data-4f8651f3-9e16-463a-81f2-f625bcbd2332' title='Show/Hide data 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>[11 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-09-27T15:27:56.500000 ... 2...</div><input id='attrs-b5636fdd-dd5a-4153-a9ee-0571b98a068a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5636fdd-dd5a-4153-a9ee-0571b98a068a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8a0753e-26fd-4bea-bce5-da78cd1d6fc9' class='xr-var-data-in' type='checkbox'><label for='data-b8a0753e-26fd-4bea-bce5-da78cd1d6fc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-09-27T15:27:56.500000000&#x27;, &#x27;2023-09-27T15:05:39.249999872&#x27;,\n",
       "       &#x27;2023-09-27T14:07:51.375000064&#x27;, &#x27;2023-09-27T13:46:20.875000064&#x27;,\n",
       "       &#x27;2023-09-27T13:31:33.375000064&#x27;, &#x27;2023-09-27T13:03:59.124999936&#x27;,\n",
       "       &#x27;2023-09-27T12:48:13.500000000&#x27;, &#x27;2023-09-27T12:18:31.624999936&#x27;,\n",
       "       &#x27;2023-09-27T11:57:03.500000000&#x27;, &#x27;2023-09-27T11:31:51.750000128&#x27;,\n",
       "       &#x27;2023-09-27T11:01:13.124999936&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22e95392-7f3f-4dae-925a-13f2c8c8fb35' class='xr-section-summary-in' type='checkbox'  checked><label for='section-22e95392-7f3f-4dae-925a-13f2c8c8fb35' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pres</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5f3225d5-bf1d-400e-b83f-44032d571f7a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f3225d5-bf1d-400e-b83f-44032d571f7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ebf4d08-af74-4482-8f11-dddd117a3bd5' class='xr-var-data-in' type='checkbox'><label for='data-6ebf4d08-af74-4482-8f11-dddd117a3bd5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dbar</dd><dt><span>derived :</span></dt><dd>True</dd><dt><span>long_name :</span></dt><dd>Sea pressure</dd></dl></div><div class='xr-var-data'><pre>[3564 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.79 13.61 13.14 ... nan nan nan</div><input id='attrs-7e0ffc13-f942-4f2e-b0f7-4bc2df2b0132' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e0ffc13-f942-4f2e-b0f7-4bc2df2b0132' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bdd0f5b-223e-4e0b-ac5d-76a29d216aa1' class='xr-var-data-in' type='checkbox'><label for='data-9bdd0f5b-223e-4e0b-ac5d-76a29d216aa1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>°C</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Temperature</dd></dl></div><div class='xr-var-data'><pre>array([[13.790921, 13.614329, 13.136433, ..., 11.332262, 11.082108, 11.103295],\n",
       "       [13.789778, 13.602562, 13.13295 , ..., 11.304175, 11.079491, 11.102687],\n",
       "       [13.779284, 13.559498, 13.119918, ..., 11.294029, 11.070077, 11.055298],\n",
       "       ...,\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cond</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d6996ca-6ae4-460f-8333-b22e436d3893' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d6996ca-6ae4-460f-8333-b22e436d3893' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5791d31-44c7-4ab4-8912-06351b020053' class='xr-var-data-in' type='checkbox'><label for='data-b5791d31-44c7-4ab4-8912-06351b020053' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mS/cm</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Conductivity</dd></dl></div><div class='xr-var-data'><pre>[3564 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Flu</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.718 5.323 4.618 ... nan nan nan</div><input id='attrs-5f658d14-cdd9-453d-8b51-e6a9f5280562' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f658d14-cdd9-453d-8b51-e6a9f5280562' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e6f09c8-5401-44ad-99f0-88d0cd860c48' class='xr-var-data-in' type='checkbox'><label for='data-4e6f09c8-5401-44ad-99f0-88d0cd860c48' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>µg/l</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Chlorophyll a</dd></dl></div><div class='xr-var-data'><pre>array([[ 9.71827 ,  5.323239,  4.618095, ...,  0.738092,  0.311407,  0.401094],\n",
       "       [10.811306, 15.641006,  4.258705, ...,  1.256669,  0.344764,  0.472107],\n",
       "       [11.879201, 11.29744 ,  4.513769, ...,  1.158679,  0.484837,  0.532772],\n",
       "       ...,\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>O2sat</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-696c85c6-b4dd-40cb-91b1-bf0fc7b6e3d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-696c85c6-b4dd-40cb-91b1-bf0fc7b6e3d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f0a5663-b86e-4079-9344-12d71ebf86d6' class='xr-var-data-in' type='checkbox'><label for='data-6f0a5663-b86e-4079-9344-12d71ebf86d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Dissolved O₂ saturation</dd></dl></div><div class='xr-var-data'><pre>[3564 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sal</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>29.88 29.91 29.91 ... nan nan nan</div><input id='attrs-52a42cff-80ce-4d66-857b-eab44de0171a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52a42cff-80ce-4d66-857b-eab44de0171a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f543de9-61cd-46c3-ba8d-ac2ad99ba368' class='xr-var-data-in' type='checkbox'><label for='data-1f543de9-61cd-46c3-ba8d-ac2ad99ba368' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PSU</dd><dt><span>derived :</span></dt><dd>True</dd><dt><span>long_name :</span></dt><dd>Salinity</dd></dl></div><div class='xr-var-data'><pre>array([[29.878224, 29.909131, 29.914233, ..., 30.608273, 30.834968, 30.739059],\n",
       "       [29.881461, 29.908017, 29.915312, ..., 30.618932, 30.831715, 30.739025],\n",
       "       [29.886948, 29.914595, 29.917827, ..., 30.623733, 30.835626, 30.777706],\n",
       "       ...,\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan],\n",
       "       [      nan,       nan,       nan, ...,       nan,       nan,       nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Par</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-738d88dd-97c5-4811-b78e-4fb4802f085b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-738d88dd-97c5-4811-b78e-4fb4802f085b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3521792b-5ffe-499e-a309-6336b1a83e8c' class='xr-var-data-in' type='checkbox'><label for='data-3521792b-5ffe-499e-a309-6336b1a83e8c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>µMol/m²/s</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>PAR</dd></dl></div><div class='xr-var-data'><pre>[3564 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pden</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d4a32311-956d-4e8f-9423-77651c062c62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d4a32311-956d-4e8f-9423-77651c062c62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65b81939-a15d-467a-b649-f06b9072e4d8' class='xr-var-data-in' type='checkbox'><label for='data-65b81939-a15d-467a-b649-f06b9072e4d8' title='Show/Hide data 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>[3564 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cb2dd001-3899-4b18-93b1-6847aa97a3b4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb2dd001-3899-4b18-93b1-6847aa97a3b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72aa12ec-f049-4ae0-b127-1e779f387b59' class='xr-var-data-in' type='checkbox'><label for='data-72aa12ec-f049-4ae0-b127-1e779f387b59' title='Show/Hide data 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>[11 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-123.5 -123.5 ... -123.3 -123.2</div><input id='attrs-ad2fc446-34ec-4147-8d30-71c88dbec9c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad2fc446-34ec-4147-8d30-71c88dbec9c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f10488c-a1ef-4fa7-ab79-08b5f97df79c' class='xr-var-data-in' type='checkbox'><label for='data-9f10488c-a1ef-4fa7-ab79-08b5f97df79c' title='Show/Hide data 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([-123.501667, -123.5     , -123.5     , -123.485   , -123.45    ,\n",
       "       -123.4175  , -123.392667, -123.368333, -123.322   , -123.288167,\n",
       "       -123.239917])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>48.64 48.67 48.7 ... 48.74 48.72</div><input id='attrs-4e81e991-7f83-43e9-91c2-c8b01b2787d7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e81e991-7f83-43e9-91c2-c8b01b2787d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-562c0764-22aa-4bf7-ba53-2b0ac9426713' class='xr-var-data-in' type='checkbox'><label for='data-562c0764-22aa-4bf7-ba53-2b0ac9426713' title='Show/Hide data 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([48.638   , 48.675   , 48.697   , 48.705   , 48.716667, 48.728167,\n",
       "       48.7425  , 48.758167, 48.762667, 48.738   , 48.720083])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alongx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.5341 3.57 5.905 ... 25.07 29.16</div><input id='attrs-3384b6fa-bad1-4ab3-9f7a-4a4e479f72aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3384b6fa-bad1-4ab3-9f7a-4a4e479f72aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bb1406b-6854-49ea-a4d8-8d6239e65247' class='xr-var-data-in' type='checkbox'><label for='data-3bb1406b-6854-49ea-a4d8-8d6239e65247' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dist from S4 [km]</dd></dl></div><div class='xr-var-data'><pre>array([-0.534053,  3.570357,  5.90459 ,  7.152715, 10.009001, 12.70327 ,\n",
       "       15.127513, 17.611761, 21.380138, 25.070507, 29.162916])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>acrossx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6ab18a3e-24f9-4d7f-918e-d6ee363cc0cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ab18a3e-24f9-4d7f-918e-d6ee363cc0cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d3a03e0-49fc-4ce2-a7a6-1c254267d90f' class='xr-var-data-in' type='checkbox'><label for='data-4d3a03e0-49fc-4ce2-a7a6-1c254267d90f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dist Thalweg [km]</dd></dl></div><div class='xr-var-data'><pre>[11 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-65d8aa1f-46be-4884-b2b8-36990253b33c' class='xr-section-summary-in' type='checkbox'  ><label for='section-65d8aa1f-46be-4884-b2b8-36990253b33c' class='xr-section-summary' >Indexes: <span>(2)</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-index-name'><div>depths</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ca969055-3e80-49f7-8547-175ae4877654' class='xr-index-data-in' type='checkbox'/><label for='index-ca969055-3e80-49f7-8547-175ae4877654' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,\n",
       "       ...\n",
       "       314.5, 315.5, 316.5, 317.5, 318.5, 319.5, 320.5, 321.5, 322.5, 323.5],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;depths&#x27;, length=324))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b6b190ce-5cb6-4855-920c-b49d171d1823' class='xr-index-data-in' type='checkbox'/><label for='index-b6b190ce-5cb6-4855-920c-b49d171d1823' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([   &#x27;2023-09-27 15:27:56.500000&#x27;,\n",
       "               &#x27;2023-09-27 15:05:39.249999872&#x27;,\n",
       "               &#x27;2023-09-27 14:07:51.375000064&#x27;,\n",
       "               &#x27;2023-09-27 13:46:20.875000064&#x27;,\n",
       "               &#x27;2023-09-27 13:31:33.375000064&#x27;,\n",
       "               &#x27;2023-09-27 13:03:59.124999936&#x27;,\n",
       "                  &#x27;2023-09-27 12:48:13.500000&#x27;,\n",
       "               &#x27;2023-09-27 12:18:31.624999936&#x27;,\n",
       "                  &#x27;2023-09-27 11:57:03.500000&#x27;,\n",
       "               &#x27;2023-09-27 11:31:51.750000128&#x27;,\n",
       "               &#x27;2023-09-27 11:01:13.124999936&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-186e33b2-d932-49bf-9d94-a843f3317351' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-186e33b2-d932-49bf-9d94-a843f3317351' 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:  (depths: 324, time: 11)\n",
       "Coordinates:\n",
       "  * depths   (depths) float64 0.5 1.5 2.5 3.5 4.5 ... 320.5 321.5 322.5 323.5\n",
       "    cast     (time) int64 ...\n",
       "  * time     (time) datetime64[ns] 2023-09-27T15:27:56.500000 ... 2023-09-27T...\n",
       "Data variables: (12/13)\n",
       "    pres     (depths, time) float64 ...\n",
       "    temp     (depths, time) float64 13.79 13.61 13.14 12.89 ... nan nan nan nan\n",
       "    cond     (depths, time) float64 ...\n",
       "    Flu      (depths, time) float64 9.718 5.323 4.618 3.885 ... nan nan nan nan\n",
       "    O2sat    (depths, time) float64 ...\n",
       "    sal      (depths, time) float64 29.88 29.91 29.91 30.06 ... nan nan nan nan\n",
       "    ...       ...\n",
       "    pden     (depths, time) float64 ...\n",
       "    id       (time) object ...\n",
       "    lon      (time) float64 -123.5 -123.5 -123.5 -123.5 ... -123.3 -123.3 -123.2\n",
       "    lat      (time) float64 48.64 48.67 48.7 48.7 ... 48.76 48.76 48.74 48.72\n",
       "    alongx   (time) float64 -0.5341 3.57 5.905 7.153 ... 17.61 21.38 25.07 29.16\n",
       "    acrossx  (time) float64 ..."
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6be6574d-20dc-4dce-a778-09b59acbbd2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyrsktools\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "683c27da-7c9f-4581-b07d-0023f608387a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RSK(name='20240918/ruskin/206663_20240918_0946.rsk', channels=OrderedDict({'conductivity_00': Channel(id=1, key='cond10', label='conductivity_00', name='Conductivity', units='mS/cm', derived=False), 'temperature_00': Channel(id=2, key='temp14', label='temperature_00', name='Temperature', units='°C', derived=False), 'pressure_00': Channel(id=3, key='pres24', label='pressure_00', name='Pressure', units='dbar', derived=False), 'chlorophyll_00': Channel(id=4, key='fluo10', label='chlorophyll_00', name='Chlorophyll a', units='µg/l', derived=False), 'oxygensaturation_00': Channel(id=5, key='doxy03', label='oxygensaturation_00', name='Dissolved O₂ saturation', units='%', derived=False), 'par_00': Channel(id=6, key='par_00', label='par_00', name='PAR', units='µMol/m²/s', derived=False), 'seapressure_00': Channel(id=7, key='pres08', label='seapressure_00', name='Sea pressure', units='dbar', derived=True), 'depth_00': Channel(id=8, key='dpth01', label='depth_00', name='Depth', units='m', derived=True), 'salinity_00': Channel(id=9, key='sal_00', label='salinity_00', name='Salinity', units='PSU', derived=True), 'speedofsound_00': Channel(id=10, key='sos_00', label='speedofsound_00', name='Speed of sound', units='m/s', derived=True), 'specificconductivity_00': Channel(id=11, key='scon00', label='specificconductivity_00', name='Specific conductivity', units='µS/cm', derived=True)}), sample_channels=['channel01', 'channel02', 'channel03', 'channel04', 'channel05', 'channel06', 'channel07', 'channel08', 'channel09', 'channel10', 'channel11'], sample_fields=['timestamp', 'conductivity_00', 'temperature_00', 'pressure_00', 'chlorophyll_00', 'oxygensaturation_00', 'par_00', 'seapressure_00', 'depth_00', 'salinity_00', 'speedofsound_00', 'specificconductivity_00'], Sample=<class 'pyrsktools.Sample'>, deployment=Deployment(id=1, comment='', logger_status='logging', logger_time_drift='', download_time=datetime.datetime(2024, 9, 18, 16, 46, 50, 963000, tzinfo=datetime.timezone.utc), name='/var/mobile/Containers/Data/Application/3AA5C3FC-E07E-4317-A374-49CAE94EF867/Documents/Downloads/206663_20240918_0946.rsk', sample_size=65674), instrument=Instrument(serial=206663, model='RBRmaestro3', firmware_version='1.128', firmware_type=None))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RSK(name='20240918/ruskin/206663_20240918_0946.rsk', channels=OrderedDict({'conductivity_00': Channel(id=1, key='cond10', label='conductivity_00', name='Conductivity', units='mS/cm', derived=False), 'temperature_00': Channel(id=2, key='temp14', label='temperature_00', name='Temperature', units='°C', derived=False), 'pressure_00': Channel(id=3, key='pres24', label='pressure_00', name='Pressure', units='dbar', derived=False), 'chlorophyll_00': Channel(id=4, key='fluo10', label='chlorophyll_00', name='Chlorophyll a', units='µg/l', derived=False), 'oxygensaturation_00': Channel(id=5, key='doxy03', label='oxygensaturation_00', name='Dissolved O₂ saturation', units='%', derived=False), 'par_00': Channel(id=6, key='par_00', label='par_00', name='PAR', units='µMol/m²/s', derived=False), 'seapressure_00': Channel(id=7, key='pres08', label='seapressure_00', name='Sea pressure', units='dbar', derived=True), 'depth_00': Channel(id=8, key='dpth01', label='depth_00', name='Depth', units='m', derived=True), 'salinity_00': Channel(id=9, key='sal_00', label='salinity_00', name='Salinity', units='PSU', derived=True), 'speedofsound_00': Channel(id=10, key='sos_00', label='speedofsound_00', name='Speed of sound', units='m/s', derived=True), 'specificconductivity_00': Channel(id=11, key='scon00', label='specificconductivity_00', name='Specific conductivity', units='µS/cm', derived=True)}), sample_channels=['channel01', 'channel02', 'channel03', 'channel04', 'channel05', 'channel06', 'channel07', 'channel08', 'channel09', 'channel10', 'channel11'], sample_fields=['timestamp', 'conductivity_00', 'temperature_00', 'pressure_00', 'chlorophyll_00', 'oxygensaturation_00', 'par_00', 'seapressure_00', 'depth_00', 'salinity_00', 'speedofsound_00', 'specificconductivity_00'], Sample=<class 'pyrsktools.Sample'>, deployment=Deployment(id=1, comment='', logger_status='logging', logger_time_drift='', download_time=datetime.datetime(2024, 9, 18, 16, 46, 50, 963000, tzinfo=datetime.timezone.utc), name='/var/mobile/Containers/Data/Application/3AA5C3FC-E07E-4317-A374-49CAE94EF867/Documents/Downloads/206663_20240918_0946.rsk', sample_size=65674), instrument=Instrument(serial=206663, model='RBRmaestro3', firmware_version='1.128', firmware_type=None))\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 16, 49, 23, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 16, 50, 36, 500000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 16, 52, 20, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 17, 3, 50, 125000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 17, 32, 22, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 17, 33, 23, 500000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 17, 34, 17, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 17, 39, 18, 750000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 18, 3, 41, 500000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 18, 4, 43, 375000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 18, 5, 33, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 18, 8, 49, 500000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 18, 27, 31, 375000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 18, 28, 37, 625000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 18, 29, 13, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 18, 32, 34, 625000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 20, 52, 45, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 20, 54, 15, 250000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 20, 54, 46, 250000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 20, 58, 30, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 10, 50, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 11, 48, 625000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 12, 40, 625000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 16, 36, 750000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 31, 48, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 32, 21, 625000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 33, 6, 375000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 35, 34, 875000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 44, 58, 875000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 45, 35, 875000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 21, 46, 0, 500000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 21, 49, 14, 875000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 2, 50, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 3, 41, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 4, 5, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 7, 18, 125000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 16, 39, 500000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 17, 18, 875000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 18, 3, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 22, 41, 500000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 30, 21, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 30, 56, 250000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 31, 44, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 35, 55, 875000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 58, 0, 625000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 22, 58, 23, 125000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 22, 59, 3, 125000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 23, 4, 23, 375000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 23, 17, 43, 625000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 23, 18, 32, 750000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n",
      "HI\n",
      "Region(start_time=datetime.datetime(2024, 9, 18, 23, 18, 56, 750000, tzinfo=datetime.timezone.utc), end_time=datetime.datetime(2024, 9, 18, 23, 25, 10, 375000, tzinfo=datetime.timezone.utc), label='', description='Instrument-generated cast.')\n"
     ]
    }
   ],
   "source": [
    "cruise_name = '20240918'\n",
    "dir = cruise_name\n",
    "ruskinname = f'{dir}/ruskin/206663_20240918_0946.rsk'\n",
    "\n",
    "with pyrsktools.open(ruskinname) as rsk:\n",
    "    display(rsk)\n",
    "    print(rsk)\n",
    "    for dd in rsk.casts(direction='DOWN'):\n",
    "        print('HI')\n",
    "        print(dd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "e2baef71-ef07-4810-8159-c6204532294f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method RSK.casts of RSK(name='20240918/ruskin/206663_20240918_0946.rsk', channels=OrderedDict({'conductivity_00': Channel(id=1, key='cond10', label='conductivity_00', name='Conductivity', units='mS/cm', derived=False), 'temperature_00': Channel(id=2, key='temp14', label='temperature_00', name='Temperature', units='°C', derived=False), 'pressure_00': Channel(id=3, key='pres24', label='pressure_00', name='Pressure', units='dbar', derived=False), 'chlorophyll_00': Channel(id=4, key='fluo10', label='chlorophyll_00', name='Chlorophyll a', units='µg/l', derived=False), 'oxygensaturation_00': Channel(id=5, key='doxy03', label='oxygensaturation_00', name='Dissolved O₂ saturation', units='%', derived=False), 'par_00': Channel(id=6, key='par_00', label='par_00', name='PAR', units='µMol/m²/s', derived=False), 'seapressure_00': Channel(id=7, key='pres08', label='seapressure_00', name='Sea pressure', units='dbar', derived=True), 'depth_00': Channel(id=8, key='dpth01', label='depth_00', name='Depth', units='m', derived=True), 'salinity_00': Channel(id=9, key='sal_00', label='salinity_00', name='Salinity', units='PSU', derived=True), 'speedofsound_00': Channel(id=10, key='sos_00', label='speedofsound_00', name='Speed of sound', units='m/s', derived=True), 'specificconductivity_00': Channel(id=11, key='scon00', label='specificconductivity_00', name='Specific conductivity', units='µS/cm', derived=True)}), sample_channels=['channel01', 'channel02', 'channel03', 'channel04', 'channel05', 'channel06', 'channel07', 'channel08', 'channel09', 'channel10', 'channel11'], sample_fields=['timestamp', 'conductivity_00', 'temperature_00', 'pressure_00', 'chlorophyll_00', 'oxygensaturation_00', 'par_00', 'seapressure_00', 'depth_00', 'salinity_00', 'speedofsound_00', 'specificconductivity_00'], Sample=<class 'pyrsktools.Sample'>, deployment=Deployment(id=1, comment='', logger_status='logging', logger_time_drift='', download_time=datetime.datetime(2024, 9, 18, 16, 46, 50, 963000, tzinfo=datetime.timezone.utc), name='/var/mobile/Containers/Data/Application/3AA5C3FC-E07E-4317-A374-49CAE94EF867/Documents/Downloads/206663_20240918_0946.rsk', sample_size=65674), instrument=Instrument(serial=206663, model='RBRmaestro3', firmware_version='1.128', firmware_type=None))>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsk.casts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "1f2dcdbd-8d5c-4299-94bb-f52f1590a6ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<generator object RSK._query_regions at 0x2947eb9c0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b75ef3aa-0562-4e33-a53d-efa3acd5cf85",
   "metadata": {},
   "outputs": [
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       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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,\n",
       ".xr-attrs 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",
       ".xr-no-icon {\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; Size: 273kB\n",
       "Dimensions:  (depths: 324, time: 13)\n",
       "Coordinates:\n",
       "  * depths   (depths) float64 3kB 0.5 1.5 2.5 3.5 ... 320.5 321.5 322.5 323.5\n",
       "    cast     (time) int64 104B ...\n",
       "  * time     (time) datetime64[ns] 104B 2024-09-18T16:52:20.750000128 ... 202...\n",
       "Data variables: (12/13)\n",
       "    pres     (depths, time) float64 34kB ...\n",
       "    temp     (depths, time) float64 34kB ...\n",
       "    cond     (depths, time) float64 34kB ...\n",
       "    Flu      (depths, time) float64 34kB ...\n",
       "    O2sat    (depths, time) float64 34kB ...\n",
       "    sal      (depths, time) float64 34kB ...\n",
       "    ...       ...\n",
       "    pden     (depths, time) float64 34kB ...\n",
       "    id       (time) &lt;U5 260B ...\n",
       "    lon      (time) float64 104B ...\n",
       "    lat      (time) float64 104B ...\n",
       "    alongx   (time) float64 104B ...\n",
       "    acrossx  (time) float64 104B ...</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-59ecef52-af03-4356-941c-e2eb0153a015' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-59ecef52-af03-4356-941c-e2eb0153a015' 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'>depths</span>: 324</li><li><span class='xr-has-index'>time</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9dcfdb7f-bf58-40af-8110-ddcb01e49c0d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9dcfdb7f-bf58-40af-8110-ddcb01e49c0d' class='xr-section-summary' >Coordinates: <span>(3)</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'>depths</span></div><div class='xr-var-dims'>(depths)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 321.5 322.5 323.5</div><input id='attrs-65571cf8-a442-4680-8789-95001096fdb2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65571cf8-a442-4680-8789-95001096fdb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-371c52b8-0475-4ca6-a485-d2b2377926d0' class='xr-var-data-in' type='checkbox'><label for='data-371c52b8-0475-4ca6-a485-d2b2377926d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0.5,   1.5,   2.5, ..., 321.5, 322.5, 323.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cast</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dd16cd4d-fadc-4cf3-baf3-3f40136cb8f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd16cd4d-fadc-4cf3-baf3-3f40136cb8f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a3a8bc8-cc88-4d59-b8f6-f13914635319' class='xr-var-data-in' type='checkbox'><label for='data-0a3a8bc8-cc88-4d59-b8f6-f13914635319' title='Show/Hide data 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>[13 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-09-18T16:52:20.750000128 .....</div><input id='attrs-5a6aff46-7736-4517-afe3-bea0ea59af16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a6aff46-7736-4517-afe3-bea0ea59af16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a28daae8-95a1-48bb-b5c1-760bf999545f' class='xr-var-data-in' type='checkbox'><label for='data-a28daae8-95a1-48bb-b5c1-760bf999545f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-09-18T16:52:20.750000128&#x27;, &#x27;2024-09-18T17:34:17.000000000&#x27;,\n",
       "       &#x27;2024-09-18T18:05:33.750000128&#x27;, &#x27;2024-09-18T18:29:13.124999936&#x27;,\n",
       "       &#x27;2024-09-18T20:54:46.249999872&#x27;, &#x27;2024-09-18T21:12:40.624999936&#x27;,\n",
       "       &#x27;2024-09-18T21:33:06.375000064&#x27;, &#x27;2024-09-18T21:46:00.500000000&#x27;,\n",
       "       &#x27;2024-09-18T22:04:05.124999936&#x27;, &#x27;2024-09-18T22:18:03.750000128&#x27;,\n",
       "       &#x27;2024-09-18T22:31:44.000000000&#x27;, &#x27;2024-09-18T22:59:03.124999936&#x27;,\n",
       "       &#x27;2024-09-18T23:18:56.750000128&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-111891a2-d492-456f-bb4f-27d5f01f889b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-111891a2-d492-456f-bb4f-27d5f01f889b' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>pres</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-668b6982-9f28-411a-bef1-e523b809c3f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-668b6982-9f28-411a-bef1-e523b809c3f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ecca624-7569-42b9-bba2-205ebdc8c3a5' class='xr-var-data-in' type='checkbox'><label for='data-4ecca624-7569-42b9-bba2-205ebdc8c3a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dbar</dd><dt><span>derived :</span></dt><dd>True</dd><dt><span>long_name :</span></dt><dd>Sea pressure</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2bc0c307-2553-4566-897e-e508521203c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2bc0c307-2553-4566-897e-e508521203c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f186ea57-9a22-49b9-9cd1-05e34fd72bdf' class='xr-var-data-in' type='checkbox'><label for='data-f186ea57-9a22-49b9-9cd1-05e34fd72bdf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>°C</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Temperature</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cond</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6d9fa495-66d2-446b-a52a-583267849e80' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d9fa495-66d2-446b-a52a-583267849e80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ba6317b-7b7b-4777-b1f9-d0a0fa313b8d' class='xr-var-data-in' type='checkbox'><label for='data-3ba6317b-7b7b-4777-b1f9-d0a0fa313b8d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>mS/cm</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Conductivity</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Flu</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-026ffa04-bcb3-43c3-8e2c-a2d93a5f7714' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-026ffa04-bcb3-43c3-8e2c-a2d93a5f7714' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2056c1b-9f12-47e5-8d01-b82be62a73ce' class='xr-var-data-in' type='checkbox'><label for='data-d2056c1b-9f12-47e5-8d01-b82be62a73ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>µg/l</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Chlorophyll a</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>O2sat</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9bcd4f9e-c28b-4056-9cb9-9a48e57a1585' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9bcd4f9e-c28b-4056-9cb9-9a48e57a1585' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e12c1597-5761-4b6d-bf6f-5e1250e91a4b' class='xr-var-data-in' type='checkbox'><label for='data-e12c1597-5761-4b6d-bf6f-5e1250e91a4b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>%</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>Dissolved O₂ saturation</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sal</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9a2002a-c24b-4bf1-9331-8930d0466a4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9a2002a-c24b-4bf1-9331-8930d0466a4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-019ad63a-bb0c-4584-b79b-59cef14bdb89' class='xr-var-data-in' type='checkbox'><label for='data-019ad63a-bb0c-4584-b79b-59cef14bdb89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>PSU</dd><dt><span>derived :</span></dt><dd>True</dd><dt><span>long_name :</span></dt><dd>Salinity</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Par</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a2bf82c1-d7da-465d-813d-6cd9325d2e12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2bf82c1-d7da-465d-813d-6cd9325d2e12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45071e57-39d5-494d-82e3-bfc9c022d961' class='xr-var-data-in' type='checkbox'><label for='data-45071e57-39d5-494d-82e3-bfc9c022d961' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>µMol/m²/s</dd><dt><span>derived :</span></dt><dd>False</dd><dt><span>long_name :</span></dt><dd>PAR</dd></dl></div><div class='xr-var-data'><pre>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pden</span></div><div class='xr-var-dims'>(depths, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-636ef782-e0a2-414a-a5e0-5a807cbd5f1d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-636ef782-e0a2-414a-a5e0-5a807cbd5f1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a20bc3b5-08f9-42fd-ac37-3aabfea3711d' class='xr-var-data-in' type='checkbox'><label for='data-a20bc3b5-08f9-42fd-ac37-3aabfea3711d' title='Show/Hide data 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>[4212 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-92fdcb57-6cc6-4728-9e34-ad7c874bddd2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-92fdcb57-6cc6-4728-9e34-ad7c874bddd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16ead99a-67e5-412a-a34e-dce594466e3c' class='xr-var-data-in' type='checkbox'><label for='data-16ead99a-67e5-412a-a34e-dce594466e3c' title='Show/Hide data 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>[13 values with dtype=&lt;U5]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e31ab3d9-36fb-400d-8cf2-0ec28e9fc6c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e31ab3d9-36fb-400d-8cf2-0ec28e9fc6c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ff2bbb9-f41f-4521-9b08-e6687fe46049' class='xr-var-data-in' type='checkbox'><label for='data-1ff2bbb9-f41f-4521-9b08-e6687fe46049' title='Show/Hide data 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>[13 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d12c5c0-68a0-4b12-959d-3f4a11f0c3e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d12c5c0-68a0-4b12-959d-3f4a11f0c3e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75b39b7b-30e3-48c6-a7e3-ec87d1b4763a' class='xr-var-data-in' type='checkbox'><label for='data-75b39b7b-30e3-48c6-a7e3-ec87d1b4763a' title='Show/Hide data 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>[13 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alongx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9797f119-6c95-4ecd-84ee-fa5b62cf0037' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9797f119-6c95-4ecd-84ee-fa5b62cf0037' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-634595e2-a663-43e0-a1bc-1093b30fe7fe' class='xr-var-data-in' type='checkbox'><label for='data-634595e2-a663-43e0-a1bc-1093b30fe7fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dist from S4 [km]</dd></dl></div><div class='xr-var-data'><pre>[13 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>acrossx</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bd4a938d-190b-4914-8fa1-9be531779f86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd4a938d-190b-4914-8fa1-9be531779f86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-087f910e-a9c2-4ebf-9dfe-4eaeb327bd1a' class='xr-var-data-in' type='checkbox'><label for='data-087f910e-a9c2-4ebf-9dfe-4eaeb327bd1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dist Thalweg [km]</dd></dl></div><div class='xr-var-data'><pre>[13 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc7666fe-d63b-4d71-b74a-28e8bf4316cf' class='xr-section-summary-in' type='checkbox'  ><label for='section-cc7666fe-d63b-4d71-b74a-28e8bf4316cf' class='xr-section-summary' >Indexes: <span>(2)</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-index-name'><div>depths</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-38f14707-bcbe-4588-af33-cf84568a18bf' class='xr-index-data-in' type='checkbox'/><label for='index-38f14707-bcbe-4588-af33-cf84568a18bf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,\n",
       "       ...\n",
       "       314.5, 315.5, 316.5, 317.5, 318.5, 319.5, 320.5, 321.5, 322.5, 323.5],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;depths&#x27;, length=324))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-edcad323-975a-400b-a83d-f709907e5fdf' class='xr-index-data-in' type='checkbox'/><label for='index-edcad323-975a-400b-a83d-f709907e5fdf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2024-09-18 16:52:20.750000128&#x27;,\n",
       "                         &#x27;2024-09-18 17:34:17&#x27;,\n",
       "               &#x27;2024-09-18 18:05:33.750000128&#x27;,\n",
       "               &#x27;2024-09-18 18:29:13.124999936&#x27;,\n",
       "               &#x27;2024-09-18 20:54:46.249999872&#x27;,\n",
       "               &#x27;2024-09-18 21:12:40.624999936&#x27;,\n",
       "               &#x27;2024-09-18 21:33:06.375000064&#x27;,\n",
       "                  &#x27;2024-09-18 21:46:00.500000&#x27;,\n",
       "               &#x27;2024-09-18 22:04:05.124999936&#x27;,\n",
       "               &#x27;2024-09-18 22:18:03.750000128&#x27;,\n",
       "                         &#x27;2024-09-18 22:31:44&#x27;,\n",
       "               &#x27;2024-09-18 22:59:03.124999936&#x27;,\n",
       "               &#x27;2024-09-18 23:18:56.750000128&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55965d52-c58b-4395-b960-047d2ceca51e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55965d52-c58b-4395-b960-047d2ceca51e' 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> Size: 273kB\n",
       "Dimensions:  (depths: 324, time: 13)\n",
       "Coordinates:\n",
       "  * depths   (depths) float64 3kB 0.5 1.5 2.5 3.5 ... 320.5 321.5 322.5 323.5\n",
       "    cast     (time) int64 104B ...\n",
       "  * time     (time) datetime64[ns] 104B 2024-09-18T16:52:20.750000128 ... 202...\n",
       "Data variables: (12/13)\n",
       "    pres     (depths, time) float64 34kB ...\n",
       "    temp     (depths, time) float64 34kB ...\n",
       "    cond     (depths, time) float64 34kB ...\n",
       "    Flu      (depths, time) float64 34kB ...\n",
       "    O2sat    (depths, time) float64 34kB ...\n",
       "    sal      (depths, time) float64 34kB ...\n",
       "    ...       ...\n",
       "    pden     (depths, time) float64 34kB ...\n",
       "    id       (time) <U5 260B ...\n",
       "    lon      (time) float64 104B ...\n",
       "    lat      (time) float64 104B ...\n",
       "    alongx   (time) float64 104B ...\n",
       "    acrossx  (time) float64 104B ..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kx/4c3bx_w92t31pqyvg6ws03200000gn/T/ipykernel_12375/232844014.py:5: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n",
      "  for i in range(cgrid.dims['time']):\n"
     ]
    },
    {
     "ename": "OSError",
     "evalue": "Cannot save file into a non-existent directory: '20240918/ctdgrid_csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[6], line 15\u001b[0m\n\u001b[1;32m     13\u001b[0m df \u001b[38;5;241m=\u001b[39m cgrid\u001b[38;5;241m.\u001b[39misel(time\u001b[38;5;241m=\u001b[39mi)\u001b[38;5;241m.\u001b[39mto_pandas()\n\u001b[1;32m     14\u001b[0m csv_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mdir\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/ctdgrid_csv/ctd\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(cgrid\u001b[38;5;241m.\u001b[39mid[i]\u001b[38;5;241m.\u001b[39mvalues) \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m---> 15\u001b[0m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcsv_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     17\u001b[0m \u001b[38;5;66;03m# matlab:\u001b[39;00m\n\u001b[1;32m     18\u001b[0m cout \u001b[38;5;241m=\u001b[39m {}\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/util/_decorators.py:333\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    327\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m    328\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m    329\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m    330\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m    331\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m    332\u001b[0m     )\n\u001b[0;32m--> 333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/core/generic.py:3964\u001b[0m, in \u001b[0;36mNDFrame.to_csv\u001b[0;34m(self, path_or_buf, sep, na_rep, float_format, columns, header, index, index_label, mode, encoding, compression, quoting, quotechar, lineterminator, chunksize, date_format, doublequote, escapechar, decimal, errors, storage_options)\u001b[0m\n\u001b[1;32m   3953\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, ABCDataFrame) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mto_frame()\n\u001b[1;32m   3955\u001b[0m formatter \u001b[38;5;241m=\u001b[39m DataFrameFormatter(\n\u001b[1;32m   3956\u001b[0m     frame\u001b[38;5;241m=\u001b[39mdf,\n\u001b[1;32m   3957\u001b[0m     header\u001b[38;5;241m=\u001b[39mheader,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3961\u001b[0m     decimal\u001b[38;5;241m=\u001b[39mdecimal,\n\u001b[1;32m   3962\u001b[0m )\n\u001b[0;32m-> 3964\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mDataFrameRenderer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mformatter\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_csv\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   3965\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath_or_buf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3966\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlineterminator\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlineterminator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3967\u001b[0m \u001b[43m    \u001b[49m\u001b[43msep\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msep\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3968\u001b[0m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3969\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3970\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcompression\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3971\u001b[0m \u001b[43m    \u001b[49m\u001b[43mquoting\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mquoting\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3972\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3973\u001b[0m \u001b[43m    \u001b[49m\u001b[43mindex_label\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex_label\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3974\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3975\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunksize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunksize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3976\u001b[0m \u001b[43m    \u001b[49m\u001b[43mquotechar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mquotechar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3977\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdate_format\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdate_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3978\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdoublequote\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdoublequote\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3979\u001b[0m \u001b[43m    \u001b[49m\u001b[43mescapechar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mescapechar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3980\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   3981\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/io/formats/format.py:1014\u001b[0m, in \u001b[0;36mDataFrameRenderer.to_csv\u001b[0;34m(self, path_or_buf, encoding, sep, columns, index_label, mode, compression, quoting, quotechar, lineterminator, chunksize, date_format, doublequote, escapechar, errors, storage_options)\u001b[0m\n\u001b[1;32m    993\u001b[0m     created_buffer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m    995\u001b[0m csv_formatter \u001b[38;5;241m=\u001b[39m CSVFormatter(\n\u001b[1;32m    996\u001b[0m     path_or_buf\u001b[38;5;241m=\u001b[39mpath_or_buf,\n\u001b[1;32m    997\u001b[0m     lineterminator\u001b[38;5;241m=\u001b[39mlineterminator,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1012\u001b[0m     formatter\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfmt,\n\u001b[1;32m   1013\u001b[0m )\n\u001b[0;32m-> 1014\u001b[0m \u001b[43mcsv_formatter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1016\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m created_buffer:\n\u001b[1;32m   1017\u001b[0m     \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(path_or_buf, StringIO)\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/io/formats/csvs.py:251\u001b[0m, in \u001b[0;36mCSVFormatter.save\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    247\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    248\u001b[0m \u001b[38;5;124;03mCreate the writer & save.\u001b[39;00m\n\u001b[1;32m    249\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    250\u001b[0m \u001b[38;5;66;03m# apply compression and byte/text conversion\u001b[39;00m\n\u001b[0;32m--> 251\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    252\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    253\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    254\u001b[0m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    255\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    256\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompression\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    257\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    258\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m handles:\n\u001b[1;32m    259\u001b[0m     \u001b[38;5;66;03m# Note: self.encoding is irrelevant here\u001b[39;00m\n\u001b[1;32m    260\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwriter \u001b[38;5;241m=\u001b[39m csvlib\u001b[38;5;241m.\u001b[39mwriter(\n\u001b[1;32m    261\u001b[0m         handles\u001b[38;5;241m.\u001b[39mhandle,\n\u001b[1;32m    262\u001b[0m         lineterminator\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlineterminator,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    267\u001b[0m         quotechar\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mquotechar,\n\u001b[1;32m    268\u001b[0m     )\n\u001b[1;32m    270\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_save()\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/io/common.py:749\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m    747\u001b[0m \u001b[38;5;66;03m# Only for write methods\u001b[39;00m\n\u001b[1;32m    748\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode \u001b[38;5;129;01mand\u001b[39;00m is_path:\n\u001b[0;32m--> 749\u001b[0m     \u001b[43mcheck_parent_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    751\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m compression:\n\u001b[1;32m    752\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzstd\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    753\u001b[0m         \u001b[38;5;66;03m# compression libraries do not like an explicit text-mode\u001b[39;00m\n",
      "File \u001b[0;32m~/mambaforge/envs/Eos401/lib/python3.12/site-packages/pandas/io/common.py:616\u001b[0m, in \u001b[0;36mcheck_parent_directory\u001b[0;34m(path)\u001b[0m\n\u001b[1;32m    614\u001b[0m parent \u001b[38;5;241m=\u001b[39m Path(path)\u001b[38;5;241m.\u001b[39mparent\n\u001b[1;32m    615\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m parent\u001b[38;5;241m.\u001b[39mis_dir():\n\u001b[0;32m--> 616\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[38;5;124mrf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot save file into a non-existent directory: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mparent\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[0;31mOSError\u001b[0m: Cannot save file into a non-existent directory: '20240918/ctdgrid_csv'"
     ]
    }
   ],
   "source": [
    "dir = '20240918'\n",
    "cruise_name = dir\n",
    "with xr.open_dataset(f'{dir}/CtdGridNew.nc') as cgrid:\n",
    "    display(cgrid)\n",
    "    for i in range(cgrid.dims['time']):\n",
    "        ds = cgrid.isel(time=i)\n",
    "        id = str(ds.id.values).strip('.')\n",
    "        name = f'{cruise_name}_{id}'.replace('.', '')\n",
    "        ds.to_netcdf(f'{dir}/{name}.nc')\n",
    "\n",
    "        # csv:\n",
    "\n",
    "        df = cgrid.isel(time=i).to_pandas()\n",
    "        csv_name = f'{dir}/ctdgrid_csv/ctd' + str(cgrid.id[i].values) + '.csv'\n",
    "        df.to_csv(csv_name)\n",
    "\n",
    "        # matlab:\n",
    "        cout = {}\n",
    "        cout['time'] = datetime642matlab(ds.time.values)\n",
    "        cout['depths'] = ds.depths.values\n",
    "        for k in ds.keys():\n",
    "            cout[k] = ds[k].values\n",
    "        outname = f'{dir}/{name}New.mat'\n",
    "        sio.savemat(outname, cout)\n",
    "        subprocess.call(['octave', 'saveasstruct.m', outname, 'ctd'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "076ea685-e846-4456-be94-e530ebfbd89c",
   "metadata": {},
   "source": [
    "## Make ODV version\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "574a1e7f-6e89-4759-b0b1-38b4fa118b05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: 20240925/casts_binned_csv/: File exists\n",
      "[16 17 17 18 18 18 20 21 21 21 22 22 22 22] [43 10 39  8 31 51 54 16 32 52  6 18 35 56] ['2024-09-25T16:43:15.375000064' '2024-09-25T17:10:36.000000000'\n",
      " '2024-09-25T17:39:09.624999936' '2024-09-25T18:08:59.124999936'\n",
      " '2024-09-25T18:31:12.624999936' '2024-09-25T18:51:27.124999936'\n",
      " '2024-09-25T20:54:15.750000128' '2024-09-25T21:16:46.624999936'\n",
      " '2024-09-25T21:32:45.750000128' '2024-09-25T21:52:49.000000000'\n",
      " '2024-09-25T22:06:38.124999936' '2024-09-25T22:18:18.875000064'\n",
      " '2024-09-25T22:35:58.124999936' '2024-09-25T22:56:09.500000000']\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kx/4c3bx_w92t31pqyvg6ws03200000gn/T/ipykernel_12375/2974730223.py:42: UserWarning: Converting non-nanosecond precision timedelta values to nanosecond precision. This behavior can eventually be relaxed in xarray, as it is an artifact from pandas which is now beginning to support non-nanosecond precision values. This warning is caused by passing non-nanosecond np.datetime64 or np.timedelta64 values to the DataArray or Variable constructor; it can be silenced by converting the values to nanosecond precision ahead of time.\n",
      "  ds['day'] = ('time', days)\n",
      "/var/folders/kx/4c3bx_w92t31pqyvg6ws03200000gn/T/ipykernel_12375/2974730223.py:42: UserWarning: Converting non-nanosecond precision timedelta values to nanosecond precision. This behavior can eventually be relaxed in xarray, as it is an artifact from pandas which is now beginning to support non-nanosecond precision values. This warning is caused by passing non-nanosecond np.datetime64 or np.timedelta64 values to the DataArray or Variable constructor; it can be silenced by converting the values to nanosecond precision ahead of time.\n",
      "  ds['day'] = ('time', days)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n",
      "int32\n"
     ]
    }
   ],
   "source": [
    "!mkdir 20240925/casts_binned_csv/\n",
    "!rm 20240925_binned.csv\n",
    "\n",
    "\n",
    "columnrename = {\n",
    "    'depths': 'depth [m]',\n",
    "    'id': 'Station',\n",
    "    'lon': 'longitude [degE]',\n",
    "    'lat': 'latitude [degN]',\n",
    "    'water_depth': 'Bot.Depth [m]',\n",
    "    'year': 'year',\n",
    "    'month': 'month',\n",
    "    'day': 'day',\n",
    "    'hour': 'hour',\n",
    "    'minute': 'minute',\n",
    "    'temp': 'temperature [oC]',\n",
    "    'sal': 'salinity [PSS-78]',\n",
    "    'pres': 'Pressure [dbar]',\n",
    "    'pden': 'potential density [kg m-3]',\n",
    "    'Flu': 'chlorophyll fluorescence [ug L-1]',\n",
    "    'Par': 'PAR [umol-photons m-2 s-1]',\n",
    "    'O2conc': 'O2 conc [umol kg-1]',\n",
    "    'O2sat': 'O2 saturation [%]',\n",
    "    'cond': 'conductivity [S/dm]',\n",
    "    'alongx': 'along-track [km]',\n",
    "    'acrossx': 'across-track [km]',\n",
    "    'O2sat0': 'O2 conc at saturation [umol kg-1]'\n",
    "}\n",
    "\n",
    "with xr.open_dataset('20240925/CtdGridNew.nc') as ds:\n",
    "    ds['O2sat0'] = (('depths', 'time'), seawater.satO2(ds.sal, ds.temp))\n",
    "    ds['O2conc'] = ds.O2sat0 * ds.O2sat\n",
    "    dates = ds.time.values\n",
    "    years = dates.astype('datetime64[Y]').astype(int) + 1970\n",
    "    months = dates.astype('datetime64[M]').astype(int) % 12 + 1\n",
    "    days = dates.astype('datetime64[D]') - dates.astype('datetime64[M]') + 1\n",
    "    hours = dates.astype('datetime64[h]').astype(int) % 24\n",
    "    minutes = dates.astype('datetime64[m]').astype(int) % 60\n",
    "    print(hours, minutes, dates)\n",
    "    ds['year'] = ('time', years)\n",
    "    ds['month'] = ('time', months)\n",
    "    ds['day'] = ('time', days)\n",
    "    ds['hour'] = ('time', hours)\n",
    "    ds['minute'] = ('time', minutes)\n",
    "    for nn in range(len(ds.time)):\n",
    "        pro = ds.isel(time=nn)\n",
    "        pro = pro.where(np.isfinite(pro.temp), drop=True)\n",
    "        df = pro.to_pandas()\n",
    "        df['day'] = days[nn].astype('int32')\n",
    "        df = df.astype({'year':'int32', 'day':'int32', 'month':'int32', 'hour':'int32', 'minute':'int32'})\n",
    "        df.index.name = 'depth [m]'\n",
    "\n",
    "        df = df.loc[:, list(columnrename.keys())[1:]]\n",
    "        df = df.drop(columns=['O2sat0'])\n",
    "        df = df.rename(columns=columnrename)\n",
    "        df.to_csv(f'20240925/casts_binned_csv/cast{nn}.csv')\n",
    "        print(df['year'].dtype)\n",
    "        df.to_csv('20240925_binned.csv', mode='a', header=(nn==0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "5c70b0ac-7287-40f2-8a5e-8a6c5f5c3a14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Station</th>\n",
       "      <th>longitude [degE]</th>\n",
       "      <th>latitude [degN]</th>\n",
       "      <th>Bot.Depth [m]</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th>temperature [oC]</th>\n",
       "      <th>salinity [PSS-78]</th>\n",
       "      <th>Pressure [dbar]</th>\n",
       "      <th>potential density [kg m-3]</th>\n",
       "      <th>chlorophyll fluorescence [ug L-1]</th>\n",
       "      <th>PAR [umol-photons m-2 s-1]</th>\n",
       "      <th>O2 conc [umol kg-1]</th>\n",
       "      <th>O2 saturation [%]</th>\n",
       "      <th>conductivity [S/dm]</th>\n",
       "      <th>along-track [km]</th>\n",
       "      <th>across-track [km]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>depth [m]</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>14.170317</td>\n",
       "      <td>29.666120</td>\n",
       "      <td>0.679395</td>\n",
       "      <td>1022.034882</td>\n",
       "      <td>4.099205</td>\n",
       "      <td>169.734827</td>\n",
       "      <td>660.386696</td>\n",
       "      <td>110.480483</td>\n",
       "      <td>36.297064</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>14.022036</td>\n",
       "      <td>29.688834</td>\n",
       "      <td>1.473637</td>\n",
       "      <td>1022.082029</td>\n",
       "      <td>9.352849</td>\n",
       "      <td>122.169102</td>\n",
       "      <td>666.345255</td>\n",
       "      <td>111.151780</td>\n",
       "      <td>36.196961</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>13.507640</td>\n",
       "      <td>29.810845</td>\n",
       "      <td>2.525987</td>\n",
       "      <td>1022.278495</td>\n",
       "      <td>19.665751</td>\n",
       "      <td>80.091518</td>\n",
       "      <td>670.640330</td>\n",
       "      <td>110.762068</td>\n",
       "      <td>35.895677</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>13.125631</td>\n",
       "      <td>29.825122</td>\n",
       "      <td>3.527064</td>\n",
       "      <td>1022.363548</td>\n",
       "      <td>35.789798</td>\n",
       "      <td>52.080458</td>\n",
       "      <td>683.850524</td>\n",
       "      <td>112.053711</td>\n",
       "      <td>35.588780</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>12.946890</td>\n",
       "      <td>29.845669</td>\n",
       "      <td>4.515945</td>\n",
       "      <td>1022.413739</td>\n",
       "      <td>35.911570</td>\n",
       "      <td>25.777344</td>\n",
       "      <td>699.298158</td>\n",
       "      <td>114.169234</td>\n",
       "      <td>35.460412</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>190.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.752997</td>\n",
       "      <td>31.417865</td>\n",
       "      <td>192.075224</td>\n",
       "      <td>1024.199644</td>\n",
       "      <td>0.174544</td>\n",
       "      <td>0.048112</td>\n",
       "      <td>23.189709</td>\n",
       "      <td>3.568140</td>\n",
       "      <td>34.433308</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.752201</td>\n",
       "      <td>31.418605</td>\n",
       "      <td>193.105927</td>\n",
       "      <td>1024.200367</td>\n",
       "      <td>0.188599</td>\n",
       "      <td>0.051544</td>\n",
       "      <td>23.510939</td>\n",
       "      <td>3.617519</td>\n",
       "      <td>34.433785</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751493</td>\n",
       "      <td>31.420422</td>\n",
       "      <td>194.090200</td>\n",
       "      <td>1024.201916</td>\n",
       "      <td>0.238472</td>\n",
       "      <td>0.050098</td>\n",
       "      <td>23.647295</td>\n",
       "      <td>3.638485</td>\n",
       "      <td>34.435377</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751282</td>\n",
       "      <td>31.421437</td>\n",
       "      <td>195.101051</td>\n",
       "      <td>1024.202760</td>\n",
       "      <td>0.186671</td>\n",
       "      <td>0.051241</td>\n",
       "      <td>23.689235</td>\n",
       "      <td>3.644944</td>\n",
       "      <td>34.436616</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751946</td>\n",
       "      <td>31.428099</td>\n",
       "      <td>195.708946</td>\n",
       "      <td>1024.207864</td>\n",
       "      <td>0.191036</td>\n",
       "      <td>0.048316</td>\n",
       "      <td>22.520855</td>\n",
       "      <td>3.465369</td>\n",
       "      <td>34.444018</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Station  longitude [degE]  latitude [degN]  Bot.Depth [m]  year  \\\n",
       "depth [m]                                                                   \n",
       "0.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "1.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "2.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "3.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "4.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "...           ...               ...              ...            ...   ...   \n",
       "190.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "191.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "192.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "193.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "194.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "\n",
       "           month  day  hour  minute  temperature [oC]  salinity [PSS-78]  \\\n",
       "depth [m]                                                                  \n",
       "0.5            9   25    22      56         14.170317          29.666120   \n",
       "1.5            9   25    22      56         14.022036          29.688834   \n",
       "2.5            9   25    22      56         13.507640          29.810845   \n",
       "3.5            9   25    22      56         13.125631          29.825122   \n",
       "4.5            9   25    22      56         12.946890          29.845669   \n",
       "...          ...  ...   ...     ...               ...                ...   \n",
       "190.5          9   25    22      56          9.752997          31.417865   \n",
       "191.5          9   25    22      56          9.752201          31.418605   \n",
       "192.5          9   25    22      56          9.751493          31.420422   \n",
       "193.5          9   25    22      56          9.751282          31.421437   \n",
       "194.5          9   25    22      56          9.751946          31.428099   \n",
       "\n",
       "           Pressure [dbar]  potential density [kg m-3]  \\\n",
       "depth [m]                                                \n",
       "0.5               0.679395                 1022.034882   \n",
       "1.5               1.473637                 1022.082029   \n",
       "2.5               2.525987                 1022.278495   \n",
       "3.5               3.527064                 1022.363548   \n",
       "4.5               4.515945                 1022.413739   \n",
       "...                    ...                         ...   \n",
       "190.5           192.075224                 1024.199644   \n",
       "191.5           193.105927                 1024.200367   \n",
       "192.5           194.090200                 1024.201916   \n",
       "193.5           195.101051                 1024.202760   \n",
       "194.5           195.708946                 1024.207864   \n",
       "\n",
       "           chlorophyll fluorescence [ug L-1]  PAR [umol-photons m-2 s-1]  \\\n",
       "depth [m]                                                                  \n",
       "0.5                                 4.099205                  169.734827   \n",
       "1.5                                 9.352849                  122.169102   \n",
       "2.5                                19.665751                   80.091518   \n",
       "3.5                                35.789798                   52.080458   \n",
       "4.5                                35.911570                   25.777344   \n",
       "...                                      ...                         ...   \n",
       "190.5                               0.174544                    0.048112   \n",
       "191.5                               0.188599                    0.051544   \n",
       "192.5                               0.238472                    0.050098   \n",
       "193.5                               0.186671                    0.051241   \n",
       "194.5                               0.191036                    0.048316   \n",
       "\n",
       "           O2 conc [umol kg-1]  O2 saturation [%]  conductivity [S/dm]  \\\n",
       "depth [m]                                                                \n",
       "0.5                 660.386696         110.480483            36.297064   \n",
       "1.5                 666.345255         111.151780            36.196961   \n",
       "2.5                 670.640330         110.762068            35.895677   \n",
       "3.5                 683.850524         112.053711            35.588780   \n",
       "4.5                 699.298158         114.169234            35.460412   \n",
       "...                        ...                ...                  ...   \n",
       "190.5                23.189709           3.568140            34.433308   \n",
       "191.5                23.510939           3.617519            34.433785   \n",
       "192.5                23.647295           3.638485            34.435377   \n",
       "193.5                23.689235           3.644944            34.436616   \n",
       "194.5                22.520855           3.465369            34.444018   \n",
       "\n",
       "           along-track [km]  across-track [km]  \n",
       "depth [m]                                       \n",
       "0.5               -0.474047           0.140789  \n",
       "1.5               -0.474047           0.140789  \n",
       "2.5               -0.474047           0.140789  \n",
       "3.5               -0.474047           0.140789  \n",
       "4.5               -0.474047           0.140789  \n",
       "...                     ...                ...  \n",
       "190.5             -0.474047           0.140789  \n",
       "191.5             -0.474047           0.140789  \n",
       "192.5             -0.474047           0.140789  \n",
       "193.5             -0.474047           0.140789  \n",
       "194.5             -0.474047           0.140789  \n",
       "\n",
       "[195 rows x 20 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "71c73b70-014f-4dac-83be-f60c471346ad",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'lon',\n",
       " 'lat',\n",
       " 'water_depth',\n",
       " 'temp',\n",
       " 'sal',\n",
       " 'pres',\n",
       " 'pden',\n",
       " 'Flu',\n",
       " 'Par',\n",
       " 'O2conc',\n",
       " 'O2sat',\n",
       " 'cond',\n",
       " 'alongx',\n",
       " 'acrossx',\n",
       " 'O2sat0']"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(columnrename.keys())[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4c2906d4-88d8-49e9-8cc1-ddfe1565abbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'O2sat'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "615a94b7-f5a5-4c1b-8f9b-349d02a49fbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.index.name = 'depth [m]'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "34c9dda6-376a-4f91-b3b6-70f41e3d887c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Station</th>\n",
       "      <th>longitude [degE]</th>\n",
       "      <th>latitude [degN]</th>\n",
       "      <th>Bot.Depth [m]</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th>temperature [oC]</th>\n",
       "      <th>salinity [PSS-78]</th>\n",
       "      <th>Pressure [dbar]</th>\n",
       "      <th>potential density [kg m-3]</th>\n",
       "      <th>chlorophyll fluorescence [ug L-1]</th>\n",
       "      <th>PAR [umol-photons m-2 s-1]</th>\n",
       "      <th>O2 conc [umol kg-1]</th>\n",
       "      <th>O2 saturation [%]</th>\n",
       "      <th>conductivity [S/dm]</th>\n",
       "      <th>along-track [km]</th>\n",
       "      <th>across-track [km]</th>\n",
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       "    <tr>\n",
       "      <th>depth [m]</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>14.170317</td>\n",
       "      <td>29.666120</td>\n",
       "      <td>0.679395</td>\n",
       "      <td>1022.034882</td>\n",
       "      <td>4.099205</td>\n",
       "      <td>169.734827</td>\n",
       "      <td>660.386696</td>\n",
       "      <td>110.480483</td>\n",
       "      <td>36.297064</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
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       "    <tr>\n",
       "      <th>1.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>14.022036</td>\n",
       "      <td>29.688834</td>\n",
       "      <td>1.473637</td>\n",
       "      <td>1022.082029</td>\n",
       "      <td>9.352849</td>\n",
       "      <td>122.169102</td>\n",
       "      <td>666.345255</td>\n",
       "      <td>111.151780</td>\n",
       "      <td>36.196961</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>13.507640</td>\n",
       "      <td>29.810845</td>\n",
       "      <td>2.525987</td>\n",
       "      <td>1022.278495</td>\n",
       "      <td>19.665751</td>\n",
       "      <td>80.091518</td>\n",
       "      <td>670.640330</td>\n",
       "      <td>110.762068</td>\n",
       "      <td>35.895677</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
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       "    <tr>\n",
       "      <th>3.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>13.125631</td>\n",
       "      <td>29.825122</td>\n",
       "      <td>3.527064</td>\n",
       "      <td>1022.363548</td>\n",
       "      <td>35.789798</td>\n",
       "      <td>52.080458</td>\n",
       "      <td>683.850524</td>\n",
       "      <td>112.053711</td>\n",
       "      <td>35.588780</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
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       "    <tr>\n",
       "      <th>4.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>12.946890</td>\n",
       "      <td>29.845669</td>\n",
       "      <td>4.515945</td>\n",
       "      <td>1022.413739</td>\n",
       "      <td>35.911570</td>\n",
       "      <td>25.777344</td>\n",
       "      <td>699.298158</td>\n",
       "      <td>114.169234</td>\n",
       "      <td>35.460412</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>190.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.752997</td>\n",
       "      <td>31.417865</td>\n",
       "      <td>192.075224</td>\n",
       "      <td>1024.199644</td>\n",
       "      <td>0.174544</td>\n",
       "      <td>0.048112</td>\n",
       "      <td>23.189709</td>\n",
       "      <td>3.568140</td>\n",
       "      <td>34.433308</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.752201</td>\n",
       "      <td>31.418605</td>\n",
       "      <td>193.105927</td>\n",
       "      <td>1024.200367</td>\n",
       "      <td>0.188599</td>\n",
       "      <td>0.051544</td>\n",
       "      <td>23.510939</td>\n",
       "      <td>3.617519</td>\n",
       "      <td>34.433785</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
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       "    <tr>\n",
       "      <th>192.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751493</td>\n",
       "      <td>31.420422</td>\n",
       "      <td>194.090200</td>\n",
       "      <td>1024.201916</td>\n",
       "      <td>0.238472</td>\n",
       "      <td>0.050098</td>\n",
       "      <td>23.647295</td>\n",
       "      <td>3.638485</td>\n",
       "      <td>34.435377</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751282</td>\n",
       "      <td>31.421437</td>\n",
       "      <td>195.101051</td>\n",
       "      <td>1024.202760</td>\n",
       "      <td>0.186671</td>\n",
       "      <td>0.051241</td>\n",
       "      <td>23.689235</td>\n",
       "      <td>3.644944</td>\n",
       "      <td>34.436616</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194.5</th>\n",
       "      <td>??</td>\n",
       "      <td>-123.501714</td>\n",
       "      <td>48.638565</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2024</td>\n",
       "      <td>9</td>\n",
       "      <td>25</td>\n",
       "      <td>22</td>\n",
       "      <td>56</td>\n",
       "      <td>9.751946</td>\n",
       "      <td>31.428099</td>\n",
       "      <td>195.708946</td>\n",
       "      <td>1024.207864</td>\n",
       "      <td>0.191036</td>\n",
       "      <td>0.048316</td>\n",
       "      <td>22.520855</td>\n",
       "      <td>3.465369</td>\n",
       "      <td>34.444018</td>\n",
       "      <td>-0.474047</td>\n",
       "      <td>0.140789</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Station  longitude [degE]  latitude [degN]  Bot.Depth [m]  year  \\\n",
       "depth [m]                                                                   \n",
       "0.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "1.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "2.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "3.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "4.5            ??       -123.501714        48.638565          200.0  2024   \n",
       "...           ...               ...              ...            ...   ...   \n",
       "190.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "191.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "192.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "193.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "194.5          ??       -123.501714        48.638565          200.0  2024   \n",
       "\n",
       "           month  day  hour  minute  temperature [oC]  salinity [PSS-78]  \\\n",
       "depth [m]                                                                  \n",
       "0.5            9   25    22      56         14.170317          29.666120   \n",
       "1.5            9   25    22      56         14.022036          29.688834   \n",
       "2.5            9   25    22      56         13.507640          29.810845   \n",
       "3.5            9   25    22      56         13.125631          29.825122   \n",
       "4.5            9   25    22      56         12.946890          29.845669   \n",
       "...          ...  ...   ...     ...               ...                ...   \n",
       "190.5          9   25    22      56          9.752997          31.417865   \n",
       "191.5          9   25    22      56          9.752201          31.418605   \n",
       "192.5          9   25    22      56          9.751493          31.420422   \n",
       "193.5          9   25    22      56          9.751282          31.421437   \n",
       "194.5          9   25    22      56          9.751946          31.428099   \n",
       "\n",
       "           Pressure [dbar]  potential density [kg m-3]  \\\n",
       "depth [m]                                                \n",
       "0.5               0.679395                 1022.034882   \n",
       "1.5               1.473637                 1022.082029   \n",
       "2.5               2.525987                 1022.278495   \n",
       "3.5               3.527064                 1022.363548   \n",
       "4.5               4.515945                 1022.413739   \n",
       "...                    ...                         ...   \n",
       "190.5           192.075224                 1024.199644   \n",
       "191.5           193.105927                 1024.200367   \n",
       "192.5           194.090200                 1024.201916   \n",
       "193.5           195.101051                 1024.202760   \n",
       "194.5           195.708946                 1024.207864   \n",
       "\n",
       "           chlorophyll fluorescence [ug L-1]  PAR [umol-photons m-2 s-1]  \\\n",
       "depth [m]                                                                  \n",
       "0.5                                 4.099205                  169.734827   \n",
       "1.5                                 9.352849                  122.169102   \n",
       "2.5                                19.665751                   80.091518   \n",
       "3.5                                35.789798                   52.080458   \n",
       "4.5                                35.911570                   25.777344   \n",
       "...                                      ...                         ...   \n",
       "190.5                               0.174544                    0.048112   \n",
       "191.5                               0.188599                    0.051544   \n",
       "192.5                               0.238472                    0.050098   \n",
       "193.5                               0.186671                    0.051241   \n",
       "194.5                               0.191036                    0.048316   \n",
       "\n",
       "           O2 conc [umol kg-1]  O2 saturation [%]  conductivity [S/dm]  \\\n",
       "depth [m]                                                                \n",
       "0.5                 660.386696         110.480483            36.297064   \n",
       "1.5                 666.345255         111.151780            36.196961   \n",
       "2.5                 670.640330         110.762068            35.895677   \n",
       "3.5                 683.850524         112.053711            35.588780   \n",
       "4.5                 699.298158         114.169234            35.460412   \n",
       "...                        ...                ...                  ...   \n",
       "190.5                23.189709           3.568140            34.433308   \n",
       "191.5                23.510939           3.617519            34.433785   \n",
       "192.5                23.647295           3.638485            34.435377   \n",
       "193.5                23.689235           3.644944            34.436616   \n",
       "194.5                22.520855           3.465369            34.444018   \n",
       "\n",
       "           along-track [km]  across-track [km]  \n",
       "depth [m]                                       \n",
       "0.5               -0.474047           0.140789  \n",
       "1.5               -0.474047           0.140789  \n",
       "2.5               -0.474047           0.140789  \n",
       "3.5               -0.474047           0.140789  \n",
       "4.5               -0.474047           0.140789  \n",
       "...                     ...                ...  \n",
       "190.5             -0.474047           0.140789  \n",
       "191.5             -0.474047           0.140789  \n",
       "192.5             -0.474047           0.140789  \n",
       "193.5             -0.474047           0.140789  \n",
       "194.5             -0.474047           0.140789  \n",
       "\n",
       "[195 rows x 20 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
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