{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.351284,
     "end_time": "2020-04-01T01:13:46.345433",
     "exception": false,
     "start_time": "2020-04-01T01:13:43.994149",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import netCDF4 as nc\n",
    "import datetime as dt\n",
    "from salishsea_tools import evaltools as et, viz_tools\n",
    "import gsw\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib as mpl\n",
    "import matplotlib.dates as mdates\n",
    "import cmocean as cmo\n",
    "import scipy.interpolate as sinterp\n",
    "import pickle\n",
    "import cmocean\n",
    "import json\n",
    "import f90nml\n",
    "from collections import OrderedDict\n",
    "\n",
    "fs=16\n",
    "mpl.rc('xtick', labelsize=fs)\n",
    "mpl.rc('ytick', labelsize=fs)\n",
    "mpl.rc('legend', fontsize=fs)\n",
    "mpl.rc('axes', titlesize=fs)\n",
    "mpl.rc('axes', labelsize=fs)\n",
    "mpl.rc('figure', titlesize=fs)\n",
    "mpl.rc('font', size=fs)\n",
    "mpl.rc('text', usetex=True)\n",
    "mpl.rc('text.latex', preamble = r'''\n",
    " \\usepackage{txfonts}\n",
    " \\usepackage{lmodern}\n",
    " ''')\n",
    "mpl.rc('font', family='sans-serif', weight='normal', style='normal')\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from IPython.display import Markdown, display\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "papermill": {
     "duration": 0.022487,
     "end_time": "2020-04-01T01:13:46.385498",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.363011",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.019528,
     "end_time": "2020-04-01T01:13:46.421072",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.401544",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019664,
     "end_time": "2020-04-01T01:13:46.456769",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.437105",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2010\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.02121,
     "end_time": "2020-04-01T01:13:46.494611",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.473401",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2010"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016563,
     "end_time": "2020-04-01T01:13:46.527739",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.511176",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Yearly model-data comparisons of nutrients, chlorophyll, temperature and salinity between 201905 runs and DFO observations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016096,
     "end_time": "2020-04-01T01:13:46.559960",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.543864",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.81974,
     "end_time": "2020-04-01T01:13:47.397371",
     "exception": false,
     "start_time": "2020-04-01T01:13:46.577631",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1992 data points\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Depth</th>\n",
       "      <th>N</th>\n",
       "      <th>Si</th>\n",
       "      <th>Chlorophyll_Extracted</th>\n",
       "      <th>ConsT</th>\n",
       "      <th>AbsSal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.6785</td>\n",
       "      <td>-127.332</td>\n",
       "      <td>2.8</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.276901</td>\n",
       "      <td>28.399731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.6785</td>\n",
       "      <td>-127.332</td>\n",
       "      <td>3.8</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.928219</td>\n",
       "      <td>30.240832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.6785</td>\n",
       "      <td>-127.332</td>\n",
       "      <td>4.7</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.940301</td>\n",
       "      <td>30.222246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.6785</td>\n",
       "      <td>-127.332</td>\n",
       "      <td>6.0</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.843436</td>\n",
       "      <td>30.294393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.6785</td>\n",
       "      <td>-127.332</td>\n",
       "      <td>6.8</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.806168</td>\n",
       "      <td>30.317506</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month  Day      Lat      Lon  Pressure Depth   N  Si  \\\n",
       "0  2010.0    6.0  2.0  51.6785 -127.332       2.8  None NaN NaN   \n",
       "1  2010.0    6.0  2.0  51.6785 -127.332       3.8  None NaN NaN   \n",
       "2  2010.0    6.0  2.0  51.6785 -127.332       4.7  None NaN NaN   \n",
       "3  2010.0    6.0  2.0  51.6785 -127.332       6.0  None NaN NaN   \n",
       "4  2010.0    6.0  2.0  51.6785 -127.332       6.8  None NaN NaN   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                    NaN  9.276901  28.399731  \n",
       "1                    NaN  8.928219  30.240832  \n",
       "2                    NaN  8.940301  30.222246  \n",
       "3                    NaN  8.843436  30.294393  \n",
       "4                    NaN  8.806168  30.317506  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_date = dt.datetime(year,1,1)\n",
    "end_date = dt.datetime(year,12,31)\n",
    "flen=1\n",
    "namfmt='nowcast'\n",
    "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T',\n",
    "         'ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n",
    "fdict={'ptrc_T':1,'grid_T':1}\n",
    "\n",
    "df1=et.loadDFO(datelims=(start_date,end_date))\n",
    "print(len(df1),'data points')\n",
    "df1[['Year','Month','Day','Lat','Lon','Pressure','Depth','N','Si','Chlorophyll_Extracted',\n",
    "     'ConsT','AbsSal']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "papermill": {
     "duration": 252.695826,
     "end_time": "2020-04-01T01:18:00.110918",
     "exception": false,
     "start_time": "2020-04-01T01:13:47.415092",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data=et.matchData(df1,filemap,fdict,start_date,end_date,'nowcast',PATH,1,quiet=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "papermill": {
     "duration": 0.034842,
     "end_time": "2020-04-01T01:18:00.167410",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.132568",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# density calculations:\n",
    "data['rho']=gsw.rho(data['AbsSal'],data['ConsT'],data['Pressure'])\n",
    "data['mod_rho']=gsw.rho(data['mod_vosaline'],data['mod_votemper'],\n",
    "                        gsw.p_from_z(-1*data['Z'],data['Lat']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "papermill": {
     "duration": 0.054198,
     "end_time": "2020-04-01T01:18:00.238774",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.184576",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan10 namelist_smelt_cfg:\n",
      "   Chl:N =  2.0\n",
      "   zz_bfsi =  6e-05\n",
      "   zz_remin_d_bsi =  1.1e-06\n",
      "   zz_w_sink_d_bsi =  0.00028\n",
      "   zz_alpha_b_si =  0.92\n",
      "   zz_alpha_b_d =  0.0\n"
     ]
    }
   ],
   "source": [
    "# load chl to N ratio from namelist\n",
    "nml=f90nml.read(os.path.join(PATH,'01jan'+str(year)[-2:],'namelist_smelt_cfg'))\n",
    "mod_chl_N=nml['nampisopt']['zzn2chl']\n",
    "print('Parameter values from 01jan'+str(year)[-2:]+' namelist_smelt_cfg:')\n",
    "print('   Chl:N = ',mod_chl_N)\n",
    "print('   zz_bfsi = ',nml['nampisrem']['zz_bfsi'])\n",
    "print('   zz_remin_d_bsi = ',nml['nampisrem']['zz_remin_d_bsi'])\n",
    "print('   zz_w_sink_d_bsi = ',nml['nampissink']['zz_w_sink_d_bsi'])\n",
    "print('   zz_alpha_b_si = ',nml['nampissink']['zz_alpha_b_si'])\n",
    "print('   zz_alpha_b_d = ',nml['nampissink']['zz_alpha_b_d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.024294,
     "end_time": "2020-04-01T01:18:00.280031",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.255737",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# chlorophyll calculations\n",
    "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n",
    "data['l10_modChl']=np.log10(mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n",
    "data['mod_Chl']=mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])\n",
    "data['Chl']=data['Chlorophyll_Extracted']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "papermill": {
     "duration": 0.043151,
     "end_time": "2020-04-01T01:18:00.341083",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.297932",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# prep and load dictionary to save stats in\n",
    "if os.path.isfile('vET-HC1905-DFO-NutChlPhys-stats.json'):\n",
    "    with open('vET-HC1905-DFO-NutChlPhys-stats.json', 'r') as fstat:\n",
    "        statsDict = json.load(fstat);\n",
    "    statsDict[year]=dict();    \n",
    "else:\n",
    "    statsDict={year:dict()};"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "papermill": {
     "duration": 0.058574,
     "end_time": "2020-04-01T01:18:00.417100",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.358526",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "cm1=cmocean.cm.thermal\n",
    "theta=-30\n",
    "lon0=-123.9\n",
    "lat0=49.3\n",
    "with nc.Dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/bathymetry_201702.nc') as bathy:\n",
    "    bathylon=np.copy(bathy.variables['nav_lon'][:,:])\n",
    "    bathylat=np.copy(bathy.variables['nav_lat'][:,:])\n",
    "    bathyZ=np.copy(bathy.variables['Bathymetry'][:,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "papermill": {
     "duration": 0.029089,
     "end_time": "2020-04-01T01:18:00.463502",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.434413",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def byDepth(ax,obsvar,modvar,lims):\n",
    "    ps=et.varvarPlot(ax,data,obsvar,modvar,'Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
    "    l=ax.legend(handles=ps)\n",
    "    ax.set_xlabel('Obs')\n",
    "    ax.set_ylabel('Model')\n",
    "    ax.plot(lims,lims,'k-',alpha=.5)\n",
    "    ax.set_xlim(lims)\n",
    "    ax.set_ylim(lims)\n",
    "    ax.set_aspect(1)\n",
    "    return ps,l\n",
    "\n",
    "def byRegion(ax,obsvar,modvar,lims):\n",
    "    ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b',),lname='SJDF')\n",
    "    ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c',),lname='SJGI')\n",
    "    ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y',),lname='SOG')\n",
    "    ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m',),lname='NSOG')\n",
    "    l=ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
    "    ax.set_xlabel('Obs')\n",
    "    ax.set_ylabel('Model')\n",
    "    ax.plot(lims,lims,'k-',alpha=.5)\n",
    "    ax.set_xlim(lims)\n",
    "    ax.set_ylim(lims)\n",
    "    ax.set_aspect(1)\n",
    "    return (ps1,ps2,ps3,ps4),l\n",
    "\n",
    "def bySeason(ax,obsvar,modvar,lims):\n",
    "    for axi in ax:\n",
    "        axi.plot(lims,lims,'k-')\n",
    "        axi.set_xlim(lims)\n",
    "        axi.set_ylim(lims)\n",
    "        axi.set_aspect(1)\n",
    "        axi.set_xlabel('Obs')\n",
    "        axi.set_ylabel('Model')\n",
    "    ps=et.varvarPlot(ax[0],JFM,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[0].set_title('Jan-Mar')\n",
    "    ps=et.varvarPlot(ax[1],Apr,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[1].set_title('Apr')\n",
    "    ps=et.varvarPlot(ax[2],MJJA,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[2].set_title('May-Aug')\n",
    "    ps=et.varvarPlot(ax[3],SOND,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[3].set_title('Sep-Dec')\n",
    "    return \n",
    "\n",
    "def ErrErr(fig,ax,obsvar1,modvar1,obsvar2,modvar2,lims1,lims2):\n",
    "    m=ax.scatter(data[modvar1]-data[obsvar1],data[modvar2]-data[obsvar2],c=data['Z'],s=1,cmap='gnuplot')\n",
    "    cb=fig.colorbar(m,ax=ax,label='Depth (m)')\n",
    "    ax.set_xlim(lims1)\n",
    "    ax.set_ylim(lims2)\n",
    "    ax.set_aspect((lims1[1]-lims1[0])/(lims2[1]-lims2[0]))\n",
    "    return m,cb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "papermill": {
     "duration": 0.860625,
     "end_time": "2020-04-01T01:18:01.341296",
     "exception": false,
     "start_time": "2020-04-01T01:18:00.480671",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (13,6))\n",
    "viz_tools.set_aspect(ax[0], coords = 'map')\n",
    "ax[0].plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
    "ax[0].plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n",
    "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
    "viz_tools.plot_coastline(ax[0], grid, coords = 'map',isobath=.1)\n",
    "ax[0].set_ylim(48, 50.5)\n",
    "ax[0].legend()\n",
    "ax[0].set_xlim(-125.7, -122.5);\n",
    "ax[0].set_title('Observation Locations');\n",
    "\n",
    "viz_tools.set_aspect(ax[1], coords = 'map')\n",
    "#ax[1].plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
    "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n",
    "ax[1].plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n",
    "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n",
    "ax[1].plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n",
    "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n",
    "ax[1].plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n",
    "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n",
    "ax[1].plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n",
    "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
    "viz_tools.plot_coastline(ax[1], grid, coords = 'map')\n",
    "ax[1].set_ylim(48, 50.5)\n",
    "ax[1].legend()\n",
    "ax[1].set_xlim(-125.7, -122.5);\n",
    "\n",
    "# Also set up seasonal groupings:\n",
    "iz=(data.Z<15)\n",
    "JFM=data.loc[iz&(data.dtUTC<=dt.datetime(year,4,1)),:]\n",
    "Apr=data.loc[iz&(data.dtUTC<=dt.datetime(year,5,1))&(data.dtUTC>dt.datetime(year,4,1)),:]\n",
    "MJJA=data.loc[iz&(data.dtUTC<=dt.datetime(year,9,1))&(data.dtUTC>dt.datetime(year,5,1)),:]\n",
    "SOND=data.loc[iz&(data.dtUTC>dt.datetime(year,9,1)),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "papermill": {
     "duration": 0.028922,
     "end_time": "2020-04-01T01:18:01.390966",
     "exception": false,
     "start_time": "2020-04-01T01:18:01.362044",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "statsubs=OrderedDict({'z < 15 m':data.loc[data.Z<15],\n",
    "                      '15 m < z < 22 m':data.loc[(data.Z>=15)&(data.Z<22)],\n",
    "                      'z >= 22 m':data.loc[data.Z>=22],\n",
    "                      'z > 50 m':data.loc[data.Z>50],\n",
    "                      'all':data,\n",
    "                      'z < 15 m, JFM':JFM,\n",
    "                      'z < 15 m, Apr':Apr,\n",
    "                      'z < 15 m, MJJA':MJJA,\n",
    "                      'z < 15 m, SOND': SOND})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.019974,
     "end_time": "2020-04-01T01:18:01.431693",
     "exception": false,
     "start_time": "2020-04-01T01:18:01.411719",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.605978,
     "end_time": "2020-04-01T01:18:02.057280",
     "exception": false,
     "start_time": "2020-04-01T01:18:01.451302",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.436482</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >373</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.63537</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.875337</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.118248</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >87</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >3.9195</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.797161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.722396</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1001</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.39437</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.872329</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.800966</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >819</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >2.30133</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.848664</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.390553</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1461</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >3.59869</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.939591</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >2.58616</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >157</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >6.17239</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.813508</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-3.1927</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >85</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >6.43877</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.821525</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.214961</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >131</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >4.22654</td>\n",
       "                        <td id=\"T_a196f8f4_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.873519</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3c98530a0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='N'\n",
    "modvar='mod_nitrate'\n",
    "statsDict[year]['NO3']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['NO3'][isub]=dict()\n",
    "    var=statsDict[year]['NO3'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "tbl,tdf=et.displayStats(statsDict[year]['NO3'],level='Subset',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "papermill": {
     "duration": 0.527645,
     "end_time": "2020-04-01T01:18:02.605556",
     "exception": false,
     "start_time": "2020-04-01T01:18:02.077911",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(0,40))\n",
    "ax[0].set_title('NO$_3$ ($\\mu$M) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(0,40))\n",
    "ax[1].set_title('NO$_3$ ($\\mu$M) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "papermill": {
     "duration": 0.681765,
     "end_time": "2020-04-01T01:18:03.310371",
     "exception": false,
     "start_time": "2020-04-01T01:18:02.628606",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(0,30))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 0.448682,
     "end_time": "2020-04-01T01:18:03.784420",
     "exception": false,
     "start_time": "2020-04-01T01:18:03.335738",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(12,4))\n",
    "ax[0].set_xlabel('Density Error (kg m$^{-3}$)')\n",
    "ax[0].set_ylabel('NO$_3$ ($\\mu$M) Error')\n",
    "m,cb=ErrErr(fig,ax[0],'rho','mod_rho',obsvar,modvar,(-3,3),(-15,15))\n",
    "ax[1].set_xlabel('Salinity Error (g kg$^{-1}$)')\n",
    "ax[1].set_ylabel('NO$_3$ ($\\mu$M) Error')\n",
    "m,cb=ErrErr(fig,ax[1],'AbsSal','mod_vosaline',obsvar,modvar,(-2.5,2.5),(-15,15))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.024874,
     "end_time": "2020-04-01T01:18:03.834805",
     "exception": false,
     "start_time": "2020-04-01T01:18:03.809931",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.053671,
     "end_time": "2020-04-01T01:18:03.913294",
     "exception": false,
     "start_time": "2020-04-01T01:18:03.859623",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-3.09272</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >370</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >16.4275</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.598622</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-4.09204</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >85</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >9.56399</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.674404</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-3.72898</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >987</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >7.03738</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.843719</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-3.93822</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >809</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >7.09057</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.835693</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-3.58713</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1442</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >10.4179</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.825947</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >10.7477</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >154</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >15.8423</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.674</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-16.198</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >85</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >20.3265</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.372485</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-10.8597</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >131</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >14.1095</td>\n",
       "                        <td id=\"T_a2b27998_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.520334</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3ecba60d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='Si'\n",
    "modvar='mod_silicon'\n",
    "statsDict[year]['dSi']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['dSi'][isub]=dict()\n",
    "    var=statsDict[year]['dSi'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "tbl,tdf=et.displayStats(statsDict[year]['dSi'],level='Subset',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "papermill": {
     "duration": 0.406192,
     "end_time": "2020-04-01T01:18:04.345082",
     "exception": false,
     "start_time": "2020-04-01T01:18:03.938890",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mv=(0,80)\n",
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,mv)\n",
    "ax[0].set_title('Dissolved Silica ($\\mu$M) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,mv)\n",
    "ax[1].set_title('Dissolved Silica ($\\mu$M) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "papermill": {
     "duration": 0.494137,
     "end_time": "2020-04-01T01:18:04.867739",
     "exception": false,
     "start_time": "2020-04-01T01:18:04.373602",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 0.45879,
     "end_time": "2020-04-01T01:18:05.355436",
     "exception": false,
     "start_time": "2020-04-01T01:18:04.896646",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(12,4))\n",
    "ax[0].set_xlabel('Density Error (kg m$^{-3}$)')\n",
    "ax[0].set_ylabel('dSi Error ($\\mu$M)')\n",
    "m,cb=ErrErr(fig,ax[0],'rho','mod_rho',obsvar,modvar,(-3,3),(-25,25))\n",
    "ax[1].set_xlabel('Salinity Error (g kg$^{-1}$)')\n",
    "ax[1].set_ylabel('dSi Error ($\\mu$M)')\n",
    "m,cb=ErrErr(fig,ax[1],'AbsSal','mod_vosaline',obsvar,modvar,(-2.5,2.5),(-25,25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.03017,
     "end_time": "2020-04-01T01:18:05.416561",
     "exception": false,
     "start_time": "2020-04-01T01:18:05.386391",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.62072,
     "end_time": "2020-04-01T01:18:06.067393",
     "exception": false,
     "start_time": "2020-04-01T01:18:05.446673",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'dSi')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (15,8))\n",
    "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n",
    "      'darkturquoise','royalblue','lightskyblue','blue','darkblue','mediumslateblue','blueviolet',\n",
    "      'darkmagenta','fuchsia','deeppink','pink')\n",
    "ii0=start_date\n",
    "for ii in range(0,int((end_date-start_date).days/30)):\n",
    "    iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n",
    "    ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n",
    "        '.', color = cols[ii],label=str(ii))\n",
    "    ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n",
    "        '.', color = cols[ii],label=str(ii))\n",
    "for axi in (ax[0],ax[1]):\n",
    "    axi.legend(loc=4)\n",
    "    axi.set_ylim(400,0)\n",
    "    axi.set_ylabel('Depth (m)')\n",
    "ax[0].set_xlabel('Model - Obs')\n",
    "ax[1].set_xlabel('Model - Obs')\n",
    "ax[0].set_xlim(-15,15)\n",
    "ax[1].set_xlim(-40,20)\n",
    "ax[0].set_title('NO3')\n",
    "ax[1].set_title('dSi')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.033856,
     "end_time": "2020-04-01T01:18:06.135664",
     "exception": false,
     "start_time": "2020-04-01T01:18:06.101808",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.405633,
     "end_time": "2020-04-01T01:18:06.574357",
     "exception": false,
     "start_time": "2020-04-01T01:18:06.168724",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb3c9797940>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
    "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
    "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
    "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
    "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
    "ax[0].plot(np.arange(0,41),1.35*np.arange(0,41)+6.46,'k-',label='OBC')\n",
    "ax[0].set_title('Observed')\n",
    "ax[0].set_xlabel('NO3')\n",
    "ax[0].set_ylabel('dSi')\n",
    "ax[0].set_xlim(0,40)\n",
    "ax[0].set_ylim(0,85)\n",
    "ax[0].legend()\n",
    "\n",
    "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
    "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
    "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
    "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n",
    "ax[1].plot(np.arange(0,41),1.35*np.arange(0,41)+6.46,'k-',label='OBC')\n",
    "ax[1].set_title('Model')\n",
    "ax[1].set_xlabel('NO3')\n",
    "ax[1].set_ylabel('dSi')\n",
    "ax[1].set_xlim(0,40)\n",
    "ax[1].set_ylim(0,85)\n",
    "ax[1].legend()\n",
    "#ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
    "#ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "papermill": {
     "duration": 0.409784,
     "end_time": "2020-04-01T01:18:07.021597",
     "exception": false,
     "start_time": "2020-04-01T01:18:06.611813",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb3ec13dac0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
    "p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n",
    "p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n",
    "p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n",
    "p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n",
    "ax[0].set_title('Observed')\n",
    "ax[0].set_xlabel('S (g/kg)')\n",
    "ax[0].set_ylabel('dSi-1.3NO3')\n",
    "ax[0].set_xlim(10,35)\n",
    "ax[0].set_ylim(0,45)\n",
    "ax[0].legend()\n",
    "\n",
    "p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n",
    "p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n",
    "p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n",
    "p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n",
    "ax[1].set_title('Model')\n",
    "ax[1].set_xlabel('S (g/kg)')\n",
    "ax[1].set_ylabel('dSi-1.3NO3')\n",
    "ax[1].set_xlim(10,35)\n",
    "ax[1].set_ylim(0,45)\n",
    "ax[1].legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039257,
     "end_time": "2020-04-01T01:18:07.099752",
     "exception": false,
     "start_time": "2020-04-01T01:18:07.060495",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.079895,
     "end_time": "2020-04-01T01:18:07.217375",
     "exception": false,
     "start_time": "2020-04-01T01:18:07.137480",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=8></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"index_name level1\" >Variable</th>        <th class=\"col_heading level1 col0\" colspan=4>Chl</th>        <th class=\"col_heading level1 col4\" colspan=4>Chl log10</th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level2\" ></th>        <th class=\"col_heading level2 col0\" >Bias</th>        <th class=\"col_heading level2 col1\" >N</th>        <th class=\"col_heading level2 col2\" >RMSE</th>        <th class=\"col_heading level2 col3\" >WSS</th>        <th class=\"col_heading level2 col4\" >Bias</th>        <th class=\"col_heading level2 col5\" >N</th>        <th class=\"col_heading level2 col6\" >RMSE</th>        <th class=\"col_heading level2 col7\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.2611</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >178</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >3.54728</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.620564</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >0.0133065</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >178</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.530094</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.67958</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.708091</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >80</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.61033</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.340501</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.119123</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >80</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.513023</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.542213</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.650431</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >10</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.36785</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.410637</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >-0.175648</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >10</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.393922</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0.658009</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.871473</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >2</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.87154</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.13676</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >-0.495606</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >2</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >0.496859</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >0.0896501</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.0622231</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >268</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >3.23439</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.609235</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.0332753</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >268</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.520566</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.682877</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >nan</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >nan</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-1.40571</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >53</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >4.05008</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.704272</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.205438</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >53</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.49759</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.658318</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >3.38347</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >49</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.02111</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.156187</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.501988</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >49</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.657165</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.352678</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.589632</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >76</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.33315</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.490145</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.149219</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >76</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.455</td>\n",
       "                        <td id=\"T_a4aa6972_73b6_11ea_a183_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.592885</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3c56b71c0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='l10_obsChl'\n",
    "modvar='l10_modChl'\n",
    "statsDict[year]['Chl log10']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['Chl log10'][isub]=dict()\n",
    "    var=statsDict[year]['Chl log10'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "obsvar='Chlorophyll_Extracted'\n",
    "modvar='mod_Chl'\n",
    "statsDict[year]['Chl']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['Chl'][isub]=dict()\n",
    "    var=statsDict[year]['Chl'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "\n",
    "tempD={'Chl log10':statsDict[year]['Chl log10'],'Chl':statsDict[year]['Chl']}\n",
    "tbl,tdf=et.displayStatsFlex(tempD,('Variable','Subset','Metric',''),\n",
    "                        ['Order','Subset','Metric'],\n",
    "                        ['Variable','Metric'],\n",
    "                        suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "papermill": {
     "duration": 0.481016,
     "end_time": "2020-04-01T01:18:07.736992",
     "exception": false,
     "start_time": "2020-04-01T01:18:07.255976",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
    "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n",
    "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
    "ax[0].legend(handles=ps)\n",
    "ax[0].set_xlabel('Obs')\n",
    "ax[0].set_ylabel('Model')\n",
    "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01] By Depth')\n",
    "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n",
    "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
    "ax[1].legend(handles=ps)\n",
    "ax[1].set_xlabel('Obs')\n",
    "ax[1].set_ylabel('Model')\n",
    "ax[1].set_title('Chl ($\\mu$g/L) By Depth');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "papermill": {
     "duration": 0.446142,
     "end_time": "2020-04-01T01:18:08.223669",
     "exception": false,
     "start_time": "2020-04-01T01:18:07.777527",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
    "obsvar='l10_obsChl'; modvar='l10_modChl'\n",
    "ps,l=byRegion(ax[0],obsvar,modvar,(-.6,1.6))\n",
    "ax[0].set_title('Log10 Chl ($\\mu$g/L) By Region');\n",
    "\n",
    "obsvar='Chlorophyll_Extracted'; modvar='mod_Chl'\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(0,30))\n",
    "ax[1].set_title('Chl ($\\mu$g/L) By Region');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.041593,
     "end_time": "2020-04-01T01:18:08.308340",
     "exception": false,
     "start_time": "2020-04-01T01:18:08.266747",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.131659,
     "end_time": "2020-04-01T01:18:08.481961",
     "exception": false,
     "start_time": "2020-04-01T01:18:08.350302",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.161648</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >414</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >0.933916</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.964602</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.333234</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >103</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.727572</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.849724</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.057767</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1424</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.27014</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.963075</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.0251931</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >1182</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.222897</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.973617</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.0945418</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1941</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.517361</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.969683</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.25794</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >182</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.536674</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.813524</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.161654</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >89</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.63197</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.934458</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.240311</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >143</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.707776</td>\n",
       "                        <td id=\"T_a56b9b88_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.967423</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3ecce3700>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='ConsT'\n",
    "modvar='mod_votemper'\n",
    "statsDict[year]['Temperature']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['Temperature'][isub]=dict()\n",
    "    var=statsDict[year]['Temperature'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "tbl,tdf=et.displayStats(statsDict[year]['Temperature'],level='Subset',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "papermill": {
     "duration": 0.443414,
     "end_time": "2020-04-01T01:18:08.967006",
     "exception": false,
     "start_time": "2020-04-01T01:18:08.523592",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(5,20))\n",
    "ax[0].set_title('$\\Theta$ ($^{\\circ}$C) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(5,20))\n",
    "ax[1].set_title('$\\Theta$ ($^{\\circ}$C) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "papermill": {
     "duration": 0.513911,
     "end_time": "2020-04-01T01:18:09.524872",
     "exception": false,
     "start_time": "2020-04-01T01:18:09.010961",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04487,
     "end_time": "2020-04-01T01:18:09.613757",
     "exception": false,
     "start_time": "2020-04-01T01:18:09.568887",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.072356,
     "end_time": "2020-04-01T01:18:09.730754",
     "exception": false,
     "start_time": "2020-04-01T01:18:09.658398",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.27807</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >416</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >2.22411</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.877358</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.0382723</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >103</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.379658</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.975426</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.134756</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1424</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.270924</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.986106</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.154715</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >1182</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.255533</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.986066</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0371967</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1943</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >1.05855</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.942075</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.794504</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >183</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >2.22976</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.734697</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.37373</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >89</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.76367</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.911056</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.0246171</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >144</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.80315</td>\n",
       "                        <td id=\"T_a62a2e72_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.91292</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3c54e3610>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='AbsSal'\n",
    "modvar='mod_vosaline'\n",
    "statsDict[year]['Salinity']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['Salinity'][isub]=dict()\n",
    "    var=statsDict[year]['Salinity'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "tbl,tdf=et.displayStats(statsDict[year]['Salinity'],level='Subset',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "papermill": {
     "duration": 0.38352,
     "end_time": "2020-04-01T01:18:10.158666",
     "exception": false,
     "start_time": "2020-04-01T01:18:09.775146",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(0,36))\n",
    "ax[0].set_title('S$_A$ (g kg$^{-1}$) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(0,36))\n",
    "ax[1].set_title('S$_A$ (g kg$^{-1}$) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "papermill": {
     "duration": 0.488349,
     "end_time": "2020-04-01T01:18:10.691785",
     "exception": false,
     "start_time": "2020-04-01T01:18:10.203436",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(0,36))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.045025,
     "end_time": "2020-04-01T01:18:10.783992",
     "exception": false,
     "start_time": "2020-04-01T01:18:10.738967",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.072756,
     "end_time": "2020-04-01T01:18:10.902029",
     "exception": false,
     "start_time": "2020-04-01T01:18:10.829273",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" ></th>        <th class=\"index_name level1\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.20296</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >414</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.7104</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.897306</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.0219064</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >103</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.351713</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.966073</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.112856</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1424</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.222985</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.990307</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.123388</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >1182</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.205437</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.9901</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.040669</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1941</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.816713</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.961081</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.564873</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >182</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >1.72494</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.739153</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.246827</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >89</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.1726</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.929733</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.0222806</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >143</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.32094</td>\n",
       "                        <td id=\"T_a6dce67a_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.920705</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3c9726d30>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obsvar='rho'\n",
    "modvar='mod_rho'\n",
    "statsDict[year]['Density']=OrderedDict()\n",
    "for isub in statsubs:\n",
    "    statsDict[year]['Density'][isub]=dict()\n",
    "    var=statsDict[year]['Density'][isub]\n",
    "    var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
    "                                                                     statsubs[isub].loc[:,[modvar]])\n",
    "tbl,tdf=et.displayStats(statsDict[year]['Density'],level='Subset',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "papermill": {
     "duration": 0.449908,
     "end_time": "2020-04-01T01:18:11.398025",
     "exception": false,
     "start_time": "2020-04-01T01:18:10.948117",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(1010,1030))\n",
    "ax[0].set_title('Density (kg m$^{-3}$) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(1010,1030))\n",
    "ax[1].set_title('Density (kg m$^{-3}$) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "papermill": {
     "duration": 0.597466,
     "end_time": "2020-04-01T01:18:12.043353",
     "exception": false,
     "start_time": "2020-04-01T01:18:11.445887",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(1010,1030))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04778,
     "end_time": "2020-04-01T01:18:12.140116",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.092336",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.054891,
     "end_time": "2020-04-01T01:18:12.243552",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.188661",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def tsplot(ax,svar,tvar):\n",
    "    limsS=(0,36)\n",
    "    limsT=(5,20)\n",
    "    ss,tt=np.meshgrid(np.linspace(limsS[0],limsS[1],20),np.linspace(limsT[0],limsT[1],20))\n",
    "    rho=gsw.rho(ss,tt,np.zeros(np.shape(ss)))\n",
    "    r=ax.contour(ss,tt,rho,colors='k')\n",
    "    ps1=ax.plot(dJDF[svar],dJDF[tvar],'b.',label='SJDF')\n",
    "    ps2=ax.plot(dSJGI[svar],dSJGI[tvar],'c.',label='SJGI')\n",
    "    ps3=ax.plot(dSOG[svar],dSOG[tvar],'y.',label='SOG')\n",
    "    ps4=ax.plot(dNSOG[svar],dNSOG[tvar],'m.',label='NSOG')\n",
    "    l=ax.legend(handles=[ps1[0],ps2[0],ps3[0],ps4[0]],bbox_to_anchor=(1.55,1))\n",
    "    ax.set_ylim(limsT)\n",
    "    ax.set_xlim(limsS)\n",
    "    ax.set_ylabel('$\\Theta$ ($^{\\circ}$C)')\n",
    "    ax.set_xlabel('S$_A$ (g kg$^{-1}$)')\n",
    "    ax.set_aspect((limsS[1]-limsS[0])/(limsT[1]-limsT[0]))\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "papermill": {
     "duration": 0.387042,
     "end_time": "2020-04-01T01:18:12.679191",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.292149",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Modelled')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(16,4))\n",
    "tsplot(ax[0],'AbsSal','ConsT')\n",
    "ax[0].set_title('Observed')\n",
    "tsplot(ax[1],'mod_vosaline','mod_votemper')\n",
    "ax[1].set_title('Modelled')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "papermill": {
     "duration": 0.065078,
     "end_time": "2020-04-01T01:18:12.794224",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.729146",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# save stats dict to json file:\n",
    "with open('vET-HC1905-DFO-NutChlPhys-stats.json', 'w') as fstat:\n",
    "    json.dump(statsDict, fstat, indent=4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.049447,
     "end_time": "2020-04-01T01:18:12.893433",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.843986",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.080526,
     "end_time": "2020-04-01T01:18:13.023331",
     "exception": false,
     "start_time": "2020-04-01T01:18:12.942805",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93ce\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" colspan=4></th>    </tr>    <tr>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank level1\" ></th>        <th class=\"col_heading level1 col0\" >Bias</th>        <th class=\"col_heading level1 col1\" >N</th>        <th class=\"col_heading level1 col2\" >RMSE</th>        <th class=\"col_heading level1 col3\" >WSS</th>    </tr>    <tr>        <th class=\"index_name level0\" >Variable</th>        <th class=\"index_name level1\" ></th>        <th class=\"index_name level2\" >Subset</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.2611</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >178</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >3.54728</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.620564</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.708091</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >80</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.61033</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.340501</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.650431</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >10</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.36785</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.410637</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.871473</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >2</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.87154</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.13676</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.0622231</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >268</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >3.23439</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.609235</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-1.40571</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >53</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >4.05008</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.704272</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >3.38347</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >49</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.02111</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.156187</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.589632</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >76</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.33315</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.490145</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >0.0133065</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >178</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.530094</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.67958</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.119123</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >80</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.513023</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.542213</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >-0.175648</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >10</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.393922</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0.658009</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >-0.495606</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >2</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >0.496859</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >0.0896501</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.0332753</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >268</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.520566</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.682877</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.205438</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >53</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.49759</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.658318</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.501988</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >49</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.657165</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.352678</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.149219</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >76</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.455</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.592885</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.20296</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >414</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.7104</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.897306</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >0.0219064</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >103</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.351713</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.966073</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.112856</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >1424</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.222985</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.990307</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.123388</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >1182</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.205437</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.9901</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >0.040669</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1941</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.816713</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.961081</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >-0.564873</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >182</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >1.72494</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.739153</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >0.246827</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >89</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >2.1726</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.929733</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >-0.0222806</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >143</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >1.32094</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.920705</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >0.436482</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >373</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >5.63537</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.875337</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-0.118248</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >87</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >3.9195</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.797161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-0.722396</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >1001</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >2.39437</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.872329</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-0.800966</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >819</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >2.30133</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.848664</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-0.390553</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1461</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >3.59869</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.939591</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >2.58616</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >157</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >6.17239</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.813508</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-3.1927</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >85</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >6.43877</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.821525</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >0.214961</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >131</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >4.22654</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.873519</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.27807</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >416</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >2.22411</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.877358</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >-0.0382723</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >103</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.379658</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.975426</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.134756</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >1424</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.270924</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.986106</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.154715</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >1182</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.255533</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.986066</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >0.0371967</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1943</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >1.05855</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.942075</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >-0.794504</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >183</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >2.22976</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.734697</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >0.37373</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >89</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >2.76367</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.911056</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >-0.0246171</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >144</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.80315</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.91292</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >-0.161648</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >414</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >0.933916</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.964602</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >-0.333234</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >103</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.727572</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.849724</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >-0.057767</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >1424</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.27014</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.963075</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >-0.0251931</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >1182</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.222897</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.973617</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >-0.0945418</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1941</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.517361</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.969683</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >-0.25794</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >182</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.536674</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.813524</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >0.161654</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >89</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.63197</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.934458</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >-0.240311</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >143</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.707776</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.967423</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-3.09272</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >370</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >16.4275</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.598622</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-4.09204</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >85</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >9.56399</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.674404</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-3.72898</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >987</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >7.03738</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.843719</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-3.93822</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >809</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >7.09057</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.835693</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-3.58713</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1442</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >10.4179</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.825947</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >0</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >nan</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >10.7477</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >154</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >15.8423</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.674</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-16.198</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >85</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >20.3265</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.372485</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >-10.8597</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >131</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >14.1095</td>\n",
       "                        <td id=\"T_a81f2eb2_73b6_11ea_a183_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.520334</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb3ec284520>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl,tdf=et.displayStats(statsDict[year],level='Variable',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (py38)",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  },
  "papermill": {
   "duration": 270.696462,
   "end_time": "2020-04-01T01:18:13.077758",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2010.ipynb",
   "parameters": {
    "year": 2010
   },
   "start_time": "2020-04-01T01:13:42.381296",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}