{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.140448,
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     "exception": false,
     "start_time": "2020-04-01T01:07:10.505592",
     "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": 0.021586,
     "end_time": "2020-04-01T01:07:12.684542",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.662956",
     "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": 0.019823,
     "end_time": "2020-04-01T01:07:12.720762",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.700939",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019444,
     "end_time": "2020-04-01T01:07:12.756702",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.737258",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2008\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.02113,
     "end_time": "2020-04-01T01:07:12.794264",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.773134",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2008"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016237,
     "end_time": "2020-04-01T01:07:12.827369",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.811132",
     "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": 0.015969,
     "end_time": "2020-04-01T01:07:12.859414",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.843445",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.793711,
     "end_time": "2020-04-01T01:07:13.669352",
     "exception": false,
     "start_time": "2020-04-01T01:07:12.875641",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1274 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>2008.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>48.47</td>\n",
       "      <td>-124.547167</td>\n",
       "      <td>2.0</td>\n",
       "      <td>None</td>\n",
       "      <td>21.3</td>\n",
       "      <td>37.7</td>\n",
       "      <td>5.30</td>\n",
       "      <td>9.648685</td>\n",
       "      <td>31.731979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>48.47</td>\n",
       "      <td>-124.547167</td>\n",
       "      <td>4.9</td>\n",
       "      <td>None</td>\n",
       "      <td>21.3</td>\n",
       "      <td>36.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.409853</td>\n",
       "      <td>31.776067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>48.47</td>\n",
       "      <td>-124.547167</td>\n",
       "      <td>9.9</td>\n",
       "      <td>None</td>\n",
       "      <td>25.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>3.51</td>\n",
       "      <td>9.083090</td>\n",
       "      <td>31.827200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>48.47</td>\n",
       "      <td>-124.547167</td>\n",
       "      <td>19.5</td>\n",
       "      <td>None</td>\n",
       "      <td>26.8</td>\n",
       "      <td>42.1</td>\n",
       "      <td>1.91</td>\n",
       "      <td>8.948434</td>\n",
       "      <td>31.946372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>48.47</td>\n",
       "      <td>-124.547167</td>\n",
       "      <td>30.4</td>\n",
       "      <td>None</td>\n",
       "      <td>29.4</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.362223</td>\n",
       "      <td>32.489930</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day    Lat         Lon  Pressure Depth     N    Si  \\\n",
       "0  2008.0    6.0  20.0  48.47 -124.547167       2.0  None  21.3  37.7   \n",
       "1  2008.0    6.0  20.0  48.47 -124.547167       4.9  None  21.3  36.9   \n",
       "2  2008.0    6.0  20.0  48.47 -124.547167       9.9  None  25.0  39.9   \n",
       "3  2008.0    6.0  20.0  48.47 -124.547167      19.5  None  26.8  42.1   \n",
       "4  2008.0    6.0  20.0  48.47 -124.547167      30.4  None  29.4  46.0   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                   5.30  9.648685  31.731979  \n",
       "1                    NaN  9.409853  31.776067  \n",
       "2                   3.51  9.083090  31.827200  \n",
       "3                   1.91  8.948434  31.946372  \n",
       "4                    NaN  8.362223  32.489930  "
      ]
     },
     "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": 193.865192,
     "end_time": "2020-04-01T01:10:27.552742",
     "exception": false,
     "start_time": "2020-04-01T01:07:13.687550",
     "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": 0.035919,
     "end_time": "2020-04-01T01:10:27.611043",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.575124",
     "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": 0.057912,
     "end_time": "2020-04-01T01:10:27.685857",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.627945",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan08 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 =  0.88\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": 0.023896,
     "end_time": "2020-04-01T01:10:27.726318",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.702422",
     "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": 0.028674,
     "end_time": "2020-04-01T01:10:27.771844",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.743170",
     "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": 0.052996,
     "end_time": "2020-04-01T01:10:27.842030",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.789034",
     "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": 0.028564,
     "end_time": "2020-04-01T01:10:27.887846",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.859282",
     "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": 0.860669,
     "end_time": "2020-04-01T01:10:28.766033",
     "exception": false,
     "start_time": "2020-04-01T01:10:27.905364",
     "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": 0.028202,
     "end_time": "2020-04-01T01:10:28.815654",
     "exception": false,
     "start_time": "2020-04-01T01:10:28.787452",
     "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": 0.01986,
     "end_time": "2020-04-01T01:10:28.855607",
     "exception": false,
     "start_time": "2020-04-01T01:10:28.835747",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.521711,
     "end_time": "2020-04-01T01:10:29.396877",
     "exception": false,
     "start_time": "2020-04-01T01:10:28.875166",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_93c87f0a_73b5_11ea_9fb0_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_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.18215</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >239</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >7.00329</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.817898</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.0108977</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >79</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >5.26685</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.637793</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.441035</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >778</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.6408</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.837544</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.51651</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >567</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >2.26304</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.845542</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.571643</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1096</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.20061</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.904286</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.525905</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >61</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >8.93541</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.684755</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-7.30013</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >59</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >8.65821</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.745021</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.975571</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >119</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >4.51772</td>\n",
       "                        <td id=\"T_93c87f0a_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.89208</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f719a72ff70>"
      ]
     },
     "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": 0.5254,
     "end_time": "2020-04-01T01:10:29.942649",
     "exception": false,
     "start_time": "2020-04-01T01:10:29.417249",
     "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": 0.624747,
     "end_time": "2020-04-01T01:10:30.589934",
     "exception": false,
     "start_time": "2020-04-01T01:10:29.965187",
     "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": 0.411395,
     "end_time": "2020-04-01T01:10:31.025847",
     "exception": false,
     "start_time": "2020-04-01T01:10:30.614452",
     "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": 0.025262,
     "end_time": "2020-04-01T01:10:31.075984",
     "exception": false,
     "start_time": "2020-04-01T01:10:31.050722",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.052776,
     "end_time": "2020-04-01T01:10:31.152847",
     "exception": false,
     "start_time": "2020-04-01T01:10:31.100071",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_94d4ba9e_73b5_11ea_9fb0_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_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-9.54855</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >239</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >17.7348</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.573781</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-4.88025</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >79</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >13.2106</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.535334</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-5.60247</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >778</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >8.14019</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.754736</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-5.496</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >567</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >7.97389</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.742828</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-6.41092</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1096</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >11.3227</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.76216</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >5.83139</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >61</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >17.6015</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.526505</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-21.8019</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >59</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >23.2932</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.404869</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-11.3572</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >119</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >14.2784</td>\n",
       "                        <td id=\"T_94d4ba9e_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.571475</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f717bac4520>"
      ]
     },
     "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": 0.398178,
     "end_time": "2020-04-01T01:10:31.576101",
     "exception": false,
     "start_time": "2020-04-01T01:10:31.177923",
     "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": 0.491625,
     "end_time": "2020-04-01T01:10:32.094908",
     "exception": false,
     "start_time": "2020-04-01T01:10:31.603283",
     "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": 0.47098,
     "end_time": "2020-04-01T01:10:32.594717",
     "exception": false,
     "start_time": "2020-04-01T01:10:32.123737",
     "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": 0.028983,
     "end_time": "2020-04-01T01:10:32.654030",
     "exception": false,
     "start_time": "2020-04-01T01:10:32.625047",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.613802,
     "end_time": "2020-04-01T01:10:33.297144",
     "exception": false,
     "start_time": "2020-04-01T01:10:32.683342",
     "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": 0.031664,
     "end_time": "2020-04-01T01:10:33.361414",
     "exception": false,
     "start_time": "2020-04-01T01:10:33.329750",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.386076,
     "end_time": "2020-04-01T01:10:33.779049",
     "exception": false,
     "start_time": "2020-04-01T01:10:33.392973",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7164bb5970>"
      ]
     },
     "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": 0.402435,
     "end_time": "2020-04-01T01:10:34.216529",
     "exception": false,
     "start_time": "2020-04-01T01:10:33.814094",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f717bcd2a90>"
      ]
     },
     "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": 0.035541,
     "end_time": "2020-04-01T01:10:34.288173",
     "exception": false,
     "start_time": "2020-04-01T01:10:34.252632",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.076434,
     "end_time": "2020-04-01T01:10:34.400310",
     "exception": false,
     "start_time": "2020-04-01T01:10:34.323876",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_96c40260_73b5_11ea_9fb0_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_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.738173</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >162</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.31847</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.471788</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >0.0346714</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >162</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.486483</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.731504</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.464899</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >59</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.54593</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.389253</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.0388688</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >59</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.517189</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.491706</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.592654</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.592654</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >-0.230302</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >1</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.230302</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.412443</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >222</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.72921</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.488488</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >0.0139334</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >222</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.493993</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.702204</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >nan</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >1.39272</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >42</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >5.16614</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.61755</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >0.0520229</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >42</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.519444</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.652167</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >4.7743</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.65482</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.294961</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.441999</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >40</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.510152</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.396347</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.62353</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >80</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >5.22295</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.384727</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.178102</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >80</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.455483</td>\n",
       "                        <td id=\"T_96c40260_73b5_11ea_9fb0_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.736763</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f717bb20cd0>"
      ]
     },
     "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": 0.457359,
     "end_time": "2020-04-01T01:10:34.893875",
     "exception": false,
     "start_time": "2020-04-01T01:10:34.436516",
     "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": 0.444291,
     "end_time": "2020-04-01T01:10:35.376899",
     "exception": false,
     "start_time": "2020-04-01T01:10:34.932608",
     "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": 0.039134,
     "end_time": "2020-04-01T01:10:35.455624",
     "exception": false,
     "start_time": "2020-04-01T01:10:35.416490",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.127663,
     "end_time": "2020-04-01T01:10:35.625090",
     "exception": false,
     "start_time": "2020-04-01T01:10:35.497427",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_977f2158_73b5_11ea_9fb0_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_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.194729</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >241</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.10318</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.936177</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.0453799</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >80</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.718086</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.892217</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0549883</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >786</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.42394</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.937884</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.122914</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >573</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.398849</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.941917</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0781572</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1107</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.655609</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.953461</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.112804</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >63</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.693532</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.450174</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >1.30594</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >59</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.67642</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.842801</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.312837</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >119</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.9037</td>\n",
       "                        <td id=\"T_977f2158_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.950857</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7160829a00>"
      ]
     },
     "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": 0.44121,
     "end_time": "2020-04-01T01:10:36.105805",
     "exception": false,
     "start_time": "2020-04-01T01:10:35.664595",
     "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": 0.514195,
     "end_time": "2020-04-01T01:10:36.661689",
     "exception": false,
     "start_time": "2020-04-01T01:10:36.147494",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NbFrZF8P3Fjk2pIUyOnjkE4NEGR08MopBoowOHhnFoNSpjEoFF1JJcvdHlrh/VjdnkYAlUUaHh3xiECijw0NGMQiU0eEho+hX3cqoVPySXaAvlFEgNsooEBtlFIirjmVUopAiIZRRIDbKKBAbZRSIq65lVKKQIhGUUSA2yigQG2UUiKvOZVSikCIBlFEgNsooEBtlFIir7mVUopAiOMooEBtlFIiNMgrERRnNUEgRFmUUiI0yCsRGGQXioozeRCFFSJRRIDbKKBAbZRSIizK6EIUU4VBGgdgoo0BslFEgLsroYhRShEIZBWKjjAKxUUaBuCijnVFIEQZlFIiNMgrERhkF4qKMLo1CihAoo0BslFEgNsooEBdldHkUUpSOMgrERhkFYqOMAnFRRldGIUWpKKNAbJRRIDbKKBAXZXR1KKQoDWUUiI0yCsRGGQXiooyuHoUUpaCMArFRRoHYKKNAXJTR7lBIUTjKKBAbZRSIjTIKxEUZ7R6FFIWijAKxUUaB2CijQFyU0d5QSFEYyigQG2UUiI0yCsRFGe0dhRSFoIwCsVFGgdgoo0BclNH+UEgxdJRRIDbKKBAbZRSIizLav2U/0czsV1f7Qu7+1f6Hg6qhjA4XGUW/KKPDRUbRL8rocJFR9IMyOhgrfao9ssrXcUmEFAtQRgtBRtEzymghyCh6RhktBBlFTyijg7PsJ5u7v7eogaBaKKPFIKPoFWW0GGQUvaKMFoOMoheU0cHq6TukZva2QQ8E1UEZLR8ZxXIoo+Ujo1gOZbR8ZBRLoYwOXleF1MzuMrM/kzTdct/DZnZo4CNDkiij5SKjWAlltFxkFCuhjJaLjGI5lNHh6PYI6VOS9rY972FJewY2IiSLMhoCGcWSKKMhkFEsiTIaAhlFR5TR4em2kI65+7Otd7j7rKSNgxsSUkQZDYOMoiPKaBhkFB1RRsMgo1iEMjpc3RbSZ/PTY3vzDjP7oqTJgY4KSaGMhkJGsQhlNBQyikUoo6GQUSxAGR2+bj/x9ko6LWmjmT0paZukS5K2DHpgSANlNBwyigUoo+GQUSxAGQ2HjGIeZbQYXX3qufufS3qvmd0vqSHpKXd/eigjQ3iU0XjIKFpRRuMho2hFGY2HjKKJMlqcnj75CCYoo7GRUVBGYyOjoIzGRkbrjTJarGU//czsk6t9IXf/3f6HgxRQRuMgo+iEMhoHGUUnlNE4yCjaUUaLt9In4H1ttxuSNqnl2kySxiSdk0RIa4AyGg4ZxQKU0XDIKBagjIZDRjGPMlqOZT8F3X1BSM3sKUkH8vX1zfsmJN3f7Rvnz5O7T+a3RyXtVPYB0JA06e7TS78CikYZjWdYGSWfaaKMxkNG0YoyGg8ZRRNltETuvuo/ki51c/8Kr3VO0kTL7aOSRltun1jpNbZs2eIoxqlTp3xkZMS3bt3qMzMzZQ+nkiSd9S5z1P5nUBkdRD6djBbq+PHjbmZ+3333+dWrV8seTuUMIp9ORmvt0KFDLsl3797t169fL3s4lUNG0Y+5uTnfv3+/S/J9+/b53Nxc2UOqnOUy2u11SGfM7Autd5jZIUkz3bxIPmt0tu3ucc8uPNx02czGuhwfhoAjo0npO6PkMz0cGU0KGa0hjowmhYzWjDtHRsvW7SfiTkmTZrZLN5ccmKTtq32BfMnC5bb7JtrvkzQraULS+S7HiAGijCanr4ySz/RQRpNDRmuGMpocMlojlNEYur0O6XlJm8xsu6S7JE1796fFHnf3ybaNPaosmK0uSdrc/mQz2yNpjyTdeeedXb41ukEZTc8AMtpXPiUyWiTKaHrIaL1QRtNDRuuDMhpHr9chPdnL88ysoYVnLWva1OG+9uA23/uYpGOSND4+7r2MAyujjKatl4wOIp/5e5PRAlBG00ZGq48ymjYyWm2U0Vi6/Q6pzOwXzOysmV0yszNm9g+6ePqYdz6jWPsyBimbTUIJKKNp6yOj5DMRlNG0kdHqo4ymjYxWG2U0nq4+Ic3sfkmPSTqgbAZoi6R/b2Zy9/+0wnPHJE0u8fCsFgfzNklT3YwP/aOMpq3XjJLPdFBG00ZGq48ymjYyWm2U0Zi6/ZR8WNKH3P35/PazZjYp6UlJyxZSSeOSxls2+riUffnb3U+a2eG2nx/NXxcFoYxWQq8ZJZ8JoIxWAhmtMMpoJZDRiqKMxtXtJ+XmloBKyr78bWYdv5Td9nPHWm+b2RZl12BqziZNm1mjZalDI/9iOQpAGa2MnjJKPuOjjFYGGa0oymhlkNEKoozG1u2n5aSZ/aa7/5vmHWb2SS29RKGj/OxhE8rOYqY8rA9I2mlmzVNs7+1ybOgRZbRS+s4o+YyHMlopZLSCKKOVQkYrhjIan7mv/uRdZvZ2SeeUXRx4WtKYsjOHbXH3vxjGAJczPj7uZ8+2X3cY3aCMxmFm59x9vM/XIKMVQxmNYRD5zF+HjFYMZTQGMopOKKNxLJfRbq9DekXSe/OZn4akSXd/bABjRAkoo9VDRquFMlo9ZLRaKKPVQ0argzKajl6vQ3ps5Z9CZJTRaiOj6aOMVhsZTR9ltNrIaNooo2lZ9tPTzA6t9oXc/WD/w0ERKKPVQUariTJaHWS0miij1UFGq4cymp6VPkEP6OYa+uW2pEsipAmgjFYOGa0YymjlkNGKoYxWDhmtEMpomlb6FP0dSfdL2ijphKQn3f27Qx8VhoIyWklktEIoo5VERiuEMlpJZLQiKKPpWrPcg+5+wN3fK2mHslmj/2Jml8zsC2b2vkJGiIGgjFYTGa0Oymg1kdHqoIxWExmtBspo2pYtpE3u/ry7f9rdN0nalj/v23lgD5nZ+4c6SvSFMlp9ZDRtlNHqI6Npo4xWHxlNF2U0fasqpK3c/by7/5M8sDuVzSidG/jIMBCU0foho2mhjNYPGU0LZbR+yGg6KKPV0HUhNbOfMLNPmtn/lfSMpPPKwopgKKP1REbTQRmtJzKaDspoPZHRNFBGq2NVn6xm9hOStkv6NUljkiYlfdrdnx7ayNAXymi9kNH0UEbrhYymhzJaL2Q0LZTRalnpOqSflLRLWTBPSvptSc+6+5UCxoYeUUbrg4ymiTJaH2Q0TZTR+iCj6aGMVs9Kn7CPKLs209PKzjy2S9KuThvd3XcNfHToGmW0dshoYiijtUNGE0MZrR0ymhDKaDWt9Cn7mLILASMBlNFaIqMJoYzWEhlNCGW0lshoIiij1bXsJ6277y1qIOgPZbSeyGg6KKP1REbTQRmtJzKaBspotXV9ll3EQxkFYqOMArFRRoG4KKPVRyFNHGUUiI0yCsRGGQXioozWA4U0YZRRIDbKKBAbZRSIizJaHxTSRFFGgdgoo0BslFEgLspovVBIE0QZBWKjjAKxUUaBuCij9UMhTQxlFIiNMgrERhkF4qKM1hOFNCGUUSA2yigQG2UUiIsyWl8U0kRQRoHYKKNAbJRRIC7KaL1RSBNAGQVio4wCsVFGgbgoo6CQBkcZBWKjjAKxUUaBuCijkCikoVFGgdgoo0BslFEgLsoomiikQVFGgdgoo0BslFEgLsooWlFIA6KMArFRRoHYKKNAXJRRtKOQBkMZBWKjjAKxUUaBuCij6IRCGghlFIiNMgrERhkF4qKMYikU0iAoo0BslFEgNsooEBdlFMuhkAZAGQVio4wCsVFGgbgoo1gJhbRklFEgNsooEBtlFIiLMorVoJCWiDIKxEYZBWKjjAJxUUaxWoV+cpvZqKSd+c1tkg65+/m2x6YlNSRNuvt0keMrEmUU0ZDPhSijiIaMLkQZRTRk9CbKKLri7oX9kbSn5e+jkqYkNfLbRyWNtjx+YqXX27Jli6fo1KlTPjIy4lu3bvWZmZmyh4MgJJ31AvPY/mfQ+fSEM3r8+HE3M7/vvvv86tWrZQ8HAZSdTyejCxw6dMgl+e7du/369etlDwcBkNE45ubmfP/+/S7J9+3b53Nzc2UPCQEsl9HCluya2Ziks83b7j4raVLS9vyu8fy+psv5cyqFI6OIiHzexJFRRERGb+LIKCIioxl3joyie0V+h3STpMc63H+bmU1Iutx2/6ykiaGPqkCUUQRW+3xKlFGERkZFGUVotc8oZRS9KqyQuvukpB1td49LOq1sWcNs22OXJG1ufx0z22NmZ83s7KuvvjqUsQ4DZRSRDSqfUroZpYwiMjJKGUVsdc8oZRT9KPQsu97y5e18tmg6D/CmDj/eHtzmaxxz93F3H7/99tuHNNLBoowiBYPIZ/46yWWUMooU1DmjlFGkoK4ZpYyiX6Vc9iU/09hed2/OJLUvY5Cy2aTkUUaRmjrlU6KMIj11yyhlFKmpU0YpoxiEsq5DelDSAy23Z7U4mLcpOztZsiijSFQt8ilRRpGs2mSUMopE1SKjlFEMSuGF1Mz2KLsu02x+u7HEcoZRZWcnSxJlFCmqSz4lyijSVLWMXjtzQTNH/kDXzlxY9BhlFCmqWkaXQhnFIBX66Z6vp59sO+31mLKLBE/noW2uv294fjHh1FBGkaK65FOijCJNVcrotTMX9FdPfks/+Mo3pRs3ZCMj+vGvHtEtW++WRBlFmqqU0VbXzlzQa889rw333qNbtt5NGcXAFfYJn19r6bSk2ZZ/tKOStuV/f0DSTjObltSQtLeosQ0SZRQpqks+Jcoo0lSljF47c0Hf/9X98tffkNwlSa7reu2553XL1rspo0hSlTLaaj6v16/LRkZ0x9OP6jNfOU4ZxUAV9imfzwIt+S82n006VtR4hoEyilTVIZ8SZRTpqkpGr525oFc/+3n5669LfvN+GxnRhnvvoYwiWVXJaKtrZy7o8iPH5W+8Ic25XNf19Gf/tY5MPkkZxUDxST8glFEgNsooUK5rZy7opV/5DemN64seu/Xv/ZyOPPsNyigQxJUvn9LFA/9WunEjmzwy04051ze+818poxg4Pu0HgDIKxEYZBcrVPNLSqYxK0l+fPK2nZr9HGQUCuHbmQlZG37wxf9+cu+Sufzn6k3rP7o9SRjFQfOL3iTIKxEYZBco1/x20a68v/UPu+tTf/oB2UEaB0r323PPS3Nz8bZdk7lpjprVuuvbfv6sNf+dnyhsgKodP/T5QRoHYKKNAeZpn5rz+l/8v+w5aB678S3dm+oUP/QJlFAhgw733yNavl7/+hjw/Mjp/RNSyx4FB4pO/R5RRIDbKKFCeBWfmXLt2/my6rVyS3OVmsvUjevuv/d3CxwlgsVu23q07nn5U/+Mff1rv/v4VrWlZnnvrfffOX54JGBQKaQ8oo0BslFGgXH/15LfmL+vic77gjLpNJmnOTOvvepdG/9lufskFSta8PvCbr1zWH//Zn+rNF/5Sd65/24KfuXXiZ0saHaqMQtolyigQG2UUKNe1Mxf0g6988+ZR0U5HR90lM62R9OYL39elz35eb/npBqUUKMm1Mxf00i9/XLr+plzS3e7S+rctuo7N1ck/0ts/8ktlDBEVtqbsAaSEMgrERhkFyvfac89nl4roYL6ammntbaPSGsuub3j9evY8AKWY+f0npOtvSspWL5hZx4uqXn3mOV07c6HQsaH6KKSrRBkFYqOMAjFsuPceae3aRfe7pBt+Q3OSbP2INn3mAdn69dLaNbKREU6UApTgypdP6S/GdujqN78zP2HUYYX9Te5MHmHgWLK7CpRRIDbKKBBM2xHSOUnHfvii1v78uD71ob+vt35wiyTpR3Z9WCbpR3d9mOW6QMEuPvRFXfm9JyS1nPG65b+d2Pr1TB5h4CikK6CMArFRRoE4rnz5lC499EXpxsJrGLq71v78uP7VH/5HrVu3buFZeEdG9KO7PlzeoIEaunbmwnwZlbIS2lpKF1m7Rrfed682fpwTkGHwWLK7DMooEBtlFIjj5Y89pIu/+TvyK3+94H6TtMZMH9/wbr35/J9Kyr5n6tevSzfm+P4oUIKZ339iwe1ly+gay5bqfvtPhj0s1BSFdAmUUSCGa2cuaObIHyw6iQJlFIjjypdP6YcnT3d8rPmL7rXvnNP3f3W/rp25oA333iMbGeH7o0AJrnz51ILvjEqdy+jad79Tt/7iByXj5GMYLpbsdkAZBWK4duaCXvqV38jO/DeyTu/62ud1y9a7KaNAMH/1H76x5GPzv+i2/EK7cdY75OcAAAovSURBVP+v68e/ekSvPfe8Ntx7D0sAgYJc+fIpXfzU7y5/RFTZg3OvzujWiZ/Va9/+E7muM3mEoaGQtqGMAnH84MlvSW9cz268cV2vfvbz+uMPbNZHHzpIGQWCuHbmgl7/3v9ZdP/8L7xr18jWrpXfuLHgF9pbtt5NEQUK9PLHHtIPT56ez2Z7KV175zu19h0b9cZ3/3R+Amnu8hUmjzB0FNIWlFEglqvfObvg9uvP/2+97/z/0n+74179zL/4bcooEMBrzz0vzS2+UIRJGvnJ9+jHjnx6/uf4hRYo3rUzF3TxoX+n1//oe0uWUUnauO/X9Zafbiw44Vgzs+QWw0QhzVFGgVguPvRF3Zh+af72/M7TTHe8IV28/5/rLd/4AjtJoGQb7r1HGlknf+O65C6ZzR8Z/bEjn57PKFkFijd/Rutrr694aZe5y1d0y9a7OSKKwlFIRRkFIvrB4384//eOO9G57OLc7CyBct2y9W49e/9WvXz8aX3gjvfob/7YHVq/+U4uDwEEMH9Ga2l+wqgjM5bTozS1L6SUUSColp3mUide4OQKQPkefvhhHfy9R7R792595vHHtW5d7X+1AMK45QPv13W51q1QRt/xu5+khKI0tb7sC2UUiOttH/kluST3xd9Nk6S3bt/GzhMo2cMPP6yDBw9q9+7depwyCoTi7vrMV45r96XvavpvjC6a3H3bP/xlbfrsHr3rP39Bb//IL5UyRkCqcSGljAKxff3dt+jqm28uOaP7lr91V8EjAtCKMgrE5e76xCc+oSNHjujn/uk/0rbnv663f3y3tMay73nf8hb96K4Pa+P+X2dyF6Wr5d6DMgrE1nqd0S/8z9elN28s/IF1a1muC5SIMgrE1VpG9+3bp0cffVRmpnf81sf0I7/4QU5YhHBqtwehjAKxtZbR5nVGX/7YQ/rhN78je8t6bfjZ93GyFKBElFEgrqXKaBMnLEJEtdqLUEaB2DqVUUl65xd/q+SRAZAoo0BkK5VRIKrafIeUMgrEtlQZBRADZRSIizKKlNWikFJGgdgoo0BslFEgLsooUlf5QkoZBWKjjAKxUUaBuCijqIJKF1LKKBAbZRSIjTIKxEUZRVVUtpBSRoHYKKNAbJRRIC7KKKqkkoWUMgrERhkFYqOMAnFRRlE1lSuklFEgNsooEBtlFIiLMooqqlQhpYwCsVFGgdgoo0BclFFUVZg9jZmNStopaVpSQ9Kku0+v9vmUUWC4+s0oZRQYrn4zShkFhqufjFJGUWWR9jaHJR1w91lJMrMTknas5omUUaAQPWeUMgoUoueMUkaBQvSUUcooqi7Skt3xZkBzl81sbKUnUUaBwvSUUcooUJieMkoZBQrTU0Ypo6i6EIXUzCYkXW67e1bSxHLPu3LlCmUUKECvGb148SJlFChArxl9+eWXKaNAAXrN6IsvvkgZReWFKKSSRpWFstUlSZuXe9LU1BRlFChGTxl94YUXKKNAMXrK6EsvvUQZBYrRU0ZfeeUVyigqL8reZ1OH+9pDK0kysz2S9uQ3Xz9z5syFjRs3Dm1gGKp3SLpY9iACeU/ZA1hGzxl95plnLtx6661DGxiGiozeFDmfUh8ZfeKJJy488cQTQxsYhoqM3lTZjH7uc5+78LnPfW5oA8NQkdGblsxolELavoRBymaSFnH3Y5KOSZKZnXX38WEODMPD9ksKGa0htl9SyGgNsf2SQkZriO23OlGW7M5qcShvkzRVwlgALEZGgdjIKBAbGQWWEKKQuvukFi9lGJU0WcJwALQho0BsZBSIjYwCSwtRSHPTZtZoud1w9/MrPOfYMAeEoWP7pYWM1g/bLy1ktH7Yfmkho/XD9lsFc/eyxyBJMrNRSTslTUtqSJp09+lyRwWgiYwCsZFRIDYyCnQWppACAAAAAOol0pJdAAAAAECNJFdIzWzUzPaY2UT+38bKz0KZzGysuZ3MrGFmh1seY3tWDNs0PWS0Xtim6SGj9cI2TQ8Z7U+U65B247CkA+4+K0lmdkLSjnKHhBVMSNprZpuUnU3ugZbH2J7VwzZNDxmtF7ZpeshovbBN00NG+5BiIR1vbtDcZTMbW8VZylCeaXffvMRjbM/qYZumh4zWC9s0PWS0Xtim6SGjfUhqya6ZTUi63Hb3rLJZCSSG7Vk9bNNqYXtWD9u0Wtie1cM2rRa25+qkdoR0VNlGbHVJ0lIzEgjCzMaUXRC6IelsPivE9qwetmmiyGhtsE0TRUZrg22aKDLau9QK6aYO97VvZMRzvvU6W2Z22sx2iO1ZRWzTNJHR+mCbpomM1gfbNE1ktA9JLdnV4kPeUjbzgMA6XPR5WtmFodme1cM2TRAZrRW2aYLIaK2wTRNERvuTWiGd1eKNeJukqRLGgt5NKVuqwPasHrZpNZDR6mKbVgMZrS62aTWQ0S4kVUjdfVKLD32PKju9MgLKr7l0uu3uzZKm2J7VwzZNDxmtF7ZpeshovbBN00NG+5dUIc1Nt11QtsFpk0M7q+z6S63G3f1Y/ne2Z/WwTdNCRuuHbZoWMlo/bNO0kNE+mbuXPYaumNmosjXZ08rOYjXZYd02AsnPOjae39ws6Whzm7E9q4dtmh4yWi9s0/SQ0Xphm6aHjPYnuUIKAAAAAKiGFJfsAgAAAAAqgEIKAAAAACgFhRQAAAAAUAoKKQAAAACgFBRSAAAAAEApKKQAAAAAgFJQSGvOzPaY2Tkz8/y/2zv8zFSn+wEMHxkF4iKfQGxkNA3ryh4AymNmJySNSdqh7GK945JOmNlWdz9Q6uAAkFEgMPIJxEZG00Ehral8JmhC0l3uPpvfPWlmd0maMbMn3f18eSME6o2MAnGRTyA2MpoWluzW12FJh1pCKknKbx/LHwdQHjIKxEU+gdjIaEIopPXVkLTUzNBpZcsaWm0zs9P5GvzTZjbafMDMTpjZTPOxYQ0YqBkyCsRFPoHYyGhCKKQ1ZGaN/K/TS/zIrKTRtvsaytbgb5a0SdJj+WvtkTTq7hvd3cSME9A3MgrERT6B2MhoeiikNeTuzYA2lviRhrKwtjrh7rP5cw9Iap6N7LKkcTPbbmaj7j45+BED9UJGgbjIJxAbGU0PhbS+piVtW+KxbZLOrvBcSZK7n5R0SNlM0oyZHR3YCIF6I6NAXOQTiI2MJoRCWl8HJD3YukZeml/msF3LL0lYMLPk7o+4+0ZJWyTtNLOxIYwXqBsyCsRFPoHYyGhCKKQ1lc/4nJR0zswmzGzUzCYknZP0SIclCVskKQ/2YWVnKFP+3In8Z9qXPwDoERkF4iKfQGxkNC1ch7TG3H1H/mXtw8ouHHxe0gN5iNttMrNzymaNnmq7oPDhfLZoVtIxrusEDAYZBeIin0BsZDQd5u5ljwEAAAAAUEMs2QUAAAAAlIJCCgAAAAAoBYUUAAAAAFAKCikAAAAAoBQUUgAAAABAKSikAAAAAIBSUEgBAAAAAKWgkAIAAAAASkEhBQAAAACU4v8DyMxE/vGtF6sAAAAASUVORK5CYII=\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": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.042535,
     "end_time": "2020-04-01T01:10:36.747292",
     "exception": false,
     "start_time": "2020-04-01T01:10:36.704757",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.069827,
     "end_time": "2020-04-01T01:10:36.859194",
     "exception": false,
     "start_time": "2020-04-01T01:10:36.789367",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_983b74d4_73b5_11ea_9fb0_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_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.634045</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >241</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.70181</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.86021</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.206519</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >80</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.554498</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.934828</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0476234</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >786</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.266328</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.989692</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0764987</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >573</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.229394</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.991747</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.119146</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1107</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.838508</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.950652</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.876777</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >63</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >1.31122</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.784898</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.948336</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >59</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.58521</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.844047</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.349714</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >119</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.28124</td>\n",
       "                        <td id=\"T_983b74d4_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.865789</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f717ba65d30>"
      ]
     },
     "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": 0.382462,
     "end_time": "2020-04-01T01:10:37.284760",
     "exception": false,
     "start_time": "2020-04-01T01:10:36.902298",
     "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": 0.492848,
     "end_time": "2020-04-01T01:10:37.822063",
     "exception": false,
     "start_time": "2020-04-01T01:10:37.329215",
     "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": 0.044306,
     "end_time": "2020-04-01T01:10:37.911206",
     "exception": false,
     "start_time": "2020-04-01T01:10:37.866900",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.072049,
     "end_time": "2020-04-01T01:10:38.027593",
     "exception": false,
     "start_time": "2020-04-01T01:10:37.955544",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_98edbaf4_73b5_11ea_9fb0_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_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.522207</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >241</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.40537</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.880402</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.152664</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >80</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.505201</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.923071</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0287828</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >786</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.227849</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.991767</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0408674</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >573</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.186563</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.993228</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.104283</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1107</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.696625</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.965209</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.697988</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >63</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >1.08823</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.776408</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.95468</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >59</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.15021</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.858974</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.214726</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >119</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.03956</td>\n",
       "                        <td id=\"T_98edbaf4_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.892025</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f716068c640>"
      ]
     },
     "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": 0.433273,
     "end_time": "2020-04-01T01:10:38.505923",
     "exception": false,
     "start_time": "2020-04-01T01:10:38.072650",
     "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": 0.620093,
     "end_time": "2020-04-01T01:10:39.172372",
     "exception": false,
     "start_time": "2020-04-01T01:10:38.552279",
     "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,(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": 0.045889,
     "end_time": "2020-04-01T01:10:39.265543",
     "exception": false,
     "start_time": "2020-04-01T01:10:39.219654",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.053301,
     "end_time": "2020-04-01T01:10:39.364736",
     "exception": false,
     "start_time": "2020-04-01T01:10:39.311435",
     "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": 0.378716,
     "end_time": "2020-04-01T01:10:39.790741",
     "exception": false,
     "start_time": "2020-04-01T01:10:39.412025",
     "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": 0.062283,
     "end_time": "2020-04-01T01:10:39.902256",
     "exception": false,
     "start_time": "2020-04-01T01:10:39.839973",
     "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": 0.046847,
     "end_time": "2020-04-01T01:10:39.996432",
     "exception": false,
     "start_time": "2020-04-01T01:10:39.949585",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.077421,
     "end_time": "2020-04-01T01:10:40.121189",
     "exception": false,
     "start_time": "2020-04-01T01:10:40.043768",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_9a2bc71c_73b5_11ea_9fb0_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_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.738173</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >162</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.31847</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.471788</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.464899</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.54593</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.389253</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.592654</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.592654</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.412443</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >222</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.72921</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.488488</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >1.39272</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >42</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >5.16614</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.61755</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >4.7743</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.65482</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.294961</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.62353</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >80</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >5.22295</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.384727</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >0.0346714</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >162</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.486483</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.731504</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.0388688</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.517189</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.491706</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >-0.230302</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >1</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.230302</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >0.0139334</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >222</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.493993</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.702204</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >0.0520229</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >42</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.519444</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.652167</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.441999</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >40</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.510152</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.396347</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.178102</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >80</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.455483</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.736763</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.522207</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >241</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.40537</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.880402</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >-0.152664</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >80</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.505201</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.923071</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.0287828</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >786</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.227849</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.991767</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.0408674</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >573</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.186563</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.993228</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >-0.104283</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1107</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.696625</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.965209</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >-0.697988</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >63</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >1.08823</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.776408</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >-0.95468</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >2.15021</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.858974</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >-0.214726</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >119</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >1.03956</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.892025</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >-1.18215</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >239</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >7.00329</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.817898</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-0.0108977</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >79</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >5.26685</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.637793</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-0.441035</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >778</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >2.6408</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.837544</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-0.51651</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >567</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >2.26304</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.845542</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-0.571643</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1096</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >4.20061</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.904286</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >0.525905</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >61</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >8.93541</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.684755</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-7.30013</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >8.65821</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.745021</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >0.975571</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >119</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >4.51772</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.89208</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.634045</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >241</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >1.70181</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.86021</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >-0.206519</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >80</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.554498</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.934828</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.0476234</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >786</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.266328</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.989692</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.0764987</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >573</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.229394</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.991747</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >-0.119146</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1107</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >0.838508</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.950652</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >-0.876777</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >63</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >1.31122</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.784898</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >-0.948336</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >2.58521</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.844047</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >-0.349714</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >119</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.28124</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.865789</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >0.194729</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >241</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >1.10318</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.936177</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >-0.0453799</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >80</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.718086</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.892217</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >0.0549883</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >786</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.42394</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.937884</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >0.122914</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >573</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.398849</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.941917</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >0.0781572</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1107</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.655609</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.953461</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >0.112804</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >63</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.693532</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.450174</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >1.30594</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.67642</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.842801</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >-0.312837</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >119</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.9037</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.950857</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-9.54855</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >239</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >17.7348</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.573781</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-4.88025</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >79</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >13.2106</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.535334</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-5.60247</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >778</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >8.14019</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.754736</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-5.496</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >567</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >7.97389</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.742828</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-6.41092</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1096</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >11.3227</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.76216</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >0</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >nan</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >5.83139</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >61</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >17.6015</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.526505</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-21.8019</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >59</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >23.2932</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.404869</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >-11.3572</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >119</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >14.2784</td>\n",
       "                        <td id=\"T_9a2bc71c_73b5_11ea_9fb0_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.571475</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f717a92e070>"
      ]
     },
     "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": 211.284479,
   "end_time": "2020-04-01T01:10:40.172294",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2008.ipynb",
   "parameters": {
    "year": 2008
   },
   "start_time": "2020-04-01T01:07:08.887815",
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