{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.3872,
     "end_time": "2020-04-01T01:27:30.771957",
     "exception": false,
     "start_time": "2020-04-01T01:27:28.384757",
     "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": 0.021608,
     "end_time": "2020-04-01T01:27:30.810629",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.789021",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/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>"
      ],
      "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": 0.019349,
     "end_time": "2020-04-01T01:27:30.846483",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.827134",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019137,
     "end_time": "2020-04-01T01:27:30.882068",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.862931",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2013\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.020807,
     "end_time": "2020-04-01T01:27:30.919841",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.899034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2013"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016032,
     "end_time": "2020-04-01T01:27:30.952365",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.936333",
     "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": 0.015856,
     "end_time": "2020-04-01T01:27:30.984564",
     "exception": false,
     "start_time": "2020-04-01T01:27:30.968708",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.811387,
     "end_time": "2020-04-01T01:27:31.812096",
     "exception": false,
     "start_time": "2020-04-01T01:27:31.000709",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1402 data points\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.402167</td>\n",
       "      <td>-124.1555</td>\n",
       "      <td>2.6</td>\n",
       "      <td>None</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11.82</td>\n",
       "      <td>9.789540</td>\n",
       "      <td>27.743770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.402167</td>\n",
       "      <td>-124.1555</td>\n",
       "      <td>4.8</td>\n",
       "      <td>None</td>\n",
       "      <td>2.9</td>\n",
       "      <td>7.3</td>\n",
       "      <td>11.67</td>\n",
       "      <td>9.787385</td>\n",
       "      <td>27.744457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.402167</td>\n",
       "      <td>-124.1555</td>\n",
       "      <td>10.2</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.667316</td>\n",
       "      <td>27.749606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.402167</td>\n",
       "      <td>-124.1555</td>\n",
       "      <td>19.7</td>\n",
       "      <td>None</td>\n",
       "      <td>10.6</td>\n",
       "      <td>18.5</td>\n",
       "      <td>11.88</td>\n",
       "      <td>9.127710</td>\n",
       "      <td>28.459715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.402167</td>\n",
       "      <td>-124.1555</td>\n",
       "      <td>29.9</td>\n",
       "      <td>None</td>\n",
       "      <td>24.1</td>\n",
       "      <td>47.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.447678</td>\n",
       "      <td>29.363611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day        Lat       Lon  Pressure Depth     N    Si  \\\n",
       "0  2013.0    4.0  11.0  49.402167 -124.1555       2.6  None   3.0   7.2   \n",
       "1  2013.0    4.0  11.0  49.402167 -124.1555       4.8  None   2.9   7.3   \n",
       "2  2013.0    4.0  11.0  49.402167 -124.1555      10.2  None   NaN   NaN   \n",
       "3  2013.0    4.0  11.0  49.402167 -124.1555      19.7  None  10.6  18.5   \n",
       "4  2013.0    4.0  11.0  49.402167 -124.1555      29.9  None  24.1  47.6   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                  11.82  9.789540  27.743770  \n",
       "1                  11.67  9.787385  27.744457  \n",
       "2                    NaN  9.667316  27.749606  \n",
       "3                  11.88  9.127710  28.459715  \n",
       "4                    NaN  8.447678  29.363611  "
      ]
     },
     "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": 189.488111,
     "end_time": "2020-04-01T01:30:41.317886",
     "exception": false,
     "start_time": "2020-04-01T01:27:31.829775",
     "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": 0.0345,
     "end_time": "2020-04-01T01:30:41.374347",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.339847",
     "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": 0.048615,
     "end_time": "2020-04-01T01:30:41.439907",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.391292",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan13 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": 0.024106,
     "end_time": "2020-04-01T01:30:41.480967",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.456861",
     "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": 0.042174,
     "end_time": "2020-04-01T01:30:41.539924",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.497750",
     "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": 0.058057,
     "end_time": "2020-04-01T01:30:41.615243",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.557186",
     "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": 0.02889,
     "end_time": "2020-04-01T01:30:41.661156",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.632266",
     "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": 0.865701,
     "end_time": "2020-04-01T01:30:42.543912",
     "exception": false,
     "start_time": "2020-04-01T01:30:41.678211",
     "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": 0.028284,
     "end_time": "2020-04-01T01:30:42.593405",
     "exception": false,
     "start_time": "2020-04-01T01:30:42.565121",
     "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": 0.019534,
     "end_time": "2020-04-01T01:30:42.632637",
     "exception": false,
     "start_time": "2020-04-01T01:30:42.613103",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.489836,
     "end_time": "2020-04-01T01:30:43.141870",
     "exception": false,
     "start_time": "2020-04-01T01:30:42.652034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_673b4500_73b8_11ea_9c00_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_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.705091</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >277</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.76311</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.856422</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-1.43746</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >88</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >4.44962</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.747923</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-2.63274</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >666</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >3.39129</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.736723</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-2.7322</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >448</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >3.11458</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.69476</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-2.01282</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1031</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.24767</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.922814</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.221857</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >100</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >6.49275</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.799564</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-1.33615</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >117</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >6.28087</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.838537</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.01943</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >60</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.47975</td>\n",
       "                        <td id=\"T_673b4500_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.93672</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd35e261520>"
      ]
     },
     "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": 0.513534,
     "end_time": "2020-04-01T01:30:43.675822",
     "exception": false,
     "start_time": "2020-04-01T01:30:43.162288",
     "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": 0.64978,
     "end_time": "2020-04-01T01:30:44.347867",
     "exception": false,
     "start_time": "2020-04-01T01:30:43.698087",
     "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": 0.403179,
     "end_time": "2020-04-01T01:30:44.774915",
     "exception": false,
     "start_time": "2020-04-01T01:30:44.371736",
     "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": 0.023666,
     "end_time": "2020-04-01T01:30:44.822921",
     "exception": false,
     "start_time": "2020-04-01T01:30:44.799255",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.052427,
     "end_time": "2020-04-01T01:30:44.899113",
     "exception": false,
     "start_time": "2020-04-01T01:30:44.846686",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6847bbd6_73b8_11ea_9c00_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_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-4.59431</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >277</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >12.3096</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.669077</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-3.39772</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >88</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >9.3143</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.708557</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-6.17965</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >666</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >8.16053</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.766</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-6.36726</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >448</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >7.76973</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.781953</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-5.51626</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1031</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >9.5464</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.828987</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >1.72207</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >100</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >12.3433</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.719721</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-9.8764</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >117</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >14.404</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.547312</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-4.82153</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >60</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >6.4065</td>\n",
       "                        <td id=\"T_6847bbd6_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.827585</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd380df3040>"
      ]
     },
     "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": 0.39322,
     "end_time": "2020-04-01T01:30:45.317044",
     "exception": false,
     "start_time": "2020-04-01T01:30:44.923824",
     "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": 0.4879,
     "end_time": "2020-04-01T01:30:45.832040",
     "exception": false,
     "start_time": "2020-04-01T01:30:45.344140",
     "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": 0.434314,
     "end_time": "2020-04-01T01:30:46.293793",
     "exception": false,
     "start_time": "2020-04-01T01:30:45.859479",
     "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": 0.029305,
     "end_time": "2020-04-01T01:30:46.351998",
     "exception": false,
     "start_time": "2020-04-01T01:30:46.322693",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.597988,
     "end_time": "2020-04-01T01:30:46.978653",
     "exception": false,
     "start_time": "2020-04-01T01:30:46.380665",
     "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": 0.031319,
     "end_time": "2020-04-01T01:30:47.040925",
     "exception": false,
     "start_time": "2020-04-01T01:30:47.009606",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.39586,
     "end_time": "2020-04-01T01:30:47.467085",
     "exception": false,
     "start_time": "2020-04-01T01:30:47.071225",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd38130c280>"
      ]
     },
     "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": 0.399895,
     "end_time": "2020-04-01T01:30:47.900095",
     "exception": false,
     "start_time": "2020-04-01T01:30:47.500200",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd380ed0910>"
      ]
     },
     "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": 0.035591,
     "end_time": "2020-04-01T01:30:47.971196",
     "exception": false,
     "start_time": "2020-04-01T01:30:47.935605",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.076652,
     "end_time": "2020-04-01T01:30:48.082827",
     "exception": false,
     "start_time": "2020-04-01T01:30:48.006175",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6a2d4218_73b8_11ea_9c00_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_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-2.19225</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >119</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.4082</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.422962</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >-0.242606</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >119</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.54984</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.53862</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-1.75118</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >59</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >4.32839</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.357373</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.202992</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >59</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.488419</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.5408</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-2.88935</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.88935</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >-0.782708</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >1</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.782708</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-2.05077</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >179</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >5.06621</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.422177</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.232566</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >179</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.532013</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.595107</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >nan</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-6.1843</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >39</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >9.13337</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.534324</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.388539</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >39</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.530882</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.663154</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.353238</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.16393</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.483901</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.0398585</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >40</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.600753</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.354704</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.845496</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >40</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.999574</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.46913</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.382784</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >40</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.513537</td>\n",
       "                        <td id=\"T_6a2d4218_73b8_11ea_9c00_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.32148</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd380f06970>"
      ]
     },
     "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": 0.483025,
     "end_time": "2020-04-01T01:30:48.601792",
     "exception": false,
     "start_time": "2020-04-01T01:30:48.118767",
     "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": 0.427861,
     "end_time": "2020-04-01T01:30:49.067294",
     "exception": false,
     "start_time": "2020-04-01T01:30:48.639433",
     "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": {
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     "duration": 0.038518,
     "end_time": "2020-04-01T01:30:49.144780",
     "exception": false,
     "start_time": "2020-04-01T01:30:49.106262",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.128186,
     "end_time": "2020-04-01T01:30:49.311435",
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     "start_time": "2020-04-01T01:30:49.183249",
     "status": "completed"
    },
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6ae8fe4a_73b8_11ea_9c00_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_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.179863</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >283</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.42279</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.930141</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.0153107</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >89</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.799539</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.904124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0793752</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >663</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.387118</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.95285</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0955339</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >444</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.336071</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.952862</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0029828</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1035</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.839333</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.95574</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.0119995</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >107</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.452013</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.849412</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.66093</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >118</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.11137</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.849246</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.444908</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >58</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.656437</td>\n",
       "                        <td id=\"T_6ae8fe4a_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.917777</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd359850cd0>"
      ]
     },
     "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": 0.432729,
     "end_time": "2020-04-01T01:30:49.783046",
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     "start_time": "2020-04-01T01:30:49.350317",
     "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": 0.5142,
     "end_time": "2020-04-01T01:30:50.337331",
     "exception": false,
     "start_time": "2020-04-01T01:30:49.823131",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.040547,
     "end_time": "2020-04-01T01:30:50.419205",
     "exception": false,
     "start_time": "2020-04-01T01:30:50.378658",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.06816,
     "end_time": "2020-04-01T01:30:50.528285",
     "exception": false,
     "start_time": "2020-04-01T01:30:50.460125",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6ba2ad90_73b8_11ea_9c00_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_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0856546</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >283</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >2.38823</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.870242</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.014034</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >89</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.470325</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.950274</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0334983</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >664</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.235318</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.990974</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0437047</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >445</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.192133</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.993465</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.00313359</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1036</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >1.26986</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.931665</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.411259</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >107</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.961515</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.876636</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.245837</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >118</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >3.55383</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.83318</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.159385</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >58</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.655278</td>\n",
       "                        <td id=\"T_6ba2ad90_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.967828</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd35972aca0>"
      ]
     },
     "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": 0.386051,
     "end_time": "2020-04-01T01:30:50.955080",
     "exception": false,
     "start_time": "2020-04-01T01:30:50.569029",
     "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": 0.503187,
     "end_time": "2020-04-01T01:30:51.500368",
     "exception": false,
     "start_time": "2020-04-01T01:30:50.997181",
     "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": 0.043318,
     "end_time": "2020-04-01T01:30:51.588121",
     "exception": false,
     "start_time": "2020-04-01T01:30:51.544803",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.069946,
     "end_time": "2020-04-01T01:30:51.700544",
     "exception": false,
     "start_time": "2020-04-01T01:30:51.630598",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6c5590b8_73b8_11ea_9c00_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_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0299516</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >283</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.94682</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.88734</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.0138766</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >89</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.45987</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.929599</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0140328</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >663</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.212279</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.992412</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0196531</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >444</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.166968</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.994011</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.000393803</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1035</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >1.04086</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.950278</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.320471</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >107</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.776702</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.881392</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.318024</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >118</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.89463</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.849547</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.201942</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >58</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.577531</td>\n",
       "                        <td id=\"T_6c5590b8_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.964241</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd380df03d0>"
      ]
     },
     "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": 0.443202,
     "end_time": "2020-04-01T01:30:52.187023",
     "exception": false,
     "start_time": "2020-04-01T01:30:51.743821",
     "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": 0.589813,
     "end_time": "2020-04-01T01:30:52.821275",
     "exception": false,
     "start_time": "2020-04-01T01:30:52.231462",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(1010,1030))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.045423,
     "end_time": "2020-04-01T01:30:52.912236",
     "exception": false,
     "start_time": "2020-04-01T01:30:52.866813",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.05283,
     "end_time": "2020-04-01T01:30:53.010387",
     "exception": false,
     "start_time": "2020-04-01T01:30:52.957557",
     "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": 0.377104,
     "end_time": "2020-04-01T01:30:53.432586",
     "exception": false,
     "start_time": "2020-04-01T01:30:53.055482",
     "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": 0.062113,
     "end_time": "2020-04-01T01:30:53.540627",
     "exception": false,
     "start_time": "2020-04-01T01:30:53.478514",
     "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": 0.046684,
     "end_time": "2020-04-01T01:30:53.635016",
     "exception": false,
     "start_time": "2020-04-01T01:30:53.588332",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.077408,
     "end_time": "2020-04-01T01:30:53.758758",
     "exception": false,
     "start_time": "2020-04-01T01:30:53.681350",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_6d8e2792_73b8_11ea_9c00_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_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-2.19225</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >119</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.4082</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.422962</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-1.75118</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >59</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >4.32839</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.357373</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-2.88935</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.88935</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-2.05077</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >179</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >5.06621</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.422177</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-6.1843</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >39</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >9.13337</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.534324</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.353238</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.16393</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.483901</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.845496</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >40</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.999574</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.46913</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >-0.242606</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >119</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.54984</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.53862</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.202992</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >59</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.488419</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.5408</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >-0.782708</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >1</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.782708</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.232566</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >179</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.532013</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.595107</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.388539</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >39</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.530882</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.663154</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.0398585</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >40</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.600753</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.354704</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.382784</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >40</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.513537</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.32148</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.0299516</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >283</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.94682</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.88734</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >-0.0138766</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >89</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.45987</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.929599</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.0140328</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >663</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.212279</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.992412</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.0196531</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >444</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.166968</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.994011</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >-0.000393803</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1035</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >1.04086</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.950278</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >-0.320471</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >107</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >0.776702</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.881392</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >0.318024</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >118</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >2.89463</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.849547</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >-0.201942</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >58</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >0.577531</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.964241</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >-0.705091</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >277</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >5.76311</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.856422</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-1.43746</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >88</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >4.44962</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.747923</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-2.63274</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >666</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >3.39129</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.736723</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-2.7322</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >448</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >3.11458</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.69476</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-2.01282</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1031</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >4.24767</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.922814</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >0.221857</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >100</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >6.49275</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.799564</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-1.33615</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >117</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >6.28087</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.838537</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >-1.01943</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >60</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >2.47975</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.93672</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.0856546</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >283</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >2.38823</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.870242</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >-0.014034</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >89</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.470325</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.950274</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.0334983</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >664</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.235318</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.990974</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.0437047</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >445</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.192133</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.993465</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >-0.00313359</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1036</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >1.26986</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.931665</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >-0.411259</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >107</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >0.961515</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.876636</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >0.245837</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >118</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >3.55383</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.83318</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >-0.159385</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >58</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >0.655278</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.967828</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >-0.179863</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >283</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >1.42279</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.930141</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >0.0153107</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >89</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.799539</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.904124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >0.0793752</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >663</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.387118</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.95285</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >0.0955339</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >444</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.336071</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.952862</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >0.0029828</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1035</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.839333</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.95574</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >0.0119995</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >107</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.452013</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.849412</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >-0.66093</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >118</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >2.11137</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.849246</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >0.444908</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >58</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.656437</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.917777</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-4.59431</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >277</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >12.3096</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.669077</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-3.39772</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >88</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >9.3143</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.708557</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-6.17965</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >666</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >8.16053</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.766</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-6.36726</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >448</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >7.76973</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.781953</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-5.51626</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1031</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >9.5464</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.828987</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >0</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >nan</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >1.72207</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >100</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >12.3433</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.719721</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-9.8764</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >117</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >14.404</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.547312</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >-4.82153</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >60</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >6.4065</td>\n",
       "                        <td id=\"T_6d8e2792_73b8_11ea_9c00_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.827585</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd359398160>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl,tdf=et.displayStats(statsDict[year],level='Variable',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  }
 ],
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