{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
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     "end_time": "2020-04-01T01:37:21.016397",
     "exception": false,
     "start_time": "2020-04-01T01:37:18.689922",
     "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": 0.021804,
     "end_time": "2020-04-01T01:37:21.055600",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.033796",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       " $('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": 0.019857,
     "end_time": "2020-04-01T01:37:21.092166",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.072309",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.020288,
     "end_time": "2020-04-01T01:37:21.128650",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.108362",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2016\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.021061,
     "end_time": "2020-04-01T01:37:21.165913",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.144852",
     "status": "completed"
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    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2016"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.015917,
     "end_time": "2020-04-01T01:37:21.198296",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.182379",
     "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": 0.015979,
     "end_time": "2020-04-01T01:37:21.230372",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.214393",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.807892,
     "end_time": "2020-04-01T01:37:22.054325",
     "exception": false,
     "start_time": "2020-04-01T01:37:21.246433",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1861 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>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>49.250500</td>\n",
       "      <td>-123.749000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>None</td>\n",
       "      <td>24.36</td>\n",
       "      <td>52.48</td>\n",
       "      <td>2.44</td>\n",
       "      <td>8.486913</td>\n",
       "      <td>26.785671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>49.250500</td>\n",
       "      <td>-123.749000</td>\n",
       "      <td>10.3</td>\n",
       "      <td>None</td>\n",
       "      <td>26.89</td>\n",
       "      <td>54.60</td>\n",
       "      <td>1.83</td>\n",
       "      <td>8.624301</td>\n",
       "      <td>28.123865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>49.250500</td>\n",
       "      <td>-123.749000</td>\n",
       "      <td>19.8</td>\n",
       "      <td>None</td>\n",
       "      <td>27.16</td>\n",
       "      <td>54.97</td>\n",
       "      <td>1.62</td>\n",
       "      <td>8.672286</td>\n",
       "      <td>28.355749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>49.250500</td>\n",
       "      <td>-123.749000</td>\n",
       "      <td>388.9</td>\n",
       "      <td>None</td>\n",
       "      <td>29.11</td>\n",
       "      <td>71.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.884660</td>\n",
       "      <td>31.302066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>49.162333</td>\n",
       "      <td>-123.549833</td>\n",
       "      <td>1.0</td>\n",
       "      <td>None</td>\n",
       "      <td>22.74</td>\n",
       "      <td>60.51</td>\n",
       "      <td>2.22</td>\n",
       "      <td>8.149664</td>\n",
       "      <td>24.062870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day        Lat         Lon  Pressure Depth      N     Si  \\\n",
       "0  2016.0    3.0  15.0  49.250500 -123.749000       1.2  None  24.36  52.48   \n",
       "1  2016.0    3.0  15.0  49.250500 -123.749000      10.3  None  26.89  54.60   \n",
       "2  2016.0    3.0  15.0  49.250500 -123.749000      19.8  None  27.16  54.97   \n",
       "3  2016.0    3.0  15.0  49.250500 -123.749000     388.9  None  29.11  71.41   \n",
       "4  2016.0    3.0  15.0  49.162333 -123.549833       1.0  None  22.74  60.51   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                   2.44  8.486913  26.785671  \n",
       "1                   1.83  8.624301  28.123865  \n",
       "2                   1.62  8.672286  28.355749  \n",
       "3                    NaN  9.884660  31.302066  \n",
       "4                   2.22  8.149664  24.062870  "
      ]
     },
     "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": 332.836719,
     "end_time": "2020-04-01T01:42:54.908751",
     "exception": false,
     "start_time": "2020-04-01T01:37:22.072032",
     "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": 0.036226,
     "end_time": "2020-04-01T01:42:54.966672",
     "exception": false,
     "start_time": "2020-04-01T01:42:54.930446",
     "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": 0.056238,
     "end_time": "2020-04-01T01:42:55.040032",
     "exception": false,
     "start_time": "2020-04-01T01:42:54.983794",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan16 namelist_smelt_cfg:\n",
      "   Chl:N =  2.0\n",
      "   zz_bfsi =  6e-05\n",
      "   zz_remin_d_bsi =  1.1e-06\n",
      "   zz_w_sink_d_bsi =  0.00028\n",
      "   zz_alpha_b_si =  0.92\n",
      "   zz_alpha_b_d =  0.0\n"
     ]
    }
   ],
   "source": [
    "# load chl to N ratio from namelist\n",
    "nml=f90nml.read(os.path.join(PATH,'01jan'+str(year)[-2:],'namelist_smelt_cfg'))\n",
    "mod_chl_N=nml['nampisopt']['zzn2chl']\n",
    "print('Parameter values from 01jan'+str(year)[-2:]+' namelist_smelt_cfg:')\n",
    "print('   Chl:N = ',mod_chl_N)\n",
    "print('   zz_bfsi = ',nml['nampisrem']['zz_bfsi'])\n",
    "print('   zz_remin_d_bsi = ',nml['nampisrem']['zz_remin_d_bsi'])\n",
    "print('   zz_w_sink_d_bsi = ',nml['nampissink']['zz_w_sink_d_bsi'])\n",
    "print('   zz_alpha_b_si = ',nml['nampissink']['zz_alpha_b_si'])\n",
    "print('   zz_alpha_b_d = ',nml['nampissink']['zz_alpha_b_d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.024008,
     "end_time": "2020-04-01T01:42:55.080924",
     "exception": false,
     "start_time": "2020-04-01T01:42:55.056916",
     "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": 0.042213,
     "end_time": "2020-04-01T01:42:55.139923",
     "exception": false,
     "start_time": "2020-04-01T01:42:55.097710",
     "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": 0.058453,
     "end_time": "2020-04-01T01:42:55.215720",
     "exception": false,
     "start_time": "2020-04-01T01:42:55.157267",
     "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": 0.028674,
     "end_time": "2020-04-01T01:42:55.261608",
     "exception": false,
     "start_time": "2020-04-01T01:42:55.232934",
     "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": 0.882296,
     "end_time": "2020-04-01T01:42:56.161313",
     "exception": false,
     "start_time": "2020-04-01T01:42:55.279017",
     "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": 0.029456,
     "end_time": "2020-04-01T01:42:56.212939",
     "exception": false,
     "start_time": "2020-04-01T01:42:56.183483",
     "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": 0.019661,
     "end_time": "2020-04-01T01:42:56.252783",
     "exception": false,
     "start_time": "2020-04-01T01:42:56.233122",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.639707,
     "end_time": "2020-04-01T01:42:56.912084",
     "exception": false,
     "start_time": "2020-04-01T01:42:56.272377",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_1c97b4b4_73ba_11ea_8e2a_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_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.416047</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >489</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >4.68667</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.916774</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-1.39621</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >129</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >3.38664</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.82598</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-1.53799</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1057</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.45878</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.904139</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-1.73736</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >719</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >2.2289</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.862128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-1.19953</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1675</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >3.33329</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.961635</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-2.65889</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >3.22842</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.517396</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.640061</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >115</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >4.34003</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.845316</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-1.38474</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >203</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.20831</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.812165</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.399229</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >150</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >4.35826</td>\n",
       "                        <td id=\"T_1c97b4b4_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.922997</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c75172580>"
      ]
     },
     "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": 0.543135,
     "end_time": "2020-04-01T01:42:57.475727",
     "exception": false,
     "start_time": "2020-04-01T01:42:56.932592",
     "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": 0.58455,
     "end_time": "2020-04-01T01:42:58.083119",
     "exception": false,
     "start_time": "2020-04-01T01:42:57.498569",
     "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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ZlxrLPu3gv+yQs1giy7tnfWXbH4vFUPbmj0ktZF3WRkr/xYWgAQAAAAAA0AADPVoeAAAAAAAAttEZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg9AZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg/wffEnxy7H2mrkAAAAASUVORK5CYII=\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": 0.462382,
     "end_time": "2020-04-01T01:42:58.570231",
     "exception": false,
     "start_time": "2020-04-01T01:42:58.107849",
     "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": 0.025195,
     "end_time": "2020-04-01T01:42:58.621193",
     "exception": false,
     "start_time": "2020-04-01T01:42:58.595998",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.053835,
     "end_time": "2020-04-01T01:42:58.699917",
     "exception": false,
     "start_time": "2020-04-01T01:42:58.646082",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_1da8d86a_73ba_11ea_8e2a_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_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-6.06431</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >489</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >10.5875</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.878531</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-7.32075</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >129</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >10.0493</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.711468</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-6.25059</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1057</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >8.71603</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.802057</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-5.89466</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >719</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >7.87456</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.815292</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-6.27862</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1675</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >9.40441</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.902062</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-7.53169</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >8.85122</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.341198</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-3.84347</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >115</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >9.66843</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.783837</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-5.70376</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >203</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >11.4992</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.72233</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-8.04946</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >150</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >10.1905</td>\n",
       "                        <td id=\"T_1da8d86a_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.767047</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c988cdd60>"
      ]
     },
     "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": 0.408396,
     "end_time": "2020-04-01T01:42:59.133883",
     "exception": false,
     "start_time": "2020-04-01T01:42:58.725487",
     "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": 0.509499,
     "end_time": "2020-04-01T01:42:59.672648",
     "exception": false,
     "start_time": "2020-04-01T01:42:59.163149",
     "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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ZlxrLPu3gv+yQs1giy7tnfWXbH4vFUPbmj0ktZF3WRkr/xYWgAQAAAAAA0AADPVoeAAAAAAAAttEZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg9AZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg/wffEnxy7H2mrkAAAAASUVORK5CYII=\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": 0.485175,
     "end_time": "2020-04-01T01:43:00.187552",
     "exception": false,
     "start_time": "2020-04-01T01:42:59.702377",
     "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": 0.031431,
     "end_time": "2020-04-01T01:43:00.250229",
     "exception": false,
     "start_time": "2020-04-01T01:43:00.218798",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.617672,
     "end_time": "2020-04-01T01:43:00.898071",
     "exception": false,
     "start_time": "2020-04-01T01:43:00.280399",
     "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": 0.033201,
     "end_time": "2020-04-01T01:43:00.965239",
     "exception": false,
     "start_time": "2020-04-01T01:43:00.932038",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.410048,
     "end_time": "2020-04-01T01:43:01.409294",
     "exception": false,
     "start_time": "2020-04-01T01:43:00.999246",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7c753695b0>"
      ]
     },
     "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": 0.415337,
     "end_time": "2020-04-01T01:43:01.862115",
     "exception": false,
     "start_time": "2020-04-01T01:43:01.446778",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7c984bcdc0>"
      ]
     },
     "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": 0.038986,
     "end_time": "2020-04-01T01:43:01.940046",
     "exception": false,
     "start_time": "2020-04-01T01:43:01.901060",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.079864,
     "end_time": "2020-04-01T01:43:02.059442",
     "exception": false,
     "start_time": "2020-04-01T01:43:01.979578",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_1fa92b92_73ba_11ea_8e2a_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_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.351361</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >259</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >2.92177</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.604013</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >-0.0903638</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >259</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.410082</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.737858</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.417502</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >125</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >1.11151</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.660777</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.103517</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >125</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.351938</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.728553</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.74532</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >3</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.847088</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.376367</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >0.452645</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >3</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.501854</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0.492663</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.364223</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >387</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >2.47342</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.660741</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.0904028</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >387</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.393072</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.782919</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-1.57387</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >2.77824</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.35605</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >-0.279479</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >21</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >0.401636</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >0.382126</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-1.60707</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >51</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >3.12662</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.664019</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.121226</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >51</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.29469</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.698359</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >1.90308</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >81</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >3.73393</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.423668</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.259339</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >81</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.409266</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.493935</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.22774</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >106</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.993</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.545851</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.305275</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >106</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.457346</td>\n",
       "                        <td id=\"T_1fa92b92_73ba_11ea_8e2a_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.677993</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c98858730>"
      ]
     },
     "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": 0.51315,
     "end_time": "2020-04-01T01:43:02.612485",
     "exception": false,
     "start_time": "2020-04-01T01:43:02.099335",
     "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": 0.45577,
     "end_time": "2020-04-01T01:43:03.110021",
     "exception": false,
     "start_time": "2020-04-01T01:43:02.654251",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
    "obsvar='l10_obsChl'; modvar='l10_modChl'\n",
    "ps,l=byRegion(ax[0],obsvar,modvar,(-.6,1.6))\n",
    "ax[0].set_title('Log10 Chl ($\\mu$g/L) By Region');\n",
    "\n",
    "obsvar='Chlorophyll_Extracted'; modvar='mod_Chl'\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(0,30))\n",
    "ax[1].set_title('Chl ($\\mu$g/L) By Region');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.041588,
     "end_time": "2020-04-01T01:43:03.193633",
     "exception": false,
     "start_time": "2020-04-01T01:43:03.152045",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.128341,
     "end_time": "2020-04-01T01:43:03.363628",
     "exception": false,
     "start_time": "2020-04-01T01:43:03.235287",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_20707364_73ba_11ea_8e2a_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_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0353421</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >567</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >0.996691</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.950659</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.16229</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >135</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.57037</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.909272</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.128521</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1099</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.379595</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.962755</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.123295</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >748</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.309948</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.973704</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.101717</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1801</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.651965</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.973812</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.349904</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.422602</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.503168</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.0902232</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >117</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.767782</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.841695</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.0357831</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >241</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.22695</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.916575</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.0345151</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >188</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.824274</td>\n",
       "                        <td id=\"T_20707364_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.94713</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c70f6b430>"
      ]
     },
     "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": 0.459677,
     "end_time": "2020-04-01T01:43:03.865754",
     "exception": false,
     "start_time": "2020-04-01T01:43:03.406077",
     "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": 0.531642,
     "end_time": "2020-04-01T01:43:04.442050",
     "exception": false,
     "start_time": "2020-04-01T01:43:03.910408",
     "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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ZlxrLPu3gv+yQs1giy7tnfWXbH4vFUPbmj0ktZF3WRkr/xYWgAQAAAAAA0AADPVoeAAAAAAAAttEZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg9AZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg/wffEnxy7H2mrkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.044853,
     "end_time": "2020-04-01T01:43:04.533497",
     "exception": false,
     "start_time": "2020-04-01T01:43:04.488644",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.073566,
     "end_time": "2020-04-01T01:43:04.651010",
     "exception": false,
     "start_time": "2020-04-01T01:43:04.577444",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_2134e6e0_73ba_11ea_8e2a_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_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.128924</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >567</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.58531</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.911782</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.102107</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >135</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.443877</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.948868</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.123587</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1099</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.282539</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.989713</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.105529</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >748</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.228224</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.991856</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0424802</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1801</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.924504</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.961283</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >0.34332</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >2.0295</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.663946</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.0956656</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >117</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.79063</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.947989</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.303564</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >241</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.72212</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.924434</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.097573</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >188</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.7114</td>\n",
       "                        <td id=\"T_2134e6e0_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.848157</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c70f1f2e0>"
      ]
     },
     "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": 0.398381,
     "end_time": "2020-04-01T01:43:05.094356",
     "exception": false,
     "start_time": "2020-04-01T01:43:04.695975",
     "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": 0.506116,
     "end_time": "2020-04-01T01:43:05.647172",
     "exception": false,
     "start_time": "2020-04-01T01:43:05.141056",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Y9khaLWm3RgfzXEkHAt8wJApltDTyiaCM9WV3z5uH9YG86UVTrr/GiZ1n2Mgomm2wp1fHt+zUm5ufkh0elmlr07lfuWnUYFC2jH7to1frPS8eq/icE3/rQ0FsuhPIKJptsKdXJ7bs1PFHd+Sm5ZaSHdQdNU1XUsvbSh28D15ghdSffrDYWrsw7+Z+SV3W2m5jzNqih3RK2hLU9iEZsl9+U9Om6Mf/7z/ryw/dTxkV+UQ4Bnt6dejam2XTaZm2Ns14fH1BKd24caP+5eFH9d8mXaAWSUoZZY4OhLa9YSKjCFIum6eHcitb28xpb6VryZut8KEP6Afntmr15vu1bNkyLX7jLA2pTCGd0Kb2+bMCX7kzSGQUQcpldPD0mPc1yptplK+1RZOXXtWEratdkEdI98i7GHC+BZKy8+v7jDFdeRcJ7rLW7gts6xB7ufAODclmrKZbq78559d13tq7E11GfeQTgTv13H7ZdNpbcVPeipvZQrpx40YtX75cK37rt9XyC0l+aY3bIig1IKMIzPEtOwvKqCTvG+3wyEJFg/te1Fxr9bWPXq3/snCR+td+q+RznfMHn9Tb7r6tyVvsBDKKwOT2nxXkl9D8Mtpy/jt01hUf1uSlVzkzfT6wQmqt3WeMmeOPIEneymJ3WWu7/Z9vkLTEGNMn75pNK4PaNiRDLrwZK1mrFmPUkkqp9YcvSVdcGvbmhYp8ImiDPb1K//JXMi0tsn4mj2/7rvr/6n/q1Quma3n3I1q4cKHueeIJmd4DsV4EpRpkFM2QP2soOxVXkt7c/FRhGS2SPwXw2jcn6ujnSxz5NEZm4gRnjsA0GxlFEPIza9raZG1aypRZ0drakpd2ecdf/5lz+9KgL/uyT1LJ0SB/qewNQW4P4qnUDrZ93kx1zJ+tTCqlzJlhtRhJKZP0Iy4FyCeapfg80cN33K+Bv9zsDQ5lWenMzw7KSnrH0QE98r6P6tonnlBHR4cU80VQqkVG0Uj5s4aUsd4+ccIEnbP0KtkzZyo/OO+87uFXXiv4Vcs7p2vqbf8lkQuPkVE0yuE77tfJHc9q0icu0/QvfVbS6NNcsud0n/7pz3Xysd25x2YHjEyp64wuWuhkJkNb1AhohnI72BmPr9fu136uLx/7oT757g/qD2/9nNpPpRO3swSCVrwDnXzDdRr4+qaS980/6nLp6TYNbdutY9ufScQ1RoGgFcwakqSMlR08rdM/fblwsKiEUl90c7/rmEhegXF47bN35Apmdn85/UufLZhKb5XODfoc++rGgseXPWe0JaXOP7y26dtfDwopnFTNMvOljDrvJWNl02nt++ZmXfetr2rWrFn6411/zzmjQBPl57f4PNGTO54t+7iCc11Op3PXUzv1TI8k8SUXaKDUtCklp/Od/ucfjut5h48kc+ExoBEGe3p18ju7C247ueNZnf07Hy2cSt/Soo75swuv1S3J+tN0yw0Z5a/V4BIKKZwz1sqblR436ryXVEqZVEpPPrpZ//Ptc/Vby2+ijAJNVGpKkWlrk5X386RPXDbqCGnJkdzhwnNiTm5/hkIKNMhgT6+O/Ol9pS8VMc6rXqYmnz2+JwAS7NRz+0dlcNInLvMGd4f9vBqjyZ/+uCTp+OanJPkPGaOMunyaGoUUzqm08uaYj8sL68RLP6Rjr72ul1/6V/1R+wyZQaO3/vtfaqDjLL7YAk1SnN/M0QHNeHx97oipJL35d89quO/V3GPKT/4bMenqy5uzwUACHd+ys6rLRVQ0cYJ0emjUzVNv/sz4nhdIsI75s2XaJ3r5NNKk6xZq+pc+q8Ge3oLB3XOWXuWV1+z3XmsrTqWXpHO/cpOTR0clCikc1DF/dkHoqh3NyX+cWlo0+M8/UsfwsC5qPUv540UcaQGap1J+T7/YpyN/et+oL8IFS9NPnyLb/+bIkRtjNOVPPk1mgQbJzSYar3RaaknJnNWutve/Ry2Tz+Z8b2Cc2ufNLBjEzRbI7O2H7/hrnfnFIb3599/XpKs+ojPWqqXMarrFXL6ON4UUzikXxmofd3zLTr2x6/uaeOhI6RXGONICNE1xfiXlpvDKmNzy9OWujzZ15VJ1zJ+t41t2ykg6x6HrpAFxcHzLTtn0GKvoViNjJVnZE29paN+Lmv61z1NGERul1jKpd32TWrWXWVn+yFe/pdPPe+d4D3x9k55++h/005OH9OmOdyqVvVNrS8mp+KZ9orPTdSUKKRxVLoyl5H9ASNLApr9T21B61DzAtg9coCkrF7PDBJosP7/H1j+Sm8IrYyRTeK5LgZZUbkdPCQUab7CnVyc2/d3IWgvZ5TiLjHk+Wokvvcw+QlyUWstEUl3rmzTKwMNPavAfe3I/W0nnvvBzveOyDyv1L7/I3d7+0TkF95MktbY4PV1XopAi4oo/NAYuerfOHkqrpfiLrpHOWXwlO0sgAPmDRLkpvP7Fu61V2Yt1T/rUx5zeYQJRd2LLTinv6KiZfLbswJsjdzDKZbTipV1SKU34rZk6/U8jK/Iy+whxUWotE0l1rW8yXtn96ZtPfT93W3bA6PBvXqBFC6/SsT0P5i7VNPjsHu9OJu/O1jo9XVeikCLi8j80MpkhnbXvZyM70ZYWSdbbsU6Y4PRUBSAuSq2ye/bSqzT0o59pcN+LueuMlvqqe/KJf9DgH15LKQWapPhgqD1+suDnjJUyNqMWk9IoE9q880atZIeHNem3P6xzFl2pk1wrGDFTbi2EetY3GY/8/alSXiazZfTld07W0me36fSeH6t/wgTZoaFsgEeeoKXF+w7s8Oq6WRRSRFr2QyNjh3RmeFgpY3ILGJ115b/X1BuXBTLfH4CnYGTZpnX483dLGathI1n/i27Z4y4Z6+w10oAoKj7nbfLSq3TikSdHvrRaq9Tbpynzq6OSJGNt2YxOnPPrGvrfP8kNNmWfkyKKuCm3lkk965uMR/7+VBmrX77tbPX98hWlP3Kxbtjx7dwBmOyg7+n9Pym4Tun0tbcoc3QgEt+BKaSIvCOXXqRd3/2uTsyYphtOdEhD3nSkU08/r6k3LmMJeiBABatd25HR2lTG6hcdKb0nnRp1jVFJ3rlqE9wfxQWiotw1vc/6jx/RW38/Mv3PTJgwsshYhWsYtkydHPgXciAspdYyCHp9g475s2VaWmSHM7LW6rxfDeifPnGpVn37QRljCo+gtrRILSnv3O5UStPX3hKpwaISczKAaBjs6dUrn7xRk/9xvz7V/jbdev96Tf707+bOTbPDw7l5/wCCc87Sq3TOf75abe97z8gUQWN0waQpOus/zh/9gJaUzrn+msAXiQDirGC2QnrkPLizFlxacL83Tp3MHVWpdOGIU08/L8m7zig5Beoz8PCTOrT4Fm+Rop5eHVv/iAZ7ekvet33eTJ396Y8rIy+bbaZFnxmarNN7fizJXzH79JA3yDuUHlloLFNi0NdxHCFFZO375madO5RWqzFqTaXU+sOX1LH0Kp3YsrNgShGAYBQfkXn50g/o/J/a3Dmj9siA3vruc4UPMtJZV87XZC7vAjRUufPgMkcHpJSRMlYZSb/4t1c1tW1yyecwU0YWPcoO8pJToD4DDz+pw7d+VZJ06pkeqa1VymQKVvI9sWWnrKTJS6/SxLm/oY2v/VS/a4c10bQoJWnwe3t06PkXdO5XbtKJR3eMTNEtErVVrymkiKTt27fryw/dr78559fVmkoVnM/ClCIgHAWLjA2f1g927tJvvP1dmjWQN1pbPF3XSm999wc69Y//whFSoIHK7Q+Hj3sFMyPptB3WwQ+9R7P+9UTB6rtZuUWPUoZBXmCcTm5/pvAGP3NWaZ3YslMnNj8lO5SWJJ3Y/JQeu+JCfeHRb8guW67PDE3W4Pf2SBkrm07r+KM7Sl5vNGvCb75fx9Y/EpnvwhRSRM727dt13XXXadasWTpv7d3ekdG8wHENQyAc2fNdMsMZyVotbX+nJr7t1zR88tWKO87sDpajL0BjFe8PBx5+UgNf3+SdM2qtXpvaoZXrvqyTj+3WiYef9I62pIxa3zNDZw4e8s4BT6XU8R8u0bTb/5B8AuMw6erLvSOjWXlHSK0kmzcolBlK6+XHd+quZcu1Yt5lapk2RaeffyE3A6n17dM1VOI1zNRzlDp7kgb+emvB0VfXs0shRVnFq/O5IL+M7tq1S52dndIVl479QABN1z5vpl6d3aW3P/8TtRijVknDL/kX7Dam7NQi5c1yANA8x7+9I7eAkTVG7+0f0q8W36pzv3KT3pw4Ifdlt/NPlunIn96X+5kyCoxfdgpt9lJJEy/qyn3PlqQ3/SOkVlLaDmv2Ff9BC773so49/VLuMmrZVXMl77xumz7jTcH3Zx/ZYyc0fOxE7jVt5nQkBnsppCip3Op8YSpZRgE4Y+PGjfr6rm16tPNDahl1wcO8G4yRaWvV2Z/+uCZ+6AORWZYeqEV2UDc1bYoT7/HBnl6d+uFPlLK24FrANp1W5uhAwfReyVucLHsuG9kEGmPK9dcUnNuZn613/u29+u7Nf6YXXnhBEz55uVbMu0zH9n7DW5hMXk6zV44Y7OnV2Z/+uIykwRd+pqH9L5Z+QTsyTd9lFFKUVLA6n8KfSleujLp4FBdIguLsbdy4UcuXL9fChQs144t36q0N3ym4tIRavQt0q6VFkz/9cZ3Dl1zEWG5QN3ux+pSRmTAhsMHdUvvGnXeu10XDmdy1C5UykpWUSin9y1+pQ94KusUD0pOXXtX07QXiJj+Dksb8rmqt1f+9+Vta/09/q8997nO65557dHrPj9VfYmGyURm94bryhVTS0I9eavx/YINRSFFSudX5wlCpjOZ2+BG85hIQVcU7w33LF2r5Hau1cOFCPfHEE+ro6NCUj1yigYefLDk1iSKKuMsN6vrX4Q3yPOlSM5zWP71DW3ds1aPTZnkzFFpaZDMZaXhYSp/RiYf/l0488qRafu3tSrW354q0CwPSQNQUZLClxbv82fBw2RmH1lrdcsstWr9+fa6MGmPKLkxWfNCoZfLZmv61z+vk9meUmt6p0y/8TGd+djD3/JOuvjy4//g6UUhRkiur1Vaapnvquf0jo8+ZYR1e9eeaeFEXO06gyfJ3hsOZIT297i8KymhWpalJQJzlBnXtUG5hoKAGd4u/rO68c71WP/FNLVu2TOffeLuGnn9B6V/+Sie+vV25CwVbSdZq+BevKbf8GOd2A3UpyGB2UMqWHuApV0YrKXXQqH3ezIL9bf6AcBQO1lBIUVbYq9WOdc5ox/zZUiolZUYuBMxILtB82Z3hcGZIpzNnZGd/cFQZBZIsf1A36HNI87+snjHSHTu2atmyZXrooYfU2tqqSZderMGeXp3Y/NToyzDlPw8r6wJ1KSiMRUdI8wd4xiqj5dZzqeagUfGAsOsopHBSNQsYtc+bqelrb9HhVX/uLW09YQIjuUATFJ+P1j5vpvYtX6in1/2F7OwP6p7u7ZRRoMh4B3XrXSMh+2X1n2/8Hzr8k5d048Uf0TWXXKkz+3+iVv95Tr/Yp5bpnRo+9EbpJ2ltoYwCdSoujNLoc0irOTJaaT2XsA8aNRqFFM6pZTXdKddfw7lpQBOVGqHd3Nsz6pzR7H3JIjB+413p/ol7/kpz//U1vattsszBE+pf800N3POIZjy+Xqdf7NPhW79a9rFtM9+nt627lQwD41BcGOuZpuvSei7NRiGFU+q5tEvcRokAlxSP0P7gvm9o+aP3lSyjrl0qCoiq8ax0v2bNGr39774nTZiau7SL7MiiSqee21/x8a3Tp5JdoElqOWfUlfVcgpAKewOALK4zCrgnO0KrlpSGU0a3b9lYcgGjgi/Q/hdfAPXJz121R0YGe3r1xKf+SFu/eKeOXdylgq+4xuSeZ6wVN6OwIicQRfUsYNQ+b6am3vyZWJdRiSOkcARlFBi/ZkyZzY7Q/uC+b+j2LRt13hWXllzAKElTi4Bmq/XIyGBPrw5e88e6KD2sR6fN0vnrvqwzPzuok9uf0YTffL9aJp9dcA54+uVXNfCXm73VdVtSmvR7v63M4f7IrMgJRE09ZTRJKKQIHWUUGL9mTpnd3NtTcppuviRNLQKCUMvpKDvvXK+L0sNqNUYyRkPPv6CpN3+mbLmc/qXP6uzf+Sh5BddCoQsAABogSURBVAJAGR0bhRShoowCjTGec84q2bhxo5YvX16xjGZxPjcQvDVr1mjrjq16dNqsgqm55eTPpJh682cC3FIgeSij1aGQIjSUUaBxmjFltpYyCiB4a9as0erVq7Vs2TKdf+PtGnr+hYpHPFl8DAhOtWV04OEndXL7M4meMk8hRSgoo0BjNXrKLGUUcFt+GX3ooYfU2tqqSZdeXHCf/KOhknR03bdkh4akjG3oTAoAhWopo9nLMJ16pkeSEllKKaQIHGUUaI5GTZmljAJuK1VGi+UfDVVLi4wke+aMlLFSKiW1tOjML3+lwZ5eSinQQLVM0z25/ZlRPyexkHLZFwSq3jI62NOrY+sf0WBPb5O3EEg2yijgtmrKqOSfVz40JA1npPQZ2XS2jBpNuPiDMpKOf3u7Dl17M/tWoEFqPWe0+DJLSb3sEkdIEZjxlFHOeQGajzIKhKPaSzZVW0YlKTVtildAJclaqa1VymRk2trU/qEPaOiFnzZ8ETQgyepZwCh7NJRzSIEAjGeabrNWDwUwgjIKhKPaQdexymjxwiiZowNSyuSOip6z7HfV9mtvV8f82Tr9Yp9kjJRKcd1goAHGs5rulOuvSWwRzaKQounGe85oM1YPBTCCMgqEp5pB12rKaPHCKB3zZ8tMmJArupOXXqX2eTM12NOrI396n5TJSKmUzv3KTQzyAuPApV3Gr2IhNcZcW+0TWWsfH//mIG4asYBRo1cPjRMyivGijDYXGcVYxhp0rWaabrmFUUrtO3MFOGMlY70jqQlGRjEelNHGGOsI6boqn8dKIqQo0MjVdBu1emgMkVHUjTIaCDKKiioNulZ7zuikqy/PHRnN/px97uJ9Z7kCXO15rDFERlEXymjjVCyk1tr3BbUhiBcu7RIMMop6UUaDQUZRjVLFsZYFjGpZGKVUAU7y4oFkFPWgjDZWXeeQGmMmW2uP1/G4TklL/B8XSrrLWruv6Hd9krokdVtr++rZPoSLMhq+ejJKPpODMho+MopKaimjWbUsjFJcgFk8cDQyinIoo41XUyE1xrxX0m5JnZKm+7etkWSttaureIol1toN/uO2StprjFnoB3KtpFXW2n7/99skLa5l+xA+ymi4xplR8pkAlNFwkVGMpZ4yWqvi6bksHjiCjKISymhzpGq8/1ZJK4set0bSirEeaIyZI2lP9mc/kN2SFvk3zc2G1HfUfwwigjLqhLoySj6TgTLqBDKKsoIqo4euvVlH13xDh669WYM9vblpvNO+8EeJmq5bBhlFSZTR5qm1kM6x1j6df4MfrqlVPHaapAdL3H6uMWaBpKNFt/dLWlDj9iEklFFn1JtR8hlzlFFnkFGUFEQZlYqm56a96bmSN4136s2fSXoZlcgoSqCMNlethfRpf3lsm73BGHO/vBGgiqy13Ro9NWGuRqZF9Bf97oikC4ufxxizwhizxxiz54033qhx89EMlFGn1JXRRuXTfz0y6hjKqFPIKEYJqoxKI6vsqiWV+Om5ZZBRFKCMNl+thXSlvOWxpxpjthhjjsob3VlU+WGe/JO3/dGiPj/A00rcvTi42efYYK2da62de95559W4+Wg0yqhz6s5oI/LpPw8ZdQhl1DlkFAWCLKOSmJ47NjKKHMpoMGr61LPW/lzS+4wx18lbIWyrtfY7tb6ov9LYSmttdiSpeBqD5I0mwWGUUfc0IqPkMz4oo+4ho8gXdBnN4tre5ZFRZFFGg1PXJ189JbTIakk35P3cr9HBPFfSgXG+DpqEMuq2cWaUfMYAZdRtZBRhlVFUh4wmG2U0WBU//Ywxt1X7RNbau6u5nzFmhbzrMmWXve6y1nYbY9YW3bVT0pZqXx/BoYy6o9EZJZ/xQBl1BxlFKZRRd5BRFKOMBm+sT8Ari37ukjcPPv9CvnMk7ZVUTUgXyLsQcP68+Tn+8/X5oc0+d1f2YsJwB2XUOQ3LKPmMB8qoc8goClBGnUNGkUMZDUfFT0FrbUFI/Yv8rvLn12dvWyDpurFeyL/W0m5J/Xl/2E5JC/1/v0HSEmNMn7wPg5VV/jcgIJRR9zQqo+QzHiij7iGjyEcZdQ8ZRRZlNDzGWjv2vbJ3NuaItfbcam9vtrlz59o9e/aMfUeMG2W0+Ywxe621c8f5HGQ0oSijzdWIfPrPQ0YTijLaXGQU40EZbb5KGa31si/HjDF/VfTkd0k6Vu/GwX2U0UghowlEGY0UMppAlNFIIaMJQxkNX62fiEskdRtjlsqbD98lyajK65AieiijkUNGE4YyGjlkNKIGe3p16rn96pg/u6ZLplBGI4eMJghl1A21Xod0n6RpxphFkt4r74K/470EDBxFGY0eMposlNHoIaPRNNjTq0PX3iybTsu0tWnG4+urKqX1lNGBh5/Uye3PaNLVl2vK9dc0YvNRAzKaHC6X0eLPgXoHxKKi3uuQPtboDYFbKKPRRkbjjzIabWQ0Wk49t182nZaGM7JK69Rz+8f8UlhvGT1861e913ymR5IopSEho/HmehnN/xxIv/yqjj/4nZoHxKKk1nNIZYz5bWPMHmPMEWNMjzHmU83YMISHMhptZDT+KKPRRkajp2P+bJm2NqklJdPWpo75syvev95puie3P1Pw87G7/0av33a3Bnt669101IGMxpvLZVQa/TlwcsezIwNiaW9ALG5qKqTGmOskPSbpAXlz7LdJ+iZBjQ/KaLSR0fijjEYbGY2m9nkzNePx9Zr2hT8a8+jEeM4ZnXT15QU/D//bGzrx0P/Sq793E6U0IGQ03lwvo9Loz4FJn7ispgGxKKp1yu4aSR+z1mar+dPGmG5JWyT9bUO3DIGjjMYCGY0xymgskNGIap83c1QRzT+vS5J23rleW3dsrXsBo+z03P6/2KQzP3915BfpMxWnCcf9/LKAkdGYikIZlUY+B/LPIT37dz4a64zXWkgvzAuoJO/kb2PMhQ3cJoSAMhobZDSmKKOxQUZjIn+hI7W0aHh4WBedGdaj02bp/Btvr3s13SnXX6OJF3Xp0O/dJDuU9m5say17VKTeBZdQFhmNoaiU0awp119TcP54qQGxOKn1HNJuY8yt+TcYY26T1N24TULQKKOxQkZjiDIaK2Q0JvIXOsoMpWXODKvVGE0wRkPPv1D18wz29OrY+kcKpuS2z5upGU/cp8l/8Emd8wef1LueuK/sl9GCBZdien5ZwMhozEStjCZRrcN3iyXtNcb8vrxrM82RNE3SJY3eMASDMho7ZDRmKKOxQ0abIIwpq9mFjoYzp5XODKulpUUpU9s5XpWOblZ7RCS7HVbp2J5fFjAyGiOU0Wio9TqkA5LeZ4xZIe9Cwd3W2gebsmVoOspo/JDReKGMxg8Zbbywpqy2z5up7k9dov3f2KQpV3xYX/ziFzX0/As1leJ6LidTajtmPL4+1ueXBYmMxgdlNDrqvQ7phkZvCIJFGY03Mhp9lNF4I6ON04hSV481a9Zo9dfXadmyZfq6v4DRpEsvruk5GnV0M+7nl4WBjEYbZTRaKhZSY8xd1T6RtXb1+DcHQaCMxgcZjSfKaHyQ0eYLY8rqeC7tko+jm+Ejo/FDGY2esT5BV0k6Jm8OfaW/pJVESCOAMho7ZDRmKKOxQ0abLOhS16gymsXRzdCR0RihjEbTWJ+iX5V0naSp8i4MvMVa+7+bvlVoCspoLJHRGKGMxhIZDUBQpa7RZRROIKMxQRmNroqXfbHWrrLWvk/eimNG0j8YY44YY/7KGFPbiRIIFWU0nshofFBG44mMxgdlNJ7IaDxQRqOtquuQWmv3W2u/YK2dJmmh/7h/9AN7lzFmVlO3EuNCGY0/MhptlNH4I6PRRhmNPzIaXZTR6KuqkOaz1u6z1v5XP7BL5F+vqeFbhoagjCYPGY0WymjykNFooYwmDxmNDspoPNRcSI0xFxhjbjPGvCRpl6R98sIKx1BGk4mMRgdlNJnIaHRQRpOJjEYDZTQ+qvpkNcZcIGmRpN+XNEdSt6QvWGu/07Qtw7hQRpOFjEYPZTRZyGj0uFRGB3t6deq5/UpNm6LM0QEuEdMEZDRaKKPxMtZ1SG+TtFReMB+TdKekp621AwFsG+pEGU0OMhpNlNHkIKPR5FoZPXTtzbJDQ1LGSikjM2GCZjy+nlLaAGQ0eiij8TPWJ+w6eddm+o68lceWSlpa6o9urV3a8K1DzSijiUNGI4YymjhkNGKCKqPZo55jHe089dx+2XTaK6OSlLGy6bROPbefQtoYZDRCKKPxNNan7IPyLgSMCKCMJhIZjRDKaCKR0QgJsoweuvZm2XRapq2t4tHOjvmzZdraZG1aymS8I6RtbeqYP7sp25ZAZDQiKKPxVfGT1lq7MqgNwfhQRpOJjEYHZTSZyGh0BDlNN3fUczgjq8pHO9vnzdSMx9dzDmmTkNFooIzGG8vFxQBlFHAbZRRwW9DnjOaOeipd1dHO9nkzKaBILMpo/FFII44yCriNMgq4LYwFjPKPenK0EyiPMpoMFNIIo4wCbqOMAm4LczVdjnoClVFGkyMV9gagPpRRwG2UUcBtLl3aBUAhymiyUEgjiDIKuI0yCriNMgq4izKaPBTSiKGMAm6jjAJuo4wC7qKMJhOFNEIoo4DbKKOA25pdRgd7enVs/SMa7Olt6PMCSUAZTS6GBSOCMgq4jTIKuC2IMnro2ptl096lXGY8vp5Fi4AqUUaTjSOkEUAZBdxGGQXcFsQ03VPP7ZdNp6XhjGw6rVPP7W/4awBxRBkFhdRxlFHAbZRRwG1BnTPaMX+2TFub1JKSaWtTx/zZTXkdIE4oo5CYsus0yijgNsoo4LYgFzBqnzdTMx5fr1PP7VfH/NlM1wXGQBlFFoXUUZRRwG2UUcBtYaym2z5vJkUUqAJlFPmYsusgyijgNsoo4DYu7QK4izKKYhRSx1BGAbdRRgG3UUYBd1FGUUrghdQY84Axpqvotk5jzApjzAL/f7vKPT7OKKMIG/msjDKKsJHRyiijCBsZLY8yinIC+6Q2xiyQNEfSXEnFTWutpFXW2n7/vtskLQ5q21xAGUWYyOfYKKMIExkdG2UUYSKjlVFGUUlgR0ittd3W2nWSjpb49dxsSH1HjTFzAtq00FFGETbyWRllFGEjo5VRRhE2MloeZRRjCf0cUn9EqTi8/ZIWhLA5gaOMwmVJz6dEGYXbyChlFG5LekYpo6hG6IVU3rSG/qLbjki6sNSd/bn3e4wxe954442mb1wzUUYRATXlU4pXRimjiIBEZ5QyighIbEYpo6iWC4V0WonbioObY63dYK2da62de9555zVxs5qLMoqIqCmfUnwyShlFRCQ2o5RRREQiM0oZRS1cKKSl5trHup1RRhEhicunRBlFpCQyo5RRREjiMkoZRa1cKKT9Gh3McyUdCGFbmo4yiohJVD4lyigiJ3EZpYwiYhKVUcoo6hF6IbXWdmv0dIZOSd0hbE5TUUYRNUnKp0QZRfQkLaOUUURNkjJKGUW9Qi+kvr6iiwR3WWv3hbY1TUAZRYTFPp8SZRSRloiMUkYRYbHPKGUU4xHYp7l/vaUF8i4YvNoYs9tau8H/9Q2Slhhj+iR1SVoZ1HYFgTIK1yU5nxJlFO5LekYpo3BdkjNKGcV4BfaJ7o8E7ZO0rsTv+iVtGPWgGKCMIgqSmk+JMopoSHJGKaOIgqRmlDKKRnBlym4sUUYBt1FGAbdRRgF3UUbRKBTSJqGMAm6jjAJuo4wC7qKMopEopE1AGQXcRhkF3EYZBdxFGUWjUUgbjDIKuI0yCriNMgq4izKKZqCQNhBlFHAbZRRwG2UUcBdlFM1CIW0QyijgNsoo4DbKKOAuyiiaiULaAJRRwG2UUcBtlFHAXZRRNBuFdJwoo4DbKKOA2yijgLsoowgChXQcKKOA2yijgNsoo4C7KKMICoW0TpRRwG2UUcBtlFHAXZRRBIlCWgfKKOA2yijgNsoo4C7KKIJGIa0RZRRwG2UUcBtlFHAXZRRhoJDWgDIKuI0yCriNMgq4izKKsFBIq0QZBdxGGQXcRhkF3EUZRZgopFWgjAJuo4wCbqOMAu6ijCJsFNIxUEYBt1FGAbdRRgF3UUbhAgppBZRRwG2UUcBtlFHAXZRRuIJCWgZlFHAbZRRwG2UUcBdlFC6hkJZAGQXcRhkF3EYZBdxFGYVrKKRFKKOA2yijgNsoo4C7KKNwEYU0D2UUcBtlFHAbZRRwF2UUrqKQ+iijgNsoo4DbKKOAuyijcBmFVJRRwHWUUcBtlFHAXZRRuC7xhZQyCriNMgq4jTIKuIsyiihIdCGljAJuo4wCbqOMAu6ijCIqEltIKaOA2yijgNsoo4C7KKOIkkQWUsoo4DbKKOA2yijgLsoooiZxhZQyCriNMgq4jTIKuIsyiihKVCGljAJuo4wCbqOMAu6ijCKqElNIKaOA2yijgNsoo4C7KKOIskQUUsoo4DbKKOA2yijgLsoooi72hZQyCriNMgq4jTIKuIsyijiIdSGljAJuo4wCbqOMAu6ijCIuYltIKaOA2yijgNsoo4C7KKOIk1gWUsoo4DbKKOA2yijgLsoo4iZ2hZQyCriNMgq4jTIKuIsyijiKVSGljAJuo4wCbqOMAu6ijCKunNnTGGM6JS2R1CepS1K3tbav2sdTRoHmGm9GKaNAc403o5RRoLnGk1HKKOLMpb3NWkmrrLX9kmSM2SZpcTUPpIwCgag7o5RRIBB1Z5QyCgSiroxSRhF3Lk3ZnZsNqO+oMWbOWA+ijAKBqSujlFEgMHVllDIKBKaujFJGEXdOFFJjzAJJR4tu7pe0oNLjBgYGKKNAAOrN6OHDhymjQADqzehrr71GGQUCUG9GX3nlFcooYs+JQiqpU14o8x2RdGGlBx04cIAyCgSjrowePHiQMgoEo66Mvvrqq5RRIBh1ZfT111+njCL2XNn7TCtxW3FoJUnGmBWSVvg/nu7p6emdOnVq0zYMNZku6XDYGxFh7wl7AyqoO6O7du3qPeuss5q2YagJGa2fy/mUxpHRTZs29W7atKlpG4aakNH6xTaj9957b++9997btA1DTcho/cpm1JVCWjyFQfJGkkax1m6QtEGSjDF7rLVzm7lhqB5/j1gjozHA3yPWyGgM8PeINTIaA/w9msOVKbv9Gh3KcyUdCGFbAIxGRgG3kVHAbWQUKMOJQmqt7dboqQydkrpD2BwARcgo4DYyCriNjALlOVFIfX3GmK68n7ustfvGeMyGZm4QasbfI97IaPTx94g3Mhp9/D3ijYxGH3+PJjDW2rC3QZJkjOmUtERSn6QuSd3W2r5wtwpAFhkF3EZGAbeRUaA0ZwopAAAAACBZXJqyCwAAAABIEFcu+1I1pjuEL+9vIEkLJd2VPQeCvw94D4SLfGIsvA/CRUYxFt4H4SKjwYvclF1jzAOSVllr+/2ft1lrF4e8WYlijFnhXyMrG8y9khZaa/v4+4D3QLjIJ8bC+yBcZBRj4X0QLjIavChO2Z2bfRP4jhpj5oS2NQnj/3+9J/uz/7folrTIv4m/D3gPhIR8okq8D0JCRlEl3gchIaPhiFQhNcYskHS06OZ+SQtC2JykmibpwRK3n8vfB7wHQkc+URHvg9CRUVTE+yB0ZDQEkSqk8i4g3F902xFJF4awLYnkX9i5eGrCXEm7xd8HvAdCRT5RBd4HISKjqALvgxCR0XBErZBOK3Fb8RsDTZZ/8rY/WtTnB5i/D3gPhIx8Ygy8D0JGRjEG3gchI6PBi1ohLT5MLnmjFQiBf6L3yryTufn7gPeAI8gnyuB94AgyijJ4HziCjAYnaoW0X6P/8OdKOhDCtkBaLemGvJ/5+4D3gDvIJ0rhfeAOMopSeB+4g4wGJFKFtMzh8k55q18hQMaYFfKuy5Rd9rqLvw94D7iBfKIc3gduIKMoh/eBG8hosCJVSH19xpiuvJ+7sherRTD8+fTdRcteZ5e85u8D3gMhIp+oAu+DEJFRVIH3QYjIaPCMtTbsbaiJP597iaQ+SV3y3jB9lR+FRvGvtbRXhSdxd8q7YHA3fx/wHggP+UQ1eB+Eh4yiGrwPwkNGwxG5QgoAAAAAiIcoTtkFAAAAAMQAhRQAAAAAEAoKKQAAAAAgFBRSAAAAAEAoKKQAAAAAgFBQSAEAAAAAoaCQJpwxZoUxZq8xxvr/u6jEfQ6Uuh1A85FRwF3kE3AbGY2G1rA3AOExxmyTNEfSYnkX+J0raZsxZp61dlWoGweAjAIOI5+A28hodFBIE8ofCVog6b3W2n7/5m5jzHslHTPGbLHW7gtvC4FkI6OAu8gn4DYyGi1M2U2utZLuygupJMn/eYP/ewDhIaOAu8gn4DYyGiEU0uTqklRuZGi3vGkN+RYaY3b7c/B3G2M6s78wxmwzxhzL/q5ZGwwkDBkF3EU+AbeR0QihkCaQMabL/9e+Mnfpl9RZdFuXvDn4F0qaJulB/7lWSOq01k611hox4gSMGxkF3EU+AbeR0eihkCaQtTYb0K4yd+mSF9Z826y1/f5jV0nKrkZ2VNJcY8wiY0yntba78VsMJAsZBdxFPgG3kdHooZAmV5+khWV+t1DSnjEeK0my1j4m6S55I0nHjDEPNGwLgWQjo4C7yCfgNjIaIRTS5Fol6fb8OfJSbprDIlWeklAwsmStXWetnSrpEklLjDFzmrC9QNKQUcBd5BNwGxmNEAppQvkjPo9J2muMWWCM6TTGLJC0V9K6ElMSLpEkP9hr5a1QJv+xC/z7FE9/AFAnMgq4i3wCbiOj0cJ1SBPMWrvYP1l7rbwLB++TdIMf4mLTjDF75Y0abS26oPBaf7SoX9IGrusENAYZBdxFPgG3kdHoMNbasLcBAAAAAJBATNkFAAAAAISCQgoAAAAACAWFFAAAAAAQCgopAAAAACAUFFIAAAAAQCgopAAAAACAUFBIAQAAAAChoJACAAAAAEJBIQUAAAAAhOL/B3KInRD4q/mxAAAAAElFTkSuQmCC\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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ZlxrLPu3gv+yQs1giy7tnfWXbH4vFUPbmj0ktZF3WRkr/xYWgAQAAAAAA0AADPVoeAAAAAAAAttEZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg9AZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg/wffEnxy7H2mrkAAAAASUVORK5CYII=\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": 0.04751,
     "end_time": "2020-04-01T01:43:05.742215",
     "exception": false,
     "start_time": "2020-04-01T01:43:05.694705",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.076055,
     "end_time": "2020-04-01T01:43:05.865505",
     "exception": false,
     "start_time": "2020-04-01T01:43:05.789450",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_21ee335c_73ba_11ea_8e2a_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_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0901153</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >567</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.30114</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.920161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.104857</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >135</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.415579</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.924223</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.115344</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1099</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.255516</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.991587</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.10054</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >748</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.204127</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.992825</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0498742</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1801</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.765358</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.972541</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >0.313417</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.56417</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.667532</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.0879631</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >117</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.670879</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.946703</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.21998</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >241</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.43952</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.929364</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.07954</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >188</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.37699</td>\n",
       "                        <td id=\"T_21ee335c_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.861002</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c70e928b0>"
      ]
     },
     "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": 0.46729,
     "end_time": "2020-04-01T01:43:06.381422",
     "exception": false,
     "start_time": "2020-04-01T01:43:05.914132",
     "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": 0.616924,
     "end_time": "2020-04-01T01:43:07.047865",
     "exception": false,
     "start_time": "2020-04-01T01:43:06.430941",
     "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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ZlxrLPu3gv+yQs1giy7tnfWXbH4vFUPbmj0ktZF3WRkr/xYWgAQAAAAAA0AADPVoeAAAAAAAAttEZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg9AZBAAAAAAA0CB0BgEAAAAAADQInUEAAAAAAAANQmcQAAAAAABAg/wffEnxy7H2mrkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(1010,1030))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.049939,
     "end_time": "2020-04-01T01:43:07.148688",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.098749",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.058,
     "end_time": "2020-04-01T01:43:07.256018",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.198018",
     "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": 0.398911,
     "end_time": "2020-04-01T01:43:07.705223",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.306312",
     "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": 0.066941,
     "end_time": "2020-04-01T01:43:07.824807",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.757866",
     "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": 0.05193,
     "end_time": "2020-04-01T01:43:07.928703",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.876773",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.082212,
     "end_time": "2020-04-01T01:43:08.063314",
     "exception": false,
     "start_time": "2020-04-01T01:43:07.981102",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_233c1ab2_73ba_11ea_8e2a_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_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.351361</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >259</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >2.92177</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.604013</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.417502</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >125</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >1.11151</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.660777</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.74532</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >3</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.847088</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.376367</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.364223</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >387</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >2.47342</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.660741</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-1.57387</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >2.77824</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.35605</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-1.60707</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >51</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >3.12662</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.664019</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >1.90308</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >81</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >3.73393</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.423668</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.22774</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >106</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.993</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.545851</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >-0.0903638</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >259</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.410082</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.737858</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.103517</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >125</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.351938</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.728553</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >0.452645</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >3</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.501854</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0.492663</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.0904028</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >387</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.393072</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.782919</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >-0.279479</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >0.401636</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >0.382126</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.121226</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >51</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.29469</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.698359</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.259339</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >81</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.409266</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.493935</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.305275</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >106</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.457346</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.677993</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.0901153</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >567</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.30114</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.920161</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >0.104857</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >135</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.415579</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.924223</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.115344</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >1099</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.255516</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.991587</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.10054</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >748</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.204127</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.992825</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >0.0498742</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1801</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.765358</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.972541</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >0.313417</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >1.56417</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >0.667532</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >0.0879631</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >117</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >0.670879</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.946703</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >-0.21998</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >241</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >1.43952</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.929364</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >-0.07954</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >188</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >1.37699</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.861002</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >-0.416047</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >489</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >4.68667</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.916774</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-1.39621</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >129</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >3.38664</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.82598</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-1.53799</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >1057</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >2.45878</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.904139</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-1.73736</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >719</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >2.2289</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.862128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-1.19953</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1675</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >3.33329</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.961635</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >-2.65889</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >3.22842</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >0.517396</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >0.640061</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >115</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >4.34003</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.845316</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-1.38474</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >203</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >5.20831</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.812165</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >0.399229</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >150</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >4.35826</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.922997</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.128924</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >567</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >1.58531</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.911782</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >0.102107</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >135</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.443877</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.948868</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.123587</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >1099</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.282539</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.989713</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.105529</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >748</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.228224</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.991856</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >0.0424802</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1801</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >0.924504</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.961283</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >0.34332</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >2.0295</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >0.663946</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >0.0956656</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >117</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >0.79063</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.947989</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >-0.303564</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >241</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >1.72212</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.924434</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >-0.097573</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >188</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.7114</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.848157</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >-0.0353421</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >567</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >0.996691</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.950659</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >-0.16229</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >135</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.57037</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.909272</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >-0.128521</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >1099</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.379595</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.962755</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >-0.123295</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >748</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.309948</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.973704</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >-0.101717</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1801</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.651965</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.973812</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >-0.349904</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >0.422602</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >0.503168</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >-0.0902232</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >117</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.767782</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.841695</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >-0.0357831</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >241</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.22695</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.916575</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >0.0345151</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >188</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.824274</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.94713</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-6.06431</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >489</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >10.5875</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.878531</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-7.32075</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >129</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >10.0493</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.711468</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-6.25059</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >1057</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >8.71603</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.802057</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-5.89466</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >719</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >7.87456</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.815292</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-6.27862</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1675</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >9.40441</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.902062</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >-7.53169</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >21</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >8.85122</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >0.341198</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >-3.84347</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >115</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >9.66843</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.783837</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-5.70376</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >203</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >11.4992</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.72233</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >-8.04946</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >150</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >10.1905</td>\n",
       "                        <td id=\"T_233c1ab2_73ba_11ea_8e2a_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.767047</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f7c70cd1370>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl,tdf=et.displayStats(statsDict[year],level='Variable',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (py38)",
   "language": "python",
   "name": "py38"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  },
  "papermill": {
   "duration": 351.041995,
   "end_time": "2020-04-01T01:43:08.120012",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2016.ipynb",
   "parameters": {
    "year": 2016
   },
   "start_time": "2020-04-01T01:37:17.078017",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}