{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.475933,
     "end_time": "2020-04-01T01:43:12.437460",
     "exception": false,
     "start_time": "2020-04-01T01:43:09.961527",
     "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": 0.022216,
     "end_time": "2020-04-01T01:43:12.477435",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.455219",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.019876,
     "end_time": "2020-04-01T01:43:12.513541",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.493665",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019389,
     "end_time": "2020-04-01T01:43:12.548898",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.529509",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2017\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.02098,
     "end_time": "2020-04-01T01:43:12.586006",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.565026",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2017"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016308,
     "end_time": "2020-04-01T01:43:12.618657",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.602349",
     "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": 0.015887,
     "end_time": "2020-04-01T01:43:12.650447",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.634560",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.784618,
     "end_time": "2020-04-01T01:43:13.451277",
     "exception": false,
     "start_time": "2020-04-01T01:43:12.666659",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1884 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",
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       "    }\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>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>-124.735667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.52</td>\n",
       "      <td>26.96</td>\n",
       "      <td>1.12</td>\n",
       "      <td>8.521459</td>\n",
       "      <td>29.283488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>-124.735667</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>9.53</td>\n",
       "      <td>26.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.525728</td>\n",
       "      <td>29.298387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>-124.735667</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.70</td>\n",
       "      <td>26.49</td>\n",
       "      <td>0.95</td>\n",
       "      <td>8.535950</td>\n",
       "      <td>29.333996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>-124.735667</td>\n",
       "      <td>20.1</td>\n",
       "      <td>19.9</td>\n",
       "      <td>11.34</td>\n",
       "      <td>25.35</td>\n",
       "      <td>0.64</td>\n",
       "      <td>8.475745</td>\n",
       "      <td>30.465823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>-124.735667</td>\n",
       "      <td>30.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>12.35</td>\n",
       "      <td>26.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.401070</td>\n",
       "      <td>30.628528</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day   Lat         Lon  Pressure  Depth      N     Si  \\\n",
       "0  2017.0    2.0  19.0  48.5 -124.735667       1.0    1.0   9.52  26.96   \n",
       "1  2017.0    2.0  19.0  48.5 -124.735667       5.6    5.6   9.53  26.88   \n",
       "2  2017.0    2.0  19.0  48.5 -124.735667       9.9    9.9   9.70  26.49   \n",
       "3  2017.0    2.0  19.0  48.5 -124.735667      20.1   19.9  11.34  25.35   \n",
       "4  2017.0    2.0  19.0  48.5 -124.735667      30.0   29.7  12.35  26.16   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                   1.12  8.521459  29.283488  \n",
       "1                    NaN  8.525728  29.298387  \n",
       "2                   0.95  8.535950  29.333996  \n",
       "3                   0.64  8.475745  30.465823  \n",
       "4                    NaN  8.401070  30.628528  "
      ]
     },
     "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": 424.219125,
     "end_time": "2020-04-01T01:50:17.688085",
     "exception": false,
     "start_time": "2020-04-01T01:43:13.468960",
     "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": 0.065009,
     "end_time": "2020-04-01T01:50:17.774765",
     "exception": false,
     "start_time": "2020-04-01T01:50:17.709756",
     "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": 0.055798,
     "end_time": "2020-04-01T01:50:17.847344",
     "exception": false,
     "start_time": "2020-04-01T01:50:17.791546",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan17 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": 0.024733,
     "end_time": "2020-04-01T01:50:17.889352",
     "exception": false,
     "start_time": "2020-04-01T01:50:17.864619",
     "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": 0.043457,
     "end_time": "2020-04-01T01:50:17.950684",
     "exception": false,
     "start_time": "2020-04-01T01:50:17.907227",
     "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": 0.058473,
     "end_time": "2020-04-01T01:50:18.026453",
     "exception": false,
     "start_time": "2020-04-01T01:50:17.967980",
     "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": 0.028198,
     "end_time": "2020-04-01T01:50:18.071505",
     "exception": false,
     "start_time": "2020-04-01T01:50:18.043307",
     "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": 1.114312,
     "end_time": "2020-04-01T01:50:19.203185",
     "exception": false,
     "start_time": "2020-04-01T01:50:18.088873",
     "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": 0.029569,
     "end_time": "2020-04-01T01:50:19.253385",
     "exception": false,
     "start_time": "2020-04-01T01:50:19.223816",
     "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": 0.019656,
     "end_time": "2020-04-01T01:50:19.293749",
     "exception": false,
     "start_time": "2020-04-01T01:50:19.274093",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 1.753766,
     "end_time": "2020-04-01T01:50:21.067037",
     "exception": false,
     "start_time": "2020-04-01T01:50:19.313271",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_25546588_73bb_11ea_bf66_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_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >1.21132</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >508</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >6.09019</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.837433</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.211189</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >137</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >3.84811</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.840336</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.739887</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >945</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.60958</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.893272</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-1.26612</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >579</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >2.20042</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.892088</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.0709275</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1590</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.1441</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.923395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-2.65867</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >42</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >3.66444</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.822522</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >5.87382</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >185</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >7.35724</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.642506</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-1.51093</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >184</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >4.70592</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.878824</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_25546588_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.841547</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >97</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >6.57179</td>\n",
       "                        <td id=\"T_25546588_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.786077</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2ba4d6580>"
      ]
     },
     "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": 0.744056,
     "end_time": "2020-04-01T01:50:21.833086",
     "exception": false,
     "start_time": "2020-04-01T01:50:21.089030",
     "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": 0.718616,
     "end_time": "2020-04-01T01:50:22.575182",
     "exception": false,
     "start_time": "2020-04-01T01:50:21.856566",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(0,30))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 0.56086,
     "end_time": "2020-04-01T01:50:23.160131",
     "exception": false,
     "start_time": "2020-04-01T01:50:22.599271",
     "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": 0.025338,
     "end_time": "2020-04-01T01:50:23.211566",
     "exception": false,
     "start_time": "2020-04-01T01:50:23.186228",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.054048,
     "end_time": "2020-04-01T01:50:23.290533",
     "exception": false,
     "start_time": "2020-04-01T01:50:23.236485",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_26a7fdbe_73bb_11ea_bf66_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_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >1.42277</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >508</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >13.4813</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.6459</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-3.897</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >137</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >10.3804</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.684622</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-5.30834</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >944</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >8.63213</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.776742</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-5.8247</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >578</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >8.18832</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.823395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-3.03473</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1589</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >10.567</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.781749</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-8.49306</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >42</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >9.46056</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.771748</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >14.7136</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >185</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >18.1407</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.478543</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-6.8016</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >184</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >10.3377</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.691526</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-4.0315</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >97</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >9.09493</td>\n",
       "                        <td id=\"T_26a7fdbe_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.502836</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2f014aa00>"
      ]
     },
     "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": 0.471467,
     "end_time": "2020-04-01T01:50:23.788067",
     "exception": false,
     "start_time": "2020-04-01T01:50:23.316600",
     "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": 0.497018,
     "end_time": "2020-04-01T01:50:24.313845",
     "exception": false,
     "start_time": "2020-04-01T01:50:23.816827",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o9zAKFDGQGquIeRajMb7ePZyhAUBXMY6N/IthND9Yn1QoDKP5wRqlQmEYzQ/WKBVCEMIoUNweUgDoEkI02X6eC2CL8fde131NXAqbUmEYzTvWJ+UVw2jesUYprxhG8441SnkTlDAKFHkfUinlaiHEeiGEOXSh1TbW/gYAK4UQvdAnhq8u5rGRvzCM5h/rk/KJYTT/WKOUTwyj+ccapXwJUhgFihxIAUBKuSnJ7YOItyIRJcUwWjisT8oHhtHCYY1SPjCMFg5rlHIVtDAKFH/ILlFOGEaJ1MYwSqQ2hlEidQUxjAIMpOQjDKNEamMYJVIbwyiRuoIaRgEGUvIJhlEitTGMEqmNYZRIXUEOowADKfkAwyiR2hhGidTGMEqkrqCHUYCBlBTHMEqkNoZRIrUxjBKpi2FUx0BKymIYJVIbwyiR2hhGidTFMBrHQEpKYhglUhvDKJHaGEaJ1MUw6sRASsphGCVSG8MokdoYRonUxTCaiIGUlMIwSqQ2hlEitTGMEqmLYdQbAykpg2GUSG0Mo0RqYxglUhfDaHIMpKQEhlEitTGMEqlNhTA61t2DgfbtGOvuKfp7E6mMYTQ1Np1RyTGMEqmNYZRIbaqE0eNXrYUMhyEqK3HWk+2Y0jy76MdBpBqG0ckxkFJJMYwSqY1hlEhtKoRRABg9eAQyHAaiMUiEMXrwCAMpBV46YXSsuwejB48gOnwSEy+9itqlC1F/3RUlOuLSYCClkmEYJVIbwyiR2lQJowBQs2AORGUlJPQe0poFc0p2LEQqSDeMHr9qLeT4BCAlAGD0QDcABCqUMpBSSagYRs0WqpoFc9iqS4HHMEqkNpXCKABMaZ6Ns55s53WUCOkP07VGFhhh1HRqzwEGUqJCykcYzXd45NwXojiGUSK1qRZGTVOaZ/PaSYGXyZxRa2RBbMIRSmuXLizS0apBjTMYBUY+wujQtt3oW38fEI3pN4Q0iOoqVH/io6g65yxIAHUtSzK6KHLuC5GOYZRIbaqGUSLKfAEj+8gCziElKoJ89Yw6wiigh8jTYxj7WTfGjJtGdu7F2U9tTjtUcu4LEcMokeoYRonUle1quhxZwEBKRZKvOaOjB484w2gy4UhGvZyc+0JBxzBKpDaGUSJ1cWuX3PBsRgWXzwWM0u65rKzIuJeTLVSUiXJaBIthlEhtDKNE6mIYzV3KM5oQ4qp0X0hK+WTuh0PlJt+r6U5pno3a5Ytx6vF9nvdrsxowpfmjCJ3ZmNP7+AVrtDRKtQiWPQSPv9yLU3sOTDrXZKy7B8MdnRAApnvMrWYYLSzWKOWKYbSwWKOUC4bR/JjsrLYpzdeRAFik5FCorV0avnAVTv3Hfs+hu6F3z8Loz56DDIdxsqMzCKvlskaLwN0bmu4iWPnsRbWHYGgaEI4AiO9XVn1BU8J7jXX34M0r1wATYQD63OqzbHOrGUaLgjVKWWMYLQrWKGWFYTR/Up7ZpJQfLNaBUHkp5D6jIx2dSeeRispKa3NhGZso+9VyWaOF59UbmmoRLDOEao31OHHn5ox7UZOFWHsIdv//P/zo0wi/3JvwXqMHjwDhsPU4aZtbzTBaHKxRyhbDaHGwRikbDKP5ldXZTQhRJ6UczvfBUHkoZBgd6+7B8M693ndWVaLyvPdi4sjL+s9SIjp8Mm/v7Ses0fzx6g2dsfZaz0WwHL2YQgCxGBCTaW8l5A6/M+9ag/Gjr0AAqLrwfCsE23tIAaDiPbMwcfT3CT22WmO93qZvPTCEmgVzGEYVwBqlVBhGS481SskwjOZfRmc4IcQHAOwD0ABglnHbRgBSSrkh/4dHflPIMAqYq+xGHbeJqkpMu/py1LUsQf+mhx33Tbz0al7fX3WsUV0+h8om6w31WgTL0YupafofIT23EnIf49C23Rh8YAfk+DggARkbR99t34gHyooQpi7+FCrObETVheej74779VBaWYGpl1yM0f/7XMIxxvqHAE0AMQkIYPqqz2FnTzfDaAmxRmkyDKOlxRqlVBhGCyPTs9xjAFYD2GW7bSOAYwBYpAFX6DAKOMMBQiHUXX25Y6GW2qULrTl15s8BE/gazWTBoXSCayZbAmmN9XrPqCYgqvQezlj/kCN0Dj24C9HBYcT6BgApgVAItVd+NnGhLul68UgUpzt/AVFdjemA3vtq/DfWP+R5jDUL5kBUVVm/i2enRRlGSy/wNUrJMYwqgTVKnhhGCyfTM91cKeV++y9fSjkohJiR38Miv8lXGJ0sIEwWDszVRtNZfbRMBa5G7XM2Y/1DGDvycnwesTF8FYDjMWYP4vEr10CGIxCVFY7FftzS2RJorLsHJ+7crAdFTUPdDcscYfStL3/Ne3XoSBSnnvBeNTqBBGQ4jMg7/Ubw1aweUa9jtNfL/sHjWPm1DQyjpRe4GqX0MIwqgzVKCTIJo8m+y5bTdnH5lunZbr+xPLbVdi+E+B6ArrweFflKPsPom1eusYYhnp0kIEwWDuqvuyKIQdRU1jXqPplbvaETE/qwVBcRCkFrrHc+RhMQVVWo+czHIY3VZ+VEGCMdnY65oJleNKzhujEJIIah7/4IiEmIygrUrV6RdKsi/QAy+CWEQhjdf8gKvjPvWpPyGKc0z9aH6a5jGFVEWdcoZYdhVCmsUXJIN4ya26yd3LkXMhp1jNLKZru4IAXYTM94q6GPq58hhOgAsBjACQDz8n1g5A/5HKY73NFpbU+BiTCGbQGB0ubLGk3npOt1Mh89eCRpGIUQmHb15Yj1D9mCIvRFhsJhRN7uc77+S69grLsHALLaY9QaTi7DgIxZ7ycnwjiZTg9oSNNDZopwWnn+uag87304/cxBY16o1OeJpsAFjJTjyxqlwmEYVY6yNRqkgJKtfP+OMgmjx69aa43QAuBYZDDd7eISXq/I+52XSkZnPSnlHwF8UAixDEATgMeklE8U5MhIefmeMxp9p9/xM0flZ86PNZruSdcePmV0HMMdnai+8PwkYRQQ1VWoa1mi/1hZCSnNHtL4MNeJwy9bT5k48jscv2otprUsmfSi4XXBm9I8G3U3LMPQAzsTQqXWWI/o8b9M+ruYft3fI/qXfkz84b9Rdd45qPzg+3D6p79CbHQM0bf6ED7234j86U0gFLL+Xe7FkuwYRtXjxxqlwmEYVY+qNRq0gDIZr+twvn9HmQzTtQKnEUYhhOManWq7uJSvl2aA9busznwqFCaVVr7D6Fh3jz4M0VQRwnQjTFDm/FSj6Z50x3//R0f4HPnh0wA+H19F1lQRQt0/fd6x2JXZm2qfQzrc0el8A6n3nAog5UUj2QVvrLsHQ9/riF+MTJoAJiJISejvWWccs/1CO+vfvoyB9u3o3/h943cE1F2zFBXvfVfKFmCGUbX5qUapMBhG1aZajQYtoKSS7Dqcz9/RZGF0aNtux3olky26mc4CifZrf6YB1u9Snv2EELel+0JSyntzPxzyg0Kspjt68AikuZ2LEKj7p88H9kSbiXKo0VQnXfPkHB0+mTgHMxrTw6OxiqzXBcCt+oIm674RdyA1QuH0liWouvB860LjXpCg7yubIcfGAQAyNmENLR/p6AQizi2JoAlAaAi/8qeUv4PqORdg1tfXJJ1n4v4dpfo3AgyjKimHGqX8YxhVh19qNGgBJZVkwTNfv6PJwqh9kcLRA90I/+lNTLvs05jWsgQCSHqNTrUGite1P90V/svBZGfAS10/NwFoBNBru20ugBcA8EIaAIXa2sXrCzelxfc1mqzV0H5yTuh1BIDKCkxvWYLpLUsSFjoaaN+euPCRqyV1essSjOzcCxmOACHN6lUFgBN3boYMhzF26KgVYse6e/RVec15zgAgJUZ2/ARaXS2GH90Tv13TMPXvFgAATv/nL1L++0VVpRVGAe8L7Yy116Z9YXr8q214btMDuPGTn0Xbv96NsQcfhwjAxUxhvq9Ryi+GUeX4okYz2YKs3KXaHzyX39FYdw9OHzyCh55/Fu0//L4VRoe377EaqQEkNJAPPbATQw/uAqJRa0rN+Mu9jpX2J5Ps2h+UzznlWVBK6ShSIcRjAFqN8fXmbYsALMv0jY3nQUrZZfzcAGAl9BNAE4AuKWVv8legYivkPqM80WanUDVa7Pr0ajW0n5zhmrNR/cmPYda/fskxFAZIsfCRR0vqlObZOOupzQlhtn/Tw44eUMeCBPYwagpHMPTAjvi8UQFMv3Ypzrz3NvzlthTfXQQwdcmnMePmVY5/e6oL7WR18fhX2/DhB36MC2vPRehPMfStuFX//aVYtZoKq1xqlPKDYVQ9fqrRdK4DQZDqO2O2vyPz+0N0bByfk1HIVdej1Qijfbd+A4DeGxp637sTnyylvkOElEA0huGtP9ZvFwKiuiqtuaxB7wHP9Ex4ib1AAb3QjFXIvpzha7UBaHX/LKUcBAAhxC4AKzJ8TSqQQoZRE0+0eZGvGi15fbpPznU3LMPES6+m3F/WK3ymOsnb/5+zwqwRRgEAUmL893/EX26719j7E96r4Npv0zRUX3g+Btq3o+rC84HKCv1C5fGc0/t+hRk3r3LcnGnjjDmsef/gcezf9IAeRoH4itXG37lqtTLKpkYpMwyjvsEa9YF8f2c8ffAIomPj0ABMESH8U5+G8ef/y1ivIi76+luJT64IAZrmvO4C+toUE/GG8FQrAAe9YybTs+GAEOK7Usp/Nm8QQtwDYCCTFzFajZ533TzfLFJDvxBirpTycIbHSHlWjDBKeZNzjapSn9kEs/Abb0OEQpCIr0Cb7uuMHjyiL9fu4hiaIzwSqWtRpcoLmtDX+k0gFoOoqkL9l1bqe5JGY4lvGpOeiy6ke6E1Q3RsbByzZQzj721CaBie78VVq5VRNjVK6WMY9RXWaMCMPvcSnn3sSXxYxiCEBgFg4vDLePPz/wxt1ozEJ7i+Ckxd/ClMXXSx1ZPqoAnULJiT1grAQe6YyfSMuBJAlxCiBfEhBwLA8nRfwBiy0O+6bZH7NgCDABYBYKGWEMOo7+RUo6rVZ6bBzFrc6JqlCavbpTNcJmkPqF1I0wNoRQjTV30O1ReejxMb2q25qOGXe61AKCcmMPHSq/HnagKVH3w/wsf+G5D6/NFchuWMHjyC2Ng4BIAKoeHiAY/QC/19OC9bGWVVozQ5hlHfYY0GyOhzL+G1K27CBZEYQkYYtcQkYu+4PzaDZuwdDuD0/kOoOLMx8TuEEJi6+FP6+9i3rpMTno3RQZbpPqSHATQKIZYD+ACA3iyWxZ5vDH2w39YAvTDtTgA4z/1kIcSNAG4EgHPOOSfDt6ZMMIz6Tx5qNKf6BEpTo475pgAq3vuujE/0U5pno/6mqzH07R3JHxTSMKttXcJCBdUXNGH04BFE3ngbw9t3xx+vaahduhBjh45aQ4bPbG+1jjnXYTm//t1/4XwpIYVI7AEVAqKyAtOuvtzaToZKL6g1GlQMo/7DGlVTquGu2ZJS4ok770JzJIaKJPuLmirOfz8ix14HpISoqICM2KbiRCL6yKzqan2klZQINZ2N6Bvv4PRPf4nT+36F2is/Gx9NFZPQGuvz8m8oF9nuQ/p4Ns8TQjTBuWqZqdHjNnfhmu+9BcAWAJg/f/5kfRmUJYZRf8umRvNRn8Z7F71G87UYwKx/+zIqzz0bp/YcQNVHP4Thh56wLi4AIDTNsXWM/QI5Y+21GOvuwUhHp774kSYwq20d6q+7wgqs9gup14rAmXjkkUfw3LYfYl3tudDsdwgAlZWTboFDpRW0Gg0ihlF/Y40Wz2RhM53hrpm+n7ma7pFfHMDH6z6k35HsN11ViXe13wFAb0wOv/E2RuyNzwCqLzwfdbZV/0cPHkH/PQ/pITQWxaknu/RpP1ICmobxo69kff0vRxmfHYUQnwWwCUarEYC7pZT/kebT5yYpcK/+cCagEmEY9bccatS39ZnPxQDqr7vCWjRp2mWfRv+mhzH67PP6MJtwBCPG4kBD23Y75orOvGsNYv1D1n/d4dN9TLlcYM19Rm/85Geh9Ubi+58KgZq/nY/G9V/gBU5hQazRoGEY9TfWaPGkcy1Mtlp+Lu8XHRvHUhnDlfUfQggC0DTUf7kFowePYOLwy9bjQ+97N2o/+wkA8Wv5WHcPRnbujS9iJPXt4s56sh0z1l4bfxLLxlsAACAASURBVDNNA2JR6zEIaXogDYVwcudeyGg0LwG7HGiTPyROCLEMwOMAHoQ+xn4XgB8IIf4hjefOBdCV5O5BJBbmTADHMjk+yh3DqL9lW6OFrk+zJ3Csuyfdp2RsSvPsvO/ZNaV5NhrXfwHC/DIpJYZ37o2H0UhUD6rjE+hr/Sb6N34fJ+7cnFYodlxgw/oFNh1mGF28eDHu79qDWW3rrBX+RHUVw6jiVK1Ryh+GUX9jjRZXOtdCcxQUQlpOo6DGuntwYtPD1mq6lUJDhTQWJpQSobppOOPra4CqSr03syKE2NsnMPzoHhy/aq3jO4xjgK+UCcc+pXl2wvV5Vts6NN7xRdRdfTlkNJrx9b+cZXqW3Ah9OWzzN7dfCNEFoAPAZC1H8wHMt42pnw/ok7+llI8LIdpcj28wXpeKhGG0LGRbowWrT6/WTyA/cyjTZQ4H0hrrM9qoGtAvKtOuvhwj23brLZuRCAbu/fd4rySgX5liMT2cptl6m80wY3sYfeqpp1BTU4OaJEOCSVnK1Shlx2uY4ZY1rXjt+zvQevkyfJ1h1K9Yo3mSzrzPdK6FmYyCSvae9p5RISViQkCrqtTvNHoqzeecbexRHnnjbQw/uiehZ3b04BE9UNqIUCjh2JNN2bGm9wR0z1EvmZ4pz7MVKAB98rcQwnNStutxW+w/CyHmAdhlbhgMoFcI0WTbJLiJS2EXD8No2ciqRgtZn+6hNsMdnTjZ0Zm3uSCTsQKxsbodNAFRld5G1aa6liX6MRuvEf3zX+J3agL1N12tzzcNp39xyXSYsVcYtb+W+8LLgKos5WqUMtf3te9h6Ds79dWyjY3vn7r/u/ibZ36Lz9Sei9DRQUSO/A4VrD8/Yo3mQbrTUtK9FqazWn6q97TvMxoTAlMXNmPa0oUYP/oKBOC5Mn+y4GiFaGl8rxDJp5+69zs3/51B3nPUS6aBtEsIcauU8j7zBiHEbUg+RMGTsXrYIuirmMEo1hsArBRCmEtsr87w2CiJVF9Ox7p7cPgHO/Gj7f+O/3XuPNzYdj/DqL/lXKP5rk9366cA8jYXJB1WILatbmcOkcmkl/SsJ9v1+aQHup13CoFpl30a0y77dMYXl3S3tUkVRt2Gtu1G3/r79B7bykqc/dRmXuzUolyNUmaGtu12rMYtxyfw7B334KLf/gkVxrYRcqLw5zYqGNZoHmQy7zNZaMu0fpK9p5QSDz3/LJbKGCqFBq2yAlrNFPRtaAeiUSAUchyL/e9ewdHxncBYYwLRaMp/o1dYdsw3DbhMA+kKAC8IIf4R+iTvudBXDpuXyYvYVw+z3Tbovo1yl6q1aKy7B6///c2YORHG/576AYghDSPXfQXTObnaz3Ku0XzXp/uEDsBqcUQohMgbb2Osu6dg/8/FWzLDekjThGcvpvsi6P7ZnE96/Fcv6qvomqR+Ecz3/FVTJmF0rLtHD6PG9jeY0HukWc9KUa5GKTOn9hxw/Cwhceg3v8EHat4Tn1emCQ7D8y/WaB5kMy3F8Z01FMp427Lo8Emr8dkcQiulxLp16/Dzjg5c2fgxaBJAOILT//kL2xNjGN62GyMdnZ7TipKNQLK+E4QjnkN27fK5MFM5ynQf0iEAHzRafpoAdEkpHyrIkVFepCqAwz/YiZkT4fjeS1n0HJFaVK1R9wn9rCfb9aG7O/di+NE91kUgn//feQ2NiQ6fxMRLr6J26ULPuSVmw83Mu9boLafhCFBZYfUyTmmejbOe2oyBB3bg9E8P6sP1qgo3/yOTMAro9W5u1G1KvbMaFZuqNUrp02bFRxFJAA+efB3vmX8htJcHrNvrv9yS1vBCDtlTD2s0P7JZ/d7xnTUaw8i23TiZ5veDhJEL0agVRtvb27HtkpWo6Hkr4RoZf4L+HTjVtCKv7wrmUN3J9ubJNqAH5RyR7T6kgWnh8btkBbBnzx78n63fw79P/4geSGP6vkicXF0eVKpRrxOqY1GAPLUW2t8HQMLIgJoFc6y5pKO/1KftmNu7uBtuhh7cFV/O3dXLOKV5Nt6z9e60LhRD23bj1J4DqF260HqvdP8d+weP4/qvbUg7jAJ6vaOyMn7slRWY3rIkrfel4lKpRil9Q9t249Tj+wDoX0CfGn0bx/9hAe6YdykGf/8Da556qG5awnMnO0cBxV3sjVJjjeYu3WkpJus7a8zY/1um31HiHrmAaAxP3HkX2rs6cMstt2D5quvx52X/4hwtVVGBmksuxumuXwORKEQolHJakfu7wqk9B/Qhv3LyIbuZBvR8772qupSBVAhxT7ovJKXckPvhUL55FYB9AaMz2u5FxW9fzWr1USo91WtUnhpNekJN1VqYTthL9eVuesuShAsKgPjCRrEo+tbfh4mjr2B6yxLnAgUAwq/+yfFeXr2Mk11oh7btRt+t3wAAa95p/XVX4K0vfw2j+3+Dqov+ClM/NSdh5b03r1wDORHGR2QUN37ys7g/zTBqHtPZT23GcEdnwiINVBqq1yhlxvGlV0rMPvscrN26FZEjv8PQfVv1oXsVFZ5TAuxDESv/xwet85FEGCMdnfpUhoB8+VQJa1Qd5nfWkY5ODO/c61j91ut7gf222qULHWs8RATw24OHsH/2ZZg35zOo+fhHMfOuNTi15wCqPvohhOqmWXV6ev8hAHojU9WF5yf9buL+3lK7dCFGf/Wi/r1ikiG75r8v3boO2hDfyXpIWwEMQB9Dn2rklwTAIlWUvQA8V9P9zMUlPkLKgdI1Gjt5OukJ1X7hsQ91SWcOibvl0B1AI+/063uIuXv97ZtUu+aMzLxrTXxvUbuQllUvo7u19tSeAxj99YtW78rYz7ox9rNuiKpKVM39CDAxAVRVQU6EIQBUiRD+V/OitMOoKdMWaSo4pWuUMlO7dCFOH+jWe0SEwCc23ISKigpEgJRD99xDESdefFl/oHGOkijuYm/kwBpViHkNm96yZNIRBe7bZt13O4Z/+DRefuc49v2+B6tr3wfx1gj6brsX4deOW6vhjx06ajX6DLRvd/RyxvqHEta9GGjfbk35qbthmSPMCuj/Y+R7ekw2Q3z9bLJA+g0AywDMgL4xcIeU8sWCHxUVBLd2KUtK16g2bSrESWNBIQCn9v8GkTfedvTcmb0C5jyRdOaQuFsOJRA/cYdCemtnLAZoGmbetcZapGjq4k/h9DMH44v+2IYDRd54O347oF9dQiHMaluX1RdDd2tt7dKFOPHV7yY8Tk6EMX7ot/rfjWOCEBAA9zAsD0rXKGXme8f/H14ceRX/8/2z8YkNN2HG//wHAMb87SRD98a6e/TzSyik96RIaaXW6ov+CrO+vgYA9HlrAfnyqRjWqILsjasD7dsTGmwib7wNOa4P7TVva7jlGnz1yM/Q/sxPsH/2ZRBvjVivN/Lo045RCWaNegU/+7Yvx69aa70PoI94mnXf7VaYlUbdS4+6z2UIfjZzcP1MS3WnlLJVSvlB6CuOCQD/VwhxQgjxXSHEx4pyhJQXDKPlSfUajZ08jboblgGQQDSG8UO/xfDWH+P4lWusk7V1kTGCoXlxgLnYli00mqzHhPTehbqWJTjryXY03vFFTLv6cv2LofHFL9Y/ZF1UTj9zECIUwtTLPg1RFX++1livDw8yLjiorMD06/4eZ+9+IO25n271112BWffdjpqFzZh13+2ov+4KVLz/PamfJCWkEHogrark/M8yoHqNUvo2btyIDRs2ILTsEiz6r04rjAKJ5yQzUJrnnuFH90AAmLrkr4GK+BYT4z1/ABD/8tl4xxc5XLfIWKPqc9dXwjUbgDajzlrA6JZbbsG825y76sQGh+N7kdtqNFXtWd9RpHPcgzkCSmusN0ZjCc+679/4fRy/ai3Gunuy+ndPaZ5dsBX8VZNW87uxQfARAHcIIeYCuBHAz4QQEvoS1mxNUhjDaPlTtUYjb/Vh6Ls/iu8Bah5vOOIIn+6WyWRzSEyp9gYb6+5J6Glw9qgCU+ZegBk3r7Keb/VuAIAQmL7qczjz3tty/vfXX3eFI9CeuelWvPn5m/TeWyEw9bK/xun//CWklPpwHyFQ/fGPYvriTwaiRTRIVK1RSo8ZRletWoWtW7cmjF5Idk7yOveEzmzEyLbdCb2p+dqLkbLDGlWXu74c12wAiMbw59b78PMTL+KWW27B/fffD2E07g4+sAORPx3X603TUPM389C4/gsJ+416be2iNdY7F1ky1C5diLHuHpy4c3PCaCwg+fxP1nVyGY8Hk1IeBvAlAF8SQlwC4EEA6wGEUj6RSoJhNHiUq9FY4owqUVnhCJ9ewdI9h8R98k42VzLZayYbkhM/pvj9dQXqmZzSPBtnP/0dx7Ht/dId+ODjv4QmBERlBc786j/zQlXmlKtRSmmyMGryOid5NbrVAI5tJVIugMQFjkqCNaoez2u2LSiKSBT/8reX4RozjEJvFK6+oMlRT+4warKH0BN3bnZs7RLrH3JsG1d/3RXxYcQxCYj4aCxHkLXVPes6tYwDqRDiXADLAayGvj/TE9AnhJNiGEaDSbkarazQLxiRCCA0TP27BZhx86qE8Okl2wV63M+bbC5GMedq2I/tkUcewfVbNuHGT34WX7tyFeoWfpwXqABQrkYpqXTDaDLJzi2pzjdBW11TRaxRtZl1NdzRiYHtu4FoFLIihOV3f8UKo+7Hprq+28MihNB7PY25prH+IcxYe23Cc9yNTVpjfcIepfbdK7zmwbKu49I6s9oK8x8BzAXQBeAOKeUTBTsyygnDaLCoWqMV756Fs5/cDKBw++ulOwRmsnBb7NVpH3nkEVx//fVYvHhxRlu7kD+pWqOU3JY1rXjt+zvQevkyfD2LMArE9yKu+uiHrHnw7uG5bkFbXVMVrFF/qZ7/P3DPjh/g5/0v4l/+9jIsv/srqPn4Rz0fO9n13d4IBE3T/wiZsv68hhHbA6c7yLKuU5tsH9LbALRAL8zHAdwNYL+UcqgIx0ZZYhgNDtVrNPSumY6e0Fy5w6dfh8DYw+hTDKNlTfUaJSfzHPPT536NTz3zIhbWnouKo4OIHPkdKjI8t3jtRYyQhlmbbk25WFrQVtcsNdao/0gpHQsYLV91PcZ+9SKEEFnVizssuns3k0k19ccdOFnXqU3W3LcJ+t5MT0BfeawFQIu7OxwApJQteT86yhjDaOAEpkaHtu1G3/r79KE0lZU4+6nNvhzaxjAaOIGpUb8zG7ii4+O4KBZDSISgAdYq35meW9x7EQMAojH9PAak/MLL/YSLijXqI+4wes+q6/HnZf+ib+miaZjVti7j1fHzERbTeQ3WdXKTBdKH4L3HMymIYTSQAlGjY909+pc4c5/QiTCGOzpR17IkL0NgirXyHcNoIAWiRsvB6MEjiI6N6yFUaNBCmrFNhIbwG29jrLsno/ODey9iSzSGvtZvAlL6amRHGWON+oQ7jN5///0Y/Naj1v6iiEXR1/pNVF/QlHFN5SMsMnBmL2UglVKuTnU/qYNhNJjKtUbdAXH04BG9Z9Qm+k5/Xlo1izXsl2E0mMq1RsvRT5/7NeYbewHHl1KVQDiCke27cbKjEzPvWoPxo69AAJjesiTlucLspRn+4dOYePH38XNYSHMsmuKHkR3ljDXqD15hVAihN0RrGhAztoGJxdKqqckaorlFS3FlPkOflMMwSuXEKyDWLJgDVFYCE2HrcaP7D1k9FrlcLIox7NcdRkXPMQzwQkekjC1rWjFz70Ggsg7WQM1YLN5vFpOQ4+OOkRojO/firKc2J63hse4exPqHcMbX1wAAhjs6IQBUXXi+Y1sJLm5ClFqyMArovZKz2tbpow5iMYiqqklrarKG6FwbqhlmM8dA6nMMo1RuvALijLXX4uynNuMvX9mMicMvAwCkbUP5XBR65TuvMOrHhZiIii2bL3XZPGfLmlZ8ascvUG0Po4DR62ILpRLxaQMAZDiS9Bzk9YX2zHtvczzm1J4DqF26kPVPlEKqMGoy9xt1L3qY7dZKuTRU+3WxxVJjIPUxhlEqR8kC4pTm2Tjj62scJ/p8hMdCrnznNUx3wIcLMREVWzZf6rJ5zpY1rajc+hNUV82AZr+jqhKz7lmLU3sOYPTnz+t7KQsBaMIKpaKyIuk5aPTgEWtem5QTjjof6+7Re0gnJjD6y8MAkHQRFva0UJClE0ZN9tFSk50LJmuIzqWh2o+LLaqAgdQn3BclhlEqV6kCovs+ABho357zl7VCLESQbM4o9yIjmlw2X+qGOzohx8cBCcjYOPo3PYzG9V9I2oP57B334K9/+ydUmGHUCJxTL12AGTevwpTm2ai+oAnHDx11bHafzhxSrbFeX2QFAGJS/9n+b0tjERb2tFCQZRJG3SY7f0zWEJ1LQzWv8dlhIPUB90Wpd91yLGtdwzBKZStVQDTvU/nLWqoFjLgXGdHkMv1SN9bdg5EdP3EMrx39+fM4fuio5/yw1664CeeGo9CEpg/TFULf8ENKjP7sOcy4eRWA7Os11j+k96Yaq/TG+uNbWiYuwiI9Azd7WiiocgmjQHrnj8kaorNtqOY1PjsMpD5gvyjF5AT+4982MoxS4Kn6ZS2d1XS5NDxRapl+qRs9eASIRJ03Sum5h2jn3e24IBxFyPyCK4Rz5VvXcyarV69htTUL5kBUVVkNZlpjvWM0R3wRFglR5f2FmT0tFES5hlGg9KGQ1/jMMZD6QM2CORChEGLRGKLRGKaf/W4880wnwygFmopf1ri1C1H+ZPKlrmbBHD1U2kOppiWcGzZu3IjHnn4MP2y8yAiiIdRdfXnKlW9TzeNMNlLD/oVYa6x3vPbMu9Yg1j+EWW3rEOsfSvqFudRfqomKLR9h1MRQ6C8MpD4RjUYhpERIADeM1GDKq28AzQykFFyqfVljGCUqLaFpkIgCIQ31//yPCNVNc5wbNm7ciA0bNmDVqlU45+b1mDh01HG/e5VOQA+cb165BghHgMoKnO3a5sUxUkNOOOatmn8G2rfbHhPWe0alTGuqAb9UU1DkM4yS/zCQ+sDhH+zEGZFovDDD+dnugsjvVPmyxjBKlD9ePZJj3T0Y7ujE2Av/hVj/EKYtW4xZ//Zl677+TQ9DRiLWa4TqpmHG2mutnzdu3IjH/vVufO/iz+Ham9ej9uKPofbijzne1+t8MtzRGd//eCKMgW/vwHu23W3db43UkPoiRaPPJs5btY/mgBDxocEKTTUgKiWGUWIgVdyePXvwf7Z+D1unfQRV5o0plponouJiGCXKH8cQ2FAI066+HFpdLYa+szO+ai2AoW/vAABMu+zT+uPNVWuTDdP917vxw8aLUPXHEby94ta0F0FzfyU+/dODGOvuccwvPevJdvRvehijzz7vmIMKwArWZz3ZjuGOTkT/0o/TXYeAaFSZqQZEpcQwSgADqdLsW7vMarsX+MkvIQHUpVhqnoiKh2GUKL8cQ2CjMYxs+3F85VyXU0//HKG6afrjYxLQBGr+Zp5jqxdzmO73Lv4cqv44kvEiaNNblmB4+x69VxMAYjGMdHRaK32bgbNx/Rcc28NojfWOuaUz71qDkx2d8aB9zVJUX3i+FVx5TacgYhglEwOpojz3Gf3MxaU+LCIyMIwS5Z81vDU2AUiZNIwCQPW8j9iGzIYBTaB26ULPOaPX3rweb6+4NekiaMkWLprSPBtT/24BTv/nL6zbIu/06z25V66BDEcgKitw1lObHXPa3auAn9pzwDaPVGL86Cs4uXMvpNFTqtK2VUTFwDBKdgykCvIMo0SkDIZRosIwh8COdHRieOdeIBJxDNW1O/30s2j4wlWYedca9K2/D4hG0behHdUXNKF9/9NWGN26dSsqKiqSLoKWbKVcM6ROXXQxTj9zEIjqvaSj+w8BApDG3FI5EcZIRyfOuPc2x+vaVwGvXboQY4eOWnNNJ1582QrbMjZh9boSBQHDKLkxkCqGYZRIbfkMo6m2kyAKKnNxoektS6xtU8aPvoLoX/oReasPEy/+zjFXM/zG21ZYxEQYv7n5q9jwmyccYdT+um5eexoDcMxlhYyHYhkOI/yH/3a8hnmvvabdAbj6gibHXNP4kyWGd+7FdE7HoQBgGCUvDKQKYRglUlu+w6hXrwwR6cwAOdbdg1j/EOpalgCAo25qFsxBpKPTeo4E8O4//Bmtly/D17duReTI7zAySaOP157GjpAak3CMHZZAuPcNoCKkB+HKCtS1LPFckMm+5sOU5tmOuaYA9LmpEkCUq+dT+WMYpWQYSBXBMEqkNncYFT3HMJBD7+ZIRyfkuD5Pjts/EHnzarjxGno7/OgeyGgMAoAQGm6/ZCkiR36XsLBQrH/Is2antSyBABy9lFZIDYUgYzEgEo0/IRJF9cUfQ+0ln7Beb6B9u7Xar74g026c7Oh0NDZNaZ6NuhuW4dTTP0f1vI/g9NPPOsI1UbliGKVUGEgVwDBKpDavMJpL7+ZYd48+P84YBihCIX4ZJfLgNZx2xtprExYe+n9zz8VfPfcHaEJDqKoStZ+e53yuDKOv9ZuAlAnzRK1tYzQNVReeb/XMmsFXa6zHiQ3tkIg6jm380G8BAat2tcb6hKG45rBi83j7vvY9a8uayB/fRP3NqxCqm8Zh+1TWGEZpMlqpDyDoGEaJ1OY1TNfxRde252C6Rg8eAaLGl1shMO3qy/lllMiDOZwWocT9RU1b1rTivOdehSY0fd9QY4sW+3OhCf12V82OHjwS38M0EkVf6zcx1t0DQA+6M9Zei1j/EGQ0mvC+ADD+69/i+JVrrGHF0GxfsoVwHPNYd4++n6rNxEuvJgRsonLCMErpYCAtIYZRIrUlmzOazpfkVBzPr66y5sYRkZPZU9l4xxc9RyJs3LgRR76/A5UiBOsrbjRm9Uqaz53Vtg6iqiqhZmsWzAE021ehaAz9mx62Qqn5GBEKAUIAoVDCMcpwBMMdnYi88TZQUaEH4KpK1F13heOYRw8ecSyOBAC1Sxfm/DsiUhXDKKWrqEN2hRANAFYaPy4GcI+U8rDrvl4ATQC6pJS9xTy+YmIYJdWwPp1SLWBkH86XzVC7XJ9PwRTUGk22Oq65z+h9n14K7feD8eGyFfoQePcq1tUXNCXU3JTm2ZjVtk4fzhuNAVJi9NnncfzQUUeYtGJkSEPtP3wWp57YF78xpMX3FA2FMO2apY7FjEw1C+ZAVFdDjo8DQqD+pqtRf90VBfiNUakEtUa9MIxSJoo9h3SllHILAAghHgPwghBisVGQbQBapZSDxv27AKwo8vEVBcMoKYr1aUhnNd1kX5LTlevzKZACX6NmyNzV24MN396E1suX4e9f7HfO3YzFMP5yL07cuTlhnre95oa27capPQdQu3Qhzt79gGNLFvvcT2uIvZRAJIJY3yBm3Xs7xo++YvXKDj+6x5jnClS+912etc2GqEAIfI0CDKOUuaIN2RVCzAXwvPmzUZBdAJYbN803i9TQbzynrDCMkopYn3H52NplrLsHA+3bHcP+iHIRlBpNVTvmAkR9d2/Bp3b8Aq2XL8PtlywFJsLOB0ZjGP7h0ynneQ9t242+W7+B0QPd6Lv1Gxh/uReN67+QdFivqKzUh+zGpP6c9feh+sLzcca9t2F6y5K0h/Cb81IZRstPUGp0MgyjlI1i9pA2Qm8dmue6faYQYhGAftftgwAWAThchGMrCoZRUljg6xPIXxhNtRchUZbKvkbdW7yY27RojfUYP/oKJl56BbGxcWgAqkUIt1+yFBWzZni+lqiu0rdtkWFACESHT2KgfbvVM3lqzwHH4wcf2IF3fecrnj2YU5pnY+Zda9B3273xJ0Rjeii9oIk9n2Qq+xqdDMMoZatogVRK2SWEcA9NmA+gFUAD9MK0OwHgPPfrCCFuBHAjAJxzzjkFONLCYBglleWrPgH/1mg+wijg2qYiyV6ERJkKQo16btMSi1nDcSWgb6UiBDQA8uRpnPq1vvUKnGsFoer8czF9+aXG3NCovtWKJiCqqnDWk+2oXboQowe6rcdH/vQmjl+1Fmc92Y4Za69NOLZY/1DCgkT2xZM4BJ+CUKOpMIxSLoq6yq598rbRWtQrpeyC3qrk5i5c8zW2SCnnSynnn3HGGQU60vxiGCU/yEd9Gq/juxrNVxgFXMP7AMdehES5KPcatWpHMxJmNOqYGyoAfSsV4+eh7/5In/MpzTv1+1FVibqWJfEQab6EbW5o/XVXYNZ9t6PiA2dbgTZVndYsmANRVem4TVRlvsI2lbdyr9FkGEYpV8Ve1AiAtdLYaiml2ZLkHsYA6K1JvscwSn4TpPoE8htGgfjCJSMdnRjeuReIRrPaGoYomXKtUWto7Pr79BVvDWbetOdOAPHHaBpq/mYeapcuRKx/yDFs1hq2G4vpPaS2WjRXuNV7YmXKOp3SPBtnPbUZIx2diLzTj4ozGzGdQ/EpiXKtUS8Mo5QPJQmkADYAuMH28yASC3MmgGNFO6ICYBglnwpEfQL5D6Mmc/je9JYlnFdGhVC2NTpx9JX0wigAVFYAsRhEZSUa138hocbsczu1xvqEsDrW3YMTd242wqqGmXet8axT+/Yxxa5p99Y15BtlW6N2DKOUL0UPpMa4+Htsy143GePu21wPbQDQUezjyxeGUfKjoNQnULgwasd5ZZRv5V6j0vX3qIxBCA2hkKYPvzWH8AoAQqDumqUpeypT1aA1ZzUmARnD+NFXEh5jX2gJoZAejo1RD4WeF+5e5Inz0P2h3GvUxDBK+VTUOaTGePou17LX5pLXvUKIJtvtTeZmwn7DMEp+FJT6BIoTRonyLQg1WteyBKiqRAzAhIziJx+ZiZkbvoiz93wHs75xm2POJ6JRVCTZ8zMZ+7YyNQvmAKGQfoeUOLlzb8J2M8MdnZDjE3qvbTgCGY4k3Uom3xyLPHEeui8EoUYBhlHKv6L1kBp7Le0DMGj7n7YBwGLj7zcAWCmE6AXQBGB1sY4tnxhGyY+CUp8Awyj5U1BqdErznkiL+AAAD1tJREFUbOxf1owj39+B+s98Al//8Y9QUVFhDa+VExN6GHXNB03FHPaqNdbrr2Hrcay7+nIMb9ttLD4WwUhHp2NI78mde+Or64Y0fdGkSBQiFCr4vHBzkSeJMOeh+0BQapRhlAqhmNu+HIbHFBDb/YMAthTreAqBYZT8Kgj1CTCMkn8FpUY3btyIDd/ehFWrVuHbW7eiokL/muIYXmtbxMjsNZzSPNtzvqVjyK0Q1jYyEnqP4/SWJRjZuRdyIgxIieGde60hwKMHj0BGo9axVX74Awi/8hqAhF1mCoL7m/pLEGqUYZQKpVSLGpUdhlEitTGMEqlt48aN2LBhA1atWoWttjAKAFpjvR4oNQFRVYnapQsdvZ0z71qT0PtphUpj2Cs0Tf8j4ivqTmmejWlXX44Ro5cU0ai1t2jNgjn6441FlsI9f9CPwfW4QuI8dFIFwygVUlHnkJYrhlEitTGMEqktVRi1VsM1gmHdDctwuusQ5Ni4Nb/y1J4DnvMtrb1NQxpEVSVmta1D4x1fdCwQVNeyBKK6Sn+MbWjslObZqJr9IeeBCiQ8jqjcMYxSobGHNEcMo0RqYxglUluqMAoYw3UnJvSeSQkMfWdnfLVdABACtUsXYuzQ0YT5lukOe53esgQSeji1P6bums+j78jL1s/1N12NUN00DqGlwGAYpWJgIM0BwyiR2hhGidQ2WRgFEB86GzPmc8acMzirLzwf9dddgeoLmjyDp/l3r/mm7oWO6lqWOF67/rorAACn9hxA7dKF1s9EQcAwSsXCQJolhlEitTGMEqktnTAK6AFyVts69LV+U1+USNOASHyxoen/9HnrcWbYHGjfbvWSDnd04uTOvdb+ofb5pl4LHbl7Puuvu4JBlAKHYZSKiYE0CwyjRGpjGCVSW7ph1OTuAR1/udez19K+qq4IhfTVcMMRa+sWCed8U6+FjoiCjmGUio2BNEMMo0RqYxglUlumYdRkX3F2SvNsz15L+6q60hzaK53zTas++iHHfNOZd61BrH8o53mhXtvOEPkNwyiVAgNpBhhGidTGMEqktmzDaLrMVXUlbD2k0Wh8u5ZYDMMPPZF1CE0WOh09s7ZtZ4j8hGGUSoWBNE0Mo0RqYxglUluhwyiQuKouoPeaRt54G8OP7tHniobDiPUPYcbaazN67VSh09Ezm2QuKpHKGEaplBhI08AwSqQ2hlEitaUTRnMd8mp/vj1sTmmejaFtu/VeUi37PURThU5HzyznopLPMIxSqTGQToJhlEhtDKNEaks3jOYy5DXV88e6e3Dizs3WCr0z71qTVeBNFTrT3e+USDUMo6QCBtIUGEaJ1MYwSqS2dIfp5jrkNdXzRzo6Iccn9DmkQiLWP5TVv2Wy0GlfdInIDxhGSRUMpEkwjBKpjWGUSG2ZzBnNdchrsuePdfdgeOdea6VdEQrlNJyWoZPKBcMoqYSB1APDKJHaGEaJ1DXW3YPOu9vx2NOPpb2AkddiRAPt29Me/pqs93L04BF9lV0AEALTrr7c8/W4ZQsFCcMoqYaB1IVhlEhtDKNE6hrr7sFrV9yEC8JR/LDxIpxz8/qM9xm15oNOTACahllt6zz3HE32fDt7zylCIQjjGLllCwUVwyipSCv1AaiEYZRIbQyjRGrrvLsdCEdRIQSqhMDEoaMZv8bowSN6GI1JIBJFX+s3Mdbdk9XxmD2n069ZCgFg+NE9OH7VWsfrOeafhvX5p0TliGGUVMVAamAYJVIbwyiR2jZu3IivPf0YYiENCGW/vUrNgjmAZvt6EpM5hcQpzbNR+d53QUajnqHT7EXN5ZiJVMcwSirjkF0wjBKpjmGUSG32BYzOuXk9Jg4dzXo+5pTm2ZjVtg59rd8EYhKiKveQyC1bKMgYRkl1gQ+kDKNEamMYJVKb12q6tRd/LKfXrL/uClRf0JS3kJgqdHJBIypnDKPkB4EOpAyjRGpjGCVSWyZbu2Qq31useL0eFzSicsYwSn4R2DmkDKNEamMYJVJbIcNosXBBIypXDKPkJ4EMpAyjRGpjGCVSWzmEUYALGlF5Yhglv/HnFSQHDKNEamMYJVJbscJoMeZ2ckEjKjcMo+RHgQqkDKNEamMYJVJbMcNoseZ25nuuKlGpMIySXwVmyC7DKJHaGEaJ1FbMYbqc20mUGYZR8rNABFKGUSK1MYwSqa3Yc0Y5t5MofQyj5HdlP2SXYZRIbQyjRGorxQJGxZrbyT1Iye8YRqkclHUgZRglUhvDKJHaUoXRdMNctqGv0HM7uQcp+R3DKJWLsg2kDKNEamMYJVLbZGE0nTCncuhzzFOFPk9VlWMjmgzDKJWTspxDyjBKpDaGUSK1TTZMN91Fh7weN9bdg4H27Rjr7inGPyUpzlMlv2IYpXJTdj2kDKNEamMYJVJbOnNGzTAn5QQgBLTGes/Xsh4HvYdUa6xXpseUe5CSHzGMUjkqqx5ShlEitTGMEqkt3QWMpjTPxsy71gCaBsRiOHHnZox19yT0fpqhr/GOL+KsJ9sR6x/idi5EWWIYpXKlTA+pEKIBwEoAvQCaAHRJKXvTfT7DKFFh5VqjDKNEhZVrjWa6mm6sfwiQEohJyHAYwx2dONnRmdD7af4Z6+5B5I23gVBIP94sh8nma2Vclee3UnnKpUYZRqmcKRNIAbQBaJVSDgKAEGIXgBXpPJFhlKgosq5RhlGiosi6RrPZ2sU9HFcAnosEjXX36GF1517IaBQiFMK0a5airmVJxgEwnyGSixpRCWRVowyjVO5UCqTzzQI19Ash5kopD6d6EsMoUdFkVaMMo0RFk1WNZrvPqHsOJgCMdHRaAbVmwZx4gByf0HtTAUgAle99V1bhL58h0h2ouagRFUFWNcowSuVOiUAqhFgEoN918yCARQCSFunQ0BDDKFERZFujfX19DKNERZBtjb711ltZhVGTe69Q9yJBA+3b9QBphFEIkVP4y2eI5KJGVEzZ1ujrr7/OMEplT4lACqABelHanQBwXqonHTt2DPPnz2cYJSq8rGr0tddew6WXXsowSlR4WdXom2++mXUY9eIOqPYAiVAIdVdfjulZDNW1v34+Q6T7eIkKKKsafeeddxhGqeypEkgbPW5zFy0AQAhxI4AbjR/Hu7u7e2bMmFGwA6OCmgWgr9QHoZD3l/oAUsi6Rp955pmeqVOnFuzAqKBYo3Eq1yeQQ43u2LGjZ8eOHQU7sFoRqp0mQtNPyujIqft+dgr33V6w9wog1mhc2dbot771rZ5vfetbBTswKijWaFzSGlUlkLqHMAB6S1ICKeUWAFsAQAjxvJRyfiEPjAqHn5+vsEYDiJ+fr7BGA4ifn6+wRgOIn196VNmHdBCJRTkTwLESHAsRJWKNEqmNNUqkNtYoURJKBFIpZRcShzI0AOgqweEQkQtrlEhtrFEitbFGiZJTIpAaeoUQTbafmyZbBhvGcAbyLX5+/sIaDR5+fv7CGg0efn7+whoNHn5+aRDSXIq9xIQQDQBWAugF0ASgS0rZW9qjIiITa5RIbaxRIrWxRom8KRNIiYiIiIiIKFhUGrJLREREREREAeK7QCqEaBBC3CiEWGT8t2nyZ1EpCSHmmp+TEKJJCNFmu4+fZ5nhZ+o/rNFg4WfqP6zRYOFn6j+s0dyosg9pJtoAtEopBwFACLELwIrSHhJNYhGA1UKIRuiryd1gu4+fZ/nhZ+o/rNFg4WfqP6zRYOFn6j+s0Rz4MZDONz9QQ78QYm4aq5RR6fRKKc9Lch8/z/LDz9R/WKPBws/Uf1ijwcLP1H9Yoznw1ZBdIcQiAP2umweht0qQz/DzLD/8TMsLP8/yw8+0vPDzLD/8TMsLP8/0+K2HtAH6h2h3AkCyFglShBBiLvQNoZsAPG+0CvHzLD/8TH2KNRoY/Ex9ijUaGPxMfYo1mj2/BdJGj9vcHzKp57B9ny0hxD4hxArw8yxH/Ez9iTUaHPxM/Yk1Ghz8TP2JNZoDXw3ZRWKXN6C3PJDCPDZ97oW+MTQ/z/LDz9SHWKOBws/Uh1ijgcLP1IdYo7nxWyAdROKHOBPAsRIcC2XvGPShCvw8yw8/0/LAGi1f/EzLA2u0fPEzLQ+s0Qz4KpBKKbuQ2PXdAH15ZVKQsefSPtfN5wE4xs+z/PAz9R/WaLDwM/Uf1miw8DP1H9Zo7nwVSA29rg1lm7hsstKeh77/kt18KeUW4+/8PMsPP1N/YY0GDz9Tf2GNBg8/U39hjeZISClLfQwZEUI0QB+T3Qt9Fasuj3HbpBBj1bH5xo/nAXjQ/Mz4eZYffqb+wxoNFn6m/sMaDRZ+pv7DGs2N7wIpERERERERlQc/DtklIiIiIiKiMsBASkRERERERCXBQEpEREREREQlwUBKREREREREJcFASkRERERERCXBQEpEREREREQlwUAacEKIG4UQLwghpPHf5R6POeZ1OxEVHmuUSF2sTyK1sUb9oaLUB0ClI4TYBWAugBXQN+udD2CXEKJZStla0oMjItYokcJYn0RqY436BwNpQBktQYsAfEBKOWjc3CWE+ACAASFEh5TycOmOkCjYWKNE6mJ9EqmNNeovHLIbXG0A7rEVKQDA+HmLcT8RlQ5rlEhdrE8itbFGfYSBNLiaACRrGdoHfViD3WIhxD5jDP4+IUSDeYcQYpcQYsC8r1AHTBQwrFEidbE+idTGGvURBtIAEkI0GX/tTfKQQQANrtuaoI/BPw9AI4CHjNe6EUCDlHKGlFKALU5EOWONEqmL9UmkNtao/zCQBpCU0izQpiQPaYJerHa7pJSDxnNbAZirkfUDmC+EWC6EaJBSduX/iImChTVKpC7WJ5HaWKP+w0AaXL0AFie5bzGA5yd5LgBASvk4gHugtyQNCCEezNsREgUba5RIXaxPIrWxRn2EgTS4WgGst4+RB6xhDsuRekiCo2VJSrlJSjkDwDwAK4UQcwtwvERBwxolUhfrk0htrFEfYSANKKPF53EALwghFgkhGoQQiwC8AGCTx5CEeQBgFHYb9BXKYDx3kfEY9/AHIsoSa5RIXaxPIrWxRv2F+5AGmJRyhTFZuw36xsGHAdxgFLFboxDiBeitRo+5NhRuM1qLBgFs4b5ORPnBGiVSF+uTSG2sUf8QUspSHwMREREREREFEIfsEhERERERUUkwkBIREREREVFJMJASERERERFRSTCQEhERERERUUkwkBIREREREVFJMJASERERERFRSTCQEhERERERUUkwkBIREREREVFJMJASERERERFRSfx/YZG1A9p4zsgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 0.531271,
     "end_time": "2020-04-01T01:50:24.875314",
     "exception": false,
     "start_time": "2020-04-01T01:50:24.344043",
     "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": 0.032624,
     "end_time": "2020-04-01T01:50:24.939482",
     "exception": false,
     "start_time": "2020-04-01T01:50:24.906858",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.807646,
     "end_time": "2020-04-01T01:50:25.777718",
     "exception": false,
     "start_time": "2020-04-01T01:50:24.970072",
     "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": 0.033212,
     "end_time": "2020-04-01T01:50:25.844440",
     "exception": false,
     "start_time": "2020-04-01T01:50:25.811228",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.408234,
     "end_time": "2020-04-01T01:50:26.286199",
     "exception": false,
     "start_time": "2020-04-01T01:50:25.877965",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb2d58c3520>"
      ]
     },
     "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": 0.451213,
     "end_time": "2020-04-01T01:50:26.773685",
     "exception": false,
     "start_time": "2020-04-01T01:50:26.322472",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb2ba3e7e20>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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u1dwUrtzKnQjeaYzp9QMbwBlgJbAPOGatXVXm8ZRVKNTd0ElELdJKbqZciUmtq/bVtez6Ra3K1q2Gjo8iIqVSj59diqXcieD5aUEOYAlwrMxjECmYVnKnqtbGKrPl9DtEd0aJ3h/FTtiqW13Ll6BqVbZuKT6KiJRIvXx2KbayJoLpQc4Ysw3YnnXferzgtxLYa63dV87xieSildz6k9pe6XcQg+paXZtu+6dmNuuT4qOISGmp+d9UZe8amlYQvyqr2H2ftfZY2nWPGWOuy5ohTQbIbQDLly8vx5BFpM6ktlf6SSCGqlpdm2n7p2Y269N846P/mGKkiEgWx+nnwFdvwu5fg1n3EF3vvEfJIBVIBP1g1muMCRtjngI2Wmtj6UHOdwy4HujNen5v8r4NGzZYRERmKX17pWk2RN4TIbK1erqIaftnY5pvfPRfQzFSRCRLdM9e7C2fhEQQG0wQjewl9HYlghU7R9BaGzPG7AVuB3K1wT4KqDheRIqu2rdXVvv4pLQUH0VEimygCxJxcJsgYb3bb6/0oCovUK43MsZsM8Y8lnV3DFhpjNmU47FVeMFORKToQt2hqj6cfS7jc5x+Bge34zj9JRyZFJvio4hIaUWuuQKzoAmaLGZBM5Frrqj0kKpCOVcE9zK1A9omvNnOvcCdWY9tsNbeWI6BiYjUOsfpZ2BgY+qok87OPap/qB2KjyIiJRTqDtG1Z5122mQpWyJord1njFnvF7KDN6O53Vq7G8AYcybrsevKNTYRkVoXi/XhunFgAteNE4v1KRGsEYqPIiJSCeU+PmIf3uG4s3pMRKQUqv0w+UI5Tj+jo89jTBPWQiDQQjjcU+lhySwoPopMKqTNf738/pbyOPiug/zya78EC4Fzquvc4EqqWLMYEZFKmu6svlqSviXUmGaWLbuBSGSrVgNFpCYVss29Xn5/S3kcve0ov/zqL1O33V9Vz7nBlVa2ZjEiItUkujOK+yv/rL4xLyjUovQtodaOs3DhciWBIlKzcm1zn3JNjrNWRfIZ/sZw2i0LuAQ3vFCp4VQVJYIi0nCcfoehLw9N3uFCcGmwcgOah3C4h0CgBWjSllARqXmF/E5LnrVKEzprVWbU+vZWvATQP1p1024Sl/2wkkOqGtoaKiINJ9YXg/G0OwwkTicqNp75CIW66ezcM2M9jYhILSjkd1qxz1pVvWF9W3XnKsbGfsEvHz4Bv/0DAh/4CuHwnkoPqyooERSRhhPuCWOCBhv3ZwebYfT5UZx+pyY/BIRC3UoARaRuFPI7LdQdKsrva9UbNoaOHVdz4X/rJxZ7nnBYxyslaWuoiDScUHeIrr4ulr1/GUvfthQTMAzdN8TAxgGcfqfSw8PpdxjcPlgVYxERqWdzqTd0nH4GB7fjOP1lGKEUSyjUzYoVtysJTKMVQRFpSMnZ5MHtg5z+x9MZHwIqORus2WkRqUWFHPlQjZL1hsnfuTPVGxbS1VSkVigRFJGGNtsPAaWWa3ZaiaCIVLNaTo5mW2+Yq6tprXytItmUCIpIQyt204H5qrbEVERkJrWeHM2m3jDZ1TSZ9KpTc3WZqfFPra5cl4oSQRFpaNXWLW6mxDQ53uDSIInTiVSiWE1fg9QPfWiSQjRScqROzdVrptKKWl65LhUlgiLSsKq1Hi/f7HRqvGMuuEAATNCABTthq+prkNqnD02lU28JdqMlR+rUXJ1mKq2IRnfiuqOArcmV61JQIigiDavW6vFS43X9O1ywcRfwksFa+BqkdtT6dr9qVa8Jdr0kR/WWpDeS6UorHKefaPR+kofKG9Nc1yvXhVIiKCINq9bq8VLjTa4ImnFodvGywAU18TVI7Wik7X7lpAS7etVrkt4opiutiMX6sHbCv2WIRN6jny1KBEWkATn9DtGdUQDad7Snau2qfSUtPcidGr2PV08eh64DAJz7xJ8ROv+3KzxCqSeNtt2vXJRgVy8l6bUvV2mF4/QzOvo8xjRhLQQCLUQiWys0wuqiRFBEGorT73DgPx7AjnnbQ6ItUbr6uqo+CUwKdYeg4yDH928ntUf0mQ5e/dYlvJoY4tSDp1QnKEVTL9v9qokS7OqlJL3+pK/yGtPMsmU3EIls1f93PiWCItJQYn0xbNymbtu4JbozWlOJUzS6k8lCQeDAOkg010yto0ijU4JdnZSk15/0VV5rYeHC5fq5pglUegAiIuUU7gljWkzGfdEHojj9ToVGNH8LfnME0wI0oTpBEZF5CIW6WbHidiULdSK5ygtNWuXNQYmgiDSUUHeIrse7WPzGxan77Lgl1her4Kjyc5x+Bge34zj9qfsika0YswDwEtqxVY/AZ25h2V80aVuoiEiJ5Pp9LNUtucp76aWfoH3sMWJ/3VbTE7/Fpq2hItJwQt0h2ne0Z5whmL2KVg0HzefrYBcKddPV9TjPPXcHIz86CQeuwHY9zcL3/ojQCjWMEREpNnUUrV2hUDcc7GDg9wdw48d15m4aJYIi0pCmazN9svckh286jHUtgQWVCxjRPXtxv7sFuvbhrnk2s4PdwQ4C9/0FfGUUJpogmCB42WJYUfZhiojUPXUUrW0nvv0o7thScAOqpU+jRFBEGlZ2m+nksRJD9w2Bf9yQO1aZgOH0O0TftRbGOiD4TsznPk4wcTWDXxskuDTIkY8cwR11wbZ4TxhvIrH3Ithc1mGKiDQEdRStXSdP9vLiRXdD8LOQaMYEVUufpERQRAQv8RrYOOAnV5P3m4DJGzBKuX3U624KuE0wHmDp3h0cuXUCN34cEzDYCZs5zqb84xQRkflRR9HaNTy8y/vLm74HwHnXOoS6f6eCI6oeSgRFRPASLzeelgQaMM2G1V9YnTPJSyWOfo1hsbePhnvCBFoC/us3EVxwAW7cW6m01nrJoE0mgzbZN0ZEREpEx37UpvMG38nIR18HiSAEE4Tf98tKD6lqqGuoiAj+sRJNxkuogrDsxmV0/aCLtm1tOa9PJY5pZ/cVU7KG8dJPXErnnk4iWyMEWgLeERELAlx0y0VgLF4maLCJCY489KC62YmIiKRpfuY/wPgCf4fNAu+2AGVeETTGrAQ2+TevBB6y1u72HwsD1wPHgJXAbmvtsXKOT0QanL+qZgKGyNbItCt8mSt2pak3SNYwJregtu9oJ3E6QbgnTPSRp8G6QBPeiqDl7KpeBgb+XN3sapDio0j1cpz+im4JrfT71zovXjeldtiojGJSubeGXmutvSt5wxgzYoy51FobA+4EbvP/jjHmIeC6Mo9PROrIbGr4Yn0x7Li31TJ5ruB0z5mu62gx5duCGh06AC2rIW4hYOHDd8OaZ3DdJnWzq02KjyJVqNLHRlT6/etBerwOLg2mdvCoa2j5E8E7jTG9yWAGnMGb3dwHbEi7H+CMMWa9tXZfmccoInVgtjV8c1nhy+46Wgq5tqCGukNENm4g+rmbsPs7oGsA1vwcMBjTrG52tUnxUaQKVfrYiEq/f71IxupS1vbXonLXCJ6fFcyWAMeMMZvwgl66GJPbZEREZmW2NXzZNXnVEhySCSpNZCSooVA3Xe+8h0v/3zVc9gc3Y0yT/wyb/8Wkmik+ilSh5LER0FSRYyMq/f71pNS1/bWorCuC6UHOGLMN2G6tjfn1D9k/jdPAqnKOT0Rqx0zbPuezwuf0OwxuHyzpls9CTbcFNdnB7tlnP4C1CcBi7YRmjGuQ4qNIdar0sRGVfv96EtzwAgTHgQCmRLX9tabsx0ekFcSvstbe5t+9JMelOdN0P0BuA1i+fHlJxigi1a2QbZ+5EqhCagYL3VJayjMEs023BdVx+olGHyC5EmhMk2aMa9R846P/GoqRIkVW6WMjKv3+9cBx+jncshE+swoOdGG7fgYdXwIa+/ta9kTQ73TWa4wJG2OeAjYyddsLQM403VrbC/QCbNiwQXugRBpQvrq5bOkJVKEJXiGvXeozBGcjFuvD2nH/liESea8+MNSo+cZH/zUUI0VEsnixMg5rDnr/AdHozoaPlxU7R9DfBrMXuB1vdjM7sC0FjpZ7XCJS/fLVzU2n0NqAQl67XHUGyS2qTr+T95rM+pGFRCJbSzIWKR/FR5Ha5Dj9DA5u13muVcjbKaPj07OVbUXQ365ynbV2c9rdMWCltXa3MebOrKeEga+Xa3wiUjvmcnRDoTWDhbx2Oc4QzF51bN/Rztn9ZwEyzjhU/Ujtq/X4qDPORHTMQ7ULhbq57LK/5tChDwITGNOiiVPKuzV0L95huOk2Ack6iGPGmJVph+SuVGtsEclntkc3hLpDtO9oZ3jXMK1bWmc8IxDIe9ZQOc4QzFh1HHM59MFDMOE9Fn0gStfjXRnJIHhbX9JvS82o2fioD78inkod81DOevVa19a2jUWL1mriKk3ZEkFr7T5jzHp/5hO8jmfbrbW7/ds3ANcbY47hnZ10Y7nGJlILNOteuFyB0el3OPynh7FxS+wHMRatXTSvhjGlPkMwfdXRGIOdmCz3smOW5+54jkvuuMRrgqMP4zWtluOjzjgT8SS36Sd/D5ejadd869Ub8XOFGu9kKvfxEfvwDsfN9VgMv8BdRDLpg37h8gXG6M4odsxLpuyYJbozmjdgFtqMppTSVx2DS4McvtlLYpNGdo/gPOF417Tpw3itq9X4WIkPvyLVqBLb9OcTqxrtc4VWTnMre9dQEZk9zboXLl9gjEfjGddl305XjhrAQqSvOi5au4jozigv73uZs3vPgjv59YU/qA/jUhmqURWZVO7VpvnEqkb6XJGaIB5zMQHD6ntW07atrdLDqgpKBEVqQDXPulfb1pJ8gbEl0pJxXfbtdOWoAZyt9MPu01c8gxteIBb7IRdeeDMvv3yA1tYtVfFzkMahrVYilTGfWFXNnyuKLdYXwx1zwQXrWg5/6PC05SGNRImgSA2o1ln3atxaki8wRrZGiD4QxcYtpsUQ2RqZ8XUqHSRybWVJb3pz3n96iSMLNuMeHwNcIIDjPMGiRWsr/nMQEZHSm2usKuRzRbVN9M5VuCeMCRis65eHTNiKlHxUIyWCIjWiGmfdq3VrSa7AGOoO0fV4V1Wt8k0nX62j0+9w5CNHvG2hP5zAfmYVrPmZ/yy3qn4OIiJSvab7XFGNE71zFeoOsfqe1Ry66RC4FrPAVKzko9ooERSROau1rSWzmTmdqbC81IXn+Wod0++3NGEGrsSuOUhyRbAWfg4iIlLdqnWid64WvWMQM34Ldv8aWPcMdNwD1O7XUyxKBEVkzqp1y+p8ZReWX3TLRTSHm1NJ33xbdhciX61j9v0X/uff4eXzhzjvvC6am8N19XMQEZHySZ/gDHfU1kTvTGKxPqxNAC7WJmo+sS0WJYIiMi/VuGV1vqI7o7i/cgGvsPzEXScgAIEFgVT9YamPl8hX65hxrMSGFziy4P24I3Ec54ma3rojIiKVk2uCs54meoOHroaProNEEIIJgpcthhWVHlXlKREUEUnj9DtE749OfSD9uIaeMKbZKzw3zaWrNci3lTV5/7PPfgp3aBSwdbF1R0REKiPXBOeK7vqZ6E3svQjGj3tVFONN3u3NlR5V5QUqPQARmTvH6WdwcDuO01/podSNWF8MO2GnPhAg85ym5CU5Lp0vp99hcPsgTr+T9z7H6ScavT81AGOaa37rjoiIlE6u2JKULDugiYqen1sq9f71zZVWBEVqVK119KpkG+rZNHZJ1eCNuWDgtW99LUvesoTE6UTq+YPbB71k0Ra/DbXT73Cg5wA2YTFBQ1dfF8CULTuxtj6snfCfZYhE3lPVP38REamcmWrbq/H83KLqOMgFXxmAgS4i11xRf1/fHCkRFKlRtdTRq5JJ63THMMT6Yoyv+QEvr/gqra1baGvbljqn7/CHDmMnLGe+d4aLP3ZxRtDI18ilGKI7vbMOAWzcEt0ZZeHyhVO27IQ/mFnIH4lsLdoYRESkvhRS214N5+eWQuozyJI4gY0tRDr2oI6hHiWCIjWqlo5uqGTSmiv4QXKFbQKaXweffYGRNTcC0Na2jcTphHfwrJs7YJZz5vTlfS+zeN3iKYlnKLSirgr5RUSkdEo5gVntamnivNxmTASNMZcAK4G91tqX/PveB1wHxIBPWmsHSjhGEcmhlo5umC5p7Xcc+mIxesJhuuqEx7oAACAASURBVEOhKbfn/d45gt9kcmjANsOBLlhzkOHhXbS1bSsoYJZq5jSyNUL0AX9V0MLZvWd55aevcOHNF/LygZdp3dIKHQcZHPR+7itW3F70MUjhFCNFpBYUMoFZyRKOUgqHezCmGWtd1dNnmTYRNMZsBB7zb1pjzDbgfODjwG7AAPuMMddaa79Z0pGKyBS1cnRDvqS133HYODBA3HVpCQTY0d7OR44cSd3e09k572QwX/DzEr0JaB6HrgMAtLZumfY55RDqDtH1eBfP3fEcI7tHvFXJMZcX/ucLWNcSe2IExm/BdjxdE7Wh9UwxUkRqyXQTmLXWd2D2StjhrYbNtCL4JeA6a+0uY8x6vMB22lq7JHmBMWYT8EVAQU5E8sqVtPbFYsRdlwkg7rrsGh5O3R5zXe547jnuuOSSGZPBmZrBZAe/ZKIXfeRphl73YVhzEGhm0aK1eZ9TTqHuEJfccQnOEw5u3MUY4zWnccHGXdj/a9CxH9cdJRrdWWfBuqYoRopIwWbTuCzva5Ro1a6et096h8lPABZrJ+rqa5uvmRLBVfizndbafcaYXiDjX661drcxZlWJxicidawnHKYlEEitAG5pbeUJx2HMdXGB3SMjPOE4U1YG04MpTO2oWUiADXWHiLX9CI4f9O+xGcGhGAF7LtLfN3Vw/NIgRz5yxNvO2hxPrWCCJRq932sUc7Cjfru9VS/FSBEpyExdOwt6jVms2s22zKKW+g7MVj1/bfM1UyK4G6/O4cv+7a8DS9IvMMb8jn+diMisdIdC7OnszAhWaxct4o7nnmP3yAgu3kphXyyWCmTZwfSCd18wYye0fNKDgzl4BWd3XsWzC55l8brFHL75MDZhITjBZd9ZSNvmq0r4nfDk+qCw4vYVACxau4jnvvkPjKz4jL+C6bF2nOe/+0+cfs8rEA9gFgTo2rNOyWB5KEaKSEEK6do542sUuGqXXXZRSJlFLfUdmIsLLng3AJHI1rr72uZjpkTw/cCjxpjj1trvW2v357jmLuBjxR+ayOxUagVH5qc7FMoIUN2hEHdccglPOE4qiPWEJ5u1ZAdTYEpjl0K3ziQDX3TPXqK3rOXFMRcYYigwBK5/UTzAoS/8A4veGMh4rZO9JxneNUzrllbatrUV5XuR74NC8t928LUL4MAVgJuWDLqc3jMIcQNuADs2TvSRpwl1/3ZRxiTTUowUkYIUo2tnoStb2WUX6ZOp06mVvgOzkb2KqqOWMk2bCFprjwHt+R43xlwK3JAn+ImUTTG2XEj1yLVSmJQdTCNbI0S2Ria3inYcnFXBeyjUTezZNmz8+OSdLngF5ca7nVVTcLL3JIduPATAyKMjAEVJBnN9UEj92x5zwb0AzHuhJQE3fQFeCnnbRLv2QfCdkLAQHIfOnwNKBEtNMVJEClWMJmSFrtpll12kT6bmU6+T6fVc+1gM8zpH0Fp7fOarREqvGFsupLpkrxQm5QumyT8HB2f/Sz/cE8a0GOyY302sGa9By7gLzeOYa/oIh+9JXT+8azjj+cO7houSCOb62ga3D3r/tl0AA7YJ4sD//DN/rBNwzfcmE8N1B4ls/Ot5j0XmTzFSRNIVowlZIat2002m5lLPk+mqD5xeQYmgMaYLuBPYAITxzkbaC3zKWvt46YYnUpiZtlzU69k4jWq6YDqbX/rpM6Bdj3cR3RkFvLP8AKKPPA2dzxDZeE/Gv5vzus5LrQQC3tl+RZL9taX+bY/5yaABbMB/1EAiAN/5XVhwDUsf+AHL3/Ih/RsvM8VIEak2uSZT830WquvJ9IMdXLDne9B5gMjGDYqPWQo5UP5TePUNvf5/MbzDczcDe4wxn7LWfrykoxSZwXRbLur/bJzG5fQ7GclbqDtU8NaZXDOgl3/x8oxrvDq7zC2WJ3tP8sLnXvBuBODiWy+e1WrgbLffhLpDtO9oZ3jXMOd1ncfLB15m5LGRzKOQbADiLi0/fzOhP9S/7XJSjBSRWjDdZ6Fi1C9Wo8w430lkTwcoRGaY6UD5LcANwPnWWiftoT3AfcaYlcBeY8xPdFiuVFq+VSLtD69PTr/DgZ4D2LiXEUUfiNL1eFcqGZzpZzyXGVCn3+Hwhw5jx/0szIXxl8ZnNebZbr9x+p3U0RHOEw7tO9q98wXHXDAuMO4lgqoNLDvFSBGpFdN9FipG/WI1ivXFUrtp3LE6W+kskplWBP8cuD4rwKVYa48ZY64HtqPDcqVKaX94fYrujKaSQAAbt7M7OqLAGVCn3/G3iB6AgS7vYPf0cTwQTa1Gpj8nV0CdS/KZ/ZzE6cTk+YIbXuDw4Vux+9dg1nlbWKWsFCNFpCbM9FmoGPWL1SA9/gaXBic7gLuW8XOfx+kP113COx8zJYJXAj+Z4ZqfAOsLeTNjTBi43r+5Gdhurd3nP7YeiPmBcyVwo7X2tkJeV2Q69X42TiNy+h2iDwyRvj/StJi8yVyug3ULmQF1+h0ObNyPHZ2AwOvh+q9hFrwDOzr51jaRmYBOt+o3l+03uZ4zGbBXsOiN9xCN7IWBbXBQ217KrGgxUvFRREqpET4L5TpnmABeMhhwOfH9b/PC7RPYOHXXFGeuZkoE9wGXAgPTXLMBKLQ19vXW2l4AY8zfA08ZYzb7Lbg3ATcaY5bgHb57Q4GvKTKjejwbp1E5/Q7P3fEcNuGS+g3/+n9nyV+dJNTdM+X66Q7WnWkGNNYXw45ar1PnRAD+fgtLPnEU8+Rv8OI/vOhd5OLNOqY9J9+q31y230xb/9rvEN25hOgDa7GJcaKf3q/D5MurmDFS8VFESuogHfTRRg/hupwzzHXOsGmZ8HYPBcfBul53cNfUX1OcOZopEewFHjbGrLfWns1+0BjzGuBLeN3SpuXPaO5N3rbWxowxu4Fr8Q7cPWatXTWbwYtIeVW6++rJ3pOTNXrWQGACggn40D20rLt6cpxpW0P62uZ2sC54q3E0GRj3zxR0A7SMXsbCNy7mxW+/6M8yQuJ0IuM50636FbL9Jntraa7npGY+R12w3vh0mHzZFSVGKj6KyHzNFJ+nmxStF7nOGV789hc59FAvdD4FJojZ/dbUimC9NMWZj5kOlO81xmwGnjPGfBJvVvMYkx3RPgY8bK39mwLeawleMLwy6/6lsx61iJRdqbqvZic9+errnH6HwzelNWoxBq7cD+/+35g3HCUS+ZvUdelbQ67+VjstCzIP1i20c2eoO8TFt1zMibtOABZsgMUXrmLR2kUEFuRO9vKt4BX6nunjN02GyHsjU2oQIW3mM7k71rhqGFNmRYyRio8iMmeFxOe+mDcpejnPsN49wN7oi3SH3l6hEZdGzvjrBODwAOzvhHXPsPpbQRJ7L1KNoG/G4yOstdcZY64FPoUX3PypcY7hbWXZVcgbWWt3G2Ouy7p7A5Cqc/BnRZf477M3WR8hIpVXiu6r2Ulb+472VIfM5O3E6QThHq+427ppNYHNhtX/o5vEZYmMGdCMrSFjLsc/k2DHf+3k9AqvRrDjIHlr+HIla83hZn8Hqkmt/s20xTN5O9YXS91XaLfQ9PHbCcvQvUOcevDUlOekz3wSiMM138Nc06eGMWVWjBip+Cgi81FIfO4Jh7nCHOST9qMESdAU/SpOpP6O08reQRPdsxdu+RQkghBMcPZr+7j89qsqOMLqUtCB8tbah4GHAYwxl1prj8/lzfxaB/zX2YS33WW3f9e+rMcfM8ZcZ62Npb+GMWYbsA1g+fLlcxmGiMxBKbqvZu/nH941nJHEHf7QYaxrMU2Gpf9pKabZYMctJmBY/YXVtG1uAzJ/oacfwD7qBvj0o2GO/CDE44+H6F4Bg32DGe8Z3RklujNKPBrn9D+dhnEwQUNXn3cURbgnnHP1L992zVhfjODSYEZCe8G7Lyi4W2hq/KP+ap8Fd9QbZ/pz0pPR4IYXSFzWSjh8T90F9VpQjBhZjPjoP6YYKdJgConP3aEQd0dOMT6UwOCCbZDjtAa6IBEHtwkSlsR3Ohl8dlArgj5jrZ35qmK/qdcd7T5rbfYMaPo19wJPJYvnc9mwYYPdu3dvvodFpMiKXSM43YqgMcZbAUy2fjZeZ9DIe3Jvlcx+3Qc/EuPeJ8McxLvu/e+HL35x6tZLrNf5M9uy9y9LHTCfnuAlVyjz1uz5Beq4eIlcEyy7YRmnHjxV8PmBXhOYKNEvRyfHFoR1P1g3ZfssHQfrugtcOmPMU9baDZUeRykVKz6CYqRIIykkPpeqxKOapbp/xy2m2YA12Albd11D5xofC1oRLIHbmbnr2VFAxfEiVaTY3VdzbbFctHZR5qpa2sqYHbcsXL5wxl/coe4QP18f4uCT07/n6POjDN07VNA4gSlJa3pSmL66mc4EDJGtXvKaSt6Awe3Tz0guXL6Qxd2LeemHL3l3JLyzE9PHYVqAz9yC7Xi6YYJ6A1B8FKlj09WLO04/0ehOACKRrbP6fZ4dn3MemzSLIyQq3RyuWELdIbr2rCO6M8rL+17m7N6z3gHz6hoKzJAIGmOSc9ozsdbagpJKf9vK9uSWFv9MpJXAbdbazWmXrgKeKuQ1RaR2ZW+xTN52+h0uePcFxKNxznz3DHbc5u3ylStgbd0K998PiQQEg97tXO8RfSDqtZNO1wSRrZGMu7JrDw/fdBhrJ2cVp2zp9CXrGtPfc7p6wSkri2niY6d47pv/ihtf4dUQxi3sXwMd+4tWtymFK3aMVHwUqW/T/f53nH4OHOjB2jgA0egDdHU9Pqff6dMem5Ssp4/1ZdzOGGcdrhyeevAU7pib6vatrqGeQg6Un06ymH1lIW/m1z3szqprWI93LlJ2e+0N1tobC3ldEakv2cFy9f9anX9LZp6A1d0NfX2wc2fma6fPknZ0HCTytad59f4rcB7xtqGaJsPqe1ZP2YKZ3pzFBLytJemziituX0Hnnk6iO6MM3Tc0uTJovZW8WF+M8dg4w98YTiWLuWYkp6wsGv/PIJzZ8BHs0QuBD0OgGdNisOt+ChiMaSpK3abMStFipOKjSP2b7pzZWKwPayePIrLzqOFLdgjNdWxSIUleKZrDVUry7OH0JPD8TedzyR2XNPxqIMx8fETOQ3CNMW/H276yHu8cpbtmeiO/49ljQMyY5CcbwsBm/8ykM/5sKHiznXnrI0SkvmUHy8TpBCtuX5H72hkC1oMPQjzu/bnjMYePTHizpFeYg3yOW2FJnMDHWrjsw49ltJTOTkYvvPlCFq1dhFloaFnSwul/Pp2qM0hvIHOwA44uj7Pqv572kjlDZmKYZHLPSIZ7wpOJJoCFpW9bSsv/3cfQjy+Eu/8UJgw0u1y0PcgLa/7dO0YwlTFKuRQrRio+ijSG6c6ZDYd7MCaYWhE0Zu5N2XrCYVoCmccmJWXGzFGi0Z1TkrxSNIerhFQcT18JXBBQEphmVjWCxpj3AX+O18K6F9hkrXUKea7f6jrvJxX/cbXDFpEZD2XPuHaagNXX5yWBExPen7uOxIiv8GZJ19j9WMYwuLhunLNn97GQi3jlp6+k6gdTyeio658l6PMb1yy7YVlG45rUdpxul7d+GD58NzCee9zNr22mdUvrlPtD3SHOW3ceZ5+cPJ/cfdVl8eL1DN39azDR5A3AdYkN7sd2jgMWa8dreta2Hsw1Rio+ijSG6Y4eCoW66erqm3ONYLruUIg9nZ1TagQhmXA2Ye0EYIlGH5jyXvVSS5iaVE5bCWzd0po62knJYAGJoDHmNcCNeLObZ4A7rbX3lXpgItK4ZjqnL+PatIAVPHQ1sb9ugx6HUHeInh5oafGSwJYW2NIe5okJb5b0GbMOwwKwcczBK4jeuhY7djwVMAj4b5D8M70SzO80OnpsNGMs6dtxLj0Edjz/p/vx4XGGer0zAtt3tHN2v5f4RbZGWPZflmUkgq1bWknsDUPqVAILuJxtf8AP6NT0rG0tU4wUkdnIdfRQ6rEiNmTrDoUyEsD094hE3svQ0L1MN4lYyFiqvZYwe1K5dUtrxtFO9dQ1dK5mahbzRbzziPYB77PWfqMsoxKRhjddsJxybagbDnYw8PsDuPHjqV/w3d0h9uzxVgZ7eqC7O8RaJzlLuo4O1hGL9TH6+G8xFJ+YPKrCJfV302xofUcrv/zqL/0Hk4f7GUYeHWGkb4Rl//9PiWzcQE+4g5ZAgFU/dXnzIwVs1nS91cZDHziUer/o/VG6+rq47N7LGN41TOuWVtq2tXGy96T/gn5GaizYcSKR97Jw4fKqnI2td4qRIlKN8nUmTa7eLV68jlOnFs5762e11xJmTyo/f9fzuL/ygq07pq6hMPOK4I14bar3ApuNMZvzXWit/UAxByYijWe6ttozyVeE390NHR1e8HOcHrpD3WmzpN6Mp3ONw6lPp9URGFL5lnUti9Ys4rJ7L+P5r/wbowt+Ars3kkrz4pahzzlEH7mX1dfdwJ43dnLoO8+xwB3JHGATvOaq13D23856ZwMmk05LxmqjTdhU85lF7xgkFnuQo3f/Fi/cmmwg47+vG4C/+0P45dWEr7mC0IrGDmYVohgpIlUlX2fS7NW79vYdJBKn5zWJWAu1hMlJ5ZO9Jzn9D6cnH3AhuDRYuYFViZkSwfvwPqKoC4GIlNRMxyrMJF9dYa6tKxzsyEg4k7OG0Z1R4tE4iTOJyfP7/GDRtq0NLn0dh/5iKd6vxLRfi/3d2H/p5tADY1x8y4ssObuQaLPBYjFNhsh7I6lawmSye+aRMzg/nFo+ZoKGcE94ctw/XQUf/fXJ2sAkG4AfXcXQv0xw6tMD2uJSGYqRIlJV8k2KZq/eJRKnCQaX8txzd9DauoW2tm0zvna22dQSVtrwruEp9yVOJ3Jc2Vhm6hqq9tQiDa5cheDTtdUuRL66wuzgF92zl1PvSuRMOE89eCrn+X1n95/libuPkrg1QWB8/dQ3dwOAgXG8pjIBoBkW/2GUZe++mLbNl095SnBJ5kzkuR3nEro6lEoYn/3GXtzvboFTrwU3mXh6tYGYJrDJlUEdjFspipEijWWu8bDUcTTfUUfpk6LZq3fj4zGOH/84ACM/eoEzL5zPxb/3plnHkWLWNRbbyd6TqRKL87rOY+TRtJ06TegcQQprFnMJ3hlIe621L/n3vQ+vfXUM+KS1dqCEYxSRCilnIfhsOoXmk6uuMDv4MdCFG5+YknBGd0anHAafFD3xCon7XqIpfWtmSto+0iQXGB/n7Dn/xCsLdrHI8b5v6auepslgggY7bjEthsv/5vLJg4X7HaLvWgtjHdA0Dk0ujPtdawIWAi5MBPC6xBgdjFtBipEijaGQeJgr4St1HM21mybXpGj26t1zz93hvcAzHfDRz/JivIXTnznA6ntWeztgatzJ3pMcuvEQACOPjrD0bUszwvWyG5Zp8pSZm8VsxDvbCMD65xidD3wc75BbA+wzxlxrrf1mSUcqImVXzkLw2XQKndXrZgU/gh1ePWBawun0O0Tvj07mc80uuK630mdcYqMvcp7bkoohU/cBZt9jveSta1/G9y191dNiWXbDMhYuX5hxdmHy6AobB9wmMAEWrP0VYwNN3nZQi78a6ELzBPzmk5y/+reL8r2S2VGMFGkcM8XDfAlfqeNort00K25fkTOGpq/etbZuYWTkUTjQBfEg2AB23HL4Q4dZtHZRqq6wFrZ95pK9FTR+Mk5g4eRkc2RrpEIjqy4zrQh+CbjOWrvLP/B2N3DaWrskeYExZhPwRUBBTqTOzKUQfD4NX2bTKXRWr5u+daWbKQnn4PbByQPcDfAbP4Z//U3vhm0i1GeIN0Og4HIC463g/egqzMCvE7zualgxddUz/QzCjNXCZoNp8moMAy1NvO5Nl3PiZyfAtRBo9v60Ae+Mwn/5DU7/ywQjf6c6wQpQjBRpEDPFw3wJX6kbqsx1N02yJnDot/+Vs//bpM68tRNewzI6Dlb10RAzyd4KahYa2ne0kzidKOpkc62bKRFchT/baa3dZ4zpBTK+c9ba3caYVSUan0hVmU+SU+1yfW2zLQSfb8OXUsqY2ezuzhhXeiAlOO4dzTDRTGqlbyLAgmtCxIZHCT05lucdstYKbTP83R9hA4bDD45z9r3PEtkaybvqmW+1MLg0yOE/PewF6SbDxbdczAt3n8CO+e/nek1kVCdYEYqRIjWu0Lg+UzzMl/CVuqHKfHbTtLVto23rNo6OPMGJWxPgBggs8JLJWOxrVX00RLbsn2NzuDljK+hLT7zEyz95uao+l1SDmRLB3Xh1Dl/2b38dWJJ+gTHmd/zrROpaNSc58zXd1zabQvDZNnxx+h2iO6MAGatjxXb06G2cOPEZwBIILJwys5keSE+N3sern+jxH5lM7s79xTiXXN/G8SePZ788k3tKszeOGnDBxi1D93qHx3fu6WTF7SumvEJwaRBjDDZgMS0QX/4jGL2MM992sWP+mRYT8NIzL9B08SuMHzk3471UJ1gRipEyrVreWldr5vK9ztiJEZxg9bcX0rb5qrzXTxcPp0v4St1QZT67aRynn1+sezPsWIUZuJL2627wXsup/qMhknJ9hgn3hL2toMnaf6vGarnMlAi+H3jUGHPcWvt9a+3+HNfcBXys+EMTqS7z7WpZzYr1tc1mi4rT73DgPx7wV7YmD1Iv9vf05MleTpy4K3XbdUd57rk7uOSSO6Ykg6HuEC/e8jpv22VW3d+rP3+V04+cJrcCTg+wkwfYAhkzl06/w5GPHMG6FgJg3/Z1Tv+334dE3H9yIPUizj+Pgz0n46UXv3Ex7Tva6+bfYw1RjJS8ytlsq9HN9XudsRPDWg4/dB+L3hiY889pPglfpXYcpba0rvkZds3PSVx6OY4TIBbrK8pZg+WQr04yeSxU9P4odsJqwjSHmY6POAa053vcGHMpcEOe4CdSV4rR1bJaFetrm80WlVhfDBuf7LaZPEi92AFweHhX1j2WkZHdOM4TOT8sLHvLlZy9+1X/yAZIJnnumOWl1Ll/uRI/m+OxzBVC02QILg1OmblMBTHXf84Pr/KL95sgMAHG9ZNTvPtS+10sZkFASWCFKEbKdMrZbKvRzfV7He4JY4ITWGshOI7tfIpYrC/1muVKgCq54yh7S2swuDSVVJuDVxA5dTdc0wFV/E8332eY5ARvZGuEWF+M4NIgsb4Yr7z8MxKX/bDqE9xymPH4iOlYa3PtkRKpS6XqalkNivm1FbpFJbg06C10TXi3kwepF1uqM1oGN+PDQvpMbNvmq4j+1ad56a+uJJlwTaZzkwlY7mQwOwlME4DVX1hN4nRiysxlKoiNuV4C+os277XMBAQTsGEv/Mv/5SeD1ru/eZzXvuscLr6hfrYo1xvFyMZW6iYhMmmu3+tQd4jV317I4Yfuw3Y+RWDt0YxEqFwruZXaceTFvjbaNzyWSoxSSfUzl2M/+kmGEuOc+nR1NyMLdYe48OYLGf7GMK1vb50yzuTtZLJN8yh89msE1n6i4Vfq55UIQmrG80vW2jcXYTwiVa1UXS2rQag7BB0HicW+Bk5pZ8mSWyGxQBO85qrXsKhjUUneK9kZbXh4F+ed18UvfvH5jA8LqS2qce88v67Hu1g08Zu8ZOJeO21cXOMd3we507/Fb1yMWWh46Ycv+fekJ4oWjOWyL76etm1tnOw9iQkYrJ3cppJMxI985AhnnzyLlyFbsE28ZlMzwauWcWZfwDtSIpCAa74Lb/4+F7/rS4RC9fnvsV4oRjauUjcJkUnz+V63bb6KRW8MpJ5biZXcSuw4mroK+UEOhmHv6BBrTQscWA+JILjV34zsZO9JTtx1AoATd53gnFXnTDkLMT3ZxjbDgStw1/y84Vfq550I+jTrKVLlZqo/KGc9S8ZWyACc7T/LSz9+KdVMpRjBJmOVr3tbKiF87WvflvFh4dmdz6bqFO2Y5bsfiXJhzyqwhwCLwfDwHxo2745z/nCQXAfIn/3JWUyL8fI3l7RrvGRw4RsCtG1rw+l3OHzzYey4VwuYvaXz5QMvp72q99yX/skS+P5qVu9oZ+jfH+bsqnthzUEAotGdDR3AaohiZIMqdZMQmTSf73X2c+eyujifxkDz2ZXT7zj0xWL0hMN0z2JiMGMVctRl4L7nueZPRoi7S7jCfIYdG3+F/WoTNl79zciyzwwc3jU8JRHM6A7ePA5dT2ulniIkgv7Wl/cXYSwiUiKF1B+UcxY03BP2zslzrXdU34QFd/otMbMppM/39XpdSpcAb4etkSk1Dxb4yZPwyL4Ef2LwDm4PwB+vXsahtXGWfPxFpm4LtWANNmFZ+ntLOf2d0zDuZlwzenCyQ2qqLnICzu4/m7om1hebPMswizs2wdDXDxN4z8/hooOp++P7lzL4jcG626pcTxQjRWpL+upi8NDVxP66DXqc6TtgpyZSRwHDxRffyqpVd87ufeew46jfcdg4MEDcdWkJBNjT2VlwMpiKwxMWLIx/9TSrroSfrYGnbQc/7r6UD+4J10Q5TOuW1owzA1u3tGY8nvz8kDxHMLjhBRKX/bFW6inSiqAx5u3W2m8U47VEpPgKqT8oRT3LtDOVfp5kAiaVDOabdZxtIX2ur/eVn77CoQ8eStUkRh+I0vV4F5GtEaL3R3HjljiGR4iwcvnPsL8YxSSaITjOqt96kSvOewMn3mZ49dlXefXZV71D3VMsuIZzLzsX/vbrnP7aK/BP/xlcv/uoJdUtNJ/MOsH0R8bBbeLs4+PwxB/ANQvhzY+CaebMrZs4HT9ed8eZ1BvFSJHaEgp1w8EOBn5/ALeA37HeROooyRryEyfu4pxzVqV2opTK3j1RtnzXZV8XPLvGpS8WKzgRDHWHiLw3wtC9Q2C9vmRXDhh+vsbSEgjQEw4TWlEb5TDJ1b/hXcO0bmnNWA3M/flhBZD/mJBGUqytofcBCnIiVaqQ+oO5HB4/3UzhdDOVsb6Ytz3SgnUnD0/P91qFFtInxxRcGsz4eoNLgxy+6XAqCQTvbL/ozigLly9khoytUgAAIABJREFU9edXc3R/go/eHyYwDj3hI5i3PQwvvQa6nubs2W0c+f0JbwyQtv0TJlcILSc+dwLu/g7cMgCrD8PdHwYbTB3QCxD9chSbsJhmkxpzciY42ep66G+GvLEaFy4+Ac8v97qFJgLwnbfCo2/m3Le9wKveAm7V12+IYqRIrZlNAxdv4jSzbGB4eFdJE0Gn32Htu6J0jME7g/Dxzxl61s1u+2Zka4RTD55Kxcobrmvn8ksTebeZZsf9k70ncyZfldC2rS3nGOr56K9imDYRNMbcWuDrVO/GYREpuP6g0BqLQlbo+mIx4q7LBBB3M2cqsxPTmQ6TLySRzR5TcgtIuMfb2mLdrG2Xzd6qoE1YTJNh9RdW8/nPw+iHBmg6sByeuQk++/8QWHsU9nThxif85AzSkz+Pf9t1Yf9a6BiAt/4zS3+9i9ccvyHjvECMd6kdtwz1DmXURYa6Q97Koeu/pA3AiYuheQLGjbdV1QYg0cw5517GaAt1eZxJrVCMlGLpPXmSXcPDbGltZVtbZT9Qi2c2DVxCoW4uvvjWjDNrW1u3pP5eioQp1heDuKXJhcA43H0qMqsaQcj92eAqvK2ug4OZk8LZMfbCmy9MNWhJbsusdDKYS3BpEGMMNmBTE8PP/tUT0HmAyMYN2ho6w+PtwHXAU2UYi4iUUDE7nhYyw9YTDtMSCKRWBHvCk0E0ffUrXb5VxuxgBTC4PbM2LntMidMJVty+IvUagQX+tksDr33rawlGggz1DoHrrUoevukwkfdFGJrwjnCwiSDmwDra/+BmFgWv4NSn/bbTAa8e0CSTwA1PYvev9459CI5j1v0MCGBME0uvXk7bH06OIVUHmMwfs+oinX7H6xqakbM2wVu+C9bCI2+GiSAEmln6m+0sv2FRxtlIye+VlI1ipMxb78mT3HjoEACPjngfqJUMVt5sG7isWnUn55yziuHhXbS2bkmtBp7sPcmhG58FYOTRM/zqV0dpftuP5l2flp6oNrUEuOKaSKoWHZhxgjX960y/Ll/juOwYO/yNmRu0VFqyQ7l1vQnfC2++kMMfOYQdm4DgaqKfu4mud97T0MngTIngnwObrLVvmu4iY8yZ4g1JRKpdITOl3aEQezo7p+1mltyScurBU7TvaOfIR47kXWVMBqt8q5HpDWhM0+SZhNlF4umrc9EvR1Mrhda1xKNxcP1zA90A4+eNcORbY6yIec8/+ouzfOvAEG/5R0OTBQKWs78R4Nw/uYWmA1cw3vU0zoY2XvurANaOc+ibn+eFw8Nc9Ls9tG2+amodYIDJGcoPPJvaNpqh2YU3PQprfuZtN/1ffwYuHP7Tw0TeE2HxusXTft+kpBQjZd52DQ9Pua1EsDrMdgK1rW3blO2gL3xtH7CIVAnBV/4VOv9y2u7chTRHy05U89XBzzYe5Gsclx33W9/emloRhKkNWqpBrC+WircW603Gjlq/1MJi968h9rs6PiIva23MGLO7gNfpLdJ4RKrSfNpC16NCZ0q7Q6G8W1WmzC7uGp6yypi8LpnUxfpijD4/mnFddGc0tSqWKtvz/5xuC2uoO8TqL6zm8E2Hsa4lsCBAS6TFPzACrBmHQ69n/J61HHe9ZgGP3n8+330dbPoe2ATQYgi/aR2vvOYvsWsOMk6Q1nN+HfdVF575NexHP82riSCHvnQW/vHHtG2+KvV9Cy4Ncnb/WV49+GpG8E5Kbj41pgl7vB0OdMEvI97WUNc76mLo3iGizdGCuq5K8SlGSjFsaW1NrQQmbyvm1KacP7erfwg/eAuprR5X/4DsJCv9eRzsKLg5WvoE6aEPHMpoNGbjtuB4kN7YrSNP47hccf+cVedUTY1gLuPnPj/Z2M2Fs0+d9UossNA0Aet+Rjj8wYqOsdJmbBZjrZ2x7bW19s+LMxyR6pO9TaKp/Vv8MHHZrM/sqTfz3Wo6ZXZxSyvOE05Gg5dkMDRNJlVXZ5oMptlg8f4efSDq3W/84yisd10ykZxuC2vbtjYWrV2UkWwOPXCKiTEXGzD825Nv5aoJN5Vkve7JOAd/Dz76Weg6AJduXMp//721/PjkP3Jk+DHaWzfzhkXnsf/032IPdGESQXCbsAnL8GNHaNt8Ver7drL3JEP3DU1JACFzZ6hN4DWdcS00+1+7/3VivW6rJmCwJn/XVSkdxcj6UankK7n6l6wRfMeiwbKd6SrFk29L5UXvb+fQK5+FH17tJYVv/R7QlEqysp93wZ7vzbq5yYm7TmR1mwbTYgqKB7kau+VrHJeeeCbLM2DyHL9qSQaTK6qnB54Fc6m3AojrJ4UBMBau+R5mzcGZXqruzblrqDHmNdbal4o5GJFqlL1N4v7DD/EV+8ezPrNHMuWaXUxPytJXDFONXqy3vSPZZXT0+dFUMmUDXmKYnRDN2C01K6Fd93gnjz4Y5but0HPRYgJ/5m27NM2GrlgLnQfh6TVw5A2Gvq7lAFzVtpmr2janXuPo0v+PFV1foymYgISF4Dgjl3+bkyfHaGvb5h0s/6HDU5NAAy9fmeDFBUNc+ORFmIkAgQAEXLwaxAmI3BABIHp/NHXkRvuO9owzCaXyFCNrS74P8eWyra0tlRAODj5YtjNdpXjybalsa9sGH4XhrV7t4KJFf5GRZA0Obs94Hp0HCLR0ztgcLT12jp0cy3g82BrkDd96Q0GTtTkbu63I3zgufaeN8WvmoXoaxqSPj6ZLvGZrExaaXDABL+42x+HN38PaiYb//2s+x0ccB5bO5gnGmDBwvX9zM7DdWrsv67FjwEpgt7X22DzGJ1IU6efrTZggT9nOnJ0w02lbT2Gyk7Ds28kkLn1FML3LqNPvZLS+zq4DBGZV7A9wsAPe/cenGHNd/tZE+fLfXcRvfHfcO2tw52l2/J3hJ3++mAUxixt/Bec8prx+x/IP8v41IbZ89pu0HziPZV2PYEfh0F8t5FdvXUjzM/8h7+Hx5/10gnM++2nG/6iZvY/+JVfFQ/B9YKKJQEuAxesWkzidYPXnV6e+ViBVJ5jehVQqalYxUvGxsvJ9iK+EUpzpKqU33c8tu3YwuR10cHA7weDSjOdFNm4gsqcjb9zKVfKw7L8s8xqN+S7975cWHAOma+yWS3RnFHfUTe1ISVcNDWPS6wJxm2HpL+H1z8IffYPXtV7PLx/9mbelZ81BoLnh//+aTyJoZr5kiuuttb0Axpi/B54yxmz2A9qd8H/Ye/f4qOo7///5OXNJJIQZEgKTCAQhYE0KGZDSjVYbF/BSte2q1W5rWW1X3HpZqdf19/v2t/62361bFcVV/FZatbKt267F4q1FLjWiNq0FmYBETYIkXJKBEDInIZDM5Xy+f5yZM2cmM8kEciOc5+OhMDPnNidh3vN+f97v14sHpJSB6Osvo6uxWViMKGZ/vQOOhexpyMLWxwfmSFeWh5pMhtjT7TcQNTNXhYuSVSXG/IF5tdA859dfojfQFtZt/i1co/2BHXiplWX8o+sAWyZ79IAXAXok8///DhQJXf/ZyQ67gGiCGkvAKlwubp/zdW4XZfy47F4Kd4O4ZyUEHex/QTL5jqa4iimQNT2Lnn09euAK2bH55qF4d3LhxgkQRJ9luPL3nP23X08pDNP0cFO8lahbn5u0EsERZ6Ax0oqPI8hoSr4G6ulqMTrI5OdmeN0uPEBD1lLj962kZBWhUFt8v4r0CtDmREfr0VtHw4Ew9kl2bONthL7fxaYvrqKkObFTJR2ZCLuZr9//vN+YXxB2oXsCRxkNgjGOfEe8TVYCRybDewVMPv/LhC78dyjYaGybm7vgjP/3dSqJYOpydhqEEAuAbcbO8SH764BHgIWxIBflqBBiQawiamExksT89YqBLTlqnx+Yo6myPNhk4h+Ybj9fpQ8Z1D82MlEzi8k+a0EN9V2VklUlKbcbTFsMVa1mrv9GSunhRhzcw0o+kWX4yqE8qvapSbBJ/Vu+IwIyoiEQvWY5lhcVMTcnh/f2XA2+TyHo0OcUIpLDT/cw+Y4sWlcLZETSs78HYQNJGBxh8PoQvgUQFKDZAAmT/QSadqAF5/WaHTEUU6PWFP4X/BlLh1sMGRnHSCs+jjyDlXydbKEs1fWMlbhxJtHXzy2xZTECix6EiUfRLttMqLiN4uIHMzpHQqKj6YlhrC0zfCREeNMfmVZ/kGPe+3n/7x7JOBnMZMzFsECKMn7BeNyVbo75jo0awZhQWwgUkmYmBYef0ph8YSX82WHMa7pvKxuZixxFnGpr6EDIQ69qnp/0fL4QYgmQLK8dAJYAVqCzGFX094E5mirLg00m/oHp9jPbImSiZpZwrh6N+jui6p4ZJqBmFbRM5zgDgSqQQWxoSELMx8deZS4LF3soXpVL/R31KCGJNBvKK9FBP3sYx8IDQHHCMf/1WCUPez9mniIRkeh+EcHRV7uQkbP0dCECEg0qqvUh9rcu1a0iYjOGtggcmoyY1pNy5tFV4cLzXQ8tz7YkiOVYieCIMpAYacXHUcCpJl8nWyizODMwxzQiNnjvS/oLGy7HMWd8cuhISfOaZvY9ui/hufbNccVZCdg2L0UoGk5HiH25f+XCZf0ngpmSbIHUua2Trl1dlG8pB3r7+44E7kq33nETbV810EB99Dz469/oj7d9geOTPoPM8u8xy0knglLKhQPcfrMQIrmVZSHwAOBGD2xm2oBZJ3t9FhYjxVhr6zFXuB35Dn04XKZWqExXDXdXusEGhKNPyGhVsw/MqqJCiAFZJKRSQcskGTQn8Xbh5IueK7jdU05pLTSua02ohMpYhLn+NzD+OHh9dE6/GLjQ2CY2hL+m7Es8eddT2J68AxERgI1wky0pSCnw/oUYHYWOINz5FNTPhg1XwJtX0blJkPf/1ePsnoPn8nkJ9yB3fq5hJWGph448A4mRVnwcG5xsoczizMCIaUaCEv2sD2cR2jZVnwzuA92Yvq73C1qsMGnqR9d0n7yinecMzsVHiY1jND7UqCegWtzGyTyvP1JFkGTf4K7dXRx+6bARa3u2ucFUyA1uLrESwf42EEL8I/A/UsoOIcQ16baTUr7S37HMw+3RKudn0QC4PMXmyYHPwuK0Yay09SSog8UEW6J2BSWrShI+6I1te/RtZz8925jrc+Q7yF2QGx9mV6LtG2nOGUsmzZ575tm4/pKclCpoGSSCyUl8pasi4X3prSbSCLkSCV3j4dafR49wccLxYkP4igZvXQ1Xlj4HPz0fti+IylkTj9wyemNihOzQ4YIph/XqsWZDBsO0fVaF8p078ZRuASqMe9awoiHtz8Zi6BisGGnFx9OfZEscqxhjYSaWRPnX+vE/5ze6ZIQj0eYhXUE1ZtHQm2h3CugdKjYNGbEhBEj+B1WdMajfR1wVLmY8NCPB7gn6tmoaDlKtyBc/WIwt12Z0y8RvlX6/Cm+YPazXOBrJZEXwEfTZBV/076mQQL+JYIyoAtqtUspYBTS57QX0KmiqfZcDywGmT5+e6SktLFJiqXv2TVoLByF7JXLmAXapSepuq9MHyUP6Sp6R8CigZKWXxE71QQ6kFItJx0BV0MwkJ/HGPYi9B5moASJQAIEQDjyeZQmvVbhcbCrp4UTdvSgEYZYCN30Eu+ZCjwRs+vEUek+UCQGuLqibpbeGCsAeBu+HvWZPzdeY6mdjMaQMaow8lfgY3d+KkSNEJuJVFmc2sZl2zzJPSvG0dO3FqlqNUlkLG82NAElBY1Y90x7P5vD6A/T84ou65dDTt+K/YBsUlg5IrC0TpvzDFON4QMKK4EgUQdKtyHuWefRr69H0WLt4C7S74Mt/IueG+4GRn2scSTIxlM8z/T21WsPAeRC4xfQ4QO/Alg/sSXE9a4A1AAsXLhyQYI2FhZmxru45GCS0ZyZZOCR/0BuCJbGEMZY8xv6VRn1cJy6ZyIyHZqQMRH21VqUShUlXOR2ICtqA7kHMzD1WyVUEc+68htA5k9IWE7TO9xAEUdDQkChlu+H2p+GJH/S6N+bh9snf8nD4qRUQ0kAJw1fehMvegrJPUJQsY/ZUVavpPncbwjkXGcRaiRhmhiBGnnR8jF6DFSNHkMEUr8oEq5h5epLu9yRVDKS0Vv+uUhGEe64md8cKsibkc2T9EdOeEiYGOH68g57/WgIyuvwVlITeKMf3kg/ZExVre96Pt6pvsbbkGXvz49JaEpLVWGI50kWQdCvyMQXy+tvrkRENtn4JVt4DZZ8SCCw64//dnNSMoBBiAvqgeruU8u0B7rsc3R8pJoM9M9r+8pOkTd3Ab07m+iwsMmEsq3sOFskf7oDRqulf62ffI/twepxGIJj99Gz9w1aTCLvQVw9NIjHYSJsEqtUq3fu69WSL/ufc+hNmyFQFbSD3IDxuH/uf+gT2RL/va8DecyheemHCPuag6aOc2TiQhGB3KfjmoRyajL7EF11dlDDtvmkcrzvOiboTnDXnLCJdEd06AgUiDn2jsk+YOHEJM2Y8ZPhQ1dQsRssLIh6bR+GhJ/FcPg9Ka2lqsr4cjhQnGyOt+GgxEKxi5tgjVTITCLykf1d5/XLYegHOaxqYVuml7c02ZMhUPbx4K8EPLo0WFKM9kMKObJ+I7GkzNpOhvsXEkmfsV5WUsKKhwXj81pYpKQu2w10ESSZdMqpWq7Sua40WpoU+duFbgDJ375gS8ztZ+kwEo7MP50spv296bj6wxfT4CLq0dUd/J4vOPWxOksFegG6S+1k06MXmJGZa0tgWQ8lYVvccTFJ9uPsuiVcXIW4HUbS8KKGF87N/+Qx1qxrfMZL6HMmziIW3FPbbvpKyckpvc/dTpboa1m6DfHc3S1YEIRhb9NEDbeu6VnJuaDKq8rWUJgTRn55tZxsLmbk7C889DyBCNrCFQWjRNlM9GbS77Uy/fzo1i2s4/snxFOYDAkXJMpJASCxmyNKdZF/5Hrjt1pfDYWIwY6QVHy0GilXMHHukTGbUSnjjanj8nwFo2ybIf7YL7ztePvt3H+pntXDF7xFf3Uxh8EGOPROOxme9GNv2ZlviSWz0WWRNnrFf19qa8NiwUxqFs7DJ31d6zfgrILLseK5YhKf8NuvfC/2vCN4KPJz03P+gD8b/ExjGtmuAb/Z1oKhP0iYgIIQxY+MmrpN0C3C9EOIzYGb03BYWQ8ZYU/ccLgJVAcMPMIbskTSsaDBESlwVLprXNCcmgQAaKc3OE2YRkWRPz06byBmGvPkOQ8ZaKIJwIJywQljyqo3QnK2n9LOtrobK21WCP67hWy9ryJCCSFR3wbH4Y3y+7yClhqJkUTPllwS1PCLALG0XRfvvZtruEvjFP0DQhpBRX8DCg3AwPsN14L92cfiN8WgnUlyITZBfUUZ+zyYCzxRBpar7B6YoZlhfDoeVQYmRVny0OBmsYubYwBzTQm0h3JVuYzYe9O8quTtW0Gkatm9d10rR8iLmv/FlVNVJIBDA7f5/oLYUpC9+cAkkjYznX5VP164uGh9qZLx3PHa33Ug61WqVL23oZt4Uwc5SiVNRuLaggHdV1ShuLlzsoXSLJ2XRdbB8NAdKuvMmzPgrkD0zm4I7QoTLavH7awHO+PjYXyK4ANgcexCtdM6UUppldh5GD2B9Eq1eij5eDxCda7CwGC7GirrnYJHJh7i70q1/ciQFl84POvFV+pj91GxCbaGk+YW+yVRtL7kd9Ow7z+bA4weQEan/qcUtJupffh75rV+e0qpYVRWEygLg0PAtgPB/Seyh6AeZ0Jj4/QCtX1yGlLovhqb14KUGp7KYoKZxvqhBee1SxKq7dHsIBFKEETYN2vNMZ5KEPs4hlLAMGP24jArJHH2ohKMijAzvNbXCpi5mWF8Oh41BiZFWfLQ4Gaxi5ulPqhUrJav3qEPhDbPp/GPcOqLg2gLj7+bvMU1VTQk2R6k4+sZR2tbrq4TtG9tBgJKt6HN0K+qQPZLHnbDrV0UsXOyhwuVibk5O4sx9BSln9kfCR7Ov8yb7HnZ/1s3+B7rBvhXKavH7n8frPbOLpf0lgiowEYi1tNyAKehFacfCwuK0J9MPcVeFi0lXTkqZ6MmgNIzfhdL7e63IEobCWPIxMxk0T24HPeY7hpR68ieRuliNkAhHBFm+neRVsYGazFdWguNlN8GQQu25Gvc/YWPVX8KMjxym8KbphObU0b433u8qhMI8z+Vs8ZRSFQjwpZrriawSSC22kihh+n5oLoLj42J3LbY3ifrWGtik7gdlnrWUSXMZScUM68vhsGLFSIsRxSpmnl6o1aqh3mmfYKf1ldZE4/M0XrlFy3Vly9Z1rRRcW2A8Ti7emouqseMljxnIsPkJfW5OC0ZoerwOeSKajXaHuWC1n5JCD1RkNnOfTuxtqFcJ/Wv9xj1MJTJXvqWchv/lo/NtTVdSDdnB54WyWqQMnfFdM/0lgi8Da4QQ1wGLgPuB65K2WQBsH4Jrs7CwGEYGYobs8KQxg7dhGL9LJJO+PonI8QjjveMJd4RT7xMldq7YrJ950DsWRJJXDguuLUjwMoqZyDoWHqAhaw+aZjNWxcwD8PNqBU8e8jDv8r7nECsqoGq1i7XbysEb4MY5DqZ2hHBXLoxKeisoShaa1oMQNmbPfhqXq4IK9MDZ9BLs1fYmNZOCjNgR2NCTvXBUDIbErebWwMfz4jvZ0BPdsC7E072vG7VaTZ2sW18OhwsrRlqMOUaqvW8s0Lym2UjWzPPyQC//wJQouvKzI99B08NNCT+DouVFRgII6Yu3vfx3DQ/cKDai8/rR6xARIELPpw7ihUgbnX/UqFlck9HK3vubmtm/+wgeW/ywHR900LymOcEDeLBXCdVqFf8L/vhbsYneHUWltRy79gfw/o/1JNARBm+sfVY547tm+kwEpZS3CiE2oVc9JfBIClPcnxD1LLKwsDh9GYgZsmeZB//z0YBmA9cFLrRuDXelm4NPHTSOMe3+aUZFMBawDr14KGUwSBXUgF7PJa8cpvYXLCZHTVwVq2pqIqhpnLsbfnyPJBxqoebR1NdipqICKipcqNVQ87Ua9vZoIAR7rp5N6f19r765K93RoKuv9AlATtNXBI1VwpixfCySFTfCta9AZx7UztefE1D4j4WG95T/eT8tP2tJey8thgcrRlqMZvbseYDW1lcoKLiGWbOShWdTM1LtfZkymu0ymtc0U3er3r7ZvrFdV8CORBW0RbSro6+uTbv+OZ87Pzej5Cld8dYsmJIzN4fGhxpp39xueOEW3qKf47NfbCBcXA3jj8N7F8In50FC2VKg9Wg0PtSYVu0b9CSw8+o6CkIQEuAAiEDb+jbaXm8zViW1nsE3mg9UBeIrnAI839U7jmJJNKW1NDY+hCyt0S0jfPPBWwNlHwM25sx5ZtT9Hg03mfgILhVCuKJ/V1NscquU8o+DfmUWFhbDSn/tmclVYm+VN7HqGNTo2tVFyaoSOnd0JuybyWpjqvYOoNd+xQ8WJ+ybTrI6eVUsZjK/wKfhCOminf2tfPZ6D9HKqkRSvL6O23+fw+qqCioqegeS9zc107CpleKbG+H5qaApSEcYvvkbPSF87yJARGcHo0aCIox6VSd5yxcwa9+lNPwy0surKVAV0FddM1i5tRh6rBhpMRrZs+cB9u9/BMD4M5NkcCCdIcPNcNll7HlgD62vtFJwTQGzfjKr/x2itK5rTXgcS1BkSMYX2vpCg+zp2YTaQhn9DPoq3prj9YyHZiR0zhiK3FeFqav7ub5D4/RoImgeVdCvqX1jO+2b25l277SU96NhUytTQ2DTjJH2+MCzWSlcA0d+mm6ikyT5HuTOz40rkDuBx+7Wk0A0KPsE8fl6nA1Lsa3/JlOvrKSo6ML+TjHmychHME1wi722Jd1rFhYWpxfpkqp0VWJXhYumh5sSglbnjk4OvXgoYfWvv9VGtVrF/7ypvcMeb+/IdJUy+XjJCW3MZH7bET+2X/khGPcqzFgkR8aDnA24JOinqspFch4Yq5BODUHQMR3nD54CdZzejlJWi5yYPDamf0uQikb2eS9wl/8WVi/6POVbetthDGTl1mJ4sGKkxWijtfWVXo8zSQRH8+fLcCgi73lgD/sf2Q9g/JlpMjjeO14XX0mFYvp7GhsloQws7nUV/4acn/6ZrI+vYNpXL00Yp0jVSRObTYxRVKQ3KrS0PEdnICZelkazSkt/P0qWFhB8tD05hTS9MYxaZ6gtlPzqKZFcwE5QIA9K2FEGpTsAhXHjPsfxv0LPPXdCyEH9sz3k/DH1eMWZRH8+gvdmeiAp5WOnfjkWFhajkYQqcbeWYAGR/MUBUq/i9bXaaKxygd7ecXN8di8TERkzfbU2VbhcVFzjQjVJX0Ni+2lszjD5fF27unR/XtO5FJsuKGOcO9q2tP8P5RSExmHTQIYU2kJfx3HjA+TKQ3pMvGwjbLgcGXJEG0aFLnYjFWyEKZM7qApcSUVFca/3nKmwjsXQY8VIi9FKQcE1xkpg7HEmjObPl+Gwy2h9pbXX40wTQbvbnqj5pQAaCIcw1LTNHTTCFm8ZFTbB7KdnZxz3mpvXUFd3K0yHzukvkFf8LK5oB3qqVV13pbtXgdZV4aKoaDlFRcvZc+O77N8WJnHZsndSuP/R/fz+i2FDTVStVpn0SictJK0Emg9h00AqQ1ZYSC5gG2I5jgjM3wXoWgE223jwlUDIAZoNGYzg37ATV8VFg35NpxP9rQhemvR4JpCHbnAbIzYIbwU5C4vTjExFAdyVbmPeAQn+5/1Ge0nyFwfACDjmD/50q42x45uTSbOyaF/7pSKT1ibzMZsebjJaPrVuzVA9TU4iW55r6XWurz/jMVYDzW1LnpJ5BB2PIUMKmkNj4rmrQB6K71hWi3jibuRblyLfvBI0GwKBlALpW4DKBZS81Yn61TRiMNHrV9VqmpoS52UsoYdhxYqRFqOS2OrfQGcEYeCfucPFcCgiF1xTYKx8xR5nirvSjZKt9FtUBFIKyiSPPEBv8TRj/9Z1vR7HVvhSreoQwmvBAAAgAElEQVRufG0/k7o1hNTjXHJcnHSTnf37H4Xf/h20T4SOCdFXElM7TYL6eAs1/6uFnok5iO3Ho+b1qdJGCUoE/vlJRGc+Jd+4ZdB/r5LjnavCRcmrNt0+qnw7oqwej+cWPJ5ldHXtotP7JDhCEJLgCOOfch8edfUZPSfYn1hMQpATQvwP8ICUcq/puSXAtUNzeRYWFkPFQEQBXBUuPDd7aHm2RW+PDMu0A+QnU1EezCr0QFubHPmOuKJa9L3FBttj7xHg2I5jCfsJBc6hC4gGbFPbEqU7yf7FDvZ+uIRzFmwm4tlpFIpj9dZI2ccoZbWQcwzx628hkSAV3j52FbfdU4AjdIQdT7Yxf4s3dbtuinkZakvxLd6B7JGILIF3y/xR+YVurGDFSIvRzKxZPxlQAjiUDJbIy1ArIsdW/05mRjCTOKZWq8aKoPquSvmW8gTzePN2fcXngoJraW/fmPA43XX8priLvduOcGlMq0ZC1+6uhCTKn7cWztkDSzfDsXHwm2+CNA82CmPF78L39WckXX3cjeh+l2yBq99AYiN0zrnA4M3kme+RsAs8N3vwLPMQmrMV+a1fAhGktJGdPT3+e/N30Oh8guAHk8DrQ5Z+atlHDHD7xeYAByCl3CyE+A3w/cG7LAsLi6FmoKIAnmUefaUvunrWvrkd9V2VklUlKRXOBpqADFYVOhYEk+ch0hFqCxktPEB82t30Hqf8wxTdrN6MBnW31bNuRw4Ll7koLU1sWyq/4gIu/mY5qnqcv+5wAkEi2NjA5RzbvYgv+zop9L6BbfxxpNAQ0oaGZKqvAEd08F4GZdqfS6p5me4NYWRPRG976QlbbS/DjxUjLSySGC6Rl8Fi1k9mDSgBNNNfHMs07iZv51/rT0gwY6t/ra3rKCi41nic6jrW1TRy48f687HULvBOgCOvHNHPYQMWTYW/PA5hO8jYQKPAcLk37QsyOtKQDpMf7oFpgEBRnDjqLqbppaZeSfLJdrEkzANGJC3P6kraJa9ejJKVpoV4dxli5z7wroeyT1CULMs+YoDbtwshnpFS3hZ7QgjxMJZhroXFacdAV85iCZZZiloLarQ815LWzHUkSTUPkQp3pRvhEEZ7CwJyz8+lc1un8R6BeGusiXBE8sGzAR540cWWLb3blmJV8Jfsd9ETbsOHF3aX8fgPwBHWEPa/Rd75FNjDyJCCAGbXQ8QWDaWOFJ5IsetOMS/jL98GjtlG2wvlHwNWIjiMWDHSwiKJ4RB5OV3INO6atxM2gf8FPzKcOLIQm+9LhTm5ura4gK0XtfOtX8fX9+yT7AQPBvUnIhLeuyD6innIMarwYkKY/t830TN9ei6uA7cyZcqNNHwtghbcm/AeTsWuxLhHJzTjlFpQI7StmPLb4rGY2lKaqpoIj9vH/ge6IHQJOL4EK+/h7MuvOmN/F2MMNBG8HtgshLgBfQZiJvpvRLKBroWFxSjnZFs4zVLUwi7o/LAzYb58sOWh+yNVNXEgq53Jba9IGL9gPF27unrNLBrbELPchXbpYFaPSt1DAUofKqU4OjSoqtX4fJcgPyrhRt8CHvdWUls2kxVvgTMEAgUZciL+sghm7UF+8jkECkLC7y+Hw1Ngp1eyphRShalU8zJdf7OLlsfvhx3zEPNr8SxePbg326I/rBhpYZHEcIi8nC5kGnfN23Xv66blZy0Zd++o1Sq+Sp9hW3HBVyeRffM0qs86zPlVGtMumEjrb1tNcdvsHRhfAcw84RNJj037SoXQfy0hVDkVrWevXlw1+Qmeil2Jq8LF2Xeezf5H9ycYyjvyHQSeKcJdeRs0x8XgEBpEHLp3b0iCz8uxL/n6PskZwIASQSnlh0CeEOI64BzgMynlun52s7CwGKWcbAtnrwAVIwINKxrImZsTl7IeQgPgdNXE5KqrI99hGMymer9G26sp8fMs8yQE665dXbTI+HsV+tvlSlqYqR0ja5PE90fB7NWzKVpehN+/FvnaEnjyLhRN4W6nhlj5GbMJA7MxDOarL4jOYgikIgk7BBsvg9oy/Txr/X4qXGm+LJjmZVS1moaGFVDagyj7hNmznz7jK53DjRUjLSx6MxwiL6OB5jXNhghM0fKitNtlGncNUbBqNaUAWzr8a/26dQKAhCPrj1D8B8HX3vbiel63fDr868P66zF1UwCbJKu0h56a7GhMSod5xTDVdonPHd+Yz9Huo/HxC5OfYCbWUnW31dH9WTf5V+dT+svShNcOPHEgoRCd/5X8hFGVKf8wxUg0USQoGshox4zXR0HBXX28zzODga4IAiCl/O1gX4iFhcXpQ68AFW0NhcSq3lDPhqSrJpqTVbNcdyxZjO1rVhpLVaU1B+tQW6iXKbAN+BydetiLCs3U31FPztwcgk358OS1ep8nAhGCf/a9g3LZh7BhJTLsQCogNAUhFSJC0nHhWWxcnkXt1LS2dGnx+9eiad2AREpBKNR2srfV4hSxYqSFRSJDLfIy0jSvaabu1joAw0uwr2RwIPS1ipjpfJ153jw5+YqpmzoWHqC+/l64+8cQtINMlyKIpD8TX5PEVESFsY26VTVvQueOzoze244LdhiPD//qMKHWEOVvxWO4eVxD2AUOjyPB6qqrtgshBFLRdLXQ25+GDhf2Lxxk5lV3pW2tPZM4qUTQwsLCAhKFWcwzDLGq3lDPhvRVTUxneO9f60+orpolvlOpt4EekDo/6Ez5WnIolGGJf60f5+TLQAsSyx6FAsqEo9h88wjf+RR1HYs4OsHJotVfQAlB2CGY/MPpLFuUwws+H0EpcQrBMo8nxVmTrk+txu9/nliWKoQdt7tySFdjLSwsLCx0Wte19no8WIkgpF5FTNcR41nmwf+cX28NjSKc8XnzdMlXU9NLSMdOWHkP/OIm2L6wn5XBdPSzjwT/C4kWVKmS2H2P7Ov1XPvGdprXNFO0vEiP/1kKWo9m+DDmzM3B/7zfsLrq2Nqh72gXcM2r0DER5n9EwZf/hpycuSfx3sYeViJoYWFxSsQ+xJNbKQEcdRcjXr4RWb4dZe6eQZ8NyWTeok/D+570voEx1GoV3yW+uJhMf0R9Fgu+L8Am9EF8RZCzyEbXk3ciNTs2e4iSJ+7HVvYRcuY8dn78r0y6dC6XL9W/OLzt9bLWn5nqKegJt5QR43Fe3hUAp5VSn4WFhcVIkWlbZzoKri0wVgJjjweDvlb8+pqv83zPQ9AfBMDpcRpJV4xUPoXGLGfZp/DlP8G2L/R5bbZ8GxPOn0D7pvaETpmUaWCsBVXD6J7pbx4w2BxM+Xys6yZd/Pd810PLT5N8fyPAyzeApoEjSMvK+zg090UrLmIlghYWpz3VqkpVIECl2512lixTYkHHke/oZYTbXwtKclVPrVZp+FoEGbwJ4fgOJa9lD8kHbn/zFn0Z3oPJNzCFRDdE20+CGSaBUWRY4/DTEdCEPqAu7HT9CcCprw+GnNjfWoxStpNw2U62l73JOjGR2eok42f44qFDBDWNFw8dYkt5edqfrapW09HxAeZIfPTo7xECo1X0TFfqs7CwsEjHYLR1xrY/lWQymf4UNROURe2C7n3dNK9pTmnnlNmx9VlO/5ZtHNsxj07Sxz3nVCcX7NeVRps3vc+emzuIHDwr7faTvjaJvCvyEq6tv1nHwu8VpuzEiXXdmGO/OaHNnZ9LC0mJYMwJQ1P0ttdffAftprX4p6w94+OilQhaWJzGVKsqi2tqCGoaTkXpM2HoDyMwRH0CUUDJis/UDVTiOcHjBxuhbVNhad/nPxVD+b72T04WjXbW5/zxGQMFo6UkWXhGOEXmK4ICEGE94EgboOmrgqY6qR6TFMIohHHgw8usjyR/fbWB4iu6qZv8KrO0Yj6ijKCmsdbvT5ns68qklUiZWDmVMsyRI6+T3CpqYWFhYZHIYLV1Fi0vGtR20L5W/JrXNHNg1QEcUxxkT89G/ZNKy09baBHRBKgfO6e0x64t5dCNIX3uPy0SqekxR1WrqXcuRt6wBB6/J/p67zXBo28dZdr90/rs4EmO4ebk2lHg0AVuIhitpbnzc+nc0dnLWqPXPL8Ck+9UOPzT49HZRxtsPx92zaPl8QfxeKrP6GTQSgQtLE5jqgIBgppGBAhqGlWBwEkngkZgMCl7xQIEkDYgpWMgPoWn4iXU1/7pksOYbLVhEi/AOcWpt6JovYVnvG97aVjRkHZOMIZwCMZ/o5lOz0uw+nZdotqmgXBCmPi9dQgav3Uxf0Q1vAVX3gPOUAd1z/RQvPIPPFpWz32spE58nhf8fsJS4lQUNvWUMHWbPtjfOvnfeiWBIBDCZmoVFXg8N5/Rgc7CwsIiHUPV1nmqHFjoIOIQ2EicvTevYAL0NPbEdzIlP+Z9kmOhEZ979KDU8UGHsY3WoyW0eiaWMfUXQl/+Daqapatjyx7ocJHKdzC2r9aj0fhQIzMemkHxg8Wo1aqh5A300hkwz+7HEkJbrs2wcJIhSf3t9cYsIOhxe98j+/Q4Hq3BCkVX8g5d9iLMfgl+8R09CYxZSOz4PIErz+xuGSsRtLA4jal0u3EqirEiWOnuu9WiLxICQ2xF0BRIBmI+DwPzKTwVL6F0+0P6VUy1WqV7X7duEi8laBA8EE2okt53bHbEXek2TObTkXdlHs4Shc4pB2DlveCbz7SrlzKp4Gv41/oNLyiAz+Uv5J+YwBx28w8+H45QOYomIGQH3zyyyz7m3olN/Dl7CT9raSECzNql0X1vPXtDEuzdsLIZysxX4KCw8Hvk5s6noWGFMR/o8SzL+F5aWFhYnEkMRVvnqVKtqizNamDWY5LzawS3fKPEiF/JK5ipyJ6ZzfT7pvdp2l6yqoS62+ogAm3r22h7s43c+bkJMU4jbpVkA0DC3BpY/jMCgenxDb0+3ZIhFPMRFkYuGUGvh7ZvbKd9YzvjzhtHd2O30dIaS+yMhO6Epl8X9BLBiY11CEUkJIGxGcS29XG17Pyv5zP9/ug9UCtR5v4I7ab/gl3z9CTQEUbM343bfdsAfjJjDysRtLA4jalwudhSXj4oM4LJlgvJM4IDNZ+PHTOTbQeyepjp/umSS3NQFDbBuM+N43jtceNYuQtzKVmlB93k2ZGJl05MqBwn0/ZGG7wG8ChU/Am+9QqTvnwbLpcL/1q/kQQSgkmvdPLAbX6+1HYPDu9sFMejyLAT7GHEhA7ESzey9BtfY84iDy8eOsQsbRc31YSwhcohInRpb988KNvNuHHn4XJdbCR8gUAVJSWrCIXaLMVQCwsLi34Y7LbOUyXW7fNRGXxcJjn3nBAXRl9LXsEE4kIsUbr3dFN/Rz0n9pzQY+EJ/UVzobTp4aZ4TAIIkdD1ItGFQ4+64dLNIJG6JUTZxyiK0xg3aGn5OZTVwhM/gI1X4PjoKoKfxY8ijD31dcXjH8fjrdGVkzx5Eb2u5O6cklUltK5rZbx3PAefOqgXrgXkX51PsDmYcP3B5qC+0rjWj2dZqe5lWVxFOJxD4DUN55Impn979RkfH61E0MJiGDjV+be+qHC5TlkkJkZfidvJmM8P5Lwnk2gm7+9fG1faTJdcJswuSklYDScca/yC8cb5W55LHDg/8dkJsmdn013fnfpCjEPZ4P2L4IMv4vdsw3VN6kBzmfNjgoSwlX1EeOV9+Hzfo25CAdevvgslZKPul2Hmb4FNJT1019+LrbwE7I8CWWDXDXFBcvz4p9hs4zlyZAIHDz5lKYVaWFhYnMb01e0TS1gPrDoAAqbeNVW3TVjr59iHx+j8a6exyrb/kf0JxxU2gSPfwY6LdiQmgSkQQvKnmxu59Klz9MfRRC774BWcVx4fN5g/fyt+/1ooBM+N19J4/TjaP4slqn1bSQhndEUwtrpn7rgR+opgOBCm5rKaePIX1FDfVTn7zrM58MQBZETS/lY7Z995dkIi2Lm903jc8vMW5m+dj+OYRuO/dCNDNpTq2UyvLIUzPERaiaCFxRBzqvNvo4GTUSYdaPI7GIlmrG3k0IuHKN9SnjK5TG6BDR6Mz9gJp8CzTPfta17TrLeCmuhu6Nb7Y5Kqr8lTFMbfww6o8cI16EpmthakFj+Px3M5O/yP6nN+ZQ28WOZg3q/ORgRBkRDuluzc4Gf6d7exV4ag7CNYeR/Zn16Lc9EhOqZ+HD1fhM7OD+js/IDYlLylFGphYWFxetJft0+qFcxYx4vvy74ED0Eznu96dDP3fpJAkLB4E3exAa1hpZEEAky/8Yu4XPFzu1wVCXGm4Nrm6IqlHhfNui3JkdI+0Y5nmYdwR1gXb4utENqh8B8LsU+wG8ls+8Z2QwRGC2oc8x3Tt4/O9dvdduY8O4fWda1o3VqiiX0Y9v2shqP255HB70T3CQ94DGUsovS/iYWFxamQbn7tdCGmTPrDvXtZXFNDtar2u08s+d37w73ULK5Bre5/n1MlXSto8YPFvYRiyreUM3HJxMSIpMDsp2YbwbT+9vrU84BR1bI4MulP0/NSIffsWajVKnUr6oloEFbgyTsktaV6AJ3v3ULR0SdwvvUGjtrP0zFBTwIlYJNQlx3UW3CEE4kCZR/Rfc2P6Jz2PEI4U1ygPiwhhMDhyB/obbSwsLAYtcRERoYjpow0FS4XDxYXD6jjx1XhYvbTs2MDfQkIpyB3fi7+F/rzqJVw9gGY0QQbLkHR4rEt/+v5KVtoVbWaTz/9Pp9++n1ybmhi8l2KfhxT6idT2FGE/CH2P7KfkD8UTwIB1wVRG4ifp7CBiGYuWnd0xtAWn+svWl5E+VvljCsd1+tcwWAzsnwbOEKghMEeJFz2Tj/3YuxjrQhaWAwxpzr/NtKcjDLpqYq/nAwDuc+uChczHppB4I8B3UcwSqgtZFy/OSj1otdLMbU0c71TGMcMVAWQPRKbBClhvEr8PsbkuoMajzuh4avj0MRxbBIiCszpdlJLKXfzGH/PCyzYfQKbrxzp3Un+xSW0tb2GOWOdPPnvaW39H6SM0NCwgpycudaqoIWFxZAymH626RjO7pqhHOcY6nPkzM3RhdA0ibALXcQsaiofqEqMeUA8ZJmVQg8WwvPfBVuEsE3fJOyAjtt6Fxd1G6NLdPVQojODcz4PF14D1RcAAmGHI1Ns5O+XvVYFAdq3JM48qlvVxBW9KJP/frJhI6FuVcEBhbcU4lnmiYvBqdWwdBviubnIUHRHB7ivD9I5oRZW3gM+L3h9HCueCpzZYmrDnggKIZ4FfiKl/Mz03AIgIKX8TAgxE7hVSvnAcF+bhcVQcKrzbyPNySiTjkTyO9D77KpwMXv1bOrviEpQ2+DI+iM48h369WfFpbWZncXRKZC3tSfN0czNL4mVz33jwsxbNAmRJQj3SMIOODZ/LxdWb+fT5xfB4clxpdYeyZxx4whmHUcLgc0pmHe5h2cCAXbKUs5/fQULn5yC1ATCGSL081dhqqlam/91cnLKOHxYAzSrPfQ0w4qPFqcjg+ln2xdDXWCMKUSbZ9GGKuEcyqTWSPakLsYyYdEEih8sNl43m9DnXZHHiboTCYJpEgHYEJoggsKfKwRZPfDuxXDBnBBKUtIfCFQl2hjtngP3PKwriNrC5F7fTsntV1BbCoen72BCR+9rjnT23atqz7Mz8+GZerHW3KkThuzp2QlJYE3NYrS8IGLVPHJ+9QShJgfu68IcdP8TaFIXtimrBaCg4K4B39+xxrAlgkKIJcACYCGQ/K1wCXCrECIP2AzcMlzXZWExHAyl0MpQczLKpCOV/A70PhctLyJnbg77HtlH2/o2Oj/Qh8vnPDvHEJ9peb6FSF0P7jrDVQOACRdPwJZtI+II0PEHDTQ9GTSU1QANjR1NAS66axbzt3jZucFP03mfctfRp9Bu+jEtoSAoLQnejU/kHaHhMaKS4XqraqUK82oF1z95NkSixw8pdLxzDL4dM413Mn36/QAoitMQjLGM5Ec/Vny0OJ0ZTD/bvhjKAmOyQrR5Fm0oOlqGMqnt6z4lq4M3rGgwFEVj6G9dEBEQtgm++AHYIjBvFxz+cpjF7sSkv9RdiRBOY0UQ3wI9CdRsgGT8rLNxVbioAN79t2mEVyQK2GTCzIdnUrS8CLVaRTgEMhiNe06R8P4CgSo0LQhEkHvOputPGhDk8JMSbIvh6jcAQXb2LKZPv4+iouUDvpaxxrAlglLKzcBmIcTSFC9/JqWcNVzXYmFhMTBORpn0dEl+XRUutOOJgbB1XStFy4uilVV9Vi952L3zL5143/YCUPPHGrRuDaQwddno64KHFzmN88wrrWVC42rany6NB0ppmqFQ9LbRZMnwCpeLJw95CGst8aF9EQHvh9GzCfLyvkIgUIXbXanLZEf/bq0Gjn6s+GgxVAxHi2MmXSOqWn3Kn0lDWWDs5c0XnUUbqo6WoUxq+7tPrgoXXbu62Pfovl5JIOji15oD3roCLnK5cL+kgga2MMj3jhH8SlLSX1yB1/u2rhwK5F5/I/W/CiGDEuG047l8nnHseTcd5tOqwxxfPznltWfPzsYx0UHh9wqB1N6Onu96CPqDOD1OcufnGroLrgoXbndltBDaA1svSjz41ovg6jcQwsl55621YmMUa0bQwsJiTHAqXzSSfZnGe8fT9HATjnwHQkFX+kzaR4YlgaoAxQ8WU76lnIYVDXR80Jm43ZRDzDk7AsyNt6xoPeD9HDhu1E1t7XaEEMiwRDoENfMlCvT6QjXvcg81jx7S20iVCPzzk0Z7CygcPfoH2tpeN2wjiosfHNA9sLCwGFsM10xdf10j8c++1LY2zc1raGl5jqysIqZNu7/Pz++hKjAmx4Bp907D7rYPWQI91F0zrgoXtaXwUiBApQqltRjnOrj6IId/dTjlfuqiLOq0Ht65GDZcDTOOjiPvt53G71DJ0gKcimok/fkOBw83NVHpLqXi3P+jFx62BZi9qrcXsapWs+NHj8D6f6a3fqhOd303PVk95MzNwVXhSkgAk3+fS1aV6CuaCb/fFZSXb6Hh1Z/RmRUb5YiWcS/eCgg8nputJNDEqEkEo3MQecBMYJuU8sN+drGwsLAA+v+i0R+xYJNqPmTa3dPY/9j+xGQwRaX4WLaT2HSgYZ2b00nriiDv36oy9bJYy4qmJ3Ar74GNlzMp/2ucVS440FTHUyUKu0vPwSYEq0pKEr5QGV6JG3bSMuUHUOqLvmJj0qSrOXLkdSCCpgVZ3/g75swoHTLRBovhxYqPFifDcIp29dU1Ym7XS55bbm5eQ13drQB0dkJb25t4ve8M+xd1cwxIXoEaKoayayY2tzlrl8bRjdCzAYiAUERaawkA17YeFkiYuwuaZwkWftuD9moueze1UrK0gAuXFrFFzWGt348/FOLO+noiUuJUFDb1lBD5WnJiFn9/gUAVvHNB9FFsrr53Mih7dP9D1+8S703y73PrulZjvl7r0XTz+A07CWbXcezfboSg1Jcx5zTAV96CqzagKNl4PGe2OEwyoyUR/DBpOH6TEOIbUsrTS2ffwsJiROjri0amxHyZmh5uigebHt2raM7/mYP/V366P+vG/WU3OWU5RqVTrVbxVfrQgonBVQJK4yy8mo3uO2oI//ZshEvonaAx3lrKkVAYHEHkylXcWlpPHSv5VJbRFgpRraqs9etS38s8HioqXASK3oO9u6IHEBQW3oLHs4yjR99C04J0Y+ex9mL2qDVDJtpgMaxY8dHipBgtitXxdr3ec8utresStpUyNGICV6m8+U6F4WjLTUdVIMCsXRqP3gPOoD6BIIgat/eFFrXKDcGTh3RP3aVZDQS/ouFUVLaoOQC8eOgQ3ZpmjEzM2qVx9L8/IrfHAZpAC2qs/10jc0pnGDHIUXcxBLdH99D3nHjpRMKBMJ3bE70Nj6w/QvOa5oSfR/Lv83jv+PgqrqabxqNFQBTrojDSBjaFSV+bhOOmQkCPldZqYCKjIhE0B7konwHXA2uStxVCLAeWA0yfPn3oL87CwmLU09cXDRhYQE42nG/f3E7gnYCuwBaWtP6mFffq+HECVQFkSEbrmol+SVJTsAEyEuHAG39EfkvDcKT3LUCGHAhNgZAd4ZuHvayWBfjYq8wl3+Gg0ucjGM0cX/D7edvrpdQ0AyGEjdzc+bhcejvM+sbf8Vh7MR9Rhm0IRRssho+BxEewYqRFnNGiWB37fDK37jc3r6G1dR0OR0HCtkI4xoTA1XBaXaSi0u3m0xqBs0fGDcMFuq1EHyuCMRRbXLE6WQho/PZurv2DxodeqC2Dst2w8h4NZ9AWrYBGCNoFjxW3s6dG1QVlaqH+ayE48fn4xaARVJqY/PVyRLagY2tcTlQC9WsOkDM3J+H31/z7HKgK6OptWvRwkWjyJyKgaPrQvRAcCb0ELfrYRG7ufGt+PolRkQimYA+QcjheSrmGaABcuHBh/7/NFhYWY55UXzRiDDQgx4JN40ONtG9uBw1DoSwmx11/R70xw+CudOufpKFE24ieL3SStdOJDNnBEUaWb0ePWDY6G+9k/6FzmW0TKEhsjjB4d2IXWSzyXMFtHn3eJmRaPuyRksdf+ZQlu7NpO+/f+JtZD6IkeQXOmVHKHrUG2wCsPixOO9LGR7BipEUio0W0y+WqSNkOCjB58rc5caI+oxnB04WR8NKFeNGztNLNzaobjfjcY1ZJFsX3FrP3h3sJHQ4ZzzunOsldmEvb6236qpwCs5/WFavzm7sQQqBE2z8vrnMQurGR0h74tgMefBxu3pOLM6RGk7AwcsEO3rrpKB+VXWYUJIuqQJ4w++3qbaFdG3LZu2FvwnuIfWiFth9nxyU+CMuE2G2+j0pW1ApDEVHPQKkngH/7Nrx9CUQEPH0ryBBah5u6+U9DaS1C2PB4vmutEDIKEsGobPYDUkqzWtosYHuaXSwsLCx6Yf6iYeZkAnLMcF59VzX8lmRYGq0rMiJp/N16ZpTOoWtXsS6zBsTmHtrtgqM3fcQ58r+x+eYR8e5ElH2Cgg1q55F195WcG1KICNg3DSdnngwAACAASURBVPJKBJ8rXI7Hu5BK03twCEFQSkp3ww2/hgv+dBwhYZbTi1z5OSj7KKEV9mSsPixGL1Z8tBiLJLeDdnT8ZcypOI5EW25y0dORb8fk7kdPfQ91t9cltGACzPjhDADa1rfpT0SFRKtVlRUNDWhSGnPrU18MsTcosWmghOE/DxUy7xsefD/dgewJgyOMuPm/ebvsH7HJuOiZuzKW4On2R3Gbpd4jFUDUyVCfFxToYxqNDzUy46EZRvw2rxB27+umZU2LbuOkaBBw6+9DKhC0w5MrQApwhGDlPciyWlpanuXQoRcHrCkw1hjxRBDYBvwk6bmFUspbU208UFRV5ciRIwSDwf43thg0bDYbubm55OXlkZWVNdKXY3EGc7IBORZk9j+yn57mHuxuu2keQdIe+S3tP7LD43cZ0SvmvzQxDK67Kgivehn57V8TxkHOtMeYbj9O9WvlFIQUPZACM5pANGXhf3cenqpSiMajCpeLp2bP5j9/V8fjP9DjV+wcWkhB+rxEymqxCScHHAt5qanJSP6sBHDMMKTxEawYOVI4nU4mTZqE6wz8t1pQcC3t7RuNx93de6ipWTymvpCPRFtuctEze2Y2wQNJ/65jRUsFsmdmM/2+6RQtL6LmspqEzVrXtVJ1WYigpumdl1LSFgolxFObU2He5R5cFS68W+bj37ATyj/Gs3g1qymlKhDg4joHRc8EODJuH5qIoEhbfHQiIRkUoICQJM7RR19Fg/ZN7ajvqgldPbEVwuY1zfgVv35sO9Btjx4ousQZEfo5QhJ83qjitjxpTYGxxHAayi9AN8ZdCDwohNgkpVwjpQwIIY5G5xpAr3Z+YzDO2d3dzaFDh5g6dSpnnXUWQvRWJ7IYfKSUhEIhOjo62LdvH9OnT7eSQYsRIdYmU7KqpJeUdSZ07eriyPojKV7RoL4E3rzK8AE0VzIBlLAg++WV1I97n8aFs7ly0hUUu1wcuKKZzmfqIAiKjG8vQ7LXamVbKITXB/awaTskQmhI7w40BG+fdR+PN2QR1PYaBr9WInh6MRLxEawYOVJIKTlx4gQHDhwgKyuL7Ozskb6kYSVm4r1v36N0d+9hrH4hH+q23OTZ9+Si56z/mJXaKkLoLZXnrT3PuL5UFkqp/CFdxakTXP29XgRcRPOaZsata+R673ia/rORPUENISIoUT1tDUn7pCB5R5xGUiiUMDk3HCRv2pfY/8j+hHVCY91Qpu7qUatVGlY0ILXoXiEFdpXHDyBNf7Fp4I0pbguEsI+JmdRTYTgN5T8EPgQe6eO1QaW1tZWCggLGjRs32Ie26AMhhFHtBDh69CiFhYUjfFUWY4lMxF8GY1i/l8mwgQIfLtDbUEwyMcmm8/Jdhal/vognV8Ljc3UVzwuXFvH+67DvFy0UvnxMr1ACwiF6rVZWut28PF8QtktjRVBTNLjrSWxlu5EoHO05RE+0atutaaxoaOhlPWExuhmJ+AhWjBwphBCMGzeOSZMm0drayrRp00b6koadoqLl5OTMTbD9GcgX8sEwqD+dSRffkpM0V4UL98Vu6u+oR0YkwiHw3OzBs8yTEA9z5uYw4eIJdLzXARocePwAs2edxZYbeo8a9JXgNq9ppu7WOgCObmxHAjYEUhEIRUNKCQ7Jwf/4M/t/4aX8vQnRVlHoytlI3vJa8utujLepEo+rmgKKs3ecNFZCNfOzqYpaGly+weS/G5tVPLMZDa2hQ0Z3dzcej2ekL+OMZsKECTQ2NlqJoMWgkWmCNxjD+gny1AkIODiV1MHGhAb2EMzzQW2ZxkONjTw0YwYXLi3iwqVFqHeo+Nfq9hDJgRn09tDV3/ayzeNn/DNtnDgYZMdX/Fx79SYkCmEcvBOZa8Q/CXzQ2cklPh9ve71WMmjRJ1aMHFlyc3Npa2vrf8MxSl8iX31xqr6xY4F08S1Vkla0vKiX+qYZI6Z2a0ZeJMO6KJp3rpeKiuKMr6vluZaExwoQUSSKI4S8/WnocKF4fcyb9Qk935wHf/0PZMiGcISRXh/7Nx2g0PNdkscH98yCdy6B3fNhdXyCArVapXtfN8Ies8ZIjsmmgzhCcPkWzAeXMjKqVqKrq6GqCioroWKYLmlMJ4LhcBi7fUy/xVGPw+EgEon0v6HFGU+mFg+ZJninOqyvVqscfOqgHjMETFwyMSkp7J0ExhKyCOB0CNAkYTvs9OqvbW5vpyoQ4Lsej+ELmGlyOu39ICIIM/eezdMzn8FVVo0PL7WU9dq2R0qWffwx1xQU0BHWh0KWeTxWYmiRgBUjRxa73U44HO5/wzFMOpGvvhgM39jTnYHGt75W8YyYmjybF5Lse2Qfc383N6NrUqtVOj/sTBiTCAMfLhB03/Q7vlT2exTTSbLKdiJX3q3P7EXbNbUV/y8t4ZZeiWBLIfzy22BDGrZI5qKwPmth05cNjbNHKW6EeTvhss1Mu+wrhMMX4Pe/gJThAa9EDyXV1bB4MQSD4HTCli3DkwyO+QhgzTyMLNb9t8iEgbRxpgqAqZLIgQ7rJx8jUBXQvQSj3SPZM7OZdv809j+2P2VHiVkY+7dMY+73JvHV6QEOLHSguQ7A8eNoQFBKtm5uoaumBe0bc7hwadwwt1pVE9pw3t/UzM9eriffLykN6uMNIqRxri8H++X/wssHDvSerI/S0N3NI/v3G4+f8/v5XiwBtRJCiyjWZ/TIYd37kyOVb+yZ1ip6qmI05nhnjqm6Hx9GfGtb39bL2D0dgSrdbzeWw0WAcBa8eBNQNo9FOHEQQkGLisSAKKuFslrk61cif3MD9Dj0gykYHoECqHgPXrgJXr0OKn/oNs4XKwojbBhVW3OAtofhvsei7aCCgwf3UF6+BY9n2aj7famq0pPASET/s6rKSgQtLCzOEJJX+WLWDKk+oJMDIJA2icxkWF+t1tsz/c/7kZG4X5Ej35Ewc9DyXAvz35nPpK9PIlAVoOODjoQ5BvNXum+wn3fmhWn+lofXjhyhdv9x47XS3bDyHr1L5diLdbz/VA4XLndRraosrqkxBvM39ZTQ/dV6vhOURGyg2TQ9gDrCXD3/JzjO+gl1eR5eb2vTVbL7ucchKflpSwvP+/1UWW2jFhYWpynJLaXAGdkqerJiNGq1iq/SpxvL26DwHwsTBNUaVjTQ+UGnsf2+X/6FnBs8/d5Tc0Ip7IK9Xz+L1Rcf5+NSkJRxDytZSA3fmzwO2foM8rXLYOtF4A7A5qWmaXtAg3HecRz36bHTDhQ3wV0roXhOF+pcaKrvJGLTVwlRwvq+EUVXYYuIqKG8Fj+mSZSouPjBUfc7UlmprwTGVgQrK4fnvFYiaGFhMeIkVCTt3bQXP4ZasydtQDcHwKaHm056FjDVbETsGEBie0pYT1iLHyzGVaG3pRx986geTIGYRIwAhIC9H7Zw0XktyZZNeH16EmjTQIbht+t3ULUtlxN/6yTo0YgAQU2jYVMrxSGpG9oDDVft4dzJWxHeD5Gln/Js3cu8yrewAV/IzeWvnZ2Gslpfo4tBKVnr91uJoIWFxWmLuaW0qenhM75VdCD41/qRwWjcCkPLsy0cyj5kFFELv1doSgQl3V94npqaLQnxOJMunMoKF2WqyiP79vFaWxu1lOGoLUO+tgfZchP8+u+Na0pIAqN/Pb7rePQK4mt9AAdWHeB4/XEiEYjYYcOVgq9+z4b7eBVtf9wH/gJ48yt6Iqg5GFf/95z4/L8hZWRUtYImU1Ght4MO94yg0v8mFqOJW2+9lYkTJyKE4Pzzz2fNmjUpt3vggQc4//zzE/YTQjBx4kTjv6VLl/Lhh73F6GLbJv9nPp6FxWASCyAT726ClfclGKX3RyyJxMaAZwF7zUaI+DHclW6EMx6YUql6SmlOAjVQIkSEJOzUxx5STceqE3Sx0bCAiA2u2Ax/81wnFy1rY8UT8PnduglvydIC430Jp6DghhCRb/83kbJP6MHOdsqR6DMY2cecyG4l7hGl6f8tYiL/VFhIqaUKaXGGYMXIM49YqyjYRvUX/VGLjBu2q9UqRcuLmPPsHLIvaoe7H4er30iIx7EC6t4f7qVmcQ1qtWocylXhMoqlMd48ehQNvRvmP+4G7cmZ8JtvRl81Vy2T+loiqV85/slxZBhsEmxhmNwMvvA05n7zfzP/0e+TX1EKigJKBOxBTsxZx+zZT3HOOT8a9avFFRXw4IPDlwSCtSJ4WrF06VIAtm/fTl5eHps3b2bTpk0Z779kyZKE7X/7299y/vnn8/LLL3Pdddf1ua2FxVDjqnAxo3QOas0eNC0xoCfPziXvd7KzEsmtLMmy2t63vWlVPQNVgXjihQAUZNlOPvyi5BdeL7W9NVwo3Q13rAZF04uVf1kEF1brq4OKBle+DldsFGS/VqKrim7Rld4cCw/wsfMekBoaCqu5PUEkpvUI8K/lsNQPX2kxPtm3awFWebzMz83ltro6IoANmJ+bm/E9srA4XbBiZN+M1Tm6k1UfzYTmNc20rmul4NqCjObkTgc8yzz4X/Aje6LplUA3bN8cN2wvWl5Ezg0eamq29IrHA1HkrgoEiEQLprFuGKEJpIidOnoNn9sNKNi6ZxBpHAcyPmeIosdHI2U0zSEqEhZsA9sNLTSvziVnbintPwrpg3aKBrc/jSzdSSjURnHxg4N8J8cGViJ4mhAIBNi8eTPt7e243fqqxHXXXdcrOA2E6667jpdffplbbrmFJUuWGMe1sBgpUgX05Nm5VIbpybMSmSqQ9pdE9jWD4a50G8PsMcRHnyd4jho3lQfsQvCVvDwAyj45hiPUg01CWEJ7HoQcxM3lJdhCEu29Th6e00RlqZuKimKaml7CtjeEbicvyaMTG/GCaUP+UWzKdCKHs/VMLzZmIfQ20Bf8fmPbCHBbXR2/OnSI0nHjLPEYizGBFSP7ZqxbLpyM+mh/mD3xYorRYyEZdFW4jCJn0B8k2Bykc1snaEmJXW0pU7a8BeU+PIsXGvd3IIqllW43WYpCj6bx0XyQTggHAUcEMXc7tm2L9A0/KQNbhEgknpYI4NDZsPs8WLrZdNBo8BNC10qzAYSh7rY6cs/PjY56CL31pmOitUrcD1Zr6ElQXQ0PP6z/Odxs27ZtUI933XXXkZeXl7Z9xsJiuHG5KhIGuasCAYJafHauKhDoc/++2lbUapWmh5v6bWVJeVy1mqamh1FV0z/8hFk8AdLGha/n8eS9ghc7pvG/zzmHKq+X+6dP5632dl79XA8hB4QVCDtg42Vwz0p44yqM57vtcOeUFn64dy+La2qoVlUcjvyowqCCEE6Wz/kGtxQWGqfXkJx7QwB8bggJQzTNKQT+UIieJGXRCLBVVflpSwuVPh/VqoqFxWAwkvERrBiZjlSWCxZ907qutc/H6Whe00zNZTU0r2keissaNA69eIi219s45juGcIiE8YpYHG359wiHbizn/7J37vFR1Wf+f3/PzAQ0wkwSIkPkGgjWRMgEWNtRwfRHAtpq6wpq1W661RLqpRXFkh/bdn++1t3SUFHcSm3iKmu22iLFemlrgbCm0DatQkhEYkkwGILJYAiZMYBkLuf7++PMmfuEJCTcPO++ajJnzm0GmGc+3+d5Pg+NuaHj9AXUKY9N6dPhG7RZuNvy8/n3KVP4+V0FvFQxivV3w9o1B6FlajAfGIxkAVPc8RMWX0pRTUyoldqSKIqKiFQxAbTexlDHhgnT/y7CuqOcDz98lPb28/vf8HBhZAQHyNma82Gz2VixYgXFxcWsWLGC22+/nVmzZg3JuYuKinjnnXeG5FwGBkNNoc1GiqKEMoKFp1iVT1a2MpARFbEZxcjVdEQKe+y/IP/Z6YmbAINZvev2mpn0FW0Q76rWVryqynt58L01sOSDUXx8VQr77F0EgMY8TRQ66rUewrzd4JOwL09lp2sbvsPLkFJFCBNX5DxFVlYxisfD+o7DeKWKWShM/9RGY6MVHnbAAhe5efBft9qpcrn6fL+8UrL64EF+M6N/s6IMDJJxtuIjGDHyVCQauWDQN5mLMqNmx2Yuygz9nqzq5HzJIkbGSYlk3JJxjJw4MvR6okzYTqq4qlxRr3MgjqVOqzVUdfLqNTZ+29PDd5/IRjkaHOqODNqsSc3l0yQZcWUvk+514OvycSAmzkpV218GIkpLQ0Q7pQVarHT/wApHN9N901IAsrJK+/9GfQYwMoIDJNGcjzNFeXk5GzdupK6ujtmzZzN16tSEjewDJdF5qqur4xrhW1paTvtaBgYDRV9RfGzKlIRlobEkM49JJBATkSijGLma7pe9vN3xJm90HSG6hV1qn6gJTGt0MWsCPpihMPuRo+Rc8T98jr2hfRrzNBG4bC3c81/w5EMws1HgoAFV7QVUpAzg8wVHVjRaUR/KR/7XFNSH8pnus4a2s/Zybmy+nJqfWSk4YidFaGHWROIP/Ve7uvjHPXuMzKDBaXE24yMYMbIv9LL788EwYyip9XhY1do6qM823TQlbUEa0yumhwRdX1Ung80iJqpWGU5i46S9xB5VGWMrtCFMQVElwbXelfDeBnrf4xv8rFkOOS2guWyHRzsAcPWf4LtP0jvnRToveVwb4xRBZMQNm3pHeorq+4Ud4CTA778EQEfHc/GVPZ9xjIzgADlbcz50Inseli5dyvz58zlw4MBp9S588MEHZGdnR207HxvhDS5cIlcUT4VetqKbvOj0t68hSjAGV0LtPy5ENM5E3Z1HwPEedXkOsqfBl4hYkTQFGP2vu8mw3IYlwxISmlandu9bp/Wyv3Mr2ZdcRmD/SiapXh7HzHLW0EgeX97bwkNrJ6OoWnC0+OC+7RfBwnTCjYgqFksGAFVV4Ku3Qr0VH1CTohmlqarWO/Hkk9rvKSlWlv3cQb10s2iajRlXwrL9+3m7pyfqdb/a1cXm7u5+iW0Dg0Sc7fgIRozsi+HoozuX6U9/+anIKs2Ky+j1ZZbSVxYxGQOpVhkq+tMfb7/bTkdFh1aK6ZdxpjDJ7jtRtlTflt/sxefTFiS1DoYIy27hR6Z3I9Y9AF4L3c9LunkfZLhkVMQcF8okBsVg5HYt06ghxxxBAMeO7aanZ9cF2Sc7WAwhOEDO1pyPRFRUVPDyyy9TXV19Wg3xO3fupKioaAjvzMDg7HP4hcOoXpXDL4TnI/UV+PRAZcmwIEwCGdBsyzqe68DnGoP8/RMIv4qwQPb9Cne+FDn7KABf+h2pt5/EdtQWFxzJbSSw/6tMUr2obgUpA4CKBXDIehDwYP3bKOrkiBVS2HviBDva9vLNsEdaOCMYw8iRmhAE7WcgoAnB3l544h4rUlrZESzXu2fSuDghCOEeTEMIGgyGcyk+ghEjP+sk6i8fis+2vhYVddE4EKfRgbhwDiWnKu80jw5KBAHCFD8+KVmVTcP8BtReFWES5DydQ+qM1FBMFGaByQxS8z4LCTYpAogUzYZbelMQUtGcYCIIP9LioR4rZcR/Q+cLPq/3Eh658x2uGHMzR468gTFvMhpDCA4Cp/PsB7hIEq10ut1u0oNOhX1RXV1NXV0d27ZtG45bMzDok+GyM08WWJMFvtiVzYwvZXDk1SPakz7Cv6OQ4oOHntRcPiNMrGH6Aez2MtyvJAiOWeHSUiklQihIKfD5LNSbHThkPUp+HcJyF9KnlcL4TIItC2EKoyJWNsMZwZISeP558PnAZIK//U0TfiYT3HYb/OpXWmZQCG27qkaU693pizI8VYKvpD89mAYGfXGuxUcwYuRnlYH2l/eXUy0qJsoi9sVAXDgT0V+X7IGco72ynbbVbeEd1PhjEt23u8aN2quCqvXyNd/fjP1b9rh+RNDKTf0+CaYAyvW/Qy7cAi1TEFIQ1TcY/G8PJtrFxUyXPSihWpxoARiWi6oWNRUVddlTpF9RTXr6Uxw9utnok43BEILnCdXV1SxdupTy8nJmzZqF2+1m1apVpKenU1RURF1dHS0tLSxevJiWlhZefvllSkv7boj99a9/zZIlS6ioqDivbbENzk+G0858IIG11uOh6TcfMilCvHl9XYTLTSIIrowqvuhOBYnEZPmOdv+Fnrhrv3swA79fQQiJ/918Rv59JfsvO8iTk200TpgKgC/vf5BPLofNC/mL72o23Kh9SZ334gSkIw+Rp81Z0jOCTqcm6mpq4OBBePZZTeyBJgIDEQ32ZrP2OFSuF7T01r8grZ02jS6fL/RFaVVra8KZjQYG5ypGjDSIRe8vTzaD9nQYiFlKf8412Fm4Q1FW6qn1UP/FeqRXIlIEjrcccb2NiUpDk923MAmkGpRpwZ+RMdE82syx+mOMf3A8r3R/wn/P9LAk73/JF42IzQuCkTdc2imDWy4mQKccwTTRE5ozKBDBMtOIDKB2xeAPiSm7BSl9+HxdUeOpAFpbV11wczUHiiEEzxOKioqoqKigvLw8ZI9dVFTErl27AG3Fc8OGDSxZsgS3283ixYspLy+POkd1dTVpaWmhx3PmzGHjxo1GyYvBWSGRnflQfRj3N7DqPSRTJ6n8xAwjAZECn5h+C9xAnBCUMP6h8bStaQs5hurrkU/6TFg8Hpwx1ya3Ee/OZQgRQL6Xh/LI4wSkwviUTHhcO0ejyGM5a3Dk1lOfO4VGmU5uI6x5BCy+fITlcVjzPZQZH0StYurZl9paeOEFLeMnRLQIVFVYsgQmTows10v8BSmyp8YkBF8YPZqTqso948ZRmnXuOd8ZGOgYMdIgEQPpLx8sle3tbOrsZFFmZr8/J2MzcIMVlqdbVuqp9bB/2f7QcHnZK3FVueJ6HYE44xaIF8RWp5Wcp3Novr8ZqUqUEZoRjb3EjrvGjd/tD2Uaj27p5s8TJtA4ZgTP5pXylHwwcgyudj8QKgE1AddwBCFDE5IiOgxjs4jBstGAiUDdLEx5B0KCz2p1XvBzNQeCIQTPI4qKipIGpOzsbDZu3Jj02IqKCioqKvp1nf7uZ2BwOgy1nflAAqu+787LT+JND491eKQ1jS98YTsdHX+AN24I9ihEi8ETTSco2FFA4x2NnGzt1ToEFbjEQ6gHJfLara01mExeQCXwbj6Kqq1gmn3gaNDcQgEaZR6N5JEr93Kn8iKXNhRh8Y3FpAoCvhHUN9zDF/4xL2GwiuzNysiA73xHE4WgZQFLSuLL9RJ9QYrsqQlIyfag057eT2iIQYNzGSNGGpxpKtvbWdqkjYvY0t3NB59+is1s7jMDOZTmMKdTVhq6j0/j6z6zSrPoerOLrleDPekK+Lp8/TpvVmkWqTNS4xZirU4rDQsbova9OrON114roPG1r7P2qRYeXvAHePNLCL8mT8IZQe2RbjKjtzOESkcFMT2F2u+qgLad1zFl9iQoCD87nAvR5xuGEDQwMDgr6HbmQ9EjONAZgfq+M1IEMx8XvJsr+WCGwvSvT8bOCQ43lKFeuQf2zIw73tvuxeq0kvvLXHbPr8ffK/FbYG+B4L4E5WORghfHXpQRAunTBsrX50Mue3FQT71wALCG5VikF5n/V1TLWqTPhN8iWJ/vYH/POK5J8h5E9mbNmKG5ikK0CKytjTbyiH2s99ScVNW46UzPdXTECcFaj2dYyq4MDAwMzgc2dUaXUD7e1hbqt07mUjqU5jCnU1Ya6ueLRIFRBaMAmLhiIt2buwclMhMtxHpqPSgXK1GxZfs8EJ1u5IuT+N2Br3Fn3kuMu+H38MZNQdkHERPikxrGRIpALTuoIie1orRnMem9KagPj2c39zJuvhO7vcSYqxmBIQQNDAzOGkNlZz6QwOqqcqGeVLXY4pU8dXgcf/ryyAgxowlU16M76bhNxA2NvyjnIhoWNpC5KJPpa3No3tBBa1EK6+6amDDoRwnegkKYk8urj7p5fL8Fjm4PCj8fPmFhMwuwCC8mJPLK9wg8voy/NNxHt+MgMm88z3VAid1+StGVyLAjdtj32rWwbFns8G8ra6dN47mODnb19ES99N3HjlHr8SQsIx2sNbuBgcH5xXAZfJ2vLMrMZEt3uIRSovmq9OVSerrmMLEMtqw0UaknKjR/p5nUGan9Fpn9MasJLcD2qgQE9IzxcnB+Ex99VWHpngIK5oFnWzq9lU/BtK1Iix98luBQCBWJEtUDGPlTr9kRKCHHUBAo49uQbRMRqgl8Enbn0ZH7c1yu9Tgcb2Ga9hoHOrcyLbP4M/132RCCBgYG5z39DayeWg+u9a7QAqMwCWZeb2fupJgZSlYn1lucsGRfaI4SgOWKY3z8ovZ795ZurWkByKlVyC2cCEliSZTgdcL0R61Y7q/ljovWY5E+TIoKaNbZKgoKAQSg5O3FmfcdFCFZiIXlrKHKNW5Qgity2HdvL/zbv8HJk9pCashNNNfDsv37Qz2CE1JS+LC3V7svKaO+2AyXNbuBgcG5idFXFY9eJbGpsxPHJZew9dBm8uRu9ooCCm0FCY85nSzeUKH3BsaVfgDSq/UJRgrMyLm4seepL6xH+iTCInDUOBK+nkg3URNgO2LG9ptpPDn3XygoKeD4hkk0bWgDLkXuvBP3136L7biKPJoGtVcj1EjRpxeFRmcBI3+XSgA13Y2w+JA+CRY/OOq1PKLsZXfjN9nQO4sZ7KamWxsuf01W8WDfzvMaQwgaGBhcEIz9xlgA7CX2pIHVXeNG+nUVCPa77QC0rmpNGJDtJXZcz7u0QGLuxSfbgM8R6hsMpswGWt6Tm1vLE0/MR8pehFABBSEsbJELOSZTuZNfBdc0JYoIYAIkPhzUA4Mzrigs1NxD9VESH30Ufs5k0p6PFHdIyfXp6bxw+HBC+/XhsmY3MDA4NzH6qhJTmpVFaVYWHk8tNxx6BEkvghHkUkCy1cGhdB0dDCFhFmyDT7ksBe8hb9x+p2q7cFW5kN5gdi5CQMZiK7QRMCmgqihIbU6gzwy//Efe/5ULpStyaLzg+P7ZjJ73S0zPfxOp6h2BkT37Mkr6RYpCKQJg8aEu2Mq2AjOOdi+Z+VtR8hrD+/Tu4zb26afizQJkEgAAIABJREFUZNOX8aT+8TP599kQggYGBuc1sYHKXmJPum9s5nBUwaiEQS5yuDwqWtpMNYGjDv7+OaICkiCUhUxUNpWoj+5d1x+0Lwu6CBxVyDOBr9N4fAoOUY8qBSYhgzlCE34p8WOhPlDAjX+zw+WDe6+kjJvRC8DddwdLST3R4q7EbqfEbk/YBzic1uwGBgbnHkZfVd+43TUgvQhUkOe2UA7FNgAJY+8cy6GnDoVGSOhxNDKTp/YOvp/R6rQy8ul8Xr3PxQ1qO0iplWz+6VpOAnCcSGO28RMvRT7xcKS8i/gtWIA75x3Ezs+HntNKSAFFRdz/NKa89yhmLyARIlpG6t4yQqs9RZE+3n23hrlzz80/r+HEEIIGBgbnNQPpD4wtyYk91lXl0v6/3qVlDvWGDwQETHBoItzxMnLDbVrvgkVg/6ZmjX180gaa6x9AygCKMoL8/G00khvXRwfwoGssP8KCGR9CpPC9Y4uol1NAgIfRqChIqaIKM3+VV9Et0tmiLqSx6fPsq4CbcwY+tLumJnqshI7FohnKQHJxFynyYoWtIQANDD4bDKXBFwzNIPSzTeTi3/kklH1dPs16U1uLxGwz0/qggyMvusieCsf3HMdd46Z1rx+fqnXn+VWFQxk2JkWcx15i1+JljICE+D/fa0qt+Dd9hLol9m60bJ8l5ySWLD+B7HdRa2bjxRQq+YzuBQQmHYRxh5GoCEwIAiAEQipIKeETKzTmIuodCEc9MrcRRPxCqP7Y77fw3nuFzJ07RG/weYQhBA0MDM5r+tMfmGi0hI5+rDCLcBlogqwZAN1TeOoxD/uvEcxuECy5NYfLi7WSoOb6+5Ey2Oen9uJ211BDFlPVPcyknndVBzVuLYQ2yFxtbiD1vCsdNJKLBHLlXh5gHQoqQmhG2deIWnzSwhaxED7XQ2DNbqp2FuA8xRenWMFWWKiZwni9oCiaKAytiEYQ2QMY+Vg/ZyJh29+sYFkZvPIK3HILxIxwMzAwOA8YiMFXX8YyQzlC4WyRqGdyKIXycGIrtKGMCMfNP7ptlK+GNRzG8pHKvu0dWhZNaj19KoJXuIxrNrm5cka4V9DqtOJ4yxEn6CPNYYRJkPN0DlmlWfj+fDQ4KzBc4hkKuIs3ceKyv8DyNdBrDhWDhv6rBEAvEz04EdF+GcLiB7/U1KFQQapg8aOO9iCWr0H4LEiLD7FmOWquVhqqxBiNSgTrXvkJZSVn988r1sX7TGEIQQMDA+D8XZ09VeN9X184Io89efAkHZUd0SJQXzENoi7cwFK28jS5BGQ2dT09XINWEiRltA23xZLBPJooYDkWfPiwMMoyHSX1KhQhaJTaAEGt70/wnj8XBw1YFB8mRSJlALPQpyhp/YGNSh4I+O20fTzDVUnfk4SOnk5raNbgwYPw7LNar2AgoG0LjZjoww20xu2mV1VRgV5Vpcrliuoh7Ms5tKwMVq/Wftd/GmLQwODC5FTGMkM5QuFskahnctKklUMuAIfDqTU2bv7Ho1YctGJBDfaka/8JVk4ikXyNNpStUP9WWNjp54r9s4ssKZWqpOn+Jlpf/CscT0fv6dPyjMELFW3Ft+Av8KIDfBbC8lP3DVXp/PLbpHaMJnXXFQhpQgYk4uq/QO3V2sBAkwrX/x6xcAsn3v4yF/ssWkuHT6LWO1Cv+LtWkqoES0lDWlRy49fe0UYqnaWRSLGu3pqL95m59hkXgkKICqBcStkSsc0G3Aa0ANlAdeTzBgYG/WOwYu58X53tq/H+VF849GPbK9vpUDvCB+ojjCyQkvsJ3vnPotz0W8wVS3h4w2SQoPyPC89bdmy5hSjKCFT1JPoK5/79yxg79hv48AMqJryM6XmFy7OKWZeTw7qmVykPikRVTeE///qvXJ7aDjMjViqlRAiFgLBQLx2hWzs08gSVf/ZQek3i15zM0VMfK1FbCy+8EA46hYWnPhYgw2IJ6WIVcPl8/XYOfeml6Mfr1xtCMBYjPhpcKJzKWGaoRyicDYa7FLTW42GnaxszXF8HOfROrZFxc9EieGqLDR8KMigGI/1ZlKAoRIL0SZrubQIIicFYbIU2hEkgVb32UqV3exqm4AkjXT5BQPUCPh6Xz6WffwwsPm3cg1kAAQiY8JsV/m3h1UyhheUNAaQ/KPzSurVp8tIEAQljP0Zc+QEF079K80YfqlclYJbgeBeTULUuD4LhPaJHkIv8VLa3h1yzUxSF74hp1Lf4WDTNljTWDhWRrt66i/cFJwSFEEXALGAOEPsvvhwok1K6g/tuBG49U/dmYHAhcDpi7kJYnU1Gf79w+Lp8RNSihCtWBGR8NY1D/6ca+fqNmH51BxAMir2aS9rlz2i9M/X7f4DaU6OtX6qaA5sQJqQMABKXaz12ewmlWU6u6DmMv8OHQMWk9PLQ1T8ImscQPA4CAYV9n1zDzrRv00hWuNtdwnNtLkpJ/Gd0KkdPp5NQdjC2DKWvY7t8vsi2EuwWS7+dQ7Oz4dCh8OMjRzRBeiZLYM5VjPhocKFxKpF0LoxQOF2GumcyEr0yY5H6Jrn0YgrGlOEyoCktBbDy8nP53JDl5pobLPi6fFgyLHRu6qR7a3d0tYwKzQ+E5w3GYnVaGf/QeNpWtxFp0xLu+dMRobA7dt8V5Pz4QTpGvYzy7uf5JLsCKX2Ihtk0zLuJxvEZsDebAH5MEkRAQaYeR1ikNn3JAqMnODj2h7t5M7+LnOebee+PozFduZnP5b0Xkp6KFPxJXM3VshZFSnyYWXtiLn9vatK84YCTqspqXzOMl2zpUeDP+cMqBjMytAodncjF2eHmjAlBKWU1UC2ESDSoY44e5IIcFULMklLWnaHbMzA47zkdMXchrM4mo79fOCwZloRlocIksF8/k4873+DohhOMJnpm0XstHo56PEAuDx1bxI/4M2Z8mEUKdrvmwtLRUQFIpPSHAvlM+/U0HP4JqtoLqAgl3AwvJQRUgU+xsG707fzdNx7aLTCxN3Rdb/hXILa/4NSOnomGzkPfbqCFNhsj+ukqGsuPfwxXXx1+LCVUVRlCEIz4aHDh0R+RdLZHKAwFA+mZHAh6ZUYdDu7CgoIf0zAb0JSWQmmpFWIWGFNnpOLZ4UH9NLr9QQZk0u8Z7ZXttD3eFnwU2w+oRVBllILao4ZkYs49mWRllZJVUsq+fffi6agHJDLvfb4wbhJm1//BUS8Rfs1ERqoCNt7Ghhlwx+RxpOPjyH/8AwG/JNuSgm/Neq68fS8q0Wu8fsxsCNzBhsCdOD7aR/3k6TSSF/HCgvuapPY9QKps2u8eNiFYWQlLl4YfBwLw6qtnLjYqp95leAmuhB6N2exmsMOyLnCWLl1KWloaQghmz55NZWVlwv3KysqYPXt23Pbq6mqKi4sRQpCWlkZxcTHV1dWh52+99VaKiz+bQzXPd3Qxh4kBizldLE15bMp5VxbaH6xOK5NWTurzdYVc1HT0pUGhOagFvmZhdLsmA3Uk8JcRJ5jf0ECVy8W7QROYF7ib6vTn+Zk7iyOjbkFRRgKmuJXxsWO/wahRc4hcFZWAHxO/5UaWs4ZGUx6qUBEN6eAN1rV4BXuesFOrzcEN9Rf88Ifaz9paTdCtnDRpUH0OyY7VReJjU6YM2Chm3boB38ZnHiM+DhwjRp47WK3OYemZ+yygV2bsI49/EU9gHvf9qLLQWo+HVa2t1Ho8/T6np9ZD66pWPLX9Pwa0+Dlt7TSEOaKcU2iLpMf3HqdhYQPtle2hp9or27XSUTXByYTAnG5mesV05n0yjwlrTVw0t5sJa02hMlOPpxaX63lCYyGEwqV8TE2OF88XRqAqET2GARPjAiPw/e4wR147gvSCSRXgTcG0Wft3agICCN7nc7zOTTwknqRRyaORPF5yfyNOBEbPmABUWDRteBbHa2vhvvvit7/yyrBcLiHnglmMDS2wRdIFTD0L93JOowefXbt2kZ6eTnV1NVu3bu338atXr6asrIyKigo2btzI0aNHqa6upq6ujqIi43vF+c7pltpcCKuzp0PIRe1kcMiuDI5090qaN3QQ6JWYIgxFJeAzwR8Wav1xgBa41TzMCOjaxu6uLv5VXMlz43/Fdea9oZXxSCMFIUyoWFDxAYJanPyKOzRjGH18hV9h7qd2djxiR850Q70N9X1rKKM21P0FfbmX6SMj+jKVScTrr8dv08dWGCTFiI8DwIiRBhcK0ZUZBad0bz7VQtzp+gD4unzaWAadYK/gxy9+DED3lm5Ayx4239+cVASigPqpqmUZPbV8VLAQNd/LR0oKYzya0NXM1/zhS0kfHR2VCNfzfCnvZl5+8CvcvvYyTKq2hHr13gCm4CqqbmyDFMjffwmxcAsy7338pLCOB8KiT6Bl/EZEv6ZQ30NEEvPSlBRmXNnvt2pAJBvr9PnPD8/1EnEuCMH0BNtiA18IIUQpUAowceLE4bqncw632011dTXd3d3Ygn04ixcvZvHixf06vqWlhbKyMnbt2sWsWbMAsNlslGqF4QYXCJ9lMZfMKKe/Bjq6kN779d14WyKa8aSgq/0EoxRQIoKbALZ+GfblwUzRyJ28xdenXcubXV1c2/UwFnzchYXlcg3fbMvjmenfoNSqrXi6XFUhYxkpwZxRwvNHzeyS+TSJK7V4qUpUr4DNdlJq7Px4nZVXnR5+sjWsU9ev18RU5GiIWPOXgdJf97K+TGUSvr9W6OkJP87MNMpC+8GA4iMYMdKIkQYXCsnmtA70sxdO3wcg1D7yaSKFp9G5qVMTjKpMug8BUE8G2PvEc4z+fzsSGgpZLBnEK0kVKb187uRGsm96jb80v8S1v03XTGwkhKxOpTZFQnOFMcPmBaRfO56GS+7n722jw6fTy2+OpqBIgRQSsxCovx5PYFEbwRkXIKATL4X19dwdbIXYc/w4mzo7WZSZSWlWYrOc/lJYCGYz+P3R2/PyEu4+LJwLQjC27AXim+VDSCkrgUqAOXPm9PG3bfg4W/ayADt37hzUymRZWRlFRUWhAGdgcCGRbLVzoKugVqeVkQsO4f35ZUQ6s6T9XVuyi6waAbhpyqVMHPd3ZrgeIdDhRR5O4crUW7Dgw4QaHvtAHvc1NbG7p4evjzqI37WeyIbE/IlLWDoxN/S5AlqwzzhkoyvTSuE6INfDT30N8E0V7lJgeT7+fVZqamDlyuTmL/0hMgNYVQUnT2pCs6/s4qkMaWLJyoo2i5kyZWD3+BllQPERzn6MPJvxEYwYaXDhM9DPXjh9HwCr08pl37ksaP6SmMxFmQAIRYSzh5GfQAItsEjwvpbHkcLnEFcqSElU24TP15X0GgoSMz66F76Dd8tCzD7wW+DX97fztYALpcFCoCYifScUJk9+lHyrk5MXtXN/czN+KbUWCwk4uzApgnvGjaPEbocRVqp2jqFx5kFaLD185PUiAa+UVHR08JzLhS/42rZ0a1nQ0xWDkSYxQsDIkReoWUwfuIkPbBnAB2fhXk7JYFLyQ4HNZmPFihUUFxezYsUKbr/99gEFrLq6OsrKyobxDg0Mzh7JVjujtp9UcVW5TrkKaumdiBYlwo0CequANuI9LAfluk4WzPuIjvTwqmZWSgonsCDx4cdCPdrYhwBQ0dHB8Y6N/DPeiHbEAMeP78GZ5Yz+LGm0srOulmuvrSE3t5CfubPwqipSASwqXO8i5YAV92UeFr7gZtE0GytXRpQP9XM4bWQG0GzWgpIew8WVHg5e66bWE/+lvi9TmUTccw+8/Xb0Y4NTYsTHfmLESIPPCgP97IWhcWk9Vn8sfqMJLp5+MZZMC4eeOcSJhhNaVs4iyLwtM1Q6CmC91opnRzdIBQImqHdw0T9Ixo79pyhDIU0QmtGsQHVEcJuKipkteePZsgYc9eBxtPDd3G+j4kOdlov48xPgN4PZz4R78kPnLc3KYkZqKjVuN2+3nuS1QAdSgIpk4siR2vvo1MzWYEbo8+ykqoYSiD4Zvba2qbNz0EKwthbuuCNaCE6cCL/85ZmtljnrZjFBt7TY8hcbUJ1g97NOopT8maK8vJyNGzdSV1fH7NmzmTp1KnV1/TOOa2lpIT09UZWRgcH5TzKjHFuhLdzgLsH1vKvPRnlPrYeuX8R6jOm/SST+KPNrGZDQ4EBRUtDNYPInLmHU9Df4KG05uy/9H63UM+I8u8gPBRWdzs5NUfdRWwv33ltLTs58vN4f8re/zYfaJkz6BFwTmL7s4pbn21l9aQNbxh9gaU8DlX/WXltlJVx3HfzgB2HzmGTE9heGSlRyPairG6gMHGB+Q0NCU4LTMaQxODVGfBwYRoy8MBmsycmFzGA+e/tjmtYXesYvkrT5aZxoPoFnu4cT9SdCgU36Jal5qUyvmE7agjSmV0xn7A9OQIoXFD9Y/OCo59NP98e5ym44PomqUc/xSer1WLZ8C8u/rGdCwx8pKPgjU6Y8xkUTyplNPeTtpd4Bizb3YHnyfkRjLuLKRtQnljPygR1M/90lTP1KdCO6/r6tyLcz0qRggqRZVV1wLx03DosQcc8DOC65ZFDvpb4A29oavT0QOPMtE2ddCAZpEUJkRzzOPletsfWUfF9/eYaTxYsXs3XrVqSUFBUVMX/+fNz9CLbZ2dkcPRquMqqurkYIEXJWMzA4n0nmemp1WrF/0x5K7km/5MNHP0z6hcJd445YhAx/8OviT8TYiemjJfLzt2Ea930axv6CRnK5JquYb+SvZmXurazLyeEfRo3CIrSjG8njV9wePKPGTqUwSmhVVUFeXg0WixeTKYBi8vLewa1M7MgI35Ui+duITi07aAJSVH6w3UVlJdx/P/h82kpjb68m9pKh9xeaTNpPiwUUBXC4UU0qKtA7BF/qn3qq78cGSTHi4wAwYuSFhV7ef+CHB2iY32CIwbNIVmkWF+deHLWte0t3dOIOLa4FgENzLGSVZpG/OZ+s0iyOjnsc1iyHu9drP/MakVLl1Q9/E4p/le3tLG1qYn3PRN741dfxrroTX+1k2pYFOL5hEjZbIfKjlXyT9Ty5t5KfPuRn8hsz4Y2vIB96AvleLr68JgL/9xqyiq9J+lpiHbCdViu1tbBqVfTCqdNq5ZnLL+ceuz3heZpOnBjMWxlqwYjluusGdbrT4owJQSHELCHECrSBuSuDDe06S4AiIURRcPvShCc5B0j0l+dsUVFRARBlbZ2MWbNmsXHjxtDjoqIipJShcxgYnO8kW+20l9hRRiqhuYDd1d3Uf7Gefffui/tSYcmwJP1UDE4+IpQtVCQ563KwOq00ksvCw/N5qCM9KntW6/GwbP9+dvb0oErJXKsVC/AcS3mK5Ry/+DqeYjlLu5xxWbf6+kJ8vhT8ARN+xUz97EnsTz8SuosUReGWMZkQEKHmxc5ZLu79qSfKhcxk6rvfQB8u/9hj8NZbmmicMwdosIFPAT+YAqf3pb62Fj76KHrb8eODPt0FhxEfhwcjRp7/JCr7NxgaBjOCIuPGjLhtkU7a+u8bboft032hfdrbKzly5FXIa4S7XtJ+onASM493TwrFv02dnQDkspevbe+Iuk7npk7c7hrNbZsAlvorEX4FEfwffjPdDYU8zJM83pVYuEUSmVVNNIIpkhK7HUuCczR9+ukprxNLbS08/3xEC0ZEsnHjxr4reIaDMyYEpZR1UsrVUso0KeWtwYZ2/Tm3lLJSSlkd/Nlypu5rMJxr5VC2BF/Q3G53VJlLeXl5yAbbwGA4GGz5znCX/ejZwrSitJAYlL2Sjp93UD+vPjT/yFPrYf+y/VokM0GqIzXaGSaywFMJMOEJS2juUbKSuBq3m15Vy6oFgD97PKFP/T+Im/idtYI3uDHuuJIS+OADJ8uXb2P9rodZrmrzBLGAKkERgrXTplE+N4srDtrDLjYmiTrTjcmkZfXMZnjoIU3c9RVcnE7NcEYvSamrA/ZaYXk+pv+ZwtMjB/+lXg+wsd81CgoGdboLEiM+Di9GjDx/OZ35uAbJ0fvffnggeel/LJ5aDx/9NHpFT0Kwzw6kkHRPcvPLhz/iF/dGLx7Gtj+YzWNwjbqD77GG98gLxb9FmVr5qYN6mPfHiFYMSeaiTCyWDISunBz1CLM/2Lcvweyn1dFNI3m82tnFwoaG0PUqK2HhQu1nImJbJKqqorODTquVPxYU4Lg4OiPadOIEle3tAxLUNTXRLqGRbYdeLyxbdmbF4LlgFmPQD6qrq1m6dCnl5eXMmjULt9vNqlWrSE9Pp6ioiLq6OlpaWli8eDEtLS28/PLLUbbX2dnZlJeXM3v2bCoqKrjttts4evQou3btOouvyuBCYbAzik53tlF/sTqtTH50Mp4dnvCcQLRS0aZ7mwBtTpLaq4Zcq5UUJbZVEG2KrgSzmTFXzQxtTebiVmizoQiBGvykVwFVypALmcvnizuu1uOhJsvNf26z0bXdSY0rl0Zfg3Z0MCEppaTLp622LrvCztKew2BWwa9gabTx9Dro6oKMDC2onGoURCRVVRFBqtHKTdOtlCavsDkleoCNxGyGFSsGf04Dg1iMGHlhMhQmJ+cTZ8p197RGUEQgANdYeOfGwyx0/Ji0vD3cLix8Y9rrUefLzFxEd/eW0GO/vwv7sVewiKsxyXApuX7MXzvmIr4SLH7YUciEu64i9fZWGhqWIaUKmBB5zQSefAhl8wJtvwVbOJg3NbQwuuVoNwsbGlj0t3yWBk+1JXgLsVNhIkcwmUzaaCa/PzpuOq1Wfha4inuO7OH9MZqzqQrc39yMKiWKEKzLyTmleUxhoXYNVU38/Ntva4un/YnXQ8G50iNocAqKioqoqKigoqKC2bNnM3/+fIBQkLLZbGzYsIG0tDSmTp1KUVER5eXlUedYsWIFW7duZePGjaSlpTF79mxaWlri9jMwGCiDLd8Z6rKfvrKL+heKcUvHaT11Oio03dvE8b3Ho0YX9ezqSfwJKQUEiLrXZCVxTquVdTk5WIRAASxCYBbhNc7fHjnC2mnTQscBfLG+nu8fOMB3/fUU3udh0SPHuWJkKpOPWbEIEdd/VXqNlYpR+VzVOIWb/5TPH39mZcYM7b52744fND9QkrRG9Itaj4eD17ZimunR+g4JzhQ2Io/BEGPEyAuX0zU5OV8YTJZusPTVz+vx1NLaugqPJzotFcrOxpA1ezT5D+xiRN4eBAFM0sd4307tXMGYzN48Ro+eh8mkz/KTIL08ZT8cFzdnpKaSM+Y6RuS8zpTvXk3B1quZ+uDcUFmoHqjHjbuHhoJcAgurUcd+jE+Y2SIXaqcPJg3/6HazKToZyXPPxb8fkS0Sd9+ticDYuKlXt7y/5WJQg0U4QhCQEhXwS8l9TU3cu29fn392Tic8/bQmBpMx2Hg9GISMsUI9n5gzZ47cuXNn0ufff/99rrjiijN4RwaJMP4cLnzOhYzgQM7VXtmuZQIjV+Tisn9ogjEQuSE4rTbFx/Q3RvXZjB5J5Crv6oMHebUrPCfp2+PG8czll1Pr8fCtfftojGg+n2e1sj0ioKyYMAGb2RxaOU00IqKyEh54QAtiFgsEPuchMMONZa+NmnXWU64w1tbCF78YziK+9dbgViUjRwmYUcivyued/7YGZ0bBv/+7Vo46EIQQu6SUcwZ+N59NjBh57mP8GRjorGpt5YcHDhBACz2PTZnCykmThu16ibKPHk8tDQ3zUVWv5oKdvw2r1Ul7ZTudmzq5xHEJ/k/8dDzbocVGMxRsL4DcxrjjaMylvrAe6ZNg7oUnHw72BgIoKMqI0Pkj7ynZCJpE93b8bZX3bzqB8JnwW+ChNQqNuREvUsJVPZfy9s3hjSYT7NiRPK5FjlSKzAiuWgXf/0s78uGm0L53jb2UX338cfTXBLQ15EcmTKB86tSEcToyzgoRnx286KKBZwQHGx+N0lADA4PTZrDlO0NZ9pNsliBoIjHyGnpvX5QYlDHj4k3EDMOVYPLDtGb40pv4pl8N9E8IOq3WUDCzp6TEPV/r8VBYX483ZmHug5hG9Ppjx9gczBwmClagOYbqpZ3eHA/K4w1gUhFCgdx8oO/32OkMm8YMZji9TmTpEahk3eBGrteurapa2aqBgYGBgcZgBsUnwuOpxe2uiRvLEEtkXNIJZ920ubhudw3HN0yiaWkTEs0ldHrFdOw77DFx20l+/rao6+55djvSGxzH5EuBzQuCQlCQllbE5MmPxt1fXyWrVmv0Nd47fozejb9A8ZUgVAWTT+KoJywEg+H87dEfY/veCNw/mQpoi6RVVcljm54djI2BhYUgUjq1rwXBczd/+ilKMCsYiQqsbmuD9ov46cKsOFGp9wlKGa6SUVWtbeJb39J8As7UGAlDCBoYGAwJVqd1UEJusMfFopet6BlB3VQglCnsVREmQc7TOWSVZsWIQV0Eap/KGV/NIOOGDJq/0xxczQTrAgXPFhWaLocD2ViuHwWDWKwtsdtZ73LhlZIUISix26lxu8mR75FPPfU4aCQPBbis08ZHo4MDeQWhRvpaj4dHm9x8mm2DvVZOngyXkUSuLIoCN9KsBnsSVaredeOce+r32uk8/SAU+6XG7rKFgh1oZasGBgYGBhqDGRQfS7KMXn+x2QpRlJTQ8TZbIfUbOoiIkDRv6OC60tlxcdtqdYau5fHU0tX1BvCluGsIkZJQBEJ83LjW/yoNDb8nM3MRWVmloWPedf2B1zvquT6/BcVyB9InkRaozzdHV/cEf3df3QG5Y6BRu2eXq+/3IVEMdDrhEX8mq/3doW1ZI0awq6cn6XleOdKJ15sVVWbqdIZ7Ej/9VIuJV10FN998eouvg8UQggYGBhcEybKL7hp3yARGqpLm+5tJnZEaygx2db1J1/cngww6sQjJ6KtGkzoj7BoqFMHFE+x41A5tqc9vwrdzPBQP/D6dVitvORxRwV49/jYFLMeCDx8WlrOGRjWPty/qDHlyX9FxKV1TfFS2t7Ns/35OTlDhcQWW5yMbrfzsjx5Gz3WjzLDBHiuKAg8X2Xjzkn3cAAAgAElEQVQKhV6/ivQr/Nd/WoBWSmYOrxGB/jojv9RgsfJcRIP888+f2VVPAwMDg3OdRFm6gZAoozcQIRibdbNanbRNr+Oy/w1rq7bpiYerx94HC/4AbxaD3wxmP6NvO4mwzkNVT3L8+J6E9xUZN671v0qgbRndEDKaSU2dQUPDfAJqL8WY8OeBXPM9lIZZHCm+jcZMc9hFG8I3PdoPT+6Ghwqg0cqbb2pVNQONP+Vzs5jaDps6O1mUmcmM1FQ2Hz3Kp0mcX24Zk8lPU8KVO/ooJ6cTZszQjGFA+9nTownFRYvizWyGE0MIGhgYXDAkyi7aCm0Ik0CqWkSQqowqG514Xy5dXath7X2gCkSKwsnLX8f1BwfSL7Wedr92bKKM42CIDfbjfTs5gB9QkfhwUE+jyAOL1AKaH963d/L9lo8xK1oZilTQnEIdbphynEMPNoMiYY4gt83Og1fYKb3Gyic/zafibTey24L/gf1U+FVeaFDOypy3yFjp84VXRw0MDAwMTp/YjJ6laR6tL7UOrGUjIrMHMLE3hQDhRNvE3vj2hkT3Ia78V+STD0G9AxzvkuKYxpEj2wHo6dEUUFZWvOLR42NDw+/pjtje2bkJn68rOEdQRQF+z5c5eqWdJf94K1/LKmb3Bx9oJZmx/f4KYAFuPwj/bwZ+/+DjT2lWVpQz6Lb8fKpcLp7t6Ai9T5elpHDn2LGUT83i5gRlprW1YRGo8/772v+TOZsOF4YQNDAwuKCxOq3kPJ1D8/3NSFWijIgRcY25ZBx9iE/nd2IZq/DJFx6jI/1dxNiZiJQnkF5NANpL7NhLYvsihgY9ePtUL37M1OPQnpBoDflSgCI1w9KgTbUakOBXwGOBZc1gCopGRdI4tYPv+F3M8DgomWPlhTIrJxe1Ii0qUvTfLvx0qPyzhwdONhAwqYxQFL7RkI+qhq8npdEnaGBgYDCURGb0LE3z2P/VAKr3wGmZsY0dYUEf7S6ASz7Q5gHtyNhB4GgAU7qJuV1z4+5j/PiHaZOrQwYxJ05EW6p0dm5KKAR1YkdOZGYuIjV1RkjomkUKU+z/zK32+aFYVj5V6wOsbG/H7Q+Eb1q//0wviik6O3e66MK1xG6nyuVivctFh9fLTz/6iJvHjMEZfM/19g29R7Av1q41hKCBgYHBkJFVmkXqjNQ4Eeep9WiuZl4JZECKCp/3AQFkbj0Zz1cz+sCSqGOGZc5hMHhvaXudRzvH00ie9sQvJ8AJsyb2HtgPUkWqCje2TeOo38f2n9og360Z2cT0RXilpMrl4hmnlW3boGqnjedMAj8SsxBkWCysam0dlnlVtbVw/7Nu/P+kpQB7VRWX3Y2U0deJME81MDAwMBgC9Ixe60utqN4DCQ3UBoK9xB52CQU+2f4JNSNroFd7HDgaYEfGDuZ2zY0yZjNn2dBScSoShU/N2cD7ofNmZi5Kes329ko6Ozdx6aV34fN1hnoEgajS1cKY8tLK9naePHQIv5Tx5aHAZVYzJ974KzekZuJ0Th3we5GIykrYtAkWLbIycaEbv5RRZjc0WuOM3U4lQmN84oYVQwgaGFyAxLpkGkSXjequaif/cK1mBqPjU6ChAPLeAyRdR39LysmFwODLQPt9f1Yn48ml0bVbi51+4C/h5nYOpILDjay38dr72hgG8jww9iT4I1RgxJinumPHtHlGuUC6Czq0fbx+yb1NmgX2CEVh7bRpdPl8QyYKa2pA3WWDrykgVUxCM4uJxcgIGhgYGAwPiQzUBjOw3uq0Mmr2KHrejjBF6Y3eJ3A0EDfCadpr8yBlBH7Zix8L/9LzJZ6aUMzoY5r5S2vq7byQYDGyvb2SpqalocfTp1dEZQ5jS1d1aj0e7m9u1kRgJCpw8GI4MoJDc7pBwItqG5d9EM4gDhRd/GVmwosvatu2bIEVL9hImRzt/FrzUvw835UrNXOYV19NfH6HY1C3NSgMIWhgcIExlLP5LkQiXdU4fhMoD4ZWOkUKyPygneXeXFj+Yzp8flyr6hn/EwXzzX86pSX36VDjdiNMWiUoClr/ny4EG62h3yVArgcebwCLCgEBvx0HzaPgu81g1lZD3+np4brdu1GJGYeohKdlnFRVHmhuRpUybm7TYCkshBGPWen9Xj7KbDdPL7ExY46VChG8LppltpERNDAwMBgeYg3UGnNJOqPvVIy7Z1y0EIzFEj/CybdzEntu+QVvd7xJHQ72yVz+ZJ7CyvwHQ/MCp6p72CcaaB5/Ix+Z8ym02TAdeip0Wgk0d2wgK6s0oYiN3FbjdqNGiEC9V+86/1hGvT2Vn3/xL1G3/ExLB/X3Te23OYs+D7CmJtzHF0v9i1a2vRzj/FqoZQJjDWPs9uTXWrHi1PczVBhC0MDgAqOveXrnAgPJVg5HZjPkqvbG9fDUfRBQwQSpxcdR7vgNPRP3ajvWO8BrAakZzbQ93Avml1BmPDZgS+7+UmizMdKkcDLo8inetTHyIpg7N0Hgcbg1EWhCU1cfj4TfZWmZw298CLO7kSbwRR4TdCBFEC4lFeCXEokmCh/98EMenTz5tMRgeA6TlcJCbYh9WVlYBII2N2moejQMDAwMDOKJrISpaW1NOqMvEVHCqzSLTz/4lLbH28JxJALzKDOH5lgIWAQmZCgDOcc+n7LDY+JmI9a43UxV9/ATlmORPnxtVfyENbzNAR5E6ynUL7G2p4B9QbfsSBEL0cJ27bRpWISgNxhoJHDI6+VF2rh5zkXQfhFkav2NSOgx+dlyyMOWpdp70JcY1Of2njwZHcdiWbQo3gzO6dR6/rTy0bBhTEEBUSOVdObNO7MmaoYQNDC4wEg2T+9cYCDZyvbKdpofaEYGNIOXocps2myFiMaZyKeWQcAECFD9HB//K5j4S0LqqGAPCCUcjVQTbC5CzXtfs8ZuzE0oUvs7zDcRunV2lcuF6zDYS6FkDlTt9CAy3cjdtnCGsN4GPgUhVFLMCjdMsfHGTA+BK92wPRNmegBVyyxGun3H/B4Z0ySwpbub/3W7WZeTE+WMFom+MpqRoWX1Es0+ip3D9NJL0c9nZBiOoQYGBgZnioEMrNczdlHZw/KpjLl5DB8++iHdW7qj9g8UjeKGEfuZ+rhkdoNgya3TsDqtOCHhbMRCm419ogGL9GEKumXPpB4H9VHTHz5kEm9wIyc6O+NELMHf9W1dPh/ftNup6OiIMw1tn9ZJykPZeH+yOxwTVbRF0xcm82//ZmXGjOQxqaZGy+glEoF33QWdncnHPtTWwrJl2vE7dmhjIwC++11NBAoRfd677kp8D8OFIQQNDC4wks3TOxfob7bSU+vRXD6DYxvU3oFlNvsSY1arE/vhp+iQfkJpMUWCo177HYW0tCIyc/6VJumLPvHR9JAld8NX4wWtx1NLfX0hUvoQwoLDMbAZTjovHD6sBeD8wxRMmsb63v3IXBW+rs0N1MtEzf83n2/91E3JTBsUwJtFDaiqivQqiHXTUD7Xg/xyB1ELjnomMDLaxuCXkgeam5mRmhq3YqyvjPb2akFMUWDECC0D2JewGzMGDh0KP06iMQ0MDAwMhoGBDKyvcbsTZg+tTiuTH52MZ4cH9VMtsqQtSOP3q214D3TzXh68nye5fIqPa4CqD16npbOa7MwinNavRN2LmnMrvU0vIPGhYuJdHJzAyj+wM7TfKywiRVFYlJnJDo8nTsQmErYvHD7MSVWNEoP35GQyY52V1Y3TeWNqMwFVaoJwdjfM9PDR8nzmz7cmjWORA+AjWbAAfvGLvt93XUTqPYJVVbB9uxZDIb5S5ky3TCin3sXgXGLp0qWkpaUhhGD27NlUVlbG7VNZWcns2bND+/z6179Oer7q6mqKi4sRQpCWlkZxcTHV1dXD+RIMzgBWp5VJKyedUyIQwtlKTPSZrXTXuENz/wCEScTt66n10LqqFU+tJ3p7sAfwwIEf0tAwH4+nNu789utnoowwaZ+ApgDculErBd2bC6hccolDGxgftfonGOGbSX7+Nnw7x8cJWgCXqwopvYBESi8uV9WA36PIAHxSVXmuowM/wRJQi4oo0K4lBHzLaeWZuZNwWq3UuN34UJEKiJEqxYt97Ljlch4xTQef0MxnQGsWDMRcNMEqZ0BKatxuKtvbWdjQQGV7u3Z/NVow08tZVDXcAN8Xkyf3/djAYCgwYqSBQXKcVisrJ006Zem/nj00QVz2UF9snvKjKRT8pYD8zfkJ96/64HUubbuNuSfXcWnbbVR98HrUNa5MvQST0NYjUxCUjhvHioIfMn16BWlpCzBPWMvVU77Ltvx8SrOy2Jafz2NTpoR6G3Vhm2jbf0yZwooJE1iQlsYK03S6XtBWHn9zTxY7ChzknkjTMoImQvN4Y+NYrcfDqtZWaj2eULvDggXh54XoX3tDxjwP4uutKFd6MJngueegsTHxvhbLmW+ZMDKC5xHFxcUA7Nq1i/T0dKqrq9m6dWvUPrfeeit1dXVs3LiR7Oxsdu7cya233so777xDeXl51L6rV6+mrKyMiooKNm7cyNGjR6murqauro6ioqIz9roMPjv0N1tpK7ShjFBQe1WEIsh5Oie6/LKPEtNQDyABVNWL2x2flYu8D//FB2lbcZvmGGr2w5MPcUg8Sc6cr2hBIkI09e6yQmMutsKhGy4fS6HNhlkEh8YDdT09mIO1I2aTgmy0EQjOQSopCR+XYbGEMn8SWFRswZkFNauyUF5KRZ3phov9kHMM04FLUG4/hB+J1F+fKfo+TELg9vv5lwMHAK1kFKCwMIuUlOiMYEqKVuq5alXiMlGIb4zvq1HewGAwGDHS4HxkME6ew82psoeRvYfJ9t/8fjWXES79bOmshqnhrKDbXYOUAfSBuV8ZuY9J1lvAWhpyCY2cThjbe9efbbW1MH9h9OgGp9PKvAOTaczxgFS1ebwNNi2OzfOwqtVNhsXCsv37OamqCOCRCRMod07l0Ue18s5Y45dk1Ho8LAs0oP6ziumfFL70Vj6v/Sjxn7EQ8M1vnvmWCUMInie43W6qq6vp7u7GFlyZWbx4MYsXLw7t8+tf/5rq6moOHDgQ2qeoqIgDBw6QlpbG7bffzqxZswBoaWmhrKyMXbt2hbbZbDZKz9QES4PPLLEBJNk+fQnGvkpM9eHsqupFUVKw2QoBLVOoZ+js9hKsTidWp5V9954Eb3Bcrs8Cmxcg8/6Ob/p2pv/sGzR9uymcMZPatSetnJTw/uz2Elyu9UjpRYgU7PYSBorTao3qc1CBWZdcwqxLLqHEbod1Vmpq4gVXl88XnNikJTq7fFpZa8jBE1B/0oBIUVGucvPljHSa/pZC49/McGdb1AxCsxA8nZPDps7OqHvb1NlJqTMraAQT7hHMyAj3QISDbfTrammJflxQMOC3xsAgKUaMNDgfSdiLd46IwYESK8qyM4vwtVUi8eHHQnZm9OJJslg9lNTUQO9UD+pMN73v2qip0czLCkZYtTYLhxs8FnLvcHPjvON819+M94BEIbwGLIHVbW0839HB3ePGsW3b1IQxOBK9j/7gtVqFjwoIk4p9oZuUx62hslAdvcWiZOBfGU4bQwgOgtMxgzhddu7cmXQlsqysjJUrV4YCnI4evMrKykKro2VlZRQVFYUCnIHBuYTHU4s7qwbbfYVYrZPino81xLHMOcS+V16HBgf262dGDZy1Wp3B3r0vIqX26etyPZ+8f+9oOooyQju2VCsnab6/GalqpjV69i+RoLVanTgcb53250OJ3c4Lhw/TGwwgO3t62HP8OCV2e5wJi06hzcaIBP0SeknLsnfcvJOilY76kLzW1YUyWYG9Y8MlMhIWpKWxKDOTLp8PxyWXhDKBAIsyM0PnjLyHVavi5yRFPl9WFu96aoyOuDA5m/ERjBhpcH6RqBdP3342M4RDIVBLpn6FKl4O9QiWRGQDQYuXsbF6qMmY50Et0MYsqX7B2xfZqfXY6eqyQvZxuOYI5BzjfbPk7wFCVTWx3RMAR/x+Vre1wQQoX5l8/qDeR+/1gmmmDfMTChIVIQQFUy2UvKX1CbpcWmVMQUFy07UzgSEEB0jkDDJFSRk2G/lYbDYbK1asoLi4mBUrVkStXOq0tLQkDVrFxcUsWbIk9Liuro6ysrJhvWcDg8HQn39jkRlDy5xDNDd/B/nwj8DnxfWT3Ti2FTAp4hNVK0Hxhh5L6QuVjNpL7HQ82xH85BfwzjVM690aumZWaRapM1L7bb6TbNjtQNDLbB798EOqu7tRSW73XVuruYricPc5GL7+v23IHymQojmJSkCaVcjwaoMLA5IRJq0pP9Kme8WECdQfO8aizExKs7ISljHpjfTJymVeeSX+NRrD5C88zlZ8BCNGGpyfxDp5Zlgs50SGMJlZzEApmfqVqHLQWIYiXvbF7jEuhC9oHGOSvKZ2sLnhMLdccxl8oS20nxQJW+UT8kpnZ5+D6CPNYXjXyk0fTOONqU0EpOQ7zc3UOFJ55plzJ+trmMUMkET9R2eK8vJyNm7cSF1dHbNnz2bq1KnU1dUBWoADyM7OTniszWbDHVxp0vdPT08f/ps2MBgg/f03phvi+KZvR+7O08o6VRPSK0PmLTo2WyFCpIQeC2EJlaEc33M8OgL4Fc0ohrAhDXDGzXecViuPTp7MiCQN+6CJwML7Pfw8p4Gfew9wX+N+Mg7ZovojVq3SVh8D7wZLYf6cAYHgKEFVwFVHQUhQBQ+aNCEZ+QXAZjazOdisr68S//DAAeY3NFDr0Yx69KzjY48lLgu95Zb41/fmm0P/nhmcXc5mfAQjRhqcf8QansR+/ta43ac8x3DQl1nMuUiksUvktuddrrgRSV5V5W8pneF5ukncsy1CRD8VPNEtwcqYZOgLo6ZgLz85PeidkF4pqXK5BvbihhlDCA4QvaYZTMNW09wXixcvZuvWrUgpKSoqYv78+bjd7lBwa4ltxAnS0tISVQ6TnZ3N0aNHQ4+rq6sRQoRc1AwMzhYD/TdmsxUiCvaCxQeKH5ES7zCql2yOG/dtxo37dqgsVB9TETlfQSja8bohzYEfHvj/7d17cFz3ddjx72/xokSTuwREEYRUUgJFOZaHBgQg9sCuVSYEY7tJG0UklbZ26doZAqOHJ0qcAYZJNFVHTmlQdkapLcdYVtKQjTqJQSpq1DS2AI5hyR44DgASYiSNKBIUqBhYPrEr6oHn/vrHvXdx9+7dx10usBfA+cxwoF0sFpdXFzg8v3t+5zC8YzilO2kuYrF+RkcPuHYuzYVbVzS7vj6Y+fj8YPk54jx0KEp//3x5yqOPGl3KjL8c8KtGqaeeg7kzN0KpNspClebkyEzGfwCkK2MCI/nbv9+9tKWzE9auTX7u5Mm8TonwsWLHR5AYudJc7+9YP7B38vRLAuaMPXfxesp5Xuxz33H2LFt//nM6zp5Nej7dAmVfNMqcbTZDifmnPBBISebuCQYpV8kZYVxrfvumm2gvuRP1ahAulVPyN/+Key+mvxsIqQuj1Rtsn9QQueD5r76gpDTUo8Woac5VV1cXP/jBD+jt7WX37t3U1tbS09Pjuj+ip6eHpqamxOOGhga6u7sTG99bWlrQWhMOh+nq6lq0v4MQTl5/xoLBZuq/+BSR6oHEHkG3O3duJSjOMRUoqPqtqsTnEg1pJuNEjkQ83REsVJmcW1c0y/btUNYdYnomkOh+Fh8MJVpgW+Upc3NGRzJVH0WbSSMa2Pq+8UINxBW77ghl7BbnVsZ0YHQ0p70slZXw7rue//piCfFTfASJkctdMUuRF4qXWX+LcSzNwaDreQYW7NyHx8Y4dukSu9avZ9vq1fRFo7z2/vs8d/EiYDRuARLlmenKWJ3xyrl1YssNNyS+T2tNDeGxMR44fTppn+CLly9D/Ar64xpmAuif3kTfJuCuzJ1ek/bRx6p5ejzCTFzDrOL/fb2a/qeKsx/QjSSCeVjommavrFXMzs5O9uzZk7IZfmRkhKNHjya10e7s7EyUzchmeOE3Xn/GgsFmgvc1g0sJYib2MRUo427g5Rcvc/VHV7njyTtQpQo9p41VvGciVO+tzjkZTFcmV8h/JDc3Q99TQQ7+fR0vno+iT4SoOBtM7NErL4fJSWNgrdbAyRDEFQT0/GB5BcShfLaEjjMjPHfxRr7569Xs35zapMf+jxSrvXaue1nq6+Htt5Mfi+XHb/ERJEYuV7mMClqKMi3+FUO6WOZ27r02i3LuOQ+PjdF2+jRgjCyyyhad+/fs+/ScCV+iUVqWpLq1piax5eHA6CjnJydTjs9oHWAOn9dxAo1Rqu6BHcPDTMXjlJgdttPtn7eO4/dO1dP1iyh6KMTcm8GUhmrFJKWhS0Rvby9btmzh6NGjjIyMMDQ0xJ49e6isrEysblqtshsbG+nt7U20025sbKS9vT1pFbS2tpbOzs7EwN1oNMrIyAiDg4PF+isKsegSg3G/cTsb9200kj7zDuC1E9eo/kp1Yv+Ankvde5iJs0yurKwq66D7fDQ3w99+I8grD2zmG/8pmNijZ5WntLUZbakDAeC1IPzFVphTyb2xFUzfMEt0U4yXQ+N85p9O8jt/GqPf5RCtMib7XpapeJzHXoi6vt7S3g6l5tJjaanxWIhCkRi58riVIlv7uvMp5Rfu3M6z67k37xxminH2vXxuJZ3OkUVx848zEfzU2rVJewK/vGED+zZu5HhdHafef5/PDQ8THhtLKrt1Yz+GZyIRypRyT4zMqpk//PUQJ26KMGl29J7Rmofeeovw2Jhreaplb1OQsh9sRr0RpKRkvqGatY8/U+xcaL65I6iUagCiWusRpVQt0Ka1lpZdppaWFrq6uujs7GRgYCDxnDModXd3Ew6H6ejoSKxkHjp0KGmWkqW9vZ2GhgY6Oztpa2sjFArR1NSUMlRXiOXMGgMxFh5jPG7OE9QwfmicO793JxdWXchrcLyzTG6hV6/dxkpYz+3dC489Zo5w+PsaOLca6qPcU1/G2GfPc+bDyaQN81ppXng/wot/GeV78RCtn0kNotYq7FQ8TnwyQO+3Qrxy1r1ZjHUsL79M1vlLIpXEx+wkRq48zt+xvH4XwzuGE7+v647XLWqDr+UqXcm387nR0QNJMe7VyA/5abQmcYfMOZLiyxs2pJR0OkcWWcqU4v716/nHd9/lU2vX8vzly/z1xYuUmA1dZrWmPBBgbWlponTUep/Wmpq0f7eD77zDh3GzGFRr9m3cSGRmhp9Fo1yanTWeN6tmiJbx88Blfu5oQDOrNU+PjycvjL79dmIMk3GHMoi1BdH6aB8zkW7+7mLwTSIItABtSqlKoBfYl+X1K05LS0va+Uh2ra2tOQ+9zfU9hVgMxZxBdu3EteQn5oznMg22z8ZZJrfQw3PTaW42EsGf/ARjkO3rQUpPB/nmw3BqE7S9eTp5yXUO+EKEuRLNw5MBtsVSyz4TIy5eiNL7rRDxfw4yXZI6Q1AUhMTHHEiMXHnsv2NH+0bn93VPx4n2RSURLIBYf4zID2eh7iOwY/55Z3wLhbaDKkfrabQq4w8jG3hVn0tsHXDu5QNSSjr7otHErgVLqa38EuDA6Ch/ffEicxgNXWC+G+jzjjuKxy5dSpsIhsfGeOHy5cTjgFKsLS3l++PzC8IJClg/zcvqHZT1vLW1Ahi6do1SpdBaEwdeujrBS1cnUMCqkgBfHq5jdjaI1jAzY8Tj2trM83cXi58SwRGtdeZWPEKIZWsxNv67JZqx/hiRIxHG/+d4yuunI9Oug+PzUexGGs3N8GNzkC0Ydwmbm6EZI0j+138c52okwPRbNxoB7rfGE51I082Qag4GeezOIK+chamAsdKZbj5gOAwPP2wEvYqK4q1+LlESH4XIIrQ9RKA8kFcFh3AX649xcscJ9NQclG0l8ucPUf/Fp5LiV8fZszx/6RKfWhvkdb7FxznBsL6b17graQaucy/f2tJStq1eTU15Oe2bNtEcDHLq/fcpUYq41pQqxb+trKS6vJxtq1cnvp/9fZx3BO9bvz5xRxBgV4ZRD84y1Ls/8hFOvvde8osummOnbp5OHjNh3iwkQGIu71eqqxmZnOSlqxOJPfhawdRcHOqjlJcHmZqCeBx6e6GszBgxAe7zdxeLnxJBIcQKttClk66dz6xSosm46zTZ6bFpYv2xgq0qF7uRhlv5KMC20RpiX6xhbhoqSuFTX4nxM30BTZyKNPML7SWeTz45n+Q98ghs25b8ffr74aGHwKq0mZqSO4dCiMKy9nznW8FRaLH+WFGOpZDfN9oXRU9piJfAjEaf+DjR35yPzR1nzyYSrzOTkyju4gR3EQAjSTMTNKs81LozGJ2dTUrYvmCuID5y5gxxrSlRikduvZXv/PKXTMfjHL5wIdGQzNkEBkhq0uLsBprOrvXrk8pQf2/jRoDk0tS/us34t8HXTyfuANZdvJnhF1ejJ8rg4TOoijjlJQH2VlcD0HsxRlyZ3bnngHiAvQ0h9h437gT29hrJ4Ows7NsHmzYVd7uErxJBcx9EJVALDGith4p8SEKIRWJtPl+o0knXzmd9NUYpkZUEOmpSrv3TNYZ3DC/7vSZ9ffMlKgCf3xTkm7/q3m3NbV/DlStGYIvHU0tc+vuN4GclgZZirX4uVRIfhciuUBUc18uaQ7vY+xUL/X1D20OoCoWemoWyWdTdrxEKPZj4vL0U8y5eo56TvEo9ZwPbUsY1wHxH1M8NDyd9n2OXLiUakMUBpTUn33vPdSyE/X0s9v+2uoFCaldSO+s1bknjsUuXqH93PSena4zEbeOH8B/egQC8dtNlAsO3oF8LUjq2mq/+RZS9n5h//z8ar+Pgj6IQK4PgDP96bQg+Ekxs0Xjllfn4aVXmFJOfEsEhrXVi0qtSqkcptUdrndSmTynVCrQCbNq0aZEPUQixUHIpnbyelU7XRNNWSqQCypgpOGf7Ig3xqeW/12T7diMoWcFp+/b0LcztSaOV9Ll9Pcwnjc6u3PE4nDpV/ABu8yQAACAASURBVAC4hOQUH83PSYwUosiS5tAu4n7FQn/fYHOQ+uN3E/nhq1D3BtU7kstCrVLMu3iNb/N1yplBv/4Jyt75FnX/fnXa7+28G2fNDLSXju5av55XYrGUsRC5cjancRtxZE8a3Z7rf8xI3CYnS401YgUzc3H40tuo/3Ubj+wM0vnZ5Pfs3Btky2SQp5+GoR/BzzTsODy/HeL48eSKGmeFzWLzTSJoD3KmEeB+IOx4Xdh6rqmpyaWYSwixVGUqnbzelU7XRLOZRCnR5PlJxg+l7hNEsez3mngJTs6kr+qeGH01UZ7sCXHl5WDS662kUbv8pj52DHLs17Hi5RofzddKjBSiyIq1X3Ehvq9xl/WzwGdTPmfN8vtw/G8on50h8NqvwNcPEJ8OcPJbJ9n61FZqWlPLM1trang5GuUfrl7lC5WVicTLOfdv2+rVHIlEcjpO6+5fVVkZV2ZmOD85mfaOYq6s2HhkIMSzJQGmtFny2TiB/kSMb3fUce+9wZQErrXVqJQZHExtBmPfouGHzqG+SQRdnAVkc7wQAijMSqc90bTfXdy8fzOx/hgXDl8whsvHF+Jv4G+5Bid70lh1T4xH5oaZPmeuuD44v+La3w/nzxub4bU27gLa7dq1eH+3ZUjioxA+Vqz9isX4vp1bthC7aS/Dw4eJn2yA6TLQCj2reevht1i9LfXOYHhsjOcuXgTguYsXuScUorWmxrUS5fCFCyn7BJ2su39TZmlpAKPbaKlSYNunmA8jNgbZG6vjkZNv84vZCSMZ1HHi26L09aUmgpC+UsbOrcJmsRNBXwyUV0q1KKV6HE9vwQh2QohlysvwX2ulkxKSVjpjsX5GRw94GtBu3V089+g5hncMJxrC1B2vY13LuuQXx/E0SH45cAtOds3NsH8/icG69hVXmE8kDx0yOom2tkJXF9x7L3zyk8Z/y93A3Eh8FGJpCjYH2bx/86JvKyjG97UqbjZ+4ZPzrTABPadd46ezY6fzscU5cuJIJMIDb77JA2++mTS03Xqdtd4YB+a05ivV1Tx+++1pE0g3HR2wdavx0a45GOTJ+tsoUwGja+hsgMCpEOfPuw+EtxZNH3889U6fNUi+qspIEktKitc51C93BAcA54TWJq11WzEORgix8LyWerqtdOY7ciLd3cVgc5DbHrvN6JQ2bVTVqXK17EtDnXJZyeyPxXjGNli3VKn5Dm59yc1nNm0yEj9J/vIi8VEI4XvBYDPB+5pZ89QYbz38FnpOE6hwL0912yPoxjkq4unxcWbMzz0bifA/tm7lyswMVWVllAcCSXcES8zJ7W6NYtLp6ICDB43/tj522n77NgeDfLeijge7oswNhZh7LUj4n+HwYfeyTrdO3c6KmyefNMpIV/QeQa11VCl11dzkDsZq555iHpMQYmHlU+rp7AiX68gJZ5OZ2ehsohW0CijKqsqSvkd9Xz2RI8a+hOq91cu6UYwbtz2DTn3RKHPm5j+FMUOpORhMlISWmtGlmPORlgOJj0KIpaSmtYbV21anlKfaO3hm6thpCY+NcezSJb52yy2ESks5PzlJ1/j8Pv5prXnorbfQZumn1aW0qqyME9eu8WwkwqHx8ZSS0kzNWZ5/PvVxp2MZ7srLQfjfwURjObdu2Zk4K26uXDEqbIrFF4kggNkKW9phC7FCFGJTey4jJ2L9MU78mxMwA5TBzfffzMXnLiY+r2c0Zx45k7SPwS8tyP3g1Kk0TWMcw4H3VlcnrXSWlBgzkvzQHnupk/gohFhKnDHUrYOnW8dOS3hsjLbTpwFjrl/XnXeyPRTimUiEaXMBMgDEtU4Mrb8yM8P+zZsBODA6yqzWKY1isjVnue+++TuB1mMnq2LGGg4fCHhb8Myl4mYx+SYRFEKsLIXY1J7LyInzB8+TqCWZISkJtCz3ERFe21NbwdIe6CoqHE1jHEN9m4NBDvTB1JYY8U9E0a+G2LTJfRO9EEKIlePgO+/wodkxLJcOnm57CFtrauirr090Eb17zRoeOXPGdbyEc6HSbduC21086+7f888bSaD9bmA4bHS73rVrvmImGoWTJ43nco11uVTcLCZfNIsR2bW1taGUoq0teVvI0NAQyqyDdr5+3bp1KKVobGwkHE7pMk44HKaxsTHxmqNHj6b9/r29vezcuROlFOvWrWPnzp309vZe/19MrGiF2NQeDDazefP+pCTQ3oRmemw6+5vESSoPXU6spO7RR42PbpvanaxgaXX6tJe+2DUHg+zfvDkR0KvuiRF/Yhi+eo74E8NEb8neBEiIQpAYKcTi8dLoLTw2xguXLyceB2z7ydNx7hm0HjcHg+ytrubQf19F287VzP5+nWszGGuh0vk5626cW3OWcBg+9znYsgXeeis1CWxrg5deMj6eOmV87Xe+YyR1X/sa/M7vwAMP5BZjrYZrxU4CQRLBJaW2tpZwOEw0mrmD4c6dOxkZGWFwcJCJiQn279/P4OBg0mv27NlDZ2cnhw4dYmJigs7OTvbt20eHs00ScPDgQXbu3MmePXuYmJhgcHCQPXv2MDQklUrCf5wdQW/YekPyC9x+6ymYuTKT+PpcA9xSkK0DqBsrWAbMc5Vr6cuVW6OoCnPOUmmcbx+P5hQUhSgEiZGi2JZb/HDj1nU7E+fdvbs/8pGszVu2rV6dKFksNR8DhH8W49P9w8ztPQffHmZmGv7bRze7vp9zoRLSd/J0JnrOdaFjx1IfO2PrCy/A978P99yTWzLoF1IauoS0tLQwMDBAOBymvb3d9TXRaJTe3l4mJiYImSsuu3fvZvfu3YnXHD16lN7eXs6dO5d4TUtLC+fOnWPdunX87u/+Lg0NDQCMjIzQ0dHB4OBg4rlQKESrtP8TPhXtiyZmAcYn41z6wSWjm4mCm//jzcTfj3P57y4nzQq0OoNe79B6P8pnP0LSrMCq3DuabQ+FCMwFmCMOswHmBkIcPGiMjPBDCYxY3iRGimJajvHDjddGb84Oob+3cWPW79EXjSY6Umvz8Quvvs8T58/DxrixoKvjUB9l6vXs59i5PcIZi9wSPfuP8K5dRpJof7xtmxFTJyeNWbmW2Vk4cmTpxDtJBPPg7EC4mPbv38++ffvSBjnLwMAALS0trp/r6Ohg//79iQBnsYJXR0cHPT09ide2tLQkApwQxeDlZ66sqmw+ydOgZ3WiQ+ilv7mE1hpVpqj8QiUA5dXlic6gowdG55PIZbJvMN/9CG7BMuvXBIP8u746XjgXhZMheD3Ii2/Ciy+6b8wXy08x4yNIjBTFk08n7KXIa6O3XDqEOjn3+EVnZzk4ew6sL50DZgNwMkRFReb3ytYgBtwTvaS/g5kUWnsErcdPPgkPPjg/Ksn5ff2yDzATKQ31yOst8ULbvXs3lZWVrvsZwAhU7e3t7Ny5k46ODtfSlJGRkbRBa+fOnQwMDCQeDw0NsWePdCoXxeP1Z27mysz8bzYFqlQlHus5DXNGcrj2k2vZ9rfb+OhffjQRrJOSyGW0b3Ax9yO0/2aQ8qObUW8EKSkxVkq9lKWKpavY8REkRorisRIkSsi7E/ZSYDV6u/3x23O+69laU8OPzE6huXDu8Tv53nuJyh4AxlbB1+uoOBvkxz82hrNb5ZjWsHbrcbbtEVYTmC9+ET72MbjrrjR/h1b40Y+S7xReuZL6uooKuPtuIwH8kz8xPvq5VFQSQY/cVnwWW0dHB53OwSY2nZ2ddHd3MzQ0RGNjI1u2bEkEu5GREcDYS+EmFAol7a8YGRmhsrKygEcvhDdef+bKqspQASP5C6wKcOsf3Go81hh/AkZyOHl+MuUfqklJZGB+36DIXXOzEWj/7M/ge98zgqLbxnyx/PghPoLESFEc+SRIS1UhGr1lY9/j52we037bJvRrRhJob4YWDqc2R8vWIMbaG/jcc/DGG/D66+77BN043/uee6Cuzniv6WljIXR62igV9StJBD3yw4pPa2srV69ezdjBbPfu3fT09KC1pqWlhR07dhCNRhPBzQp2TiMjI0nlMLW1tVy9ejXxuLe3F6VUoouaEAvNy89crD/GmUfOoOMaVaK448k7mH131rgTaCaBN/7KjehZzXh4nJO/dpI3H3gzkRCGtocIVJjfq2L5rugWknP11W7bNveN+WJ58kN8BImRonicCVIs1s/o6AFiMR/fEvKh8NgYnxseJjw2Zjzxf2vYfPRObn57He2ld9L5WePOov1u39QUPPGE8dE5HiJdHHLuDbTL9DmL/b0feQRefhl+8Qvjo93rrxsdSXNJLhebJIIe+WXFp7W1lQMHDuT02q6uLoBEK+va2trE/gannp4empqaEo8bGhro7u5OPG5paUFrnXhPIRaal5+5xB2JOOi45tqJa0SejZDYdV4CH7z5gbG/IA56SjP+/XFOfPYEY+Ex3/x8LxXhsLEC+qd/Or/66hxXcepUsY9SLBY//fxIjBTFFov1Mzy8g3PnHmV4eMeyTAYXItG1hsm/NDFB2+nTfOmvx2hrg9Gnarj4lTr+/NdrErHm/HkoLTU6W8fjcPas+5D3dNsjnHsBc/2cnfXeJ08mP29NrQkEjMQwXUfSYpNmMXkINgeL/g/E/fv3c/DgwaS9CtlYq5idnZ3s2bMnZTP8yMgIR48eTQqAnZ2dibIZ2QwviiXXn7nQ9hCqVBl3BEuN38J61swCFay5ew3XBq6lfuEcnH7wNKu3rfbFz/dS0N+fvEl+amp+74V9hfahh4zyGGkWszL45edHYqQotmi0j3h8GpgjHp8mcnyA6Js1RWukVGhWohuPTxMIlFNXdzxpnm++nOMm/uGDS8x3iZnvynn4sBFrSkqgqQkGBuaTwJYWeOyx7PHG2QTG/t9eG/86G87AfIJq98QTxsdcu3EvNLkjuERZ3cuc+yB6e3vZsmULR48eZWRkJLGRvbKyMtEhzWqV3djYSG9vb6KddmNjI+3t7Umd1Gpra+ns7EwM3I1Go4n5S0L4kq3n9Jq71yRK1VS5orymPJEgpohTtD1Niy1TOWeujhxJ7pSmlDFq4vx5IzBbf+JxaRYjFp/ESFFsodB2AoFyoAT1+ieIfGlbURspFZoz0Y1G+wryvs79gF+4MflxqXkLy1pwnJuDhob5/egVFbklgRZ7Exi3hjC5am2Fri644w4jHmqdmgQCnDlj3Bn84z+er6QpJkkEl7COjo6UfQwtLS10dXXR1dVFY2MjO3bsAEgJSt3d3XR0dNDR0cG6devo6Ojg0KFDrhvs29vb6enpobu7m3Xr1tHY2MjIyEjGzfhCFEO0L5rYD6jnNDNXZqg7XsfGfRtBw5UXr4CGGz92ozH03MaaJbjcOUs3CxWEtm0z7v6Fw0YQ3LcPvvtdaRYjikdipCimYLCZurrj3H7741Rf+Au0kTMVtZFSvmL9MUYPjCYlsPZENxAoJxTaXpDv1VpTQ9edd/JJtY57z97JQ5tr6Ooy5tHee69RZrl3b3KTlr17k/cBgvtiZyEWQTMee6uxSLpq1XxpaCaTk8VfIFXaPgVxiWlqatKZyj7eeOMNPvaxjy3iEQk38v9BLJZ0A31HD4xy7tFzxt5AMFpQB2DtZ9ZSVllGeXU5a+5ew8yVmWVTtpPOgQNGEjg3ZwTRxx839jfkypqNVFUFX/sazMyQNCYCjHKYb3zDeN9CzlJSSg1qrZuyv1KAxMilQP4frAzO2HTHk3csmXiTLq6CUR4ajfYRCm0vSFmoxVqwnJoy4slTT6XepXOLLf39RiL27LNGCal9S0Iu8wQLefxHjsChQ/Nx0bpLaBcIwE9/WpjjyDc+yh5BIcSyYTWriPZFKasqS6y6JgbgTsbnx0jMwbX+a9T/pB4gbaBbbqx211Yw9HKXzhlIv/MdY5/D+fPJG+ADgeRN+sXeAyGEEMXkjE1nHjnj23gT648R7YsmklS3sTDW8QaDzQVNAC19fUYSGI8bfx5+2Kg6sccSZ2yx4tPk5HzCZe8c6jZPcKFik3Vsd99tVMrE40ZJ6+xscrnoH/1R8eOjJIJCiGXFClDOxK7ueB2RIxHGD40n7gzqOZ1IFtMFuuXGanedz106ZyC9cmX+rt/hw0bgLikxSkLtK7SFuiMohBBLldVIafTAqG/jjdvdv8RCqvmc2xaKQt8Z3L49udHK3Fz2xM2KT1YSqFTyYuf1LIJ6YY95ra1GAtvXZyyYHjo0/7p77wU/VI9LIiiEWHbcVjCt2U6la0t551vvgE6eFZgt0C0n+d6lSxdIncklGCWoVVXGbKXFKMURQoilIJfEqljSxU7rbqZbKetCdA9tbjbKQR9+2EgCKyqyJ272+FRSAl/9qrF30Io517MImqt05adWaarV6bS8HNrbC//98yGJoBBi2bEHWlWqmDw/mdjk/svv/BIAVWoMnLeCWqZAt9icpTl+kSmQ2oOdtbcDjNVZrRe+FEcIIZYCe5mo337Hp0tSM42FceseWoi7gva7abkkbrkkegu9VSFT+eliJKL5kERQCLEkZUqWrEAbORIh8oxRDnrh8AU2fHnD/MB5ZXQVtX+NHwJypo35fpAtkNr3dlicw32FEGIl80u8cbLHTku2hUmre6h1R7BQ3UPBe+JW7D3pi1V+WkjLPhHUWqNy6eEqFsRS7kor/CuRLE3FUSWKrd/dyuptq5OClbXJXc/pRJkL+L8ENNPG/KXAubfDy3BfsfgkRhaPxEfhVxcOXyA+HSfybCQxjindwqQ1JqPQ3UOz7S8Ph/Mf/r5QMt31W8yupV4s60SwtLSU2dlZysrKin0oK9bMzAwlJSXZXyiEB9G+KPEp885eXHP6wdOoUoWeTQ5WzjKX6r3VVO+t9mVJjsUv+0fsQRi8lefY93aUlUFt7cIeq8iPxMjimp2dpbR0Wf8zTGSwUKMXrpd9MVLHzcUKnXlhstDdQ7MlTeGwMZQd4KWXjI9+SgadCaDVLGaxupZ6sax/A61atYr33nuPdevWFftQVqx3332XNWvWFPswxDIT2h5Claj5IDVnrFgCxKfmg1WmvRhWt1C/JYN+2D9iD8IlJUb3NbeZTOmSQ2tvx5Ej8MwzRqe0w4f9swIqDBIji+vatWusWrWq2IchiqAQDVacJZvXu7fcSkzLmu5J2mNvvyO4WAuTBw/Chx8a/+2WNB07lvz6Y8f8kwjaOWOpte7jp7LRZZ0Irl+/nvPnz1NRUcENN9wg5S+LRGvNzMwM7777LhMTE2zatKnYhySWESvY3foHt/Ivf/4vRgJor7CKQ1nV/B0O514Mv+/Bg+LvH7FveLdKPO0NXyD9aq3zTuLMjDSL8SuJkcWhtebDDz/k8uXLEh9XqOttsOI2oP56ZhMmJaYV5dzxf3qYGdicSPwWc2EyHIYXXph/rLXRgTqTXbsW9pjyZY+lAPv2waZN0ixm0axatYoNGzYQiUSYslrYiUVRUlLCmjVr2LRpExUVFcU+HLFMOIPf1qe2cunYJSZ6JpKSwUvHLrF622rXoLXU9+AtBmcbbvsdwaoqY7+f1RDGnuA5Vz/n5uZnOtmHzAt/kBhZPBUVFWzYsEHuCK5Q19tgxRnHLh27dF1xzZmYXtv0V6y6cxOYZauLGSOdd/vicWMMkTVQvqNjvhwU4Dd+w593AyG1eYx9nIVfLOtEECAYDBIMyj/yhFgKspW2OIPfzJUZbnvsNqI/iaKn5jPBid4JYq/EXFdF/bIHz8/c5gL29c3PBbSSQGc3UOedRHsvjNlZOHXKf0FwpZMYKcTiu94GK844tn7XemKvxIxyznKY/OjfEYs15fy+9sRUqVIikWfQeq5gcwG92LUrOdGD5AXH559P/tzIyKIdmmd+HRlh55tEUCkVAu4HRoBaoFdr7eP/vUKIQsqlZNMtiQs2B6n/cT2RIxHeG3qPawPXIJ5+VdQPe/CWAueG9+ZmY0j89PR8EujsBmpf/YT5chgwksKHHppf1RW5k/goxPJzXQ1W7nqdDX81DMP1VH/+EwSbg6zetprID18lsuH3Ga98lQvDuSdx9sR0cvI84+OHKPRcwFxZd/eefhqGhozYYV9wvO8+Yw+h5b77Fu3Q8lLskRbZ+CYRBDqBDq11FEAp1Q3sKe4hCSEWSy4lm+mSOGtPnTOZdN7ts99x3Lx/86L93ZYLZ5mLcySEtfp55AhEIvDii8nJYDwu+wTzJPFRCAHY9vNVThPYUU71XccBo3wzWvNT9LlXySeJsxLTWKyfCxcOL8hcwFy1thp/3JqSdXYaH59/3kgCrcciP35KBJusIGe6qpRq0FoPFe2IhBCLJteSzUyNVDLd7Yv1xzi5/SR6RqPKFPV99XI30KNcy1wOH57fJ/iZz8DPfmas6lZUyD7BPEl8FEIAmRvNlJ2+B9X9JXTdIIFtZ/NK4hZqLmA+0t1N6+yUBLBQfJEIKqVagKuOp6NACyCBTogVoFAlm+kSxciRCHra2LSmpzWRIxFJBPOQrczF2SXt85+Hb37T33sk/EzioxDCLl2jmVh/jDO/PYee/i+osv/MHX+3KmsSl26WYaHnAgr/8kUiCIQwApvdFWBLEY5FCFEk1zM24XpnKInC2L7duBMYjxsfreRPEsC8SXwUQiSku2OXNAieEmYGboWd6d8nFuvn5MlfQ+tplCqnvv7HkvytQH5JBCtdnnMGPiGEcJVLo5nqvdVEnjXuCqpyRfXe6iId7fJnjaOTsXQFIfFRCJHE7Y6d147YkcgRtDbGxmg9RSRyRBLBFcgviaCz7AWMVdAUSqlWwJoYMqWU+ucFO6rl5ybgcrEPYgmR8+VN0c7XTdxUXUnlLQB8iL766atjl7kccb7uRm5cfSM3rvlg6oNrH3z6g/cX/UBTLcNr7JZqqL4FYGpK609/+sIY/DLl/0WePlqg91lKco6PIDHyOi3Dn8cFJefLmwU/X4kY92H2GFddzaa1a1lvPX733e9fikS+f34hj88jub68ySs++iURjJIa2KqAs84Xaq3DQBhAKTWgtW5a+MNbHuR8eSPnyxs5X97JOfNGKTVQ7GMogpzjI0iMvB5yvryR8+WNnC9v5Hx5k298DBT6QPKhte4ltfwlBPQW4XCEEEIIX5D4KIQQYqH4IhE0jSilam2Pa6U1thBCCCHxUQghROH5pTQUYB9wv1JqBKgF2nL4mvDCHtKyI+fLGzlf3sj58k7OmTcr9XzlEx9h5Z6vfMn58kbOlzdyvryR8+VNXudLaa0LfSBCCCGEEEIIIXzMT6WhQgghhBBCCCEWwZJJBJVSXY49EiilQkqpVqVUi/mxNt3XrzRpzleD9ZxSqlYp1Vmco/MX23XUqpTqVko1uHxOrjFTlvMl15iDeR6s89WllGqxfU6uL4cs50uuLxcSH72R+OiNxEhvJEZ6IzHSm4LHSK21r/8ALUA7MAg0OD7XBYRsj7uLfbzF/pPlfLVjtByfALrt524l/wFabf8dMs9RrflYrjFv50uusdTz1e54PGGdF7m+PJ8vub6Sz43Ex8KdL7m20p83iZGFO19ynaWeL4mRhTtfnq8v398R1Fr3aq0P4j5Ut0lrHbU9vmpfeVmJspyvEa31Fq31Oq31Hse5W5HM6yUxe8U8J73AbvMpucZscjhfco2l6lRK2efAXcVo+AFyfbnJdL7k+rKR+OiNxEfvJEZ6IzEyLxIjvSlojPR9IpiOeSvU+cs8irHiJ0SuKoFDLs9XyTXmKu35WuwDWULWOX4ZV2KMA5Dry53r+SrWwSxFcm2JApIY6Y3ESO8kRnpT0Bjpp/ERXoUwLgi7K8CWIhzLkmGupFRirB4M6BU+i0pr3auU2uN4ugnoQK6xFFnOFyDXmJP9F7ZSqhU4oLWOmit6cn05pDtftufk+spOrq08yLWVSmKkNxIjvZMY6U2hY+RSTgQrXZ6TW+yZDWmtE6sGSqkepdSKL01wnJMWjFvrveYPmNOKPleQ/nyZT8k15sLcvN0CbNFaW/8gkN9haaQ5XyDXV67k2vJOrq00JEZ6IzHSO4mR3hQyRi7Z0lDca/xDLs8Jk/3iMI0A9xfjWPzIXH1q01pbq3lyjWXgcr7kGktDaz2itQ4DB5RSg+a5k+srjTTnS66v3Mm15ZFcW9lJjPRGYmTuJEZ6U8gYuZQTwSipF0QVRrcckZuzrPBb7A77gX22x3KNZeY8X27kGrMxV+UGMM6dXF9ZOM6XG7m+3Mm1df3k2kolMdIbiZEeSYz0phAxcskmguZtdudt4xBGdybhYM5g6XE8vQX5gQJS66yVUrVyjaXndr7kGktlzvlxnpMoRitxub4cMp0vub5yJ9eWN3JtZScx0huJkbmRGOnNQsTIJZsImkYcwyVrV/qm2wwGAOdgySbz1vKKZtbw9zpqqK32xHKNOWQ4X3KNpXI7Jy0Ys5FAri+nTOdLri9v5NrKnVxbGUiM9EZipCcSI70peIxU2hhA6Ftm95sWjNuevUCP9Zcya2Lvx6iBrcX4wVvRbcaznK8GjO5VYKwSdMn5Ug0Yw4Xtv7BDwE5zM7xcYzY5nC+5xhxczsk/aa2Pmp+T68shy/mS68tG4qM3Eh+9kxjpjcRI7yRGelPoGOn7RFAIIYQQQgghRGEt9dJQIYQQQgghhBAeSSIohBBCCCGEECuMJIJCCCGEEEIIscJIIiiEEEIIIYQQK4wkgkIIIYQQQgixwkgiKIQQQgghhBArjCSCQviAUqpdKdWV/ZWuXxtSSrUW4BgGzRk0QgghhG9IjBRiYUgiKEQBKaW6lFITSiltBo2swccMLG1a67Y8v+39GMORUUqdVUrtzvN99gDdeX6tEEIIkZHESCH8RRJBIQpEKdUD1AKNwDrggPnf2XSaf/LVqLUeuY6vB8B8jyGl1PUcixBCCJFCYqQQ/qO01sU+BiGWPKVUCJgA1mmto16/TmutruP7tmqtD5qPzwIdWuujeb5fA9Cttd6Sz9cLIYQQThIjhfAnuSMoRGE1eXx9omQlT/cDeQU0S0Fm4gAAAtRJREFUN1rrIaBWKVVbqPcUQgghTBIjhfARSQSFKABzhfMg0KOU6vSwobwRGHI+qZRqMPdPaKVUt1Kqx9xXEXJ+fbqSF6XUbvPrGzy+5xAgG+KFEEIUhMRIIfxJEkEhCkRr3YGxmbwBGDQ3pWcLFrXAFZfnuzH2T6wDQkCP1jqppMYMTmfd3lQp1WK+x05zBTOn9zRdNY9LCCGEKAiJkUL4jySCQhSQ1vqo1nqnuZ+hFzjusppoVwm47ZeoNd8rCvQAv+rymnQlLzvNr2nTWttLanJ5T8zjqcpwzEIIIYRnEiOF8BdJBIVYILZW1y15fPmIrcW1FbSc0pW8tAIjGCuvXt9TCCGEWHASI4UoPkkEhVh4mTqkXcUoQXEaAdrMDmdDWuuw/ZOZSl6AMMa+iibHvKSM72kTwr0URwghhCg0iZFCFElpsQ9AiOXA3G/QBXRgbCQPAfuBq47SE6cR3EtMajFWK6NpVjQzdULr0VpHlVL7gENKqV6z1CXbe1oqzeMSQgghrpvESCH8Se4IClEAZiBrM/8MAsfNT2UbljtI+u5jg8BZs4PZhBlILVkH5JpzkgaAQzm+p6UBCXJCCCEKRGKkEP4kA+WFKCK3YblKqXaMTmY7ba9pxdjYvsU5IDfH75PxPW2vk2G5QgghfEFipBALS+4IClFEZjlKr1Kq1fZ0FKi0BtbaWldbH1vxPiA323ta9ufx3kIIIUTBSYwUYmHJHkEhiq8DY35RGEBrHTZXI3uUUpXma3qBHeZ/b8lW8uKUw3tiBsAGrbWzk5oQQghRLBIjhVggUhoqhA+YZSlbbO20070uBNyfoZvZ9RzDINCRZeO+EEIIsagkRgqxMCQRFEIIIYQQQogVRvYICiGEEEIIIcQKI4mgEEIIIYQQQqwwkggKIYQQQgghxAojiaAQQgghhBBCrDCSCAohhBBCCCHECiOJoBBCCCGEEEKsMP8fM9Zfn9Tk9ekAAAAASUVORK5CYII=\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": 0.040328,
     "end_time": "2020-04-01T01:50:26.854338",
     "exception": false,
     "start_time": "2020-04-01T01:50:26.814010",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.079708,
     "end_time": "2020-04-01T01:50:26.972922",
     "exception": false,
     "start_time": "2020-04-01T01:50:26.893214",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_28d99d40_73bb_11ea_bf66_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_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.54052</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >309</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.62303</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.41881</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >-0.116013</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >309</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.566884</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.514615</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.518307</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >116</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >1.78706</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.424334</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.0796708</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >116</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.479648</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.543346</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-1.88707</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >3</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.57095</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.534625</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >-0.441195</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >3</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.492631</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0.611506</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-1.2659</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >428</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.87229</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.452938</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.108443</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >428</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.544116</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.617788</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-2.79809</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >40</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >7.79091</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.29813</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >-0.309659</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >40</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >0.625575</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >0.386615</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-5.43267</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >64</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >8.35052</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.553279</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.514023</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >64</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.695956</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.6122</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.521975</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >126</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >4.23393</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.36672</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.200752</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >126</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.475027</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.411375</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.04019</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >79</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.80295</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.403642</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.200747</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >79</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.553642</td>\n",
       "                        <td id=\"T_28d99d40_73bb_11ea_bf66_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.408978</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2d58c9730>"
      ]
     },
     "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": 0.552779,
     "end_time": "2020-04-01T01:50:27.564791",
     "exception": false,
     "start_time": "2020-04-01T01:50:27.012012",
     "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": 0.522254,
     "end_time": "2020-04-01T01:50:28.129322",
     "exception": false,
     "start_time": "2020-04-01T01:50:27.607068",
     "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": 0.041465,
     "end_time": "2020-04-01T01:50:28.213260",
     "exception": false,
     "start_time": "2020-04-01T01:50:28.171795",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.125627,
     "end_time": "2020-04-01T01:50:28.381551",
     "exception": false,
     "start_time": "2020-04-01T01:50:28.255924",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_29b0d13e_73bb_11ea_bf66_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_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.153269</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >655</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.10507</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.968584</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.0160375</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >158</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.511579</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.961782</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.104113</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1022</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.368898</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.96031</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.078967</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >647</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.354609</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.954128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.00465754</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1835</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.730905</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.975418</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.520092</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >54</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.700092</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.549084</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.00468493</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >219</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.416628</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.842328</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.429239</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >274</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.50409</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.911308</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.110097</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >108</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.03424</td>\n",
       "                        <td id=\"T_29b0d13e_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.932098</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2bcab8610>"
      ]
     },
     "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": 0.657193,
     "end_time": "2020-04-01T01:50:29.080581",
     "exception": false,
     "start_time": "2020-04-01T01:50:28.423388",
     "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": 0.528738,
     "end_time": "2020-04-01T01:50:29.654001",
     "exception": false,
     "start_time": "2020-04-01T01:50:29.125263",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.043827,
     "end_time": "2020-04-01T01:50:29.742503",
     "exception": false,
     "start_time": "2020-04-01T01:50:29.698676",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.072502,
     "end_time": "2020-04-01T01:50:29.859194",
     "exception": false,
     "start_time": "2020-04-01T01:50:29.786692",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_2a924bf0_73bb_11ea_bf66_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_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0904083</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >655</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.5314</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.931232</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.0580848</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >158</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.530179</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.94627</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.132994</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1022</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.28146</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.990731</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.147509</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >647</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.258548</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.989591</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0468009</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1835</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.951543</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.967239</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.50658</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >54</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.58329</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.827336</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.13077</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >219</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.881454</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.935913</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.0577092</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >274</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >2.00616</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.924753</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.176257</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >108</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.08788</td>\n",
       "                        <td id=\"T_2a924bf0_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.891446</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2d5854760>"
      ]
     },
     "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": 0.427104,
     "end_time": "2020-04-01T01:50:30.331438",
     "exception": false,
     "start_time": "2020-04-01T01:50:29.904334",
     "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": 0.516198,
     "end_time": "2020-04-01T01:50:30.893966",
     "exception": false,
     "start_time": "2020-04-01T01:50:30.377768",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(0,36))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.047713,
     "end_time": "2020-04-01T01:50:30.991245",
     "exception": false,
     "start_time": "2020-04-01T01:50:30.943532",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.080922,
     "end_time": "2020-04-01T01:50:31.119008",
     "exception": false,
     "start_time": "2020-04-01T01:50:31.038086",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_2b527a2e_73bb_11ea_bf66_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_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.10353</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >655</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.27226</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.938817</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.0443576</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >158</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.454994</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.940907</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.118125</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1022</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.234376</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.993265</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.12618</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >647</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.209889</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.991867</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.032654</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1835</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.791324</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.97542</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.333153</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >54</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.18491</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.835796</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.100339</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >219</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.721694</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.933834</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.0390939</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >274</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.68556</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.926471</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.158668</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >108</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.922291</td>\n",
       "                        <td id=\"T_2b527a2e_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.917526</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2b1fc1d90>"
      ]
     },
     "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": 0.616614,
     "end_time": "2020-04-01T01:50:31.782909",
     "exception": false,
     "start_time": "2020-04-01T01:50:31.166295",
     "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": 0.605945,
     "end_time": "2020-04-01T01:50:32.438973",
     "exception": false,
     "start_time": "2020-04-01T01:50:31.833028",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(1010,1030))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.050368,
     "end_time": "2020-04-01T01:50:32.541530",
     "exception": false,
     "start_time": "2020-04-01T01:50:32.491162",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.057162,
     "end_time": "2020-04-01T01:50:32.648832",
     "exception": false,
     "start_time": "2020-04-01T01:50:32.591670",
     "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": 0.428914,
     "end_time": "2020-04-01T01:50:33.128247",
     "exception": false,
     "start_time": "2020-04-01T01:50:32.699333",
     "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": 0.067653,
     "end_time": "2020-04-01T01:50:33.248342",
     "exception": false,
     "start_time": "2020-04-01T01:50:33.180689",
     "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": 0.051674,
     "end_time": "2020-04-01T01:50:33.352741",
     "exception": false,
     "start_time": "2020-04-01T01:50:33.301067",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.082611,
     "end_time": "2020-04-01T01:50:33.487527",
     "exception": false,
     "start_time": "2020-04-01T01:50:33.404916",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_2cba716e_73bb_11ea_bf66_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_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.54052</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >309</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.62303</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.41881</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.518307</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >116</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >1.78706</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.424334</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-1.88707</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >3</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.57095</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.534625</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-1.2659</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >428</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.87229</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.452938</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-2.79809</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >40</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >7.79091</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.29813</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-5.43267</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >64</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >8.35052</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.553279</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.521975</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >126</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >4.23393</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.36672</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-1.04019</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >79</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.80295</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.403642</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >-0.116013</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >309</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.566884</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.514615</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.0796708</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >116</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.479648</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.543346</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >-0.441195</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >3</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.492631</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0.611506</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.108443</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >428</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.544116</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.617788</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >-0.309659</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >40</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >0.625575</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >0.386615</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.514023</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >64</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.695956</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.6122</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.200752</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >126</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.475027</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.411375</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.200747</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >79</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.553642</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.408978</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.10353</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >655</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.27226</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.938817</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >0.0443576</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >158</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.454994</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.940907</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.118125</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >1022</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.234376</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.993265</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.12618</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >647</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.209889</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.991867</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >0.032654</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1835</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.791324</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.97542</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >-0.333153</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >54</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >1.18491</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >0.835796</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >-0.100339</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >219</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >0.721694</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.933834</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >-0.0390939</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >274</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >1.68556</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.926471</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >-0.158668</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >108</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >0.922291</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.917526</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >1.21132</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >508</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >6.09019</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.837433</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-0.211189</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >137</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >3.84811</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.840336</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-0.739887</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >945</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >2.60958</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.893272</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-1.26612</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >579</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >2.20042</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.892088</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-0.0709275</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1590</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >4.1441</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.923395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >-2.65867</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >42</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >3.66444</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >0.822522</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >5.87382</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >185</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >7.35724</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.642506</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-1.51093</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >184</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >4.70592</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.878824</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >-0.841547</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >97</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >6.57179</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.786077</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.0904083</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >655</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >1.5314</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.931232</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >0.0580848</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >158</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.530179</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.94627</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.132994</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >1022</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.28146</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.990731</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.147509</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >647</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.258548</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.989591</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >0.0468009</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1835</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >0.951543</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.967239</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >-0.50658</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >54</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >1.58329</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >0.827336</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >-0.13077</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >219</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >0.881454</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.935913</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >0.0577092</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >274</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >2.00616</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.924753</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >-0.176257</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >108</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.08788</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.891446</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >0.153269</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >655</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >1.10507</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.968584</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >-0.0160375</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >158</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.511579</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.961782</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >-0.104113</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >1022</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.368898</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.96031</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >-0.078967</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >647</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.354609</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.954128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >-0.00465754</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1835</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.730905</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.975418</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >-0.520092</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >54</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >0.700092</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >0.549084</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >-0.00468493</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >219</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.416628</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.842328</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >0.429239</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >274</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.50409</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.911308</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >0.110097</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >108</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >1.03424</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.932098</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >1.42277</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >508</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >13.4813</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.6459</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-3.897</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >137</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >10.3804</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.684622</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-5.30834</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >944</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >8.63213</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.776742</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-5.8247</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >578</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >8.18832</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.823395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-3.03473</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1589</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >10.567</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.781749</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >-8.49306</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >42</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >9.46056</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >0.771748</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >14.7136</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >185</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >18.1407</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.478543</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-6.8016</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >184</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >10.3377</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.691526</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >-4.0315</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >97</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >9.09493</td>\n",
       "                        <td id=\"T_2cba716e_73bb_11ea_bf66_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.502836</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2d449e460>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbl,tdf=et.displayStats(statsDict[year],level='Variable',suborder=list(statsubs.keys()))\n",
    "tbl"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (py38)",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  },
  "papermill": {
   "duration": 445.281036,
   "end_time": "2020-04-01T01:50:33.543888",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2017.ipynb",
   "parameters": {
    "year": 2017
   },
   "start_time": "2020-04-01T01:43:08.262852",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}