{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.35906,
     "end_time": "2020-04-01T01:30:57.953292",
     "exception": false,
     "start_time": "2020-04-01T01:30:55.594232",
     "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": 0.022014,
     "end_time": "2020-04-01T01:30:57.992893",
     "exception": false,
     "start_time": "2020-04-01T01:30:57.970879",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.019354,
     "end_time": "2020-04-01T01:30:58.028217",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.008863",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019088,
     "end_time": "2020-04-01T01:30:58.063094",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.044006",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2014\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.021134,
     "end_time": "2020-04-01T01:30:58.100209",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.079075",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2014"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.01641,
     "end_time": "2020-04-01T01:30:58.132992",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.116582",
     "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": 0.016017,
     "end_time": "2020-04-01T01:30:58.165005",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.148988",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.809625,
     "end_time": "2020-04-01T01:30:58.990637",
     "exception": false,
     "start_time": "2020-04-01T01:30:58.181012",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1577 data points\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Pressure</th>\n",
       "      <th>Depth</th>\n",
       "      <th>N</th>\n",
       "      <th>Si</th>\n",
       "      <th>Chlorophyll_Extracted</th>\n",
       "      <th>ConsT</th>\n",
       "      <th>AbsSal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.299833</td>\n",
       "      <td>-123.9995</td>\n",
       "      <td>4.5</td>\n",
       "      <td>None</td>\n",
       "      <td>30.1</td>\n",
       "      <td>49.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.163426</td>\n",
       "      <td>32.134762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.299833</td>\n",
       "      <td>-123.9995</td>\n",
       "      <td>5.2</td>\n",
       "      <td>None</td>\n",
       "      <td>30.2</td>\n",
       "      <td>49.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.160991</td>\n",
       "      <td>32.203660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.299833</td>\n",
       "      <td>-123.9995</td>\n",
       "      <td>10.2</td>\n",
       "      <td>None</td>\n",
       "      <td>30.2</td>\n",
       "      <td>49.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.182615</td>\n",
       "      <td>32.260506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.299833</td>\n",
       "      <td>-123.9995</td>\n",
       "      <td>20.1</td>\n",
       "      <td>None</td>\n",
       "      <td>30.2</td>\n",
       "      <td>48.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.185608</td>\n",
       "      <td>32.333712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.299833</td>\n",
       "      <td>-123.9995</td>\n",
       "      <td>30.4</td>\n",
       "      <td>None</td>\n",
       "      <td>30.1</td>\n",
       "      <td>48.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.184490</td>\n",
       "      <td>32.340248</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day        Lat       Lon  Pressure Depth     N    Si  \\\n",
       "0  2014.0    2.0  11.0  48.299833 -123.9995       4.5  None  30.1  49.4   \n",
       "1  2014.0    2.0  11.0  48.299833 -123.9995       5.2  None  30.2  49.3   \n",
       "2  2014.0    2.0  11.0  48.299833 -123.9995      10.2  None  30.2  49.0   \n",
       "3  2014.0    2.0  11.0  48.299833 -123.9995      20.1  None  30.2  48.7   \n",
       "4  2014.0    2.0  11.0  48.299833 -123.9995      30.4  None  30.1  48.6   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                    NaN  7.163426  32.134762  \n",
       "1                    NaN  7.160991  32.203660  \n",
       "2                    NaN  7.182615  32.260506  \n",
       "3                    NaN  7.185608  32.333712  \n",
       "4                    NaN  7.184490  32.340248  "
      ]
     },
     "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": 244.815229,
     "end_time": "2020-04-01T01:35:03.823009",
     "exception": false,
     "start_time": "2020-04-01T01:30:59.007780",
     "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": 0.035674,
     "end_time": "2020-04-01T01:35:03.880322",
     "exception": false,
     "start_time": "2020-04-01T01:35:03.844648",
     "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": 0.052128,
     "end_time": "2020-04-01T01:35:03.949154",
     "exception": false,
     "start_time": "2020-04-01T01:35:03.897026",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan14 namelist_smelt_cfg:\n",
      "   Chl:N =  2.0\n",
      "   zz_bfsi =  6e-05\n",
      "   zz_remin_d_bsi =  1.1e-06\n",
      "   zz_w_sink_d_bsi =  0.00028\n",
      "   zz_alpha_b_si =  0.88\n",
      "   zz_alpha_b_d =  0.0\n"
     ]
    }
   ],
   "source": [
    "# load chl to N ratio from namelist\n",
    "nml=f90nml.read(os.path.join(PATH,'01jan'+str(year)[-2:],'namelist_smelt_cfg'))\n",
    "mod_chl_N=nml['nampisopt']['zzn2chl']\n",
    "print('Parameter values from 01jan'+str(year)[-2:]+' namelist_smelt_cfg:')\n",
    "print('   Chl:N = ',mod_chl_N)\n",
    "print('   zz_bfsi = ',nml['nampisrem']['zz_bfsi'])\n",
    "print('   zz_remin_d_bsi = ',nml['nampisrem']['zz_remin_d_bsi'])\n",
    "print('   zz_w_sink_d_bsi = ',nml['nampissink']['zz_w_sink_d_bsi'])\n",
    "print('   zz_alpha_b_si = ',nml['nampissink']['zz_alpha_b_si'])\n",
    "print('   zz_alpha_b_d = ',nml['nampissink']['zz_alpha_b_d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.024028,
     "end_time": "2020-04-01T01:35:03.990511",
     "exception": false,
     "start_time": "2020-04-01T01:35:03.966483",
     "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": 0.043869,
     "end_time": "2020-04-01T01:35:04.051601",
     "exception": false,
     "start_time": "2020-04-01T01:35:04.007732",
     "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": 0.057505,
     "end_time": "2020-04-01T01:35:04.126153",
     "exception": false,
     "start_time": "2020-04-01T01:35:04.068648",
     "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": 0.02853,
     "end_time": "2020-04-01T01:35:04.171678",
     "exception": false,
     "start_time": "2020-04-01T01:35:04.143148",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def byDepth(ax,obsvar,modvar,lims):\n",
    "    ps=et.varvarPlot(ax,data,obsvar,modvar,'Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
    "    l=ax.legend(handles=ps)\n",
    "    ax.set_xlabel('Obs')\n",
    "    ax.set_ylabel('Model')\n",
    "    ax.plot(lims,lims,'k-',alpha=.5)\n",
    "    ax.set_xlim(lims)\n",
    "    ax.set_ylim(lims)\n",
    "    ax.set_aspect(1)\n",
    "    return ps,l\n",
    "\n",
    "def byRegion(ax,obsvar,modvar,lims):\n",
    "    ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b',),lname='SJDF')\n",
    "    ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c',),lname='SJGI')\n",
    "    ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y',),lname='SOG')\n",
    "    ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m',),lname='NSOG')\n",
    "    l=ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
    "    ax.set_xlabel('Obs')\n",
    "    ax.set_ylabel('Model')\n",
    "    ax.plot(lims,lims,'k-',alpha=.5)\n",
    "    ax.set_xlim(lims)\n",
    "    ax.set_ylim(lims)\n",
    "    ax.set_aspect(1)\n",
    "    return (ps1,ps2,ps3,ps4),l\n",
    "\n",
    "def bySeason(ax,obsvar,modvar,lims):\n",
    "    for axi in ax:\n",
    "        axi.plot(lims,lims,'k-')\n",
    "        axi.set_xlim(lims)\n",
    "        axi.set_ylim(lims)\n",
    "        axi.set_aspect(1)\n",
    "        axi.set_xlabel('Obs')\n",
    "        axi.set_ylabel('Model')\n",
    "    ps=et.varvarPlot(ax[0],JFM,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[0].set_title('Jan-Mar')\n",
    "    ps=et.varvarPlot(ax[1],Apr,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[1].set_title('Apr')\n",
    "    ps=et.varvarPlot(ax[2],MJJA,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[2].set_title('May-Aug')\n",
    "    ps=et.varvarPlot(ax[3],SOND,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
    "    ax[3].set_title('Sep-Dec')\n",
    "    return \n",
    "\n",
    "def ErrErr(fig,ax,obsvar1,modvar1,obsvar2,modvar2,lims1,lims2):\n",
    "    m=ax.scatter(data[modvar1]-data[obsvar1],data[modvar2]-data[obsvar2],c=data['Z'],s=1,cmap='gnuplot')\n",
    "    cb=fig.colorbar(m,ax=ax,label='Depth (m)')\n",
    "    ax.set_xlim(lims1)\n",
    "    ax.set_ylim(lims2)\n",
    "    ax.set_aspect((lims1[1]-lims1[0])/(lims2[1]-lims2[0]))\n",
    "    return m,cb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "papermill": {
     "duration": 0.880493,
     "end_time": "2020-04-01T01:35:05.069111",
     "exception": false,
     "start_time": "2020-04-01T01:35:04.188618",
     "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": 0.02847,
     "end_time": "2020-04-01T01:35:05.118353",
     "exception": false,
     "start_time": "2020-04-01T01:35:05.089883",
     "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": 0.019697,
     "end_time": "2020-04-01T01:35:05.157930",
     "exception": false,
     "start_time": "2020-04-01T01:35:05.138233",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.600429,
     "end_time": "2020-04-01T01:35:05.777766",
     "exception": false,
     "start_time": "2020-04-01T01:35:05.177337",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_03c65356_73b9_11ea_9eb0_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_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-2.71079</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >391</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >6.10419</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.863714</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-2.31533</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >89</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >4.24997</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.837409</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-2.92494</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1013</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >3.64597</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.813922</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-3.13506</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >707</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >3.59048</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.72917</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-2.83252</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1493</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.45582</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.921497</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-4.48265</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >6</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >4.50295</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.0638573</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-5.86743</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >134</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >8.54581</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.692818</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-1.30758</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >123</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >5.1934</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.870879</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.671543</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >128</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >3.24017</td>\n",
       "                        <td id=\"T_03c65356_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.959008</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4d9493ac0>"
      ]
     },
     "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": 0.53367,
     "end_time": "2020-04-01T01:35:06.331740",
     "exception": false,
     "start_time": "2020-04-01T01:35:05.798070",
     "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": 0.628815,
     "end_time": "2020-04-01T01:35:06.983577",
     "exception": false,
     "start_time": "2020-04-01T01:35:06.354762",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6sAAAD6CAYAAABH2NFKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nO3de5QV5Z0v/O+zd3fTiDRNQ44TdDJJm5PEE2Lk0plMnIwmgocQ4SRy6ZFR17uGBMb3jIAYaZlM5p3jinIxxg6akyMaWYLCtKjHAYfpSDNBJ+T1TYPtMjtv5s2Ezk1RMk1fwb7u/bx/VNWm9u59rV2Xp576ftZyJd10710F+1dV3+cqpJQgIiIiIiIiUkks6AMgIiIiIiIiysawSkRERERERMphWCUiIiIiIiLlMKwSERERERGRchhWiYiIiIiISDkMq0RERERERKQchlWNCCF2CCFOefj6jwkhpBBiS4H3l0KIHV4dAxERERERRQPDKpWrH0Bznj9baf45EblMCNHnZWMUUVSo1PDKuiYqjVm3fWZtnhJCrPP4vaT5ftZ/R4UQ8716T8qPYZXK1QFgvhCi0f5NWwF3+39IRHoTQiwC0Auj9uqDPh4iDQTe8Mq6JiqNEOIogEYACwDMBLDN/P9e6pBSzrT+A/AYgFNCiJUevy9lYVglJ56DcTO3aza/T0TuWw/jRvk6AM9ak4kiRIWGV9Y1URFmQ84iAKuklN1Syn4p5XNSyvV+HoeU8jkAqwA8zsYlfzGsakwIsVIIcdo2ZGK+7c9OCyG2mMMapNlqVao2TG6RXmd+v9xjWGkOtyjn/YmiZiWMxqAOGA+4RFS5oBteWddEpVsY9AGYgbUXbFzyFcOq/hZLKQWMm+HBrD9bD6OV6EoAi8oY2pDRIm0FUCnl6w6O4XEAp83jIKIsZl12Sym7YTQINeboDTptzrM7amsYqrf9GRuFiCaruOHVrKuDWT97uth8umJ1bdWt7etT9jm2Qoj55vekEOKgWft97PEh3Ugp+wHsBHDUvM9NmjcqhGjMuv9l11LO+6NDHQCaSnzverM+rXmvj1XwvpHFsKoxc5iENZTpMRjj/e2eM4dTdMMYhpT95/letx9GsVo30vUAnnV4DM9KKXear0lEk6V7eswGoX7k7oVpNL+/AEA9jIYgCxuFiCZzo+F1B4CVtsahRhi1mPOeaFNqXedzEMa8vZkw6v2oObeO91LSjpSyBcb9az6MeaOns0LrUQCPmfXZYn5tV+j+WK7T5nGU8t6nYEwp+JD5HxdTc4BhVWNma4+1nc1R83v21qTOPL93KmsFtFwtUI/h4o11tfm1k2Ng4RLlYdbKSmT29OzG5KGLgPGw2m0++LZk/QwbhYiyuNHwamvstXpS18NsCM73vmXWdT6N5jH1w7i3NhX7BaIwMz/v9gajY2bP5UoY9fi4EKIPRkNOQ9azZqH7Y7muhDmnvdB7mwuoNUgpW8yOoX4p5e4K3jeyGFb1Ug9jLL3lNIDTUsoFKGPVNCnlAvsKaLluuua4/UazGAu1RBc7ht4c3yMiw2rzf49ZjUcwHoobiyyhn12PbBQiys2NhtdtttdYab1GgYZfp3Vt120bJrwYk3uSiLRlW1xpEYyw+FzWc2uhUQbp+2OJnTPZFtpeo9B7zwd3yHAFw2qImXNWVpr/vxHGDfB182ur4KxCWT35FSr2HIybcs6WIp+OgUhnqwDszL4RwqipfNtuAMZN0n6jZqMQUQ5uNLyar9Fg3o8bpJQd5vfzNfw6rWu7bgDrhRCnAbzOHhuKqH4YtbCojN9J3x9L6ZyxM68T82E0UKHIe5c8vY4KY1gNt34AzWar7GkYe0K1AOnhTbthTEg/DWPYgtvaYBTipMUofDwGIi2Ji8v15+rpeQyTVyNcZQ49mg9jHh0fXolK40bD624AW/O9RtZrlVLX3TCH9toekO0aYQxnXGzd94l0JIRYZFsosNHsqDkIoFdK2WGt0GstXmTeB3dkvUzF90ezMeoggPVWqC303majVa85IqPePPYtXAStfAyrIWaOv19ltgYJKeWqrD9fb37/SnPMvLAV2JVmkVk/u0BKubPI+623v4c5f0DYW6LN12nJ+p2SjoGIMqyG0WOSaxjRcwCsG6+lG8AxGEN+OyQfYIlK5UbD62MwAmWx1T5LreuDALaY77cYk4f2A0atWysU91m9w0Q6MUPfevO/UzDuc0DmCIcFMEZISAC/yvEyTu6Pi+xDhM33X5VjFEOh914A49rSZ773lVw7onxCSunfmxlDVa2L6QIAB63hMmZLw2oYH6hGGB8mjvUm8gnrM7zMB9odHAqoN9aousyguMMcJuz1e22B0aO62Py6HkaP7HopJUcwBYg1qh7eH8Ovyuf3W2nvvTNbKz5ktjLsANBitTiYXfzcZoHIP6xPIrWxRhUjhKg3/85bULxX1S39MObINpojrPqFENb3KVisUSKX+T0MeEfWWO1eXJx8vDCra7y3jFXxiKhyrE8itbFG1bPaHP7n27YU5vu0wRiWbA1RbAJwgx/vTwWxRolc5nfPavZKWw0wll9fhMmrVfbDGEqRb2U+InIX6zOkOPQvMlijijGDo+/DC83eu4LrTFAgWKOK4f0x/HztWbUXsBBiHYBt5vfqMXn4yjlw9Vgi37A+idTGGiVSG2uUyH1+96zaJ59faVuNqyHHj+ace2EW/zoAmDZt2oKPfexjnhwnkR8GBgZw+vRpTJ06Fe+9916PlPJ9QR5PpfVpvgZrlLTR09OD3/zmNwAQeH0CrFGibO+++y7efvttgDVKpKTf/e53+P3vfw84rFHfw6q58tluc8+hUzDmWOTasD7nPkT2ITcLFy6UJ0+e9OxYibx0+PBhrFixAgsXLsTLL7+MmTNn/iboY6q0Ps3XYI2SFvbs2YO1a9fixhtvxMsvvxx4fQKsUSK77du3Y+vWrVizZg3279/PGiVSiJQSmzdvRmtrKzZu3IjvfOc7jmo0sH1WzWERJ2Fsom0NkbCbBeC038dF5AcrqF5zzTV4+eWXUV+v1h7RrE+KOiuoLl68GC+++GLQhzMJa5Sizh5Un3rqqaAPZxLWKEVZdlB9+OGHHb+Wb2FVCLFOCHE069v9ABrNPaiyh0jUA+jw5eCIfKRiUGV9El2UHVSnTp0a9CGxRolssoNqVZXvAwUnYY0SGXIFVXN7LUf8rO6TMDZCtlsEY28ywFgtrdG2QXKjlJIrpJFWVAyqJtYnEdQMqibWKBHUDKom1ihFnttBFfAxrEopXxdCzDcnjQPGCmjbzNYmAPgqjP3KumHsSbXer2Mj8oPCQZX1SQSlgyprlAhKB1XWKEWeF0EV8HmBJbMFKWcrkjm23/e9yoj8oHJQtbA+KcpUDqoW1ihFmcpB1cIapajyKqgCAS6wRBQVYQiqRFEWhqBKFGVhCKpEUeVlUAUYVok8xaBKpDYGVSK1MagSqcvroAowrBJ5hkGVSG0MqkRqY1AlUpcfQRVgWCXyBIMqkdoYVInUxqBKpC6/girAsErkOgZVIrUxqBKpjUGVSF1+BlWAYZXIVQyqRGpjUCVSG4Mqkbr8DqoAwyqRaxhUidTGoEqkNgZVInUFEVQBhlUiVzCoEqmNQZVIbQyqROoKKqgCDKtEFWNQJVIbgyqR2hhUidQVZFAFGFaJKsKgSqQ2BlUitTGoEqkr6KAKMKwSOcagSqQ2BlUitTGoEqlLhaAKMKwSOcKgSqQ2BlUitTGoEqlLlaAKMKwSlY1BlUhtDKpEamNQJVKXSkEVYFglKguDKpHaGFSJ1MagSqQu1YIqwLBKVDIvg+pIZwIfjNVe6doLEkUQgyqR2hhUidSlYlAFGFaJSuJ1UH17+V/j0lgVu2mJHGJQJVIbgyqRulQNqgDDKlFRXg/9HT7RBUwkXX1NoihhUCVSG4MqkbpUDqoAwypRQX7MUZ167TygKu766xJFAYMqkdoYVInUpXpQBRhWifLyazGl2qa5mL1jM8ZkasSTNyDSFIMqkdoYVInUFYagCjCsEuXk56q/I50JnPv6LtSIWK1nb0KkGQZVIrUxqBKpKyxBFWBYJZrE7+1phk90QY6Pe/oeRDphUCVSG4MqkboKBdWRzgT6WvdhpDMR8FFexKsHkU0Q+6jGGmYAirZmEamGQZVIbQyqROqyguorj34fe29YjZVr1kIIgYG9hzD49EsYS/w7kEpBVFdjzgutqG2aG/QhM6wSWYIIqgN7D6Gn5dtAMgkppfT8DYlCjEGVSG0MqkTqsoLqO987gH+Y+UnEf/oO3llxF+q+ugIDj+zP/FmMY/hEF8MqkSqCCKojnQkjqJrb1ghVJwsQKYBBlUhtDKpE6pJSYudt6zDzxR/ijrr/jLgEICXk2DguvPTKpJ8X1dXGbhUK4JxVirwggipg7q+aSqW/Zs8qUW4MqkRqY1AlUpcVVL/Y/jPcMvX9RlC1xASm3XRdxs9fsvSzygwBBtizShEXVFAFjP1VRU0N5NgYEIvhbGrst769OVFIMKgSqY1Blch9I50JDJ/owtRr51UUGq2hvyMvtGPKtA9m9lJWxTF7x2bMuH05qj94OS4cPo5py67HjNuXV3z8buIVhSIryKAKGPurznmhNX0x6vnUJ3p8PQAixRUKqm7dyInIOQZVIveNdCZw5uZNkOPjFS10ZF/1d9uatYi/+mtj94l4HHW3LMX05iXp151x+3LlQqqFVxWKpKCDqqW2aS4ftIlyKBZU3biRE5FzDKpE3khvaZhMOV7oKHt7mpaHH8boyZ+FspGXVxaKHFWCKhHlVmzorxs3ciJyjkGVyDtTr50HUV0NiXFHCx3l20e1WAeJqiOWeHWhSGFQJVJbKXNUK72RE5FzDKpE3sqeJlZOcMwXVItRecQSrzAUGQyqRGordTGlXDdyVVuEiXTCoErkDyfTxAoF1WL3SJVHLPEqQ5HAoEqktnJX/bXfyFVuESbSBYMqkZoG9h7C+cPH8aPf/w4jna9h25q1aMkKqsXukSqPWOKVhrTHoEqktkq3p1G5RZhIBwyqRLkFPapnYO8h9Nz9ICSABVJi/rQPIna8G/9xz0OoM1f7LeUeWcnQY6/xakNaY1AlUpsb+6iq3CJMFHYMqkS5qTCq5/zh45AABAAphLGP6tg4hvYewvm2dsx5obXke6SqO1TwikPaYlAlCkapLc1uBFVA7RZhojBjUCXKbaQzgd6dT0KOjQEpGcioHikljgz/Hp+TElIIiMw/hBwdw1BbO973ra+F+h7Jqw5piUGVKBiltjS7FVQthVqEgx6mRRRGDKpEuY10JnDmSxsgx8aNb8RieXssvbr/pBdT+qdn8NjSNfjiJZdhyif+M+TgBQw+8xIwkQSkxOCBI5huDgcO6/2PVx7SDoMqUXBKmRtTblCt5GY/sPcQerY8BCRTQDyG2Tvvxozbl5d9XkRRwqBKlNtIZwI9f7vrYlAFMOWaj2L2NzdMuj8N7D2EnpZvA6kURE1N3sbbcu9x2av+fjVrexoJYGjvIUBKIJkM/ToOvPqQVhhUiYJVbG6Mk6DqdE7QSGfiYlAFgGQKPVsewpSrGlHbNBc9930PF156BdNuug6z/+4OR+dLpBsGVaLc0vejkdGM79d84iOT7ksjnQkjqE4kAQByLHfjbbqXdnwCoroKc17cVfAeV8o+qnXNS3C+rT193wz7Og68ApE2GFSJglfbNBez7t+AC4ePY9qy6zNuulZQXfcnn8d9i5ohEqeBIsGzWE9toRbp4RNdF4OqJZnC8IkunP/nf8XAI/sBIP2/DKwUdQyqRPml70d2NdWoa16S82eRst1/YiJnaBxqa0/30sqxcQy1tecNq7mC6ujJn026B+q2jgOvQqQFBlUiNYx0JnDu67sgx8cx8tqb6V5Me1C957fA0ENP4fyu/UV7Sgv11ObrdR3pTKDv0f0Y++VvASGMoVCWeAxTr52Hs//9mxnvc+GlVxhWKdIYVIkKy7gfxeO49Jal6e1hcv5sTY2xAFMshtk7Nuf8OVnk6/T3s4LqtjVr8R/3PITzB45AJpOTRh6FeY5qNl6JKPQYVInUkasn9ECiMz30975FzRh66KmS90TN1UJs9aZOvHV20nsBwNv/7U5gfOLiiwgYTwDmnNXaprmYdtN16R5VAJh203Ue/Y0QqY9Blai4cnosS/3ZuuYlGDpwxLhnVVfl7KXNFVTfWXEX5OhYujFWpkbR98h+1M6/SoveVDtejSjUGFSJ1JLdE3qs/wzWbt6anqMqEqdxftf+svZEtW66wye6MPrz7nTPLeJxiHjc2GPOfK3hE12ZQRXAlHlXYdoXPptxA7d6UTlnlaKOQZWodOX0WBb7Wavhdfa2TUj1DuQMmbmCat+De4weW/uoIQm898//ivd+8KOCizmFEa9IFFoMqkT+KmXFQntr8rH+M1h939bMxZQczKWxD/eFEMY8oJRxk7701mWovuKyzNeqrsoIrNP/4qacKwDP/rs7GFIp0hhUiYJRyuKBeXtUzb1dc0pJyHH/93z1Eq9KFEoMqkT+KmdV3tqmucbQ381bc676W+5cGvvQYsQEEIsBQkJUV0+aL1TbNBeX/+Mj6Ht0Pybe6UHdrbmDKpFq/N4PmEGVKDjFFg/MtZhS/3eeNn4nJYFYDNUf/gDGf/HrzBeOCS1WALbjlYlCh0GVyH/lrMp7INGJR9Zvwrc+cT3WfuOBotvT5GO9ZqxhRsbQ4ln3b8g7ZAowAuv7n3rA8bkS+a2SLZqcYFAlClahxQOHf/JTPP/1+/HK8SMZ29Nk/071lX94MawK4JIln+WcVaKgMagSBaPUVXmTMYEf9P1/eKb+atScTeLcLS2Y4uDBO/vhvVhAJQqzYo1BbmJQJQpevm3ehn/yU/xm+X/HpyZS+IeZn8Rl8z6X3kfVPs0m1jADPVtb068nqqsx8841Wt4feYWi0GBQJQpOoZUNMx60J1L4i/d/BDXvoaIH7+yH91TvAGZuuq2s1/B7WCWRU4Uag9zEoEqkhlzbvE1Z+HH8YNP/hY9PpBATApBAz70PY8p/uXLSPWzszV8AyaTxhRC49Jal2t7neJWiUGBQJQpevrmmU6+dh2RMQE6kkIrF8Cd/cycG/8f/qujBu9KHd7+HVRJVopwtMZxiUCVSR3aD7HsnuvCd73wHy37xLoSIX/zBVCrd4Jux2GA8biw4KETeLW904euVSghRD2C1+eViANuklK9n/Vk3gEYAHVLKbj+Pj9TEoOoP1ic5dSDRiUd6unDrVQuw9rsPYsafLsCln/xYRQ/elT68+zms0i+sUb2Vu/BYORhU/cEapVJlN8g+fvJV/PqFdlRP+yCE7edETU26sTZjsUEpjaAKZPx8Nh1GGPl9tVotpdwNAEKIZwGcEkIsNot1B4AWKWW/+ecHAazy+fhIMQyqvmJ9Utn27NmDtWvXYvHixbjDtuqvGw/elbyGX8MqfcYapbK5GVR1ePD1GGuUirLqaNb9G5DsHcDjJ1/Fvc88gW1r1iJ2vBsYGzd+MB7DrPs3pGvNfl9Lb+MmJWQymbNBVpcRRjG/3kgIMR/ASetrs1g7AKw0v7XQKmBTr/k7FFEMqv5hfZIT9qCavT1N0Kye2YZ7vxLaG7Qda5SccDuonrl5E3q3P4EzN2/CSGfCxSMNP9YolcJeR+e+visdVDdu3IiWpx/H9FuWpntMASDVO5D+//b72uwdmyFqaoB4DCIex/hbZyfVZMYII3Pv1TDyLawCaADweI7vzxJCLALQm/X9fgCLPD8qUhKDqu9Yn1QWlYOqpbZpLmZuui30QdXEGqWyuD30V5cHXw+xRqkoex0lR0fx6xfa09vTjJ78GQBAVFcZITTHqCDrvjbj9uWY80IrLvmv10Imkxjad2hSI5LVE5vvtcLCt2HAUsoOIUT2cIeFAFoA1MMoWrtzAK7049hILQyq/mN9Ujm8DKqlDjOM2nBE1qj6VPpMejFHVdOh9a5hjVIprDpKpkYxmkrij778X9FiBlX74kl1ty7D9OYlBa8loz/vxnvtPwJSEgAgxzLXZ/Bj4TY/+Dpn1T6R3Gxl6jaLe12OH88uauv31gFYBwAf+MAHPDlOCg6DanDcqE/zd1mjGvM6qJYyv6bSeTgqhYpysEbVpdLcMK8WU9LlwddLrFEqZsrCj+PYJ/8AVf/6Bsb/9JPYuHEj+r/zNCbeOpuxeNL4b85M+l37vQsAelq+nQ6qAICYyNkTG/ZaDWQ5OHNFtPVSSqsFKntoBGC0Qk1iTlzfDQALFy6UuX6GwolBVQ2V1CfAGtWZ10N/S13Bt5KVflUKFU6xRtWjyurTXq/6q8ODrx9Yo+HkdUOmlBI7b1uHL77WjSk1MxF74x288+WNkMkkEI9DxOOQUgIpieFXTuLtH72O2Ts2Y8btyyfdu6Y3LzEWWLLEBGbv2Kxlffo5Z9VuK4Cv2r7ux+SinQXgtG9HRIFiUFUK65Mm8WOOaqnza/L93EhnAn2t+wou/KLJvDvWqGJUmBvG7WmUwhoNGTcXEBvYewhnVm3GwN5D6e9JKbF582b8+oV2TBFxI4CNT0COmb2pExO49JalmPpnC40FlqQEJpLoafl2OkTb710SxrY2iMWAqjhmP/g1zLh9ecV/Dyry/UpmDm3YZlu6u9EcIrEj60frAbT5fXzkPwZVdbA+w8vLFmErqK77k8/jvkXNEInTgAett6UOM8z1c6X2mIZ93h1rVE1BD5FlUFUHazScnI6OyL73Duw9hJ67HzRe83gnAKDutmXYvHkzWltbsW3NWsRf/bXxXkIAE0njhVISU67+COqal+DtH71u+34q/frpbWvicQgAs+7fgFTvgPbD8n29mpnj9zuylu6eD2OD5G6zoK3x/o3WRsqkLwZVdbA+w8vLoa32oHrPb4Ghh57C+V37PRs+W+oww+yfG2prhxwdM/acK/CgEXSoqARrVG1BDZFlUFUHazS8nDRk5rr3Xjh8PONnzh8+jr/v+iFeefT72HvDaqzcuBFik8DwiS5MvHUWg/sOGfNOYzGkegdQ2zQXs3dsNuejpiBqatL3qjkvtGKwrR3nDxzB4NOH0+8JAH2t+0J3TyuVb1c0cy+powD6xcX9g+oBLDb//1cBrBZCdANoBLDer2OjYDCoqoP1GW5ezZezD/29b1Ezhh56KvA5ebmMdCYweOCIMWwKgIjHCz5ohHHeHWuUcmFQVQdrNNycNGTmuvdOW3Z9ukcVAI4M/x6vPHoI+2ddg+rEu3hnxV2Y80IrZm66DSOdCaOhdTwzIM+4fTmmXNWYsZiSFUarr7jMmOOaTEHKMfzH13dh/Ge/hEwmM8JrGBtk8/Fz65rXAYgCf94PczI56Y9BVS2sz3DzYmhr9hxVkTiN87v2Kzl8dvhEF5A0h0wJgUtvWarFDdqONUrZ3A6qbk8lCOuq206xRsOvnIbMkc4Ext86ayyKBKTvi9bvnz98HEeGf491//QM9t6wGtWJdyc19tY2zcWs+zfgwuHjmLbs+oz3tv58YO+hjF7WWfdvMO73cgxISYy98XPAXIJLYtzoebUF4DAuIpiNTXDkOwZVIne5PbQ152JKCg+fzQ7rdc1LIvegTNFSblAtVg/5phI4rSMdVt0mysf++c61J2rdbcvw910/RGvrM9i4cSNWrlmLd1bcNamxd6QzgXNf3wU5Po6R197ElKsaM+pkpDNhBFVz/qocG0eqdwBzXmhF784nMfzqyYtb1wgBUV0NASixMrmbGFbJVwyqRN5wa2hroVV/VR0+mx3WR3/endESzQdl0omToFosOOYazgjAceBUZSsfIi/YP98AUHXFZenPt7Xqb2trKzZu3IiHH34YQoicjb0ZdZIaw2Bb+6S1GNILLQHpfVRrm+aiYctf4sxrb14MzLcsNbazMX9PxVFQTjGskm8YVInU5sf2NKVw0ptjBelcLdF8UCZL2HvcnQz9LWXxsVxTCYZPdEGOGUMNpSyvjsK+6jbpw4uaz/f5zhdUC70O4nEj9EqJoacPY8rVH0nvqzp44MjFH47HMvZRLTSiStVRUE4xrJIvGFQpKsL6MKxSUK1k+ODwia5JG6XzQZmA8A9NdRJUB/YewuDTh4suPpbrwXf0590XhximUog1zCj5WMO86jbpw62az76v5/p8Symx87Z1GHmhHdvWrEWLLajmO47aprmou2UpBp/6R+ONkin0tHw7vbiSfS2G6bcum7SPar7RTqqOgnKKYZU8x6BKURHWh+FiQdXPAJ4xLEqOoXfnk2jY8pfl9ejU1Bg9QrHMlmiKtjAPTXUSVNOjDMyhihAouPhY9gNuqncg48+zv7beI9+1QbcHZgofN2q+UNC0D/3deds6fLH9Z5gy7YOI/csvMbjvcDpcFjqO6c1LMPjMSxn7rWbvq2qtxRBVBa92QoibS30hKeULlR8O6YZB1VusUbWE8WG4lKDqZwBPD4tKpYyb9qsncea1N0t+X9V6dFij6gjr0FSnq/5OGmUQj5f1wJscPF/w67A2zmVjjerLjZovdl+3hv6OvNBuBFUAmEime0hrm+YWPI7MfVUlRM3FVYVVupcFqdgVb2eJryMBsIApA4OqL1ijCgnbw3ApQ3+DCOAC6VGLxny5sfGyelgV69FhjSqi0oe/IIb4V7I9zcVRBuNATJQ9ymDsp/9e8OswNs7lwRrVlBuBL9d93boW1H7mGvzNgSfR2tqKbWvWIvYvv7T1kKYytqgpdBzZ+6ra56WGtKZcVfCqJ6X8sF8HQnphUPUHa1QtQbWEOnmILnWOaiUBfKQzgb5H9mPibA/q/uKmSfNtchk+0WVseG6XSpXdw6oK1qhanD78BdGLWOk+qpVej6Ytux7DxzszvrYLW+NcPqzR0oR1PYZKA1/2XqjAxVWyxyHxyrk3sHHjRrQ8/DAG9x3OWIk+uwe10HEwmObnaM6qEKJOSjno9sGQHhhUg8caDY7fNxwnD9HlLKbk9IF3pDOBt5f/dbqVuef1nwNA0cA69dp5xibrtnl2AIwe1vFQ995kYI2Gi9+9iJUGVUsl1yOrVq2H9ClXNaKvdV/BRWZ0whq9SJch305k74V6afOS9LVAyBTuuu4LuNVcTClfD3gIYQEAACAASURBVClVpqyrnxDiQwCOAqgHMNv83nYAUkq51f3Do7BhUA0WazR6yn2IdrLqr5MH3uETXZn7w8F46C0WVmub5uLSW5ZiaO8hYyywEEAsBkgZ6t4bC2s0nPzsRXQrqAKV94bNuH15ehuNYovM6II1OplGQ77Lln3ugMQ4JIRMQVbFsfKBv83Ynia7JsLaI62SWJk//yyA9Vm/tx3AOteOiEKLQVUJrNGIsR6iEY8VfYj2c3uaqdfOA6riGd/LHkaYT13zEogpNcY51dRg9o7NaLj3K3lb80c6E+hr3YeRzoQbh+411mgIWb2IhT6HbnArqI50JvAfX/sW3v7SBvRufwJnbt6Ekc6E41rJeGAfM1bpDkm9OcEazVLOfUY32ee+591fYM25N/CTa67AHx36LqZ+6hN5f3dg7yG8vfyv0bvt8XQNlmpg7yGcWbUZA3sPuXEaoVbuVXC+lPKYvQVBStkvhJjp7mFR2DCoKiMSNepGS6UurZ2lDsXzex/V2qa5uPzQo2XPWbV+t9ThhSEcnhaJGlWJW7XudS+im0H1zM2bIEfH0iuVSYxjsK0d59vaHdVKumdZjqVX6X77x2+g7palqLn6I0j1DoT+WmrDGs1S6jVZl/uqnXXu753owuMnX8W9zzyBjRs3pof+5pPeOsocYSTHSu+RHth7CD13PwgA6Xnjpd4/dVTulfCYucS3tU4jhBDfA9Dh6lFRqDCoKkX7GnUjnIQw4BRU7CHa76BqP673733A8e+W8m8SwuFp2teoSsJS624O/U3XhLWkthAQ1dXGKttWraTGMNTWXvLfhfXA3rvzSQy/ehJISWBsHINP/aP5HgDicczesVmHh2rWaA7FrslhqTUnpiz8OLbu/z5azaD6cJGgCuTYOiomSu6RvnD4+KSvNagrx8odBrwexhLfM4UQbUKIXgCLAKx0/cgoFBhUlaN9jWaEE3PBnSBeIyyCCqpeyDWEMYTD07SvURVYn5VBsydR5Vp3M6gCWTVRU43pty/HnBdaMb15CUTcHJovJQYPHClrWGJt01w0bPlLiJoaYy65nUR6b0kNhgezRh3Q9b5q7aPa2tpaclAd6Uxg4q2zQFWV0ZATE5hxR3PJ4T17ykypU2h0VdYVUUr5KwAfFkKsANAI4Fkp5fOeHBkpj0FVPVGoUTcWOtFly4V8rKFYx/rPYO19W7UJqvkWeAnTiqRRqNGgZXxW4nHADGgq1rrbQRXIHLIZa5iBVO9A+vsZi5clk2WPRLBee7CtHecPHIGcSGb2Htn2lgwr1qgzOt5XnQZV6/pjXyBw8PHncekXPltSbWSvxB3lXlXA4dY1LFpiUFWbzjXqRjgJW8Aph3WjTI2O4WOpCaz7k8/j4ZAHVaDwcN8wrkiqc40GLfOzAtTdugxVV1ymXK17EVQt1nme+dIGyPEJiOoqzHlxF+qal2TMWy01UGTPRaxtmou65iUYPtGF5OB5DHyvLefekmHGGi2PyvdVJ3NpnQRVIPP6kx6BIMvfes1aiZuKhFUhxNdKfSEp5bcqPxwKAwZVdUS1Rt0IJ2EMOKUYPtGF1OgYhJSoEXHc96U1oQ+qQHhb7aNao0HK/qxMb16iXK17FVTtD+VDbe2QY+MAjMVdhtra8b5vfa3sQFHKtjWXfuGzSoaUUrBG3aPifdXJXFqnQRXIvP4gHjfmiieTobpvqabY1fHGrK8bATQA6LZ9bz6AUwBYwBHAoKoc1ihlONZ/Bh9LTaBGxBGvimPKZbODPiRXqNxqXwRr1Geqf1a8DKr2h/Kpn/tUxp9bqwWVGyhKWcRMxZBSBtaoxspdhK+SoApMvv5Yx+D2tUjHlZfzKXiFlFJmFLAQ4lkALeZ4fut7iwCs8ObwSCUMquphjZLdnj17sPa+rfj7a67HX7yTAlIpnPv6Lky5qlGLm1kYH4hZo8FQ9bPiRVC1HlrH3zqb8VBe9Z8agJpqYHwCqK5CXfMSR68f1lENpWKN6q2cz2+lQdWSff3Jtz+407Cp88rLuZR7lbzBXrwAIKXsEEK0AbjDvcMi1TCohgZrVCFet3zaX/9AojO96u9fLWrG0ENPAany58mQ51ijEeVVUM23mNT05iWYbs4rreQapHpPtQdYoxop9fPrNKg6uc9XGjZDuGVbRcq9UvYJIf6nlPL/tL4hhNgGoM/dwyKVMKiGCmtUEV63fNpfPxkTeKSnK73qr0icxvld+0PXExKRYU2s0QjyauhvKYtJuVFLqvZUe4Q1qplin1+nq/4OtbVj8MARwJyTWup9vtKwqftoh2zlXi1XA+gQQjTDGMvfCGMHIe49pSkG1dBhjSrC65bPjNefSOHWqxbgDmvV3xD2hOQK9wAytt8Iy7kUwRoNATcbTrxc9TcMi0mFEGs0QiranmZ0zNgGCijrPl9p2IzaaIdy91l9HUCDEGIlgA8B6ObS3vpiUA0f1qg6vG75nHrtPCRjAnIihVQshrXffTBj1d+w9YRkh/uhtnZzNdMxICWBmICoqQn93BzWqPrcHBXhZVAFCj+0RmSkgutYo9FR8fY0ZlCFEGXd593agi8qde10n9Xn3D4QUguDarixRoPndcvngUQnHunpwq1XLcDa7z6IGX+6wNXX91s63EtjI/WJ3/deDKqAMf92bEybuTmq12iUg45boyK8DqqWXA+tUVuAxQuq1yhVxq3taUQ8jktvWYq6Mkc1RClsVipW7i8IIT4vhDgphDgnhOgUQnzZiwOj4DCohhtr1HhQ62vdh5HORKDHUds0FzM33eb6DWnPnj1Yu3Yt3ve5T+OO1/5JmaBayd97bdNczLp/AxATQCqF947++GJQtaQkYg0zXDra4Kheo1bQ6d3+BM7cvCnwOvKb9SCKeMzxqAi/gmo+GYHbXGSNSqd6jVJl3NqepuHer2DOi7vwn771NQZPD5V19RRCrADwOIAWGOP4FwD4vhACUsr/7cHxkc8YVMONNap/j4IVVK3FlOxDf4My0pnAYFs7zh84kt783Mnfe6p3wBhWlZKATE3+gVjM+JkQC0ONRm2lyWyVjooIOqgC0VuAxU1hqFFyzqvtacg75V5Bt8NY0ttqojsmhOgA0AaABRxyDKpaiHyN6vyg7WdQtYaBFlvcaGDvIfS0fBuYSKa/5/Tv3f6AjXgcAoCcSAKplDlnVYuHbuVrlEHH+YOoCkEViN4CLC5TvkbJGbeCKvmr3KvolbbiBWBMRBdCXOniMVEAGFS1Efka1fVB2++geubmTUUXNxrpTEwKquUuNGGX/YANaLkasPI1yqDjjCpB1cKeH8eUr1EqH4NqeJV7Je0QQtwtpXzI+oYQ4msAOtw9LPITg6pWIl+jOj5o+z30N907bV/caHxyb+nwiS6j19MSj6Hu1mWOt8/ItaiPDv9+WUJRoww65VEtqFJFQlGjVDoG1XAr92q6CsApIcSfwxjHPx9AA4zx/BRCDKraYY1CrwftIOaoZqzMm0oBQgBCTFrcaOq18yBqaiDHxoGYwOwdmzHj9uU5X3Ng7yFcOHwc05Zdn/Nnis01tgdZAGFujGCNmnRZcbiUoKrLuUYEa1QjDKrhV+4+qwMAPiyEWAdjk+QOKeXjnhwZeY5BVT+sUb0EtZiSvXc6OXgeA99rA1IpnPv6Lky5qjGj17OUXuyBvYfQc/eDAIDh450AkA6s1kP8+Ftn8841zgiy8TgkAFSwkFOQWKMGXRZCKzWo6nCuUcEa1QeDqh6c7rO62+0DIX8xqOqNNRp+Qa/6a/VO97XuS6/Qm2socCm92BcOH5/09Yzbl08KoYjHAWDSnNeMRbOsoclShnoBrajXqA4LoZU69FeHc42iqNdo2DGo6qNgWBVCbCv1haSUWys/HPIDg6o+WKN6Cjqo2rmxYNW0Zdene1Str4Hsh3ig7tZlqLriskm9tNkbsNt7VlVfQIs1mlvYF0IrZ46qH+fKYcbOsUb1w6Cql2I9qy0A+mCM2S/0rywBsIBDgEFVO6xRzagUVAF3FqyacftyjP/6bVx46RVMu+m69BDg7If4fAsz5VslOCQP5qxRU3ag8nohNK8CXLmLKXl9rhxmXDHWqEYYVPVTLKw+CGAFgJkADgJok1K+4flRkScYVLWkTY2yZ0C9oGqpdMGqkc4EBh9/HnJ8HIOPP49Lv/DZ9GuW+hCffQwh+oxoU6OVyBeovPp39CrAOV3118tz5TDjirFGNcGgqqdYoT+UUrZIKT8MY2U0AeBfhBDnhBD/UwjxSV+OkFzBoKonXWrUerDs3f4Ezty8CSOdiaAPyXd+B9WRzgT6Wvf58ned8TBtznu11DbNxcxNt2n7cK1LjVaq0GcgLO+3fft2PPuNB/C9T38Ru+/cosz2NNYIBcRjoRxSHTTWqB4YVPVVMKxapJRdUsp7pZQNABabv/dDs5i3CSGu8fQoqSIMqvoLe436/SCrmiCCqp+NA3yYDn+NVsrvz4Db72cF1WcarsHiXw3h7Kq7lWlUs0YoNNz7FQ4BrkDUazTMGFT1VnazoJTydQB/BeCvhBA3AHgMwBYAcZePjVzAoBo9YazRsC+2Uokghv76PWzQj/mJYRLGGq2U358BN9/PGvr7vU9/ETW/GlJyuK1Oe0urIIo1GlYMqvorO6wKIT4IYCWA9TD2n3oexuR0UgyDajSFsUajGmaCmqMaROOA/WE66vOTw1ijbvA7ULnxfvY5qrfduQVnV90dyUa1qIlqjYaNF0E16vcnFZUUVm1F++cA5gPoAHCvlPJ5z46MKsKgGi061GjUegaCXEyp1MYBt2/aI50JDLa14/yBI5Dm1jNRGbaoQ41GTa7FlFRrVOODtXtYo+HiVVDlytrqKbbP6tcANMMo2ucAPADgmJRywIdjI4cYVKODNRpOKqz6W6xxwO2bdvr1RscAKQGg4FBKK9gKIO+WNmHAGg2nfKv+qtSoxgdrd7BGw8erob9cWVtNxXpWd8LYe+p5GCukNQNozvWBkFI2u350VDYG1chhjYaMCkG1FG7ftNOvZwZVCJF3KOVIZwJvf2kDMDYOABg6cARzXtwV1ocG1mgBKvYMOt2ephJO/h74YO0a1miIeDlHNcrrZ6is2BX4cRibIFMIMKhGEms0RMISVAH3b9r210M8jrpblubtMR0+0QWMT6S/luMTYX4QZ43moWLPoJOgWmngdvr3wAdr17BGQ8LrxZSiun6G6gpehaWU6/06EKoMg2o0sUbDI0xBFfDmpn1p85KShvVOvXYeUF2V7lkV1VWhfRBnjeaX3TM41Nbu2UNiKYHSaVCtNHA77SHlg7U7WKPh4NeqvyoN9SeDGjtaU0UYVInUFraganHrpp39QD+9eUnR9738xV1azFml/DJ6BuNxDB44Aniw8FYpgdLp0F83huJW0kPKB2uKAm5PE20MqyHHoEqkNi+C6khnAkNt7ZAA6jwMcm7NJ3TyQM+HcP3ZewbH3zqLoacPezL/stjnr5I5qm4MxWUPKVF+DKrEsBpiDKpEavMqqJ750gZI2+JDl7u8+JCTLWYKBVvOraN8rEaJkc4Ezre1Z3xG3GosKfT5q3QxJbeCJhtniCZjUCWAYTW0GFSJ1ObV0F+jl+ji4kNwefGhcreYyfidPMMsnTzQq7hKLHkn+zMCwLXFl/J9/txa9ZdBk8IiTNdVBlWy+B5WhRCPAdghpey2fa8ewGoA3QAaAXTY/5wyMaiSV1if7vByjqrRS1SV7lmFy4sPlbPFzKTfMYdZDuZYKCf7gT7fQ5M1xNmr+Ythp3qNVvIwbP+M9LXuc3VbluzPXxDb01A0qFqjKq6+nQ+DKtn5dnUWQiyCseHyQgDZ6WoHgBYpZb/5swcBrPLr2MKEQZW8wPp0j9eLKdU2zcWcF3dNmrPqxZDJYlvM5PudYsOH8z00Dew9hJ6WbwMTyfTPcv9IQxhq1M2HYS+HjkchqIapB00XqtdoWPblZVClbL5doaWUHQA6hBCLc/zxQquATb1CiPlSytd9OrxQYFAlr7A+3eHXqr+5eim9HjJZ6u9MvHUWg0UWysn10ARgUlAtpVc3KsJQo24+DHu16FBUgmpYetB0onqNhmHtAAZVyiXwq7TZEtWb9e1+AIsA8GHYxKBKQWB9li7I7WncbjF3MgfPvlDOUNZCOdlyPTQNn+gCUqmLPxSPYfqtyzxd7VgHKtWo2w/Dbs8FjUJQBcLTgxYVqtSoKqtO5+v1Z1ClfFS4UtfDKFq7cwCuzPXDQoh1ANYBwAc+8AFvj0wRDKoUoLLqE4hmjfodVLNv9qq1mE9vXlJwW518D02ipgZybAyIxTB7x2bMuH25z0ceSsrUqCoPw3ZWrRzsTmDrIzu1D6pAOHrQIkapGg2yLvP1+jOoUiEqXK0bcnwvu6jTpJS7AewGgIULF0qvDkoVDKoUsLLqE4hejQYRVHPd7FUICdnHVte8JO/PZj80qXIOIaRUjQb9MGxnfR6To6P4TCqJlqUr8E3NgyrAWlKQUjUapFy9/lMWfpxBlQpS4YqdPTQCmDwxPZIYVEkBrM8Cghj6m2+InwohodLhhyqcQwixRvMYPtGF5OgoYhKoEXHcc8MyV4OqyosYsZaUwho1Zff6137mGl+Cqsq1SsWpEFb7MbloZwE4HcCxKINBlRTB+swjqDmqKg/xU/nYNMYazeNgdwKfSSVRI+Koqp2CaZ9d4NprcxEjKgNr1GTv9a/9zDX4mwNP+hJUWavhFgv6AMzV07KHSNQD6AjgcJTAoEqqYH3mFuRiStbNvuHeryh301X52HTFGs1t+/btWP/ITjz9x3Mwa6v7n8eMUQTjF1e0JsrGGs1U2zQX9Rtv9SWoAqxVHajQswoA3UKIRtsGyY1R3RaDQZUUxPq0CTKoWlQe4qfysWmMNWpjX/XXqzmqHEVAZWKNmvxeTIm1Gn6+hVUhxHwYy3QvBLBVCHHUnEAOAF8FsFoI0Q2gEcB6v45LJQyqFBTWZ2lUCKqFhHVeTliP209hqFG3/h0LvU6x9/BrexouYkTZwlCjQQti1V/WqgaklKH9b8GCBVIXhw4dktXV1bKpqUn29fUFfTgUAAAnpQJ15eZ/OtXok08+KYUQ8sYbb5Tvvfde0IczyfBPfipPX3GD/OVlfyZPX3GDHP7JT1197d6H97r6mvbX9uq43aRjfUoXa9Stf8dCr1PsPbZt2yYByDVr1sjx8fGKzofChzWqtlQqJTdt2iQByI0bN8pUKhX0IZHPnNZo4HNWiT2qRKpTvUcV8G5ejrU4Re/2J3Dm5k0Y6Uy48rqWjOMeG0Pvziddfw/ynlufv0Kvk/lZGc/4rGzfvh3PfuMBfO/TX8TuO7dovz0NUZhIyX1UyTmG1YAxqBKpLQxBFbg4LwfxmKvzcrxenCJ93DEBpCSGXz3pSSgmb7n1+Sv0Ohc/KzEglUp/VnZvaMGz33gABxo+icWnB3F2xV15Pz8jnQn0te4L9POlwjEQ+YVBlSrFpscAMagSqU3FoJpvzp5X83K8XpzCOu7enU9i+NWTQEqmQzHnFoWHW58/++vEGmakG0eshbuyPyvJ0VF0PbEf98y9FlVvnQcgIcfGMdTWnnO+a9BbWKhwDER+YVAlNzCsBoRBlUhtqgbVQg+6XqzE68fiFLVNc9Gw5S9x5rU30+fGFRvDx63Pn/UauT7r9s9KcnQUo6kkZnzuj/H5j34K5/cdTr+GzPG6GaMEEEyDiB/HwAXLSAUMquQWhtUAMKgSqU3FoAoE97Dtx3Y0XLGR7Ap91mub5qLjywvQ9cR+zPjcH+Ob//gPmOj6N5xvawfGJ4DqKtQ1L5n0mipsYeH1MZTbc8tgS14IIqiq9FlW6Vh0wLDqMwZVIrWpGlQBNR62vcQ9WslS6LO+fft2bH1kJ9asWYNHzO1pqprm4vIXdxV8QHSrQaSSB1GvG2XKadDikGTyQlBBVZXPskrHoguGVR8xqBKpTeWgCrD3kdTmZm9Cvs96oX1US2nsKKdBJNf5uPEg6mWjTDkNWioMiya9BDX0V6XPskrHoguGVZ8wqBKpTfWgatGx95FDpsLPi96E7M96oaDqtnzno/qDaDkNWrqP1IiaoK+jQc5RVemzrNKx6IJh1QcMqkTFBXmjDUtQ1RGHTOnB6xDnZ1AF8p9PoQfRoMOCpdQGLY7U0EfQ19GgF1NS6bOs0rHogmHVYwyqRMUFeaNlUA2W6j1VVBovexOcBtVKwmO+88n3IBp0WHBKx5EaUeTXdTRXTQUdVC0qfZZVOhYdMKx6iEGVqDRBBZZygqoqvSa64ZApPXjVm1BJUK0kPBY6n1wPoqVew1S7jgzsPYQLh49j2rLrMeP25UEfDjnkx3U0V01NWfhxJYIq6Y1h1SMMqkSlCyKwlBtUw9hrEgYcMqWPUnoTyglrlQz9daMBrJzekVKuYapdRwb2HkLP3Q8CAIaPdwIAA2tI+XEdza6p9050Yev+7zOokucYVj3AoEpUHqc3Wqe9FOUO/eVQVW9xyJRavOr9ywhr8TguvWUp6pqX5HyPSueo+t0AVso1TLXryIXDxyd9zbAaXl5eR0c6Exh/6ywQiwEpCcTjePzkq2h95gkGVfIcw6rLGFSJnCn3Ruu0l8LJHFUOVaWo8LL3b/hEF+TYGJCSkMkUhvYewvm29knv4cZiSkH02Be7hql2HZm27Pp0j6r1NVG29DXBrF0IYGJiHG1tbQyq5AuGVRcxqBK5q1APj5NeCqeLKfn14OvHfLZ8e0eqNAxXteOJklLqyum/T6xhhvGwa5EScmws4z3cCKr245u56bayf98rqg15t3pROWeVCklfE6zalQBSKdx13RdwK4Mq+YBh1SUMqkTuKtbDU24vRaWr/no9VNWP+Wy53gOAUvPoVJvXFzXF6qqSf59U7wAQE5mBNSWNEAv3gqrKnx/VhrzPuH05QyoVlL4myDHIlERKSsiqOFY+8LcMquSLWNAHoAMGVSL3ZfTwjBs9PHZWL0XDvV8p+kAahu1pip2vV+/hx/sWM9KZQF/rvnSPWNDHE2XF6mqwrR1ydMzRv8/Ua+dB1NQA9gfcWAyp3gHX9lHl54fIXbVNc/H+5x/G/331HPzt0L/j/7nmcvzRoe9i6qc+EfShUUSwZ7VCDKpElcs1rLCUntNSeinCEFQBf+az5XsPr963lOGi2T1hs+7foNS8vijKV1cjnQmcP3AEkGbPaDxe1r+PFYQH29px/sARyGQSoroaB7sT2PrIzoqDKqDevFCisJNS4m8OPInWDmOOqo5Dfzn1RG0MqxVgUCWqXL5he27M7wpLUAX8mc+W7z28eN9Sh2Nmz5FM9Q4oNa8vqnI9vA2f6IJMJo0fEAJ1tyx1vB1MXfMSDJ/owsHuBNa7FFSt1+fnh8gdUkrt91FVfeoAMaw6xqBK5I5CC7pUMr8rTEHV4uZ8tnwtxbnew4t5dKUugJWrJ0y1eX1Rk+/hLfvfanrzEsfvUds0F63HXnKtRzX7tfn5IaqMW0FV9V5L1baUoskYVh1gUCVyjxfD9sIYVN2kQktxqf+u7AlTT76Ht3L+rUY6Exhsa4cAMD3HXqpuzVEliiKvA2ApQdXJNA8Vey05dUB9vDuUiUGVyF1uh5WoB1XA+5biUh5Syvl3ZU+YWgo9vJXybzXSmcDbX9oAjI0DAIYOHMGcF3e5uj0NUZTYr7mAtyu4lxpUnUzzULHXkg2m6uMdogwMqkTeKPUBuNjNhEHV4GVLcTkt5Qyh4WKvsVn3b0jvv1nuv+HwiS5gfCL9tRyfSD+kMqgSlUdeGM645k5vXuJZACx16G8l0zxUxHuV2niXKBGDKlFwSglIDKoXedlSHIaWcipfRo3F45AAkExi5LU3MeWqxrL+jadeOw+orkr3rIrqKky9dh6DKpEDqfPvZVxzJbxZwb2cOap+TPNQfa4r+Yd3ihIwqBIFq1hAYlCdfGP3qqW41IcUPmiES0aNpcytaaR01CBR2zQXl7+4K2POauuxl7B161a0LF2BexbciImuf0NVSD8X/GyTn2KXXgJx/uI1t655SXo1bbc+g+UuppQdQgGgr3VfzuNxci8Kw1xX8g/DahEMqkTBKxSQGFT9vbGX0lJeyvHwgV8tGTVm61l12iBhf0C1elRblq7Aujf70X/qSQw8vC+UD6B8iCa/iWlTMWfv5Guu30N/s1k17kVNcAQP2TGsFsCgSqSGfAGJQdXg9429WEt5sePhA796cvWUDLW1Q+b5+VL/De1Df+9ZcCP6Tz0Z6gdQPkRTELwaKePG9jRe1ERY5rqSPxhW82BQJVJL9s2aQfUiN27sbvZ0FjsePvCryV5jI50JI6yOjWHomZcwe8dmzLh9efpnS/k3tAfV3XduwYXnjqZ7bfN9TlXvcedDNOnCrX1UvagJrtBLdgyrOTCoEqlN9aDq9wN3pTd2t3s6ix0PH/jVN3yiC3JsDEhJIJVET8u3MxZaKvZvmB1Uz6662wi38Tjqbl2Wc+/VMPS48yGaVFDpPcatoNpz3/dw4aVXcMlNf4YpH/2QqzXBFXrJwrCahUGVyBtuBTinQdWvABnUA3clN3YvejoLHQ8f+NU39dp5QCwGpJLGN1KpjM+F9W9oLaJkl73q79CjB9KfLwCouuKy0O7JCPAhmoJV6T3GCqqvPPp97L1hNVauWes4qA48sh8AMPGrt1F15xrWBXkiFvQBqIRBlcgb1s21d/sTOHPzJox0Jhy9TiVB1Y33L0XGA/e48cCtOquXDPGYbz2dtU1zMXPTbXy4UVRt01zM3rEZqIoDMQFRU5Pzc3G+rR2DTx9O11Wu7WlK/XwF8TksxUhnAn2t+zy9bhCVqpJ7jD2o7p91DT6TeBfvrLjL0Wf7wkuvFPyayC3sWTUxqBJ5x40ek0qG/vrZY6PqENdiK7eyp5Oyzbh9OaZc1Zj3c5FdV+0PtGLri9+ftI9qqZ8vFT+HYRiaTNHi9B5jH/q794bVj7/ZfwAAD+tJREFUqE68W9E9cdpN16V7Vq2vibzAsAoGVSKvVRrgKp2j6meADOsDN4c2Ui6FPhf2upoQwH0vPTspqJbyOk5+zi9hGZpM0eHkHpM9R3XlmrV4Z8VdFd0TZ//dHQCMHtVpN12X/prIbZEPqwyqRN6rJMC5sZiS3wGSD9wUBVZdtT/QivteehZXrV6WM6iGmaojJSjayrnH5FtMqdA9sdQ1Hmb/3R0MqeQ5fe4oDjCoEvnHSYBzc9Vf1QKkn/jATV5pPfZSzqG/ulBxpARRqZys+suh76Qave4qZWBQJVKb6tvThAkfuMkLuRZT0lGUG7oovAoF1UKBlCNxSDV63lmKYFAl8l85W8cwqLqPD9zkpqgEVaKwGelM4L0TXXj85KtofeaJnD2q9n2UpcwMpByJQ6qJ3N2FQZXIf/ZWXMTjqLtlKaY3L8k5T+ZHu57AI217tA6qfu35SuQFBlV38DpAbrPutcmRUXxRJiHXrEVLjqG/sYYZQEoaX6RSxtcmjsQh1UTqDsOgShQM+7AiJFMY3HsIQ23tGUOPRjoT+O1/+2v84dgEnqm/GnO+8YC2QbWS+UB8wCU3yQvD6GvdV/LniUHVHZwXSF5470QXkiOjiAGYIuJY13Rdzjmqqd4BICaMwBoTxtc2HIlDKokFfQB+YVAlCs7Ua+dBxOMXvyHlpM3Mf7TrCcixCVQJgZpYDKMv/hB9rfscbVausko2dLcecHu3P4EzN2/S7u+G/Dd2+ndFP08jnQn0te7D7g0t6aC6+84tGHr0AD+DDlVyHSDKRUqJ5zt+ACElJIwH/Litx9Ru6rXzIGpqgHgMoqbG06G+1vWD1wpyKhJNogyqRMGT9i9isYy5MHv27MEjbXvwTP3VQCwGxOM4f+AIZDKpXa9DJfOBuPAFuU7K9OdpsK19Uq99eljh6Cg+k0qiZekKfOPOLTi76m72ClaA8wKpXIVG1ViLKc08/how9f2w+lLH3vxFzt/1a6gvRxCQG7QPqwyqRMEbPtEFJJPpr2uu+Sje980NqG2am7GY0pxvPIDUyf8XE2+dxeDTh7UMZZU8JPABl1wnBBDP30A01NaOlDmssEbEcc8NyzD22ptsNKkQ5wVSObJD36z7NyDVO4BYwwyMvvkL/PjHP8YrnR34xsIbIH7Zk/49meN3rdquZKhvqdNR2MBKbtA6rDKoEqlh6rXzgHjcmLMKYDzxSwB5Vv390wUY6UxgqK1d21Dm9CHBywdczoWNppor/xAN67+Ss4EIAHqfPoS4lJBCIF5TjWmfXQAAbDRxAecFUqkyQp8cR0/Lt4FUyljNF8BcKXGg4Rr8wV/9H+j5m+8A4xNAdRXqmpdgsK0dcnTMmH7jQmAsp7eUDazkBm3DKoMqkTpqm+bikhs+jff++V8BADKZxI92PYG1z+zKueovex3y8+IBl0O1ois5eB4DT76A2Kx6o0EJSD9Utj/QiqsmUsYCLUJg+i1L05+LUuuTjSBElbOHPgiREVQFAAiBKgmk+gZx+Yu70jUHAOcPHDGG+wNAPF5xYCynt5T3cnKDlmGVQZVILSOdCQwfey39dRLAliLb07DXIT+3AwCHakVX8ve9SI71IPlODxCPYfqty1DXvAStx17Csy89i2carjGHCschYHz2Sh1COLD3ULoHSNTUVNwIwuBLUWUPfbGGGTj39V1IjowaiykJAQFAVFdlzEkFgL7WfZDWFBwhUGdrcLIrp7bK7S3lvZwqpV1YZVAlUs/wia70DVMC+IcLb+N9n/u0tvuoesmLXlAO1SIAQDKF6isuQ+uxl9Kr/n7gzi248NxRnD9wBINPH5605VQ+I50JI6hOmHU/NlZRIwh7/ynqrNAnpcT/evkwRl/8If582hzEUxKIxzBr26ZJNZF9bZ/evGTS65ZbW+wtJb9pFVYZVInUZN0wk6kxjKYmcObqDzKoOuRFLygfPggAEI/hYHcCWx/ZmbGP6thrbxqNTWV85oZPdBlDFS2xWEWNIOz9J7q46m/rM09g7w2rEU+8C2ut/ey9UoHSru1Oaou9peQnZcKqEKIewGoA3QAaAXRIKbtL/X0GVSJvVVKjtU1z8fraxTi281HIeR/Fwx2HGVQd8qoXlA8f4VfpfXRgxlS8++TzaFm6At80gyrg7DM39dp5EFVVxkNwLIbZOzZX9Pli7z/poJIaTQfV1lZs3LgRK9esxTsr7ipaE8Wu7awtUp0yYRXADgAtUsp+ABBCHASwqpRfZFAl8oXjGt2zZw/W3re14BxVKk05vaCc4xc5jmtUAqg7dx5rpr4f4o1eTHT9G6rMz4zTnnejv8eY7zrlqsaiP1/o88ref9KEoxq1B9Vta9Zi3QcXQAjhSk2wtkh1KoXVhVbxmnqFEPOllK8X+iUGVSLfOKrRnNvTUEVK6QXlHL9IclSjAAApjVV/AWB8YtJQwHJ73tN7K0sJJJNFhxaW8nll7z9poOwaHe/+HZ5Ydhte+cEhvPDpL+Hq493oO/bv6DfrZOam2yo+KNYWqSwW9AEAgBBiEYDerG/3A1hU6PcGBgYYVIl84LRGe3p6GFQDkjEPafzivpmkJ6c1anuBi//fXFXUbqQzgb7WfRjpTJT0ctbQQsRjJQ0t5OeVdOe0RlND7+Fzr/0aB2Z+ElefPgeMsU4oWlTpWa2HUbB25wBcWeiXTp8+jYULFzKoEnnPUY3+5je/wY033sigGgDOQ4ocRzVqEQDEtKm4dOWNqGtektHL4qSXvtyhhfy8UgQ4r1FzH1VrcD2EYJ1QZKgSVhtyfC+7oAEAQoh1ANaZX452dnYmZs6c6dmBKWY2gJ6gD8JHUTvfjwZ9AAU4rtGXX345cckll3h2YIpR6jM7TcSnXSri08/L5NCFT33iggdvodT5ekzl+gQc1uhMUYUv9b8BABjrS4384qGjP8ND92T8/GWxmj94X6zmcgCQUsqeTy84czY19q6bBw/48nkFovWZBaJ1vtrW6Jf734CUUlp/PiAnevrkxDkP6yRIUfrMRulcAYc1qkpYzR4WARgtUJNIKXcD2A0AQoiTUsqFXh6YSni+ehNCnAz6GApgjZaA56svxesTqKBGe8eHIvFvCETrMwtE63xZo3qI2mc2KucKOK9RJeaswmhZyi7YWQBOB3AsRDQZa5RIbaxRIrWxRokcUCKsSik7MHl4RD2AjgAOh4iysEaJ1MYaJVIba5TIGSXCqqlbCGHfiK2xhOX2d3t5QAri+epN9fNljRbH89VXGM6VNVocz1dfYThX1mhxUTrfKJ0r4PB8hW2+dqCEEPUAVgPoBtAIoENK2R3sURGRhTVKpDbWKJHaWKNE5VMmrBIRERERERFZVBoGTERERERERARAna1rShaVIRRCiMcA7LCfm47nbjsnAFgMYJs1f0PT820EsMj8cgGAg+aiC9qcry7nUQxrVNvzZY1qICr1CbBGwRoNJdYoaxSlnq+UMlT/AXgMQL3t64NBH5PL57cIwBYApwDM1/3cAayz/f96GEu4N2p8vluyvu6zzlGX89XlPAqcH2uUNRrq89XlPPKcW6Tq0zwP1ihrNDT/sUZZo+WebxiHAS+UUvbbvu4VQswP7GhcJqXskFLuRO7No7U6d/PY0xsEm+fWAWCl+S2tzte0w2xVsvTCaFkC9DlfXc4jJ9Yoa9T+ZyE9X13OY5Io1SfAGjWxRkOENcoaLfd8QxVWhRCLMPnD3Y+LXc3a0vTcGwA8nuP7szQ9XwCYmVWkDTCWstfifHU5Dyc0PXfWKGtUCxqfN2uUNaoFjc+bNVphjYYqrMLoOu/P+t45AFcGcCx+0+7cpTF+fVXWtxcCOAoNzxdIt6gBAIQQ62DMW+iHPuery3k4od25s0ZZoxrR8rxZo6xRjWh53qzRyms0bGG1Icf3sk9aV1qeu8ycWL8IQLdZ2FqeL2BMPDeL90pzKAygz/nqch5OaHnurFHWqCa0PW/WKGtUE9qeN2u0shoN22rAuca31+f4no60PndzbPt6KaXV+qTt+ZoXrd1CiHohxCkAN0Cf89XlPJzQ+txZo9qcry7nUS7tz5s1qs356nIe5dL+vFmjzs43bD2rVhey3SwYq2rpTvdz3wrgq7avdT9fa5jESRjnrsv56nIeTuh+7qxRPc5Xl/MoVxTOmzWqx/nqch7lisJ5s0YdnG+owmqeLvN6GKtqaU3nc88azw4hRKOO5yuEWCeEOJr17X4Yy5drcb66nIcTOp87a5Q1Gna6nzdrlDUadrqfN2vUeY2GKqyaus3NZi2N0txYNwK0O3dz7H5H1qph1hLWup3vSQA7sr63CMaeU4A+56vLeTih3bmzRlmjGtHyvFmjrFGNaHnerNHKalSYG7KGhjneezWAbhh79nTYJy6HnbnX0CIY3eUdAI5KKXebf6bVuZvnegqZk6vrASyWUnbodr5A+pwXml9eCaBTSvmc+WdanK8u55EPa5Q1ipCfry7nkUuU6hNgjYI1GjqsUQCs0bLON3RhlYiIiIiIiPQXxmHAREREREREpDmGVSIiIiIiIlIOwyoREREREREph2GViIiIiIiIlMOwSkRERERERMphWCUiIiIiIiLlMKxGnBBinRDilBBCmv+7MsfPnM71fSLyHmuUSF2sTyK1sUbDryroA6DgCCEOApgPYBWMzXkXAjgohGiSUrYEenBExBolUhjrk0htrFE9MKxGlNmCtAjAh6SU/ea3O4QQHwLQJ4Rok1K+HtwREkUba5RIXaxPIrWxRvXBYcDRtQPANlsBAwDMr3ebf05EwWGNEqmL9UmkNtaoJhhWo6sRQL4WpaMwhkrYLRZCHDXH/B8VQtRbfyCEOCiE6LP+zKsDJooY1iiRulifRGpjjWqCYTWChBCN5v/tzvMj/QDqs77XCGPM/5UAGgA8br7WOgD1UsqZUkoBtlQRVYw1SqQu1ieR2lijemFYjSAppVW8jXl+pBFGIdsdlFL2m7/bAsBaNa0XwEIhxEohRL2UssP9IyaKFtYokbpYn0RqY43qhWE1uroBLM7zZ4sBnCzyuwAAKeVzALbBaIHqE0I85toREkUba5RIXaxPIrWxRjXBsBpdLQC22MfkA+mhEytReJhDRouUlHKnlHImgAUAVgsh5ntwvERRwxolUhfrk0htrFFNMKxGlNlS9ByAU0KIRUKIeiHEIgCnAOzMMcxhAQCYRb8DxkpqMH93kfkz2UMqiMgh1iiRulifRGpjjeqD+6xGmJRylTlxfAeMTZNfB/BVs8CzNQghTsFobXo2azPlHWYrUz+A3dy3isgdrFEidbE+idTGGtWDkFIGfQxEREREREREGTgMmIiIiIiIiJTDsEpERERERETKYVglIiIiIiIi5TCsEhERERERkXIYVomIiIiIiEg5DKtERERERESkHIZVIiIiIiIiUg7DKhERERERESmHYZWIiIiIiIiU8/8D21pPQKuIE+oAAAAASUVORK5CYII=\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": 0.436357,
     "end_time": "2020-04-01T01:35:07.445179",
     "exception": false,
     "start_time": "2020-04-01T01:35:07.008822",
     "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": 0.024249,
     "end_time": "2020-04-01T01:35:07.494688",
     "exception": false,
     "start_time": "2020-04-01T01:35:07.470439",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.053509,
     "end_time": "2020-04-01T01:35:07.572797",
     "exception": false,
     "start_time": "2020-04-01T01:35:07.519288",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_04d888b8_73b9_11ea_9eb0_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_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-5.26375</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >391</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >12.2093</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.714165</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-5.11649</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >89</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >8.90557</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.778079</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-7.53891</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1013</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >10.1091</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.726525</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-7.48189</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >707</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >9.42922</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.739717</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-6.79867</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1493</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >10.6351</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.810776</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-6.04632</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >6</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >6.10112</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.475428</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-9.51914</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >134</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >15.4928</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.655779</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-7.64349</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >123</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >12.8569</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.563802</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >1.51457</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >128</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >6.59431</td>\n",
       "                        <td id=\"T_04d888b8_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.895011</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4fca42a00>"
      ]
     },
     "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": 0.406466,
     "end_time": "2020-04-01T01:35:08.004759",
     "exception": false,
     "start_time": "2020-04-01T01:35:07.598293",
     "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": 0.499092,
     "end_time": "2020-04-01T01:35:08.531578",
     "exception": false,
     "start_time": "2020-04-01T01:35:08.032486",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 0.489359,
     "end_time": "2020-04-01T01:35:09.049943",
     "exception": false,
     "start_time": "2020-04-01T01:35:08.560584",
     "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": 0.030888,
     "end_time": "2020-04-01T01:35:09.111307",
     "exception": false,
     "start_time": "2020-04-01T01:35:09.080419",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.608,
     "end_time": "2020-04-01T01:35:09.749164",
     "exception": false,
     "start_time": "2020-04-01T01:35:09.141164",
     "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": 0.03297,
     "end_time": "2020-04-01T01:35:09.815023",
     "exception": false,
     "start_time": "2020-04-01T01:35:09.782053",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.40106,
     "end_time": "2020-04-01T01:35:10.249399",
     "exception": false,
     "start_time": "2020-04-01T01:35:09.848339",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb4d97993a0>"
      ]
     },
     "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": 0.40088,
     "end_time": "2020-04-01T01:35:10.686359",
     "exception": false,
     "start_time": "2020-04-01T01:35:10.285479",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb4fcc67be0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
    "p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n",
    "p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n",
    "p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n",
    "p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n",
    "ax[0].set_title('Observed')\n",
    "ax[0].set_xlabel('S (g/kg)')\n",
    "ax[0].set_ylabel('dSi-1.3NO3')\n",
    "ax[0].set_xlim(10,35)\n",
    "ax[0].set_ylim(0,45)\n",
    "ax[0].legend()\n",
    "\n",
    "p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n",
    "p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n",
    "p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n",
    "p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n",
    "ax[1].set_title('Model')\n",
    "ax[1].set_xlabel('S (g/kg)')\n",
    "ax[1].set_ylabel('dSi-1.3NO3')\n",
    "ax[1].set_xlim(10,35)\n",
    "ax[1].set_ylim(0,45)\n",
    "ax[1].legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.037103,
     "end_time": "2020-04-01T01:35:10.761464",
     "exception": false,
     "start_time": "2020-04-01T01:35:10.724361",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.078018,
     "end_time": "2020-04-01T01:35:10.876312",
     "exception": false,
     "start_time": "2020-04-01T01:35:10.798294",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_06d05524_73b9_11ea_9eb0_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_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.85552</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >174</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.80477</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.611356</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >-0.164615</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >174</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.472819</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.777024</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.955263</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >83</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.0212</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.573277</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.21734</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >83</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.450473</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.657297</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >1.16183</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >2</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.34692</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.500949</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >0.376406</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >2</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.377427</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0.689551</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-1.54372</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >259</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.89492</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.633327</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.177333</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >259</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.465102</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.772098</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >nan</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-3.15057</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >45</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >7.46919</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.673556</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.142723</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >45</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.529455</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.745536</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-3.19195</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >42</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >7.8846</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.371716</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >-0.145491</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >42</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.507133</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.292711</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.540489</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >87</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.91939</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.604657</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >-0.18517</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >87</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.421857</td>\n",
       "                        <td id=\"T_06d05524_73b9_11ea_9eb0_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.781781</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4d543ce80>"
      ]
     },
     "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": 0.478305,
     "end_time": "2020-04-01T01:35:11.392379",
     "exception": false,
     "start_time": "2020-04-01T01:35:10.914074",
     "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": 0.441509,
     "end_time": "2020-04-01T01:35:11.873515",
     "exception": false,
     "start_time": "2020-04-01T01:35:11.432006",
     "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": 0.040523,
     "end_time": "2020-04-01T01:35:11.954563",
     "exception": false,
     "start_time": "2020-04-01T01:35:11.914040",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.128175,
     "end_time": "2020-04-01T01:35:12.146152",
     "exception": false,
     "start_time": "2020-04-01T01:35:12.017977",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_07925ff2_73b9_11ea_9eb0_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_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.0282261</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >398</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.00409</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.965847</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.00340123</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >91</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.53409</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.96935</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0577557</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1016</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.413138</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.966209</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.082276</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >711</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.386462</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.961004</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.04666</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1505</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.631736</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.976004</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.383229</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >9</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.403843</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.177809</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.155507</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >132</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.403387</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.834023</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.127715</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >128</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.40399</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.88675</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.081423</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >129</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.988307</td>\n",
       "                        <td id=\"T_07925ff2_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.946601</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4fcbc3340>"
      ]
     },
     "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": 0.441888,
     "end_time": "2020-04-01T01:35:12.628699",
     "exception": false,
     "start_time": "2020-04-01T01:35:12.186811",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6YAAAHECAYAAAAqITeTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdfXRb530n+O8DvsnW2rigIkuxHVsCpcQvimkR1GSR7iRICYydnoyPT0zEnc7Kne5WxLrJuN5Mljg8Z31OtumpDtiOV+NJ1gWUpG3cSSqBnqZOxnFKMEaS2kgtkjIdxZQiCSRlR5btULiwo9oCxfvsH8CF8EoCIHDx9v2cw2Pj7d5L+OXR9z7P8/sJKSWIiIiIiIiI6sVU7wsgIiIiIiKi9sZgSkRERERERHXFYEpERERERER1xWBKREREREREdcVgSkRERERERHXFYEpERERERER1xWBKVAIhxKgQwl/F480IIQaqdTwiIqJ2wTGZqDUxmFJbEEIMCyGcGT8jZXx2AIBHSunJeG4kNTCOCiGUAp9xCiEmhRAy9ZM76LkBBEs8vz91jFjGT1AIYS31dyjjuJNGDM5CiLNCiOFan4eIiBoPx+SSj2vImEzUKBhMqeWl7qpGpZQh/QfA0dRAkjeAFeBL/ejHG0gdb1xKOQ4ga0AVQowCmATgB2BJ/WTd2ZVSRgHMCiF8KE1ISmnRfwBEAZzd6EBY4Lh+ADMMjUREVAsck8s6rj4mbzicpoJuyTcAiOqBwZRamv4/YSnlbObzUkoVyf/hr3mHNDVIOqWUgYynB5EchAq934rkgGmTUk5IKdXUTyD3GgAcBFBRAJRSegGEAHjWe2+Zx51A8s7x4RL/gLCu1B3sku5EExFR6+KYXPZxJwBMVOm4QwCOVuE4RDXDYEqtLuvOaqbUXVrrOnciP4fkYJPpKFKDhBDCiewB0QdgosCAV+j8s6nzV3qHtRfAcoWfLSo1EF5Ezl1nIiKiDeKYXCdSytnUDQCihsVgSi0rdWdVAVBwkMkYwAbXOIwNQKE7uwdTd34vpoKcbgDJJUOlmk19pmRCCKs+A5latqTvTQnmvO/sBpbthADsyzmnvj9nJnPgTp3Hl/O6knotiOQfDIb1fTgZ59iXeq8UQpTznRERUZPhmFzemCyEUFLLkIeRvXR5rfF4IGNcDabeF0sdK6u2Q+o5/Ti5r51NrXbSX+cYTYZgMKVWZgWgAum9FVk/SC5ZjSI50K11jLw7oGssBbKiyJKiIi6iyCCdw6kXbQBwFsnBfSjjdT386YHQmjpupct2ziJ7cJ4E4JdSCgBe5A/0ViTvWNtS13YYAKSUbgDjSN6xtqQe64ZTv0Nf6vfjvlYiotbFMXn9MTnzuDEALgB9qT2wurXG4yCSS5ItqWuaTI29hWZKZ1KvC1zdwuPMeN2Tep5jNBmGwZRaWRSAkiquYCnw40FyoJhZ4xi9SA2kZZyznGVAKoAtJbwvJKUUqQHEguTgs6APInrhBlxdfutBMgxWumynD6nBPDUYWZEctGKpc/fm7EGdlFJGU38o8KK0fTr6fh/92jdaNIKIiBoXx+T1x+TM44aQLOqUDqUljMdWfS8tkoF1HwpIzdyq+gxvxtiducyaYzQZjsGUWlbqf8zqOvtFrACmq3jaWSTvMNaMfmcYyUEkc6nQQVwtkDCMnKqDZRrE1eVSVlyd8cz8KTbArruXJ+XYBq6PiIiaCMfkssdkD4CRnO9rvfE4mjGz6ULxZczpm88ZckM8x2gyHIMptTpv6iePvp9lnaIIF5FcDlPO+ZxllHZXUHmxhIuZD1L7anpTg1JvqpBE2VLfywCSgyqQHKycxT+RZwDl3dEmIqL2wDG5RKmZygCyA+1643EUgEcIcRbAbE714ky523WQelzOsmeiqmMwpZam/085d1BKLXvxYP0S7FGUtqxHP18UyYFwRiQbfiupn+FUEYNcvahgIEgN4IdxNTzqAgDGUn8tW2oADSLZvFwFrlbpFcnec3rBhNyqiu7U8wNILgXKPP9ZJCsdKjn7V4iIqI1wTC6bHqz1JcLrjcfW1GdcqRY2BaX+OfTq30Hqn8dYgesnMhSDKbU8fd+KEMKp/wD4nJTSnVNQoJAZlFmhL7Vnw4Xk8qEYgAUkB9tCd0tLvUPpzCkS4QPg1feHZPCnjlnqkqHc43oAuAvcZbUh+R3K1O+TKwpgCsnvK5QzIIaQHCwXkPxeiIioTXFMLuvaVSSDZubn1xuPZwCcTRVRiq1xQ9gGwJU6ThDAgZyKxkSGE1LKel8DUcNK3cWNpQoRVPvYAwCCUsq+Kh7TCcAnpVyrqmFVpZYM+dZYMkRERLRhHJPXPNcokjOlrtRjBcniS55q/k5EtWTojGlqycFI6ieYuZQj4zVn6q+s/kV1l7pbGRKV9wNdyxiAqtydzKjIl3tnlYhoTRybqVlwTF6TiuTyXCuQ/q7054magqEzpkKIkYz9BQqSyw1cUspoar28V/8PSQgRzOl5SFQXNbqLakWyxUpVjpkapP1IVusz9L8bzpgSNTeOzdRMOCaved5RJJcp96aeCiG5RJfhlJqCYcFUvwObWW0tNeCdlVKOCyFmMpc6pF7zr1OdjcgQqf/Z96X2xlTjeDNI/mGvosq5RETVwLGZmhHHZKLW1GnguXqR3Byeu85+S2oN/sWc51UkS2Jz8KO6K1DQYKPHM2wPKBHRGjg2U9PhmEzUmgzbY5q6C5W7nGEQyea/CvLXwC8j2QCYiIiIaoBjMxERNQojZ0z1flIAshopF9vEXnA9fOq9IwCwefNm22233VaTayUiovp7//33EYvF0NXVhaWlpV9LKbfW+5paDcdmIiIqR63GZkODqU5vpJyxITx3qRCQvFObJ1WgIQAAg4ODcnp6ujYXSUREdXXq1CkcPXoU27dvx/79+3HNNdcs1fuaWhnHZiIiWs/8/DyCwSBuvPFG7N+/H5s2bara2Gxou5gMYwAOZDxWkT/YbQFw1rArIiKihpEbSjdt2lTvS2oHHJuJiKio3FDa09NT1eMbHkxTy30OZpSet6b2uPTmvFVBssw1ERG1EYZS43FsJiKitdQ6lAIGB9PU3pVQTj8lvZF3NKdxt5Xl6ImI2gtDqfE4NhMR0VqMCKWAgXtMU73SJgGoQgj9aQWAK/X3BwB8TggRBWBFskEwERG1CYZS43FsJiKitRgVSgEDg2nqDqtY43UVqcIJRETUXhhK64NjMxERFWNkKAXqV/yIiIgIAEMpERFRozE6lAJ1ahdjpHfeeQdvvfUWVlZW6n0pRAV1dnZi06ZN2Lp1K/9ATm2HobQ9cWyuD443RFSKeoRSoMWD6TvvvIM333wTN910E6655hpk7J8haghSSly5cgW/+c1vcO7cOWzbtg1ms7nel0VkCIbS9sSxuT443hBRKeoVSoEWD6ZvvfUWbrrpJlx77bX1vhSigoQQ6OrqgsViQU9PDy5cuMA/KFBbYChtXxyb64PjDRGtp56hFGjxPaYrKyu45ppr6n0ZRCW55pprcPny5XpfBlHNMZS2N47N9cfxhohy1TuUAi0eTAFwiRA1Df67Su2AoZQA/v+u3vj9E1GmRgilQBsEUyIiagwMpURERI2lUUIpwGBKREQGYCglIiJqLI0USgEGUyIiqjGGUiIiosbSaKEUYDClEqiqCo/Hg/Hx8aznbTYbLBZL1k80Gq3TVRJRI2IopXbg8XhgsVgghIDNZkMgECj4Pq/XC5vNlvU5IUTWOOpyuTA7O1vwHEKIvJ/M4xERlaIRQynAYErr8Hg8sNlsOHr0aN5rqqri8OHDWFhYSP9YrdY6XCURNSKGUmoHLpcL0WgUMzMziMViGBsbw8zMTMmfdzqdiMVi6R993J2YmCj4Xill1k855yIiatRQCrR4H9NaORFbxPHlM9i7ZRf2WHbU+3LKpqoqDh48iL6+PoyMjKz5Xr/fDyA58BaiKAoURan6NRJRc2MoJaNFIkA4DDgcgN1uzDlVVUUoFEIsFkuPhcPDwxgeHq74mMPDwwgGgzhw4ACcTifHWCKqmkYOpQCDadlOxBbxaORJrGhX0GXqxCH7w00TTqPRKHw+HxRFgcfj4ewmEdUEQykZLRIBhoaARALo7gampowLpwAwPT0Np9NZteMNDw/D6/UiEAhgdHS0asclovbV6KEU4FLesh1fPoMV7Qo0SKxoV3B8+Ywh5w0EAnn7Svr6+kr67OzsLDweD/x+P3w+H3w+X9VCqc/ng8ViQV9fH0Kh0Lrv7+vrw/j4OFwuF4QQcLvdiEajcLvd6b01qqpW5dqIyHgMpVQP4XAylK6uJv8aDhtzXkVRMDo6CpfLBa/XW3BvaKWcTieOHTtWteMRUftqhlAKMJiWbe+WXegydcIEgS5TJ/Zu2WXIeUdGRtL7Sc6ePQvg6jLbYkKhENxuN0KhUDqQ1mJJ0MLCAvx+f8mh0u/3IxgM4uzZs5iYmIDL5YLP58PCwgKmp6eLFo0gosbGUEr14nAkZ0o7OpJ/dTiMO7fP50MwGMTs7CxsNhv6+vqqElALHScUCuXdpGbRQSJaS7OEUoBLecu2x7IDh+wP13WPqdvtxujo6JrLhsbHx3HkyBFMTU3VbH/KzMxM+thOpxMDAwMlLTvyeDzpvakDAwMYHBxMz+A6nU4sLy/X5HqJqHYYSqme7Pbk8l2j95jqMveVejweDA0NYWFhYUPj79mzZ/NWNzmdTkxOTm7oWomofTRTKAU4Y1qRPZYd2L/LWZdQ6vV6oaoqfD7fmu8bHR2Fz+fDgQMH8tq8VEvugNvb25uezV1L5kDb29ubtySZS3mJmgtDKTUCux0YGzM+lObSVzOVsr1lLdPT0xgYGKjGJRFRG2q2UApwxrSphEIhjI+PlxT+gOSdVafTmd5jqigKxsbGqjaDGo1Gs0JmNBotWr2XiFoTQylRYYXGWlVV0dvbu+5nQ6EQZmdnMTU1VYtLI6IW14yhFOCMadNQVRVutxt+v7/swkUDAwPw+/3weDzwer3wer0b3pMSCoXgcrnSd4THx8dx8eLFddvPEFFtnYgt4qkzIZyILRZ8XE0MpdTuQqEQ+vr6MDExgWg0itnZWbjdbvT29qZvDOv9SKPRKI4ePbruLOjExER6vGerGKLWEI/EsXRwCfFIvODjamrWUApwxrRpHDx4EKqqwuPxwOPxpJ+XUpZ8DKvVCr/fn+5jumXLlnX3g+rl6vVebQcPHsThw4fTpez1KoROpzNrzykRGS+3ndUjd96PJ37x3Zq0t2IoJUquTNIr3k9PT6efm5mZAZCcNT1y5AgOHDgAVVUxPDyctxUnFArBYrGkHw8ODiIYDFa1/QwR1U88Esfc0By0hAZTtwm7Du3CmUfPpB/3T/XDbDdX5VzNHEoBQJQTbBrN4OCg1AeCQubn53H77bcbeEVEG8N/Z2kjnjoTwtdP/gAaJEwQsG3djZm3T6cf/+Ftn8b+XRv/w269QqkQYkZKOWjIyahiHJubA/85EBlj6eASFh5bAFYBdACWIQtiU7H0451f2Ylbx27d8HnqFUqrOTZzKS8RUYvIbWfl2N5f9fZWnCklIiIqneJQYOo2AR2AqduErQ9szXqsODa+2rDZZ0p1XMpLRNQiCrWzsl7/waq1t2IoJSIiKo/Zbkb/VD/UsArFocBsN2PzRzdnPd6IVgmlAIMpEVFL2WPZkRVAcx9XiqGUiIioMma7OSuA5j6uVCuFUoBLeYmIaB0MpURERI2l1UIpwGBKRERrYCglIiJqLK0YSgEGUyKiitSyP2ijYCglIqJmEo9HsLR0EPF4pN6XUjOtGkoB7jElIipbbr/QavYHbRQMpURE1Ezi8Qjm5oagaQmYTN3o75+C2Wyv92VVVSuHUoAzpkREZTu+fAYr2hVokFjRruD48pl6X1JVMZQSEVGzUdUwNC0BYBWaloCqhut9SVXV6qEUYDAlIipbbr/QavQHbRQMpURE1IwUxQGTqRtAB0ymbiiKo96XVDXtEEoBLuUlIipboX6hrYChlIiImpXZbEd//xRUNQxFcbTMMt52CaUAgykRUUWq1R+0UTCUEhFRszOb7S0TSIH2CqUAl/I2FVVV4fF4MD4+nvW8zWaDxWLJ+olGo3W6ysY3OzsLm80GIQRsNhtmZ2dLeo2oVTGUEm2Mx+OBxWJJjx2BQKDg+7xeL2w2W97zoVAILpcLQghYLBa4XC6EQqH06263Gy6Xq2bXT0SNp91CKcBg2jQ8Hg9sNhuOHj2a95qqqjh8+DAWFhbSP1artQ5XmX1NXq8XHo+nrtdRiNvths/nQywWw4MPPgibzQZVVdd9jagVMZQSbYzL5UI0GsXMzAxisRjGxsYwMzNT8ufHx8fhcrngdrsRi8UwMzMDt9vNG6NEbawdQynApbxNw+/3A0DRO6aKokBRFCMvqaBoNAqfzwcgeWfYyICsqioOHjyIvr4+jIyMFHxPKBSC0+mE0+kEAIyOjuLIkSMIBAIYGBgo+tro6KhhvweRURhKiTZGVVWEQiHEYrH0GDw8PIzh4eGSPh+NRuH1ejEzM4OBgQEAyfG82BhGRK2vXUMpwGBakcilSwi/ewmO6zbDvnlzvS+nIczOzuLgwYOwWq3w+XyGhmQ9DCuKAo/Hs2YYdjqdGBwczHrOarXi7NmzGB0dLfoaUathKKVWE4nHEVZVOBQFdrPZ0HNPT0+nb2qWw+v1wul0pkMpEbW3dg6lAJfyli1y6RKGTkfx2BsXMHQ6isilS/W+JACAz+eDxWJBX19f1r6UYvr6+tLLh4QQcLvdiEajcLvd6f0tpSxhDYVCcLvdOHLkCA4fPlxWKA0EAhBCZP309fWV9FkgGYY9Hg/8fj98Ph98Pl9JM7S516fvK13vtWKq9V0SGYWhlFpNJB7H0NwcHltYwNDcHCLxuCHnVRQFo6OjcLlc8Hq9ZS+/nZ2dhdvtrtHVEVEzafdQCnDGtGzhdy8hISVWASSkRPjdSw0za7qwsIDp6Wm4XK6sZUXF+P1+zMzM4OLFi+jr68Ps7CwmJyfR29uLnTt3rruENRAIwOfzYWZmpqIZ0pGRkfRypWg0ir6+vvSS5bWEQiH4/X7s27dvw7OzExMT6Wsp57VcG/0uiYzCUEqtKKyqSGhacmzWNIRV1bBZU5/Ph3379sHv92N8fBxWqxXBYLCkWdBoNIre3l4DrpKIGhlDaZLhwVQI4Qfgk1JGM55TAOhrYHoBRKWU60/71YHjus3oviCQkBLdQsBxXf1DaWYw1JcElRKEPB5Pem/qwMAABgcH0zOOTqcTy8vLa35+ZGQEg4ODOHDgAPbt24eRkZGKQ6Lb7cbo6Oi6S6HGx8dx5MgRTE1NbXi5sL63Z3JysqzXCtnod0lkBIZSKqbpx2ZFQbfJhISmodtkgsPgmguZ+0o9Hg+GhoawsLCw7jhltVpx8eLF9GO9Oi8ADAwMlFVEiYiaE0PpVYYt5RVCOIUQowAGAeT+n/pzUsqJ1E8AwEBqQGw49s2bMbXbiq98cDumdlsbYrY0d+Dr7e0taV9k5rLX3t7evGW0pSw/HRgYQDAYhNPphNfrhdfrLXvZqv4ZvWjSWkZHR+Hz+XDgwIG8tjnlUFUVLpcLk5OTect/13qtmGp8l0S1xFBKhbTM2Gw2Y6q/H1/ZuRNT/f2G7zHNpK/8KWVbjT6G6pxOJ6SUJa0eIqLmx1CazbAZ09Rd1pAQolBZWReAzKZfUQBWAA1ZK92+ubGKHkWj0axgFI1GDe93NjAwAL/fn55pBEqryhsKhTA+Pl5WgSG9cq6+x1RRFIyNjZU8g6qqKoaGhhAMBguG0mKvETUrhlIqpqXGZrO5roE0V6ExSVXVrKW7Pp8vvf2DBZCI2gtDab5GKX5kTd2x1bmklA058DUafdmPfmd2fHwcFy9erFupeavVmi5G5Pf71+xjqqoq3G43/H5/RSFQD8Mejyc9WxuNRtf93NDQEMbGxmC1WqGqatZs5lqvETUjhlLaAI7N6wiFQujr68PExASi0Wi6mFFvb2/6BqperyAajeLo0aNZAVSvZG+z2RAIBKCqaronKhG1LobSwholmLoBjAkhZlKDoLfeF9RovF4vLBYLQqFQ+u8nJiayltAKITA5OVlxMaJqUhQlHU6LOXjwIFRVhcfjyarMWy49DI+NjaWLTxQTCoXSf3CwWCzpH7fbveZrRM2IoZQ2iGPzOpxOJ/x+P/x+P2w2G4aGhgAgHSwVRcGRI0fSVfOdTmfetpXR0VFMTk4iGAzCYrHAZrNl9QQnotbCUFqckFIae0IhJgF4c++6CiFGkFw25AQwVOyubOp9IwBwyy232JaWloqea35+Hrfffnu1Lp2o5vjvLFVLK4ZSIcSMlHJw/XdSuTg2tx/+cyAyXiuG0mqOzQ3RLkYI4QNwUEoZEEIMA5gSQhQcAFMFGAIAMDg4aGyqpiwTExM4cuTImu/p7e1lEQcig7ViKCXjcWwmIqqeVgyl1Vb3YCqEcAKYlFKqACClnBBCqAA8qR9qUJnl8YmoMTCUUjVwbCYiqh6G0tI0wh5TK5KV/tIatU8aEVEjYyilKuLYTERUBQylpWuEYBoCkDXtlrpTGyz8diIiysVQSlXGsZmIaIMYSstj2FJeIcQAksUTBpGs8jcppQxIKaNCiFCq4p/emyPKO7NERKVhKKVKcWwmIqoNhtLyGRZMU8USZgHk9fLIeI2I2tiJ2CKOL5/B3i27sMeyo96X0xQYSmkjODYT0Xri8QhUNQxFccBsttf7cpoCQ2ll6l78iIgISIbSR178Gq7IVXSKDjzx8c+3ZTgtJ5wzlBIRUS3F4xG8/N8+D3n8Toi9Qdz977/WluE0HolDDatQHArMdvOa72UorRyDKRE1hOdeP4YVuQoAWJGreO71Y20XTE/EFvFo5EkktBWYhAlf3PMA7ru18B8AGEqJiKjWLkxNQ37xz4CVLsiuFVzYPg3zZ9srmMYjccwNzUG7rEGYBHZ/bTduHLmx4HsZSjemEYofERERgOPLZ5DQViABrEoNj594Gidii3nvYyglIiJDzN0NrHQBWgew0pl83GbUsArtsgZogLwicfoLpxGPxPPex1C6cQymRNQQ7r15H7pMnRAAukyduPfmffW+JMPt3bILJnH1f8tSShxfPpP1HoZSIiIyyvZ774Lo6QA6JERPJ7bfe1e9L8lwikOBMIn0Y7kqoYbVrPcwlFYHl/ISUUPYY9mBJ+x/1NbFj/ZYduCLex7A4yeehpQSXaZO7N2yK/06QykRERnJbDfj7qm9Je+vbEVmuxm7v7Ybp79wGnJVwtRjguJQ0q8zlFYPZ0xpTbOzs7DZbBBCwGazYXZ2tqTXiCqxx7ID+3c52zKU6u671Y6vfvwL+MPbPo1D9ofT3wVDKVHj8ng8sFgs6fEwEAjkvScQCGSNmRMTE0WPFwqF4HK5IISAxWKBy+VCKMROPVQfZrsZt47d2pahVHfjyI24+8d3Y+ef7kT/VH/6u2AorS4G0xY1MTEBt9u94YHM7XbD5/MhFovhwQcfhM1mg6qq675GRJXLDegMpUSNy+VyIRqNYmZmBrFYDGNjY5iZmcl6jz5eHj58GLFYDD6fDwcOHIDX68073vj4OFwuF9xuN2KxGGZmZuB2u3nzl6jOcgM6Q2n1CSllva+hYoODg3J6erro6/Pz87j99tsNvKLGMz4+jmPHjsHj8cDpdJb12VAohGAwCL/fn37OZrPhwQcfxMDAQNHXRkdHq3b97Yb/zlIuhtKrhBAzUsrBel8Hra2dxmZVVWGxWBCLxaAoSsH3TExM4MCBA1hYWMh6j/7ZmZkZDAwMAACi0Sj6+vqynquVVvrnQGQ0htKrqjk2c49pBSKR1xAOL8Lh2AG7/UP1vpw16SExEAjA7XbjwQcfxPDwcEmfdTqdGBzM/vfMarXi7NmzGB0dLfoaUSsp1ldUf97ctRm/fOd1AMkCTtVchsxQSlS6eDwCVQ1DURyG91mcnp4uevPX6/VibGwsL7gqioKRkRF4vV5MTk6m3+t0OmseSomaXbH/3vXnu7q24N2fXQbm7sb2e++q6jJkhtLa4VLeMkUir2Fo6Ft47LHnMTT0LUQirxly3kAgACFE1k9fX1/Jnx8ZGUEwGASQXFJUaP9LIbkDqb6vdL3Xiunr60svUxJCwO12IxqNwu12p/fRcDkwNQq9r+jXT/4Aj0aeTLdu0Z8/fPIH+POfB/EPSxH8w1IEj7z4tYLtXSrBUEpUung8grm5ISwsPIa5uSHE4xFDzqsoCkZHR+FyueD1egsut41Go0WDpsvlQubs8uzsLNxud82ul6gVFPvv/erz/zd++ff/BW/83m688acJvDx0vGB7l0owlNYWg2mZwuFFJBKrWF2VSCRWEQ4vGnLekZERSCkhpUzPSmYuoy3V8PAwgsEgZmZm1g2RufRCDSMjI2W9lsvv9yMYDOLs2bOYmJiAy+WCz+fDwsICpqenSw7NRLV2fPkMVrQr0CCxol1Jt27Rn5fI3gqxIlfxzV8+lxVgnzoTKjusMpQSlUdVw9C0BIBVaFoCqho27Nw+nw/BYDB9c7avry8dUKPRKIDkiqJCFEXJuhkbjUbR29tb+4smamLF/nu/+rwGvHy1/6q8LLH45cV0OI1H4lg6uFR2WGUorT0G0zI5HDvQ3d2Bjg6B7u4OOBw7DL8Gt9uN0dHRsveMAleLItlstrziDGuJRqNZy41Kfa0Qj8cDRVFgtVoxMDAAp9MJq9UKRVHgdDqxvLxc8nVR+6k07FVi75Zd6DJ1wgSR1bol8/lc02+fxqORJ/HMUqTgbOt6GEqJyqcoDphM3QA6YDJ1Q1Echp5/eHgYk5OTkFLC6XRiaGgIqqqmA6keUHNFo9Gs1UdWqxUXL15MPw6FQulVUuXeTCYyUqVhrxLF/nu/+rwJuPtloGsFEFcATSAWimFuaA7nA+cxNzSHhccWMDc0V/L1MpQag3tMy2S3fwhTUw/VbY+p1+uFqqrw+XxlfS4QCGBychIPPvhgeklvqVRVhcvlwuTkZN5d37VeKybzfb29vXlLkrmUl4rRl9CuaFfQZerMaqdSybHW65m6x7IDh+wP570v83l9j+kv4zHZCzkAACAASURBVK/jpPo6ZGp2NXxhLm+2db1rZSglqozZbEd//1Td9phm8vv9OHr0KEKhEIaHh2G1WjE5OVnwZvLk5GRWvQa9sKC++sjpdEJKiUAgUNEqKSIjxCNxzA3NQUtoMHWbstqplH2sEvaKF/vvPfP5rg9vwbsfPI3ffO0uvBuWgAZoCQ1vP/02tIQGrCYfq2F13WtlKDUOg2kF7PYP1aXoUSgUwvj4eFkFhjKr8pYbSIFkSBwaGkIwGCwYSou9RlQLhZbWVhJMywm4eyw7Cr6mP38itoj4yiV8+PqbEX3nu+ljOrb345XlBaxoV9AhTHjzvRhOxBaLnoehlGhjzGZ7XQNpLn0m1Ofzwe125xVAikajmJiYyFpt5PP50kuBWQCJmoUaVssOe4Xoe0Q1LQGTqRv9/VNrhtNCr+nPxyNxrJxScd2DXbgUOZMOzVsf2Ir4T+PQEhpEN/D+R55BPD5Y9DwMpcZiMG0SqqrC7XbD7/eXFAInJiZw5MgRjI2Nbah9y9DQEMbGxmC1WtMzmfrAutZrRLWgL6HVw5++tLZctQq4j9x5P+Irl9Kzq9brP4jnXj+G7597Cc8sRfDsuZfwxMc/n3cuhlKi5hQKheDxeODz+TAwMABVVXHw4EH09vamZ0iHh4cxPDwMm80Gv9+PwcFBTE9PF9yWY7Va4fP50u/93Oc+h4sXL5a19YbIaIpDganblA5/iqOyPwsW2jtayc2m3BncXYd2YWV5BYpDgdluxuaPbsaF517BG9v+I97ofQUXXu7C3Xfnn4uh1HgMpk3i4MGDUFUVHo8HHo8n/XyxPrT6QLgRoVCoYIXA4eFheDyeoq9VMjNLVIpiS2vLVauAG1+5hP27rv4hc49lB557/RhW5SqAZHGk514/lnXdDKVEzcvpdMLv98Pn86Wr6zqdzrwgGQwGEQgE0pV7BwYGcPjw4YLj9OjoKAYGBuDz+dI1GQYHB8vewkNkFLPdjP6pfqhhNR3+KqHvEdVnTCvdK547g7uyvIJbx27Nut4Lvd8G3pgDAEiZwIUL38oKpgyl9cFg2iR8Pp/hg5K+t6WYtV4rJncZcm7BJIZaWk+xpbXlHqMRAi5DKVHzczqdJRUjHBkZKalyfTnHJGoUZrt5w71Cq7VXfKMzuAyl9cNg2qL0pbxr6e3tZTEFaluVBtzcoknrBdx7b96HZ187hivaFXSaOnHvzfsAMJQSERHlqnSveFbRJLt93Rnc7dsfwoULfwUpExCiG9u3PwSAobTeGExbVDWW8hJRtmJFk9YKuHssO/CE/Y+ywitDKRERUXUULJpkt685g2s223H33c9nzc4ylNYfgykRUYkqLZqUGV4ZSomIiKqn0qJJmbOzDKWNwVTvCyAiahb6nlITBPeUEhERNQC9aBLQUVHRJIbSxsEZUyKiEm2kaBJDKRERUfVtpGgSQ2ljaflgKqWEEKLel0G0rkqqHFdDbjEfWlslRZMYSomIqByReBxhVYVDUWA3b6zabTuopGgSQ2njaelg2tXVhffeew/XXnttvS+FaF3vvfee4f9TLFbMh6qHoZSIiMoRiccxNDeHhKah22TCVH8/w2mVMZQ2ppYOpjfccAN+9atf4aabbsI111zDmVNqOFJKXLlyBe+++y5+/etfY9u2bYaev9JiPq0wy6r/DuauzYivXNrQ71Ls+2AoJSKicoVVFQlNwyqAhKYhrKolBdOslikV9gCtt3gkDjWsomtLF1aWV4q2eynnWLnHYChtXC0dTK+//noAwPnz57GyslLnqyEqrLOzE5s2bcItt9xieHDRi/noM6alFPNphVlW/XdIaCuQAAQEuiv8XYp9HwylRERUCYeioNtkSs+YOhRl3c8UbJnSZOE0HoljbmgO2mUN0ACYAFOPCf1T/WWH0/SxEhpM3VePwVDa2Fo6mALJcKoHVCLKVkkxn0pnWRuJ/jvou3rlBn6X514/lg64+jG63rrMUEpERBWxm82Y6u8va49ppS1TGokaVqElUqEUADRAS2hQw2rZwfTCty5Ae18D5NVjnFfOM5Q2uJYPpkS0tnKL+VQyy9po9N9BD5SVtn85EVvEs+deSgfcDlMHlIsCR3/IUEpERJWzm81l7SvVW6boM6bltkxpBIpDganblD1j2m2C4lh/xjhTPBLHhW9egD44i06BN3e8ieeCzzGUNjj2MSWisuizrH9426ebchkvcPV3OHDb7+D/+qi74t/l+PIZrMrkrV0BYPDKTXj5hy8ylBK1CY/HAyEEPB5P1vOzs7MF61p4PB5YLBYIIWCz2RAIBPLeEwgEYLPZ0u+ZmJgoev5QKASXywUhBCwWC1wuF0Kh0MZ/MWo6esuUnTu/0pTLeAHAbDejf6ofO/90Jz7s/zB2/unOipbxqmEVclVPpcCl+y/hudMMpc2AM6ZEVLZKWqY0mmr8Dpmzx4nzcfzL4hJ277y95qG0FYpPEbUKq9WKQCAAn88HZY29gC6XCwAwMzOD3t5ehEIhTE5OZr3H7XZjdnYWwWAQVqsV09PTcLvdOHbsGHw+X9Z7x8fH4fV64ff7EQwGcfHiRYRCIczOzsLpdFb/F6WGV0nLlEZjtpsrLnakS8+8JjSc6zyHk9edhPVGa01DKdv7VIeoV+/EahgcHJTT09P1vgwiamMnYot49tjzOBf+OfoNCqXNXnyqUkKIGSnlYL2vg9a23tg8Pz+P22+/3cArqh19pnR6ehoPPvggRkdHASRnTG02W7o/taqqsFgsiMViRcPrxMQEDhw4gIWFhaz36J+dmZnBwMAAACAajaKvry/ruXK10j8HolzxSBzTR6cx9ZspWD9W+1Dazu19qjk2cykvEbWtE7FFPHUmhBOxxYqP0fXWZVz+59cNCaVA4eJTRJT8g+jSwSXEI3HDzz02NoaDBw+u+761ArvX68XY2FhecFUUBSMjI/B6vVnvdTqdFYdSokYWj0ewtHQQ8Xik4mOcV87jBcsLNQ+lQOH2PlQZBlMiakv6zOPXT/4Aj0aeTIfTcsJqPVrC6MuHKy3YRNSK9NYQC48tYG5ozvBwOjw8jN7e3oJ7RoFkuBwdHYXL5YLX68Xs7Gzee6LRaNGg6XK5skLt7Ows3G53dS6eqIHobW8WFh7D3NxQOpyWE1aNbgmjt/fpAEpu70OFcY8pEbWlYjOPpS6TrVef0kpa/BC1unSbidXK20tslNfrhc/nw8jISMHXfT4f9u3bB7/fj/HxcVitVgSDQQwMDCAajQJI7lctRFEUqBmzMNFoFL29vdX/JYjqrFDbGwAl92itR5/SStr7UGGcMSWitlRo5rHUZbL1CqW6PZYd2L/LyVBKlKIXO0FHZe0lqmFkZAQXL15cs4ru8PAwJicnIaWE0+nE0NAQVFVNB1I9oOaKRqNZS3ytVisuXryYfhwKhSCESFfyJWpWetsboCPd9qZYWM1Vj1Cqs5vNGLv1VobSDWIwJaK2VKjtTSnLZOsdSokoX7rNxFcqay9RLSMjIyXtNQUAv98PAOn2LlarNa9Kr25ychKDg1driwwMDCAYDKYfO51OSCnTxyRqVoXa3hQKq7nqGUqperiUl4jaVm7LmPWWyTKUEjWuarSZ2KixsTGMj4+vWeQolz4T6vP54Ha78wogRaNRTExMZIVWn8+Hvr4+zM7OsgAStZzctjd6WFXVMBTFkbeMl6G0dXDGlIgoQ7Flss0QSqtRZZiIKqdX0M3tORoKhdDX14eJiQlEo9F08aLe3t50z9Hh4WEMDw/DZrMhFApBVVWEQiHYbDaMjo5m9Sa1Wq3w+Xyw2WwIBAJQVRXRaBQzMzOG/r5ERjGb7bj11rGmDKX1rBjebDhjSkS0htw+pQOf+QSCr/9T3QoPnYgtFpzRbef+pkSNxOv15lXndTqd8Pv98Pl86dlUp9OZFySDwSACgUC6cu/AwAAOHz6M4eHhvPOMjo5iYGAAPp8PHo8HiqJgcHAwLxQTtaLcPqX37b4PFx6/AMWh1GXlRDwShxpW886vVwzXEhpM3aa6bjVoBoYHUyGEH4BPShnNeX4AwCCAiwB6pZSFa64TERnkRGwRB4J/ijd+Mo9req+D4xP3wXv8m3ULf2uFz0KFmxhMqVQcmytTaE+n1WqFlDLveafTmTXrWczIyEjRyr6VHpOolcQjcfzDp/4Bzyeex9bOrRi6ewgnP32ybuFvrfDZCBXDm4lhS3mFEE4hxCiSA5yS89oAAI+UMiClnADgSj1HRFQ3zx57Hm/8ZB5dlmvxAcdH8KJ6sqSqvbWyVtVg9jelSnBsJqJmM310Gs8nnscH5AfgXHXinWfeyQt/RioUPnWNUDG8mRg2YyqlDAEICSFcBV72AcjsFH1ASmnsv1VERBlOnTqFc+Gf45re6/ABx0fQs2kTHNv78cryQnrG0ujwp4fPQudnf1OqBMdmImom8/PzmPrNFLZ2boVz1YlNPZuw9YGtiP80np6xNDr86eGz0Pn1iuGFlvlSvrrvMRVCKAAGMwc7DnxEVE96oaP+nbfjDz7jwauXXkuHPev1H6xb+FsvfOZWGSaqFMdmImo0eqEj68esuO9/vQ/vvfheOuxt/ujmuoW/9cJnI1QMbxZ1D6ZILh+KZiwPsgJQU3dxiajNFCvuY5RC1Xdt+Ej69XqHv3qfn9oGx2YiSovE4wirKhyKArvZ+JBVsPruJ6++Xu/wV+/zt4pGCKZWJPe1RFN3Y2eFEJNCiOlCd2eFECMARgDglltuMfZKiagipYbNeleWbYaWMEQG4dhM1OLi8UjR3qCZIvE4hubmkNA0dJtMmOrvNzScNkNLGKqORuhjehHJu7CZA90sUgNcrlQRhkEp5eDWrVsNuUCidvTkq9/H7z7/Z3jy1e9v6Dh62Pz6yR/g0ciTa/bYXKu4T60ZFUrZa5SaRE3H5kJVa8k4/P6bl/fsWez+2c/gPXt2Q8eJxyOYmxvCwsJjmJsbQjweKfresKoioWlYBZDQNIRV41b1GxVK2Wu0MTTCjGm0wHPLAPqMvhAiSnry1e/j29EfAUD6rw/f8ZmKjlVOG5O1ivvUkpGhlL1GqUnUbGzu6urCe++9h2uvvXajh6IKvffee5x1akLes2cx/tprAJD+q6+vsv8kVTUMTUsAWIWmJaCq4aKzpg5FQbfJlJ4xdSjGFBcyMpSy12hjqHswlVLOpoosZNoCYGO3goioYj9+85W8x5UG03LCppGVZfXlxcpFgZd/+KIhy3fZa5SaRS3H5htuuAG/+tWvcNNNN+Gaa66BEGKjh6QSSClx5coVvPvuu/j1r3+Nbdu21fuSqEz//e238x5XGkwVxQGTqRualoDJ1A1FcRR9r91sxlR/vyF7TOORONSwijd3vInnTj9nyPJd9hptHHUPpikhIYQ1o7H3ALJL1BORgT657a70TKn+uFLlhk0jivvoM5fxc2/h4gtnsN/2O4bsKa3XjDBRhWoyNl9//fUAgPPnz2NlZWWjh6MydHZ2YtOmTbjlllu4h74JfXbr1vRMqf64UmazHf39UyXtMQWS4bTW+0r1mcuFywv4senH2PulvYbsKV2r3QsZy7Bgmqrs50Sy0t+YEGJSShkAACmlRwgxKoRQkSy24GVZeqL60WdHf/zmK/jktrsqni3VNVol2ePLZxA/9xbe+qdT6LFsxodc/QX/kFbtCsHsNUqNpl5j8/XXX58OqERUGn129L+//TY+u3VrxbOlOrPZvm4gNZIaVrFweQFhLYwPyA/gnmvvKRhK9VnVarWGYa/RxmFYMJVSziJZOGG8yOsFnyei+nj4js9sOJA2KuWiwMUXzqDHshk3Dd2Fj914R957arUftNFCOrU3js1EzcXX17fhQNqo3tzxJn5s+nEylPbcg23O/OXmtdoPynYvjaFRlvISERni1KlTePmHL2K/7XfwIVc/PnbjHQWDIveDEhERGWN+fh7PnX4Oe7+0F/dcmwylhYIi94O2NgZTImo41V5Cqyun+i73gxIREV1V7SW0unKq73I/aGtjMCWihlKrJbTltoThflAiIqKkWi2hLbclDPeDtjYGUyJqKNVcQrteS5gTsUU89/oxAMC9N+/LOw/3gxIREVVvCW3mrOt55XzBUBqPR3BhahqYuxvb770r7zzcD9q6GEyJqKFUawntei1hTsQW8ciLX8OKXAUAPPvaMTxh/yMGUSIiohzVWEKbOet6rvMcTu4/CevHrHmh9OX/9nnIL/4ZsJLAhT8/jrun9jKItgkGUyJqKNVaQrteS5jjy2dwJRVKAeBKFQocVbI3tlb7aYmIiKqlGkto9VnXpdUlhLUwblu+LW/5rqqGIY/fCax0AVoHZEJuuMBRJXtja7WfltbGYEpEDacaS2jXawmzd8sudIqO9Ixp5wYLHFWyN7ZW+2mJiIiqbaNLaBWHgnOd5xDWwtjauRV/8Md/kLenVFEcEHuDkF0rwIqE6O7cUIGjSvbG1mo/La2PwZSIWk4pLWH2WHbgiY9/fs09puWoZG8sW9IQEVG7OK+cx8n9J3Hb8m34gz/+A9zwyRvy3mM223H3v/8aLmwvvse0HJXsjWVLmvphMCWillJO9d1qFjeqZG8sW9IQEVE70Kvv5u4pLcRstsP8WTvw2Y2ft5K9sWxJUz9CSlnva6jY4OCgnJ6ervdlEFGDKLclTLVxj2ltCSFmpJSD9b4OWhvHZiLKVG5LmGrjHtPaqubYzBlTImoJ9Q6lQGUzsGxJQ0RErareoRSobG8sW9LUh6neF0BEtFGNEEqJiIjoqkYIpdRcGEyJqKkxlBIRETUWhlKqBIMpETUthlIiIqLGwlBKlWIwJaKmxFBKRETUWBhKaSMYTImo6TCUEhERNRaGUtooBlMiajjPLEXwxX/+SzyzFMl7jaGUiIjIeIEAcM89yb/mYiilamC7GKIm1ar9L59ZiuDPfx4EABx7+5cAgPtutQOoLJS26vdERESNJxKPI6yqcCgK7ObWaTcSCAAeT/Lv//Efk38dGUn+tZJQyj6hVAiDKdEG1Cv0nIgt4tHIk1jRrqDL1IlD9odbJnSFL8xlPf7+az/DfbfaKw6lrfo9ERFRYfF4BKoahqI4YDbbDTtvJB7H0NwcEpqGbpMJU/39LRNOn346+/E3vpEMppWG0rmhOWgJDaZuE/qn+hlOCQCX8hJVTA89Xz/5AzwaeRInYouGnfv48hmsaFegQWJFu4Ljy2cMO3etObb3Zz0+HT+P7700lQ6lA5/5BIKv/1NJ33crf09ERJQvHo9gbm4ICwuPYW5uCPF4/paQWgmrKhKahlUACU1DWFUNO3etPfBA9uPjx4HvfOdqKL1v93248PgFxCPxdY+lhlVoCQ1YBbSEBjXcOt8TbQyDKVGF6hl69m7ZhS5TJ0wQ6DJ1Yu+WXYadu9buu9WOf71tT/rxb177Nf7620+lQ6n3+DeL3gw4EVvEU2dC6edL+Z5yP0NERM1LVcPQtASAVWhaAqoaNuzcDkVBt8mEDgDdJhMcimLYuWttZAS4//6rj1dX5/GNb1wNpSc/fRILjy1gbmguL5zGI3EsHVxKP684FJi6TUAHYOo2QXHkf0+5n6H2wKW8RBXSQ4++TNTIcLjHsgOH7A837d7J9ZZA/96u38ZLb59C/NxbuPjCGdzVfy/ecN2Df3gnmnczQP98sWW7a31PXOpLRNRaFMUBk6kbmpaAydQNRXEYdm672Yyp/v6m3WMaiQDhMOBwAPYCK6BHR4Ef/hC4fHkeJlMylL7xxn6cmrmQNwOqL80ttmy3f6q/6B5TLvVtXwymRBWqdzjUz6fP1DZLoDoRW8Qjkf8PV7Qr6DR14gn7H+Vd+x7LDvzxB/4N/vofn8Jd/ffi2//6HqzEVHSJXmwLbUH8J/+C7b+lYe9vXb0ZUGwGe61/PoU+0yzfIxER5TOb7ejvn6rLHlMgGU7veBVQv60i7kDTBKpIBPjUp4BEAujuBp5/Pj+c2u3AN75xdaY0GNyPlZUe/H2Hgj8XJgAahCl7BrTYst21Ch8V+kyzfI+0MQymRBuwx7KjbkGmWWf7nnv9GFa0KwCAFe0KnvjFd/HInfdnXfupU6fw8g9fxL13/hbecCVD6SoAbWIBS/9lBUAX1OPAix9dxp6R5OdyZ7DNXZuzvp9H7rwf8ZVLWSG1nrPeRERUG2az3fBAqmvW2b5vfQu4fDn595cvA48+Chw6lB1O5+fncfp0EL/7u8mZ0pWVHqyuAi9rZjwi+3E3VLy8ouCPf27GSOpz+rJd/fvo2tKV9f3sOrQLK8srWSE19zOFlvpSa+IeU6Im1SqFfebVc1n7RfXqu6vXdcL08Ztg7UmgWwh0ABBT57M++/TTr6b/Xp/B/sPbPo1D9ocRX7mU9f08fuLpvL2peyw78Mid98O2dXc6HHPPKRERVapVCvscOwYMDSVnUoGr1Xct71nwiTc+gd/e9j66u4GODkAI4FWY8W3cildhzqrgqy/b3fmVneif6sfK8srV7+eyhtOfP523N9VsN2PXoV2wDFmw69AumO1m7jltE5wxJWpSzTrbd+/N+/DsuZewIlfTzy13WvAn58/js4sxnP7+97F6XSd+vOPX0Bam0LX0YwT2HsBr4nqov9eP8Z9Npj/3wAN3ZB07dwZb/36EENCkBglkLdk9EVvEE7/4Lla0K3hleQEA0o+baRaaiIgaQ7PO9j30EPDNbyaX8gKAlMmZ0y9/GfgP/yE5U2p5z4LbD92O8yvnYeq+gMlD/fjJshmqCoyPXz1WbgVfs92cNWusfz/CJCBXJaBlL9mNR+I48+gZaAkN8Z8mg6j+uJlmoal8DKZETezeDw0m/3rzvqoGqFr2Z91j2YEnPv55PPf6MTz72jHEOnvxypZ/g7lfvo6/n/xH/Kc7bsPuT1mhLUylZzvlpUWM7XIC//EG9PX04OmnX8UDD9yBkRHbmufR9wCbuzZnBU49xOfOOocvzHHPKRERVezVO4C5v92Gu+eAu+7dXtUAVcv+rHZ7svDRt74F/NVfASsrgKYBk5Pz+NGPgvjSl27E7177CZxfOZ+eDb51WcXYWPL36+tL9jp94IFkBd9iMgsfdW3pygqceojPnXV+++m3uee0TTCYEjWh3P2l9968r2bHrsWsoT6zee/N+/An589j7pevQ07+EKtbPoBrP3MfPmbW8J2lHxecDR4Zsa0ZSAudBwCs138wL2znzjo7tvfjleWFppuFJiKi+ovE4xiam0OiV0P3kAlTd2xHteKj3p9Vrzbc3z9Vk3BqtydnT7/85WQolTKI1dUbce21+7HN+T4uHLxQcDZ4ZGTtQJopcwZ180c35xVCyp113vrAVsR/Gm+6WWgqH4MpUROqZTVZIyvV7rHswGcXY/j7yX/E6pYPoOcz/xaurVuwZ/Pmqlc8LlSoqlBl5UIBloiIaD1hVUVC07AKIKFpCKtq1VrGFOrPWqsCT3Z7cvnuj36UDKU9PfvhdPbAbO9Zs81LJXKX+erP5Z6nUICl1sNgStSEarm/1Mi9q6dOncLp738f/+mO23DtZ+6Da+sW2DdvBmBcxePc89Sz0jIRETUvh6Kg22RCQtPQbTLBoVRvZs/I/qx69d0vfSk5U+p09qSr8xYKkrWQex6jzkv1JaSU9b6Gig0ODsrp6el6XwZRXdRyH2gtj63Tq+9u374d+/fvx6ZNm2pyHmodQogZKeVgva+D1saxmdpZJB5HWFXhUJSqzZbqarnHVKdX373xxhuxf/9+9PT01OQ81DqqOTZzxpSoSdVyZk8/9onYIv7i50EAwIevvzmvD2ilqhFKqxGejQjgRETUPuxmc9UDqU7vzxqJJIsUAcDevcDyMuBwZPccrUQ1Qmk8Et/wkttqHIOaE4MpERV0IraIR178WlZbFwGB7hILIkUuXUL43UtwXLc5vTwXqF4o3WiBpmeWInj8xNPQpCz5d2KQJSKieopEkiFUb+sCACYT0NMDTE2tH04jkWT13dwgW61QOjc0t6G2LucD53H6C6chVyVMPaUdo5az1GQsBlMiKuj48hlcyQilACBLLIgUuXQJQ6ejSEiJ7gsCU7utsG/eXLXluxst0HQitojHTzyNVakBQEnHMKJaMRER0VrC4WQrl0yalgyq4fDawTQSAYaGku/t7r4aZKu1fDe3zUu5bV3ikThOf/405JXkNkPt8vrHSFdCTu3rnervZzhtYqZ6XwARNaa9W3ahU3RkPWeCKKkgUvjdS0hImaxMKCXC716q6p5SvUBTqdeT6/jyGWipUAoAQoh1j1EoDBMRERnJ4QC6urKfM5mSQdPhWPuz4XAylK6uXg2y1dxTqrd5QQcqauuihlVI7WrtG9Eh1j1GoUrI1Lw4Y0pEBe2x7MATH/88nnv9GIDy9pg6rtuM7gsiOWMqBHa+8Ssc/f73q1boqFCbl3Ls3bIL3aYuJLQVmIQJX9zzwLrHMLJaMRERUSF2ezJQVrLH1OFIBlh9xnTHjuoWOirU5qUcikOBqccE7bIGYRLY/dXd6x6jlpWQyXisyktEVZO5B/Pd7q0Iv3sJO9/4FU5XMZRWSyX7RbnHtL5Ylbc5cGwmaiyZxYRehRnhcDKUnj7deNV3Kyl8xD2m9cWqvETUcArtwfxs/HJVZ0qrqZKqxuxxSkREzaRQQSLl/vMN2xKmkn6ltayETMZiMCWiqsjdg/nssedx+Z9fr2koLTSDyVlNIiKipNyCRNNHp/GC5YWahtJCs55sAUOlMDyYCiH8AHxSymiR150AIKUMGXphRA2u0QNX5h7MxPk4zi3+HP07b183lFb6exWaoQXAyrlEFeDYTFSZRl9Gqhck0hIaznWew8nfnIT1Tuu6obTSIFlohhbAhtvIUHswLJimBrUBAIMA1tqZ7APgNeSiiJpEM7Qq0QsSPXvs+bJCaaW/V7EquRtpI0PUbjg2E1WuGVqV6AWJpo9OJ0Ppx0oLpZUGyUItYwBsGOVdDAAAIABJREFUqI0MtQ/D2sVIKUNSynEAF4u9JzVAsmICUY5maVXS9dZlXP7n10sKpcDGfq9CLWM22kaGqN1wbCaqXLO0KjmvnMcLlhdKCqVA8XBZikItYzbaRobaR8PsMRVCKFhjYCRqZ83QqqSSPqXFfq9SlvcWaxmzkTYyRJSNYzNRcc3QqqSSPqWZy38zg2Qpy3uLtYzZSBsZah8NE0wBDEopQ0KIel8HUUO690PJStz33ryvoQLXM0sR/O0L38OFn8zjt2/7V2UVOioULp9ZiuDxE09Dkxq6TV1rLu8tVCWXlXOJqopjM9Eafn/bNgDAQ9u3N9Qy3kAAeO6rL6Fr5e/wv9y/s6xCR4XC5fnAeZz+/GlITcLUs/by3kKVdSuptkvtpyGCqRDCCqBgwYUC7x0BMAIAt9xySy0vi6gh5O7DvPfmffW+pLRnliL4f37gx6//6ZfotmzGj255E8PvXcCeTTsAlD7zmVlR9/ETT2NVagCAhLbCfaJEdcKxmai43P2lD23fXu9LSgsEgHHPS7DjL3EDtmD3X9yO9+97Hz32ZDAtdeYzs6Lu6S+chrwiAQDaZe4TpdowbI/pOgaKVQLMJaUMSCkHpZSDW7durfV1EdVdI+8v/dsXnkmH0hs+dTtktyl9fXqg/vrJH+DRyJM4EVtc93jHl89AkzL92CRMDblsmahNcGwmKqKR95d+9avzuBZ/hxuwBffAha4rnel9onpho4XHFjA3NId4JL7u8dSwCrl6dWwWJsF9olQTdQ+mQogBACw/T23lRGwRT50JlRTWGrWgz/demsKxZ3+aDqWm7k504GqQrCRQ792yC92p37VDmPDFPQ9wtpSoDjg2UzuKxOM4uLSESHz9sKbvL+0AGmp/6Xe+M49f/CKIX2MnPol7YEI3RNfVfaKVFDZSHApMPSbABIgugd1f283ZUqqJRljKOwhgMGP/yiCQLLggpZyo21UR1Ui5LVKKFfmpxXWVeo5Tp07hr7/9FLos12BrKpTu+J+2wdv/YPqzlRRsqvXv2ui9YIkaCMdmaivltn6xm82Y6u+veQ/Tcvqkzs/P4xvfCELKG/EG9mMM7+P37lDxha9fXbJbrLDRWooVNKqWSnumUuupezCVUgYyHwshbACCbOJNrarQTOJ6IanWBX3KCct69d2P7vgILu7YAq0T6DJ1ZoVSXSUFm2r1uzZDL1iiRsGxmdpNoaW56wVBu9lc04JH5YRlvfruvn034oUX9mNlpQcL3T347a+bYbZnv3fb7ycLNm1/aHvJQbBWxYs20jOVWo9hwTS1LMiJ5F3XMSHEZIGBbyT1nl4hBDgAUitqxNYvpYbl3JYww+9dyJqB1GckzV2b8cQvvttQBZsquSFA1Oo4NhMlNWLrl1LDcm5LmPvu60E4DDgcgN1+dUaya0sXzjx6Jh0Ctz9U/4JNhZYWM5i2L8OCqZRyFsAsgPE13hMAECj2OlErMGppbjlKCcuF+pTu2ZRdUVefkRRCQJMaJNAwIbARbwgQ1RvHZqIko5bmlqOUsFyoT6ndngykQPaMpDCJZBEjrXFCYCVLi6l11X0pL1E7arRem+uF5e+9NIW//vZT+OiOj2D3Zz+L/1d9B47rVmHfvDn9nswZSZNMVtSVUqJDmPDmezGciC3W9XduxBsCRETUOGq9NLdc64Xll77zEv7uG3+Hnft2Yvfu/Xj88Z70LKkuc0ZSSpkMp0JCdAPvf+QZxOODMOeu9TVQrfevUnNhMCVqQ4WKABULy997aQqP/tcvo0PZhMXdH4bvtV9hRQLdFwSmdlvT4TR3RvKRO+/HL995Hc++dgzfW/oZnnttuqJ9nZHIawiHF+Fw7IDd/qEN/d6NdkOAiIhIF49HoKphKIojHRaLheWXvvMS/vKhv8SW1S34yE9vx//5+Pt4ZbUH3d3A1NTVcJo7I7nr0C68+6uzuLDtj/FG7yt4c64b/f1TZYfTSARZy4U3olb7V6n5MJgStZlCRYDePdlRMPydOnUKX/1WACZlE7Z+6nac3/xBJKSEBoGElAi/eykdTAvNSD51JoRVbbXifZ2RyGsYGvoWEolVdHd3YGrqoQ2HUyIiokYTj0cwNzcETUvAZEqGxVdftRcMf/Pz8/jbx/8WW65sgQsudK104k6oOC7NSCSSgVF/f6EZyaWlv4FceAXAKjQtAVUNlxVMIxFgaAhIJJAXhIk2gsGUqM3kFgE6GprFX/z+fF74O3XqFP4k8J+xIGLpPqW9ibdwQYjkjKkQcFy3OevYuTOSG93XGQ4vIpFYxeqqRCKxinB4kcGUiIhajqqGoWkJ6GHxlVfCuOcee174m5+fxze930TPTA9ccKEb3UCnwC+Ego7V5Hsdjuxj585IKooDJlN3OgQrSs4H1hEOJ0Pp6irygjDRRjCYErWZ3LD4zs+78sJfb++/4L/+jR/TiUVs/dRtMHUn/1fx7z5oxW9Z+xB+9xIc123O2mNayEb3dTocO9Dd3ZEOzQ5HeZ8nIiJqBrlh8eWXHXnhT1Hm8dTjTwH/A3DJVCgVwAf/9+342kPmkpfWms129PdP5S0bLpXDkQzAemjODcJElWIwJWpAhfaAVutYuWHxXUsHAn/xSjr87dy5iqNHj+JfNgNbB2+DSIXSDmFK9iPdvH4gzVTpvs4TsUWc2XoGgb934bXZy1XZY0pERFSpSDxetaq9egsXfXltbljs6rJnhb8dO5LVd83LZuyVe5OhFIDoFNj+0HZ8xF7erKXZbK+o6FE8EseNYRWThxT8ZNlclT2mRDoGU6IGU2gPaKXhtNixssKiHZiaegjh8CJ27lzF6dM/xfbt2/E7n/kcvMe/iYS2ApMw4Yt7HjCscFDedf8fD2OPZf1QWs1AT0REpIvE4xiam0u3bpnq7684nGa2cDF1m9A/1Z8Op+miR/bk8t1wOBlKT59OtoS575P34eRzJ6FdTrZ/2f3V3YYVDsq97j9KXXcpn2PVXSoFgylRg8ndA7qRHqClHstu/xB6e/8lr0/poU3GtVfJDJWVfAeZYbZDmPA7t/yr5AwvAyoREW1QWFWR0DSsAkhoGsKqWnEwzWzhslY/Ubs9uXw3t09pz1SPYUEvM1SWet25n0/3Ue0Q2P6/bcf2h7YzoFJBDKZEDUbfA5rQViCEgLmr9GWzxY61ol1Bh6mjaD/RU6dO5YVSwLj2KrkzpI/ceX/ZRZMyw6wmV/HMUqTiFjVERESZHIqCbpMJlzUNplUTtryuALdWdqzMFi6iU+D9c+8jHonnhbX5+fxQChjXXiV3hnTXoV1ZrWcUh7LuMbL6qK5KvOF/A2/+zZvpWWKiTKZ6XwARZdtj2YFH7rwfJmGCJiWe+MV3cSK2WPGxDtkfxr+99X8GpMT3ln6GRyNPZh2vWCg1Uu4MaXzlEg7ZH8Yf3vZpPHLn/Ti+fGbd70AP4SL1WALp2VYiIqKNsJvNONTRD9Nf78Tqo/141GVGJFLZsfQWLh888EFAAm8cfgNzQ3OIR+Lp9xQLpUbKnSFdWV5B/1Q/dn5lJ3Yd2gU1rGZdcyF6CM8cnPXZVqJcDKZEDSi+cglSSsiMpayV2mPZgW3XWLAqtaylsUBjhFLgaqg0QaRnSPdYdmDvll3/P3tnHh9lee797/3MkkiAGQhLQJBFcAmEBIXW0WqnBgTXeoqtXZQup8VWulBtbe152+N5+/bY2mo5rdaq1SPY09PW0lrtQoXouE5VkIQlbAGSgBCEkBkwkMzM89zvH8/MZGayTVaScH0/Hz7JPDNzzz3zEW9+87uu38XPtj3Dr3b8vZWgziQhwm+Y4mu1liAIgiD0lPqXPehfT8Ha2jIvtLt4fB5yz8lFmzqtNBYGhiiFFFHpIOmQenwevH4vVSuq2Pfdfa0EdSZJEX7bBFSOSltLEDKRUl5BGID0dP5nNusNFFEK7Y+V6WqvaaL0ePGk+RKCJAiCIPQqvT0mJbWkNyHWBooohRZRmdnP2tVe00TpccHSAglBEjpEhKkgDEB6Ov+zs/Vc7zYPGFGausfM99ldgd5fvbGCIAjCmUNqUm5vjEnJFH4HvQcHjChN3WOmiGxLUHd3LUFIRWmt279TqY9ku5DW+o+9sqMuMG/ePL1hw4b+fllBGNT0xCk9HeNYZASMkEAptVFrPe907+N0I2ezIAw9euKUno5xLDICRkjQm2dzZ47pfVmuo4F+P/wEQegaPRWl3ZmvGgzuJxCoxu+fis/X+SzSTMT9FIRWyNksCEOInorStmaidkYw2DPnV9xPoS/oUJhqrSU1RBCGCJmitOpUHZsOZO9EttXvmbje3hrB4H5KS1cTiZi43Q7KypZ2S5wKgtCCnM2CMHTIFKVvv53TJcHYVr9n4np7bmYwCKWlLb2yZWU9L0sWhN6gWz2mSqmRWuvjvb0ZQRD6hrZEaXvuZ3sOZ2a/p8eV16mDGghUE4mYmKYmEjEJBKpFmApCHyFnsyAMLtoSpe0JxvYczsx+T1e+q1MHNRCwX8M0SaYLizAVBgJdEqZKqWnAOsALjIlf+yGgtdZ39/72BEHoKW2V72460HbabUcOZ2aAUjaJuX7/VNxuR3I9v39q6w32EOlBFc505GwWhMFHW+W77QnGjhzOzAClbBJzeztduC2kB1XoDl11TH8P3AY8nXLth8AeQA4/QRhgtNdT2l7abWcOZ2a/p8twErGiKKXwuPJavb7PN5mysqU96jHtiO72vQrCEEPOZkEYRLTXU9qeYOzM4czs9zTcBlazhVIKV76r1ev3drpwJt3texWErgrTi7TWZUqp5AWtdUgpNap3tyUIZwbdcfuyfU5HQUftjaOZfFEODpf997szh3P2qKl8ddaNPLB1DZbW/GzbM0wfOaHVnny+yX1WvtvVOaeCMESRs1kQepHuuH3Zhgl1FHTUnmC8Ij/MLSrERsPLHrenQ4fT4/MwY+UMdn95N9rUVK2oIq8or9X78Pn6rny3q3NOBSFBV4VpWTymPjljRin1MLC+V3clCGcAbbl90HGYULYOYTbpu5nu59aGap4011D4fc2JrS7u+cSHOxWU4WgjWmt0HwvD9sR4d+ecCsIQQ85mQegl2nL7KgshEArh93rxebofJpRN+m6mYAwHw5grKviMZXGrwyB3ZTG+TkRetD6KtjRYfSsM2xPw3Z1zKghdFaa3YfexjFJK/Q5YCNQDF/f2xgRhqJPp9q098BZr92/oUHRm4xB2dyTMpvoqIlaM4RdoRl5gos/tPEOlP4RhR2K8PedXEM4w5GwWhF4i0+3bvLaORdHDRCwLt2FQVlzcSpxmEybU3ZEwoUAIq9kCCxxYTKoPAR2LzP4Qhh2V62b2vYpbKmRLl4Sp1nofMEMptQSYDvxea72mT3YmCEOcTFEHdCo6OxOCPZlT6nHloeOGi4Vus2c0k/4Qhp2JcZlzKpzpyNksCL1HpqgrL4aIZWFi/wyEQq2EaWdhQj2ZU+rKd4EVv2HRZs9oJv0hDDsr15U5p0J36Na4GDnwBKHnZIo6IM0xbct97EgI9kSUgl2Wq7BrAVX8drbvoy+FoZTrCkJ2yNksCD0nU9S5CsFd0eKY+r2t3ceOwoR6IkrBLsvFwBanRvx2lu+jL4WhlOsKfUGHwlQp9Y1sF9Ja/6Tn2xGEM4tMUZeN+9iWEOypKAVbALoN14ATgFKuKwjpyNksCH1LqqjzAWXFxR32mELbYUI9FaUQF4A5A08ASrmu0BcorXX7dyr1fMal6cBoYG/KtYuAjVrr+b2/vY6ZN2+e3rBhQ3+/rCAQbGwkcKIR/4g8fHmdl7xmtWZwf7fGqvSGKE0gM0GFgYxSaqPWet7p3sfpRs5mQWibYDjcqYDs8ppZpu1m0huiNIHMBBUGMr15NnfomGqtr8p44d8D34r3sySuLQCW9MZmBGEwEGxspHT3XiJa465TlM2cnhSn3RV2weB+SktXE4mYuN0OysqWZiVOe1OUQrobKyK1a8jnJfQXcjYLQmuC4TClFRVthhR1V7Bmm7abSW+KUkh3cEWkdg35vAYXXe0xLU09+AC01uvjKYBf6r1tCcLAJXCikYjWdhCC1gRONOLLy8t6lEubawaqiURMTFMTiZgEAtWdCtNMUVp1qo5NB3pHGPXkvZyJyOclnGbkbBbOeAKhUJshRR0J1k7XDHSetptJpih9u6mJQF1dr7i4HSXhCq2Rz2vwYXTx8Q1KqV+kXlBK3Qs09N6WBGFg4x+Rh1spHIBbKfwjbLe0rfTYttjaUM1TVevZ2lDdsqZ/Km63A4dD4XY78PundriHtkTpiuDD/GrH31kRfDht7e6Q7XsRbOTzEk4zcjYLZzx+rxe3Ydhnc0pIUVuCtS3CwTA199YQDoZb1vTbTqnD0XbabiZtidLSigq+u28fpRUVBMPhjhfohLaScIX2kc9r8NFVx/RjwHql1M3YvSzTsQM8b+rtjQnCQMWXl0fZzOmtekzn5s/g5E43RzfDmDkw97LW4UHtOWs+32TKypZm1WPaVvnupgNtC6P2Sks7KzuVJNyuIZ+XcJqRs1k44/F5PG2GFPm9XpwYWNrCqdpO1W3PWesobTeTtsp3A3V1rURxYSXtlpaGw0FCoQBerx+Pp/WLSRJu15DPa/DR1TmmbwOjlVI3AdOAvRJPL5yJ+PJahx6d2OFg63fziDSb1OU4OHGpw47zS6GjmZw+3+Qul+8mekozhZHHldduaWk2ZaeShNs15PMSTidyNguCjc/jaV0uW+lB31EMs0LobV54yNPqbO5oJmdbabuZtNdTmnBxE2XEV+xyUfHhtktLw+EgFRWlWFYEw3BTXFzWSpxKEm7XkM9r8NHdOaZ/6O2NCMJgJxCoJhqxsCyIRqw2+0R74qx1FHSUKYw6EsAd3ZdKX88nHWrI5yWcbuRsFoTWBAJgbvagN3kwHW33ifbEWeso6CjTxZ34ixD72hHAoVAAy4oAJpYVIRQKtOma9vV80qGGfF6Diy4LU6XUlcB9xL+VBf5Ta/2n3t6YIAw2En2iiWTdtvpEu+usPfdmGU/+5imKpp7fbvpupjBqTwBL2akgDD3kbBaEtkn0iSaSddvqE+2us/a/b77J47/9LfOnTWs3fTfVxQ37aVcAe71+DMOddEy93jY2KghDnA7nmLZ6sFJLgMeAb2EffBcD3wb+9XQcgDIrTRhodHcWaUc892YZK35+Dw5vLmeXzuHnH/xKVoI2tY/0xA5H2r56Mtamt9+fIGSLzDFtGzmbBaFjujuLtCP+9803WfrLX2Lm55OzaBEvzJ+fVepu6viSSjxp++qsx7Q9+uL9CUK29Nsc0zb4IXYs/ab47TKl1Hrgd4B8MyucEXQk6kZcYDJpbDMj8s1eea2dO3fy5G+ewuHNZeyHLsRy0m7pbSYJB7XtGaldLzvt7qzVjpDZn4LQK8jZLJzx9Kc42759O4//9reY+fnohQuJOp3J8TSdkSgtbXtGqq9LghS6P2u1I2T2p3C66KowPTfl4APs0AWl1Lm9uCdBGLCkBgc5DAfXTJ7P4knzmT1qKs/WBHlg6xosrXF3YZZle+Is0VNaNPV8jk3Nx3LSrdLb7sxI7ct1EsjsT0HoNeRsFs5oUsWZ0wmf/SwsXWoLtEdfC7P8sRDWRi853/dkLdzaE2eJntL506bx2oUXEnU608bTZEt3ZqT25ToJZPancDrpqjBdr5S6U2t9f+KCUuobwPre3ZYgDExSg4MsK8azNUHW7t/AV2fdyANb12BqC6DDUKFUEuIsYkUxlMEds5dwwxQfO3fu5OerHuFkHiy/+TZuys3ptrOYTe9rf66TINsQpu4ibqxwBiFns3BGkyrOTBMeeQRWrYKV68J8uamC2K0WfNyg+ZvFBAKeToVbqjgzXYrcZ2dy2cKJbN++nQeeeop6j4ev3XwzN+TktBpPky3Z9L725zoJOkoo7g3EjRU6oqvC9KPARqXUx7H7WC4CRmP3swjCkCcRHBSxomhAY4vQQF0FVlyUAiilOnQ2E6Lp8KmG5Fqmtnhg6xrU4ZP845m/UvZeJWPmnc+3Nj3BSt+XuHXGgm7tOTEjdfXqim49P3Od3uox7csQJnFjhTMMOZuFM5qEOGtqAq3tP5EIrKkKYU6Jn83awrg4hN/fvhhKiKam2qakONNa89jTu6n1HOCFZ55hVSyGOXcua3fsoKy4mLunTOnWnhMzUlev7tbTW63TW2XMfTn7U9xYoTO6Osc0DMxQSi3DHuC9Xmv9WJ/sTBAGIIlU3bUH3uJvtW9iaguH4SDX4cZpOIlZsaTz2Z4QyiwHVig0dghZ4/56nlz3FJ6xoxkz73xwO3rNTVy1qoJIxGTVqopu94dmM2s1W9pKKO4tl7Ov3VhBGEjI2Syc6aSKvCeesF1TpxOG7fbimmIQxcKhDB78grdd4ZYqmpRTYTpsgRtzwWvjqznw2wpGjh+POXculttNxLKy7ivtiFWrbBG9alX3+0OzmbWaLW0lFPeWy9nXbqww+OnuHNNHu/uCSqlHgB9prfemXPMCH4vfXAjcGx8YLgj9QlcEUSJUaPGk+fzyry/x93U7aSjawagLNTdM8XHeyEmEo41sbahOrpW6fqpowjK5rGAWrx+upHF/Pcdeq+Lai6/h+ps/wrc2PdFrbmJv94f2FqkjbnrT5ZSROMKZiJzNwlCjK4FGCXG2dCnc99cwz9WGePbPXpx/K2bZf4WY6/JS/7KHoNGyVur6E1NEk0bjWjqGJ5z1vDa+mup3XuKmuXNZfPPNrN2xg4hldauvNJPe7g/tLVJnf/amy9mXbqwwNOhQmCql7s12Ia313Z2stQC7vGgekPlf4scSB6pS6vfYJUkLUw9IQegruiuITuxw8MgXaolFclCuHIr/XyOcAz/b9kzaWuVNMe7Z9Tojmg+Sv2sdX511Y5po+uS5V+KzpvDkuqe49uJr+PYXv05ubi4rc7s+77Q9ers/tC/oTZezu/NiBWEwIGezcCbQ7bTZwjDPnSrHRMMtitidJfCbKaxYlb7WFis9FGndynTRVPyFySxynOTAbyu4ae5c7lm2jJycHMp60FeaSW/3h/YFvelydnderHDm0Jlj+i2gAbtnRXXwOA10ePhprddjBzQsTL2ulLoI2JDyuFA85v4m7GHhgtCndFcQrX5+N7GIBRboGByp9MIi0tb6/bvV/OjkKCIj5mAMn82c+ucJRxvTRJPr3WbK//E6i2ddxq233kpubi6Q7ib2lN7uD+0Letvl7M3PTxAGGHI2C0Oe7rqJq+vqMA27PQaXRi2ug/c8aWut3hDm8cL0UKSX6z3cniKaDnoPsvvptXy8sJBbb72VnJwcAHweT48FaYLe7g/tC3rb5Ux1YwUhk86E6Y+BJcAo4Gngd1rr8l7ew2jgR7QOacjv5dcRhDbptiC6eAy4HBAzwWkw2X8h540sSFvruHsCsZPNoBQWcCJnYtLBmz1qanIkTEFBQZoo7Qt6sz+0LxCXUxCyRs5mYcjTW27i+de9x1xnGPcqT3ItSkKYZutQpIRoSoyEmThxYpoo7Qt6sz+0LxCXU+hPlNa68wcpNRe4GViG/Q3s74BHtNZdjvlUSq0DvpXap6KUmp7R17Ix/pgOo+7nzZunN2zY0NFDBCEruhO6E2xsxP+Ht4huOAIXjaL47A3kxxr46qwbCUcbmZs/gxPusZTu3ktEaxxoHi/I45YJtvDtiijtbijQQBqZMpD2IgxOlFIbtdbzTvc+BgpyNgtDna70mCafEw7jLy8nEv/3rQHkGAYrHcXUv+yxBW5hmNKKCpotC4dp8GBuMcsuswVXV0Rpd0OBBtLIlIG0F2Fw0ptnc1bhR/HB3ZuAb8fLe5YBLyqlNPAoPfy2NuPgWwDsbe/gi6cOLgM455xzuvuSgpBGd8o+fXl5BG6az/dL/snBw28yPHKEKIpwtDFttEvZzOn87t0DjIwcoiTX/p/+zp07uf/Xv+aox8t1Cy7l6QOvtivYutsDO5BGpgykvQjCUEHOZmGo0x030efxECgpYUVVFW+dOIEFRCyL+ikh7r47Ibw8lBUXs6GsjpIKmLPYvpo6pzS/tJQH6ura7SXtbijQQBqZMpD2IgjQjVTe+LepXwS+qJQqBR4B7gIcPd1MPAHwNq31Rzt4/UexD1zmzZvXud0rCF3g2ZoggboK/AXF3DCl89NwROQITQfWMkKbADgMR6tS4BGRI2zdbifsvr7HydfGXMVzzwV4UhnEPnAFfz7WzJz6DeTvWsdK35cA0pzF7vbADqSRKQNpL4IwFJGzWRjKPPoorFkDS5bAsmXZPaf8vfdI/IfoVKpVgm5hJURvOYwZsaj48WFyH8/lsS32nNLY3Ln8qaYm6baWFRcDpIUedTcUaCCNTBlIexEE6IYwVUpNxQ4/uA17Xtoa7CCG3uBu4Au9tJZwBhIM7u92wM+zNUF+vOVpAN46sgugU3G6qb4KU9t9Kgq4ZvL8VoIrVZSFa9/lyeefQk8qwvzAFeicHLS2aHCPZ2TkCGsPvMXa/RvSnMXu9sAOpJEp/b2X/igbltJkYSAhZ7MwkOlJueijj8Jtt9m/P/+8/bMzcRoIhTDjpbwK+GxBQSvXM1WU7WveR8XjFdQvtOeUarcbIOm2rq6rY9Xhw8kxMWXFxRR2MxRoII1M6e+99EfZsJQmD26yEqYpB97HsWPl1wPf1lqv6a2NxMuA7tVah+K303pbBKEzgsH9lJauTo5EKStb2iVxGqiraHU7IUxTndTpIyckBcnc/Bmc3Onm6GYYMwcWXza/1boJURaufTc5p9R/62dYu/8gEa3R2mJU5DAuw/7rmOks3jpjQbdCgVLDhDyuPDbVVyWv9zf9GWzUH2XDUposDATkbBYGAz0tF12zpvXthDB99LUwa6pCLJnhpWh2i6Pp93pxKoWlNW6lWFpQ0GrdhCjb17yPl4yXmDt/Lh/+rD2ntNmysLD7U92GAdgZc750AAAgAElEQVQC1Yz/DIRC+HxTuhUKlBom5Mp3EQqEktf7m/4MNuqPsmEpTR78dDbH9BvYwQoXAX8A/hMo01qHe3MT8d6V9YmDL85F2FH4gpAVgUA1kYiJaWoiEZNAoLpLwtRfUJx0ShO3obWT6lQOLG3hUAaFDbPZ/H+GEY1YvONWlM9+l9mLpqatO3vUVL425iqefD59TmlZbi6BE41M1sfRnnlJFzHhmDoMB4dPNbC1obrbo08SzxkIIqq/xrf0R9mwlCYLpxM5m4XBRE/LRZcsaXFKE7fBFqW3naiASRbPv6dwbQITjaEUd0yahAYKt8FFFRor0ggL01/T4/OQ+3guFY9XMHf+XJbdkz6nNN/loj4aTZYAJxzTOZWKD7zYRHhxuNujTxLPGQgiqr/Gt/RH2bCUJg9+OnNM78OelbYGuxriZuBmpVqPTdNa39zRQvFghgXYQ7zvVkqt01o/Gr++DgilrOsFFra9kiC0jd8/FbfbkXRM/f6pWT93a0M14Wgjn5x+JbtPHEjrMc10UmPxflJLm/x13Q4ikRywFNGIxT3/+2dK3jeOEzscyZLi0aNPtjmn1JeXhy8vDxgHtJS2rvR9ibUH3uJvtW/ybM0/+UvtG9wxe0lWPa9tcaaJqP4oGx5IZdLCGYmczcKgoSflosEg1NfDXXdBeXl6j+maqhBMsuJd1JqoBhRYWvOT/fsp3AY/vhNcUWh6ajfhF/KoLGxxVb0HD7J291oKP57dnNJEWFLRN+owmw9Rfm8dMx+cycRlE7v1uZxpIqo/yoYHUpm00D06E6aPAb0SYhAPZnibjMHc8esdDQgXhKzw+SZTVra0yz2mnZVlZjqpTuVIitORRTEMZw5WTGM4YcTsKL9f/zY/+fR2IhETp/MYS5c6mT///KQo7aw3MRF4FNMWGo2pNQ9sXcP0kRO6JSjPNBHVH2XDMnNVOM3I2SwMGrpbLhoMQmlpyxzTsrL0hN4lM7w8f8IAbYGpMHI0F7CNEsrZTAklFbNwRcFhAVHN5rV1LIrarqeztpZbd+zg/dOnJ0VpMBxOCzfKxOfxMHFniH3NGizQlmb38t3kFeV1S1CeaSKqP8qGZebq4KdDYaq1vq2/NiIIvUVtJMrq+gZoHB13JDumLUcxcX1u/ow05zRR3nv/1jVY2mLkBSZzfnCK41scjCyKkV+oOP5PF82RGJZ5FMvaxtGj89JEaTZltXPzZ2AolQxvsLTVbafzTBRR/VE23F+lyYKQiZzNwmCkthaeXW1b89mMgAkEbFFqmvbPQAAobBGPyy7zwGvFyR7T3IKXGLf/TlxEieIitHANPDUcohrDbVBejN07WlODFQhQf8EFaaK0tKIiLdyoLXHq9XtRDoW27LNZW7rbTueZKKL6o2y4v0qThb6hy6m8gjBQCQb386HS1TQ3x8Dl4IlHPkDgpvltitNU1zLTUfS48lqJxxum+JIC9amq9eh4Ei/ApxbNY/G/zmftgbcAsJqcaOMIWNvAGM51n70+Wb6bbVnt7FFTuWP2Eh6IC2C34eqR09mRiBpI6bIDaS+CIAhCzwkHw2z6UAVms8VMDJY/UcxDAU+b4jQYtAWo32//cbtbHNP8K1qLx2WXeWyBCtTUbGMfUcDCQRTf+zbjfeF2Nq8OUY6XA2Mbsfb+EwIB9JgxlH7sY8ny3UAo1DrcqA1h6vF5mPngTHYv3422NEZOz5zOjkTUQEqXHUh7EYY2IkyFIUMi/AgLiJlEn6vhnp1N3HP9rLSy3rZcy6/OujHpiIajjR2KR48rL62G7ryRk4CW0KJTRxoY/6FdRI6PYNINM3Fd2Jx8bFfKam+Y4ktLAO4LoTaQ0mUH0l4EQRCE3iEUCKEjFg5AY+GP1rHrnhCF96SLnLZKd1eubJlfWj8pRGRf++LR5crH/gcAgIXLlU8lHhat8hCJAIc2wKgAjBmDWriQ4/G0XQC/14vbMJKiN3PmaSoTl00kryivT4XaQEqXHUh7EYY+IkyFIUMi/Kg5EgOHgX62hnVmNYGfvsXjzyzilkXvA1q7lqmzQzfX7+Ors27sUDyGo40o7AYvFb+99sBbRKwojQeOUf/qbkael8e4D51HTm6601n+5ru4/zGVC+YP44vXfrBT4dVb5aLtOZH9EYyUrQt6poU0CYIgnAl4/V6U2yDWbGGhWKTrcK3TbHjRIPfBYi5bZouczNLd1ath1Sr791degZXrOhaP0Wg9bJsN5XOgZDPRafWs3hCmaUkIHTyMCpbhuGUseuECcnJz056/ZSsUHRzPxIlwV3HrmaeZ9Fa5aHtOZH8EI2Xrgp5pIU3C6UWEqTBk8Pkm82LZUn763EbWbtvLib+cQFsQiZjJtNzZo6a2ci0hfXZoONrYYU/me5GmpGOq47efq3mDxgPHOPrqLnJHDecHX/4OpxyxtPmh5W++y6dv+BtWFJQB+T8uYPbX09fuiO6WuXbkRPZ1MFJXXNAzLaRJEAThTMDj8zD3xWKevy/EP//cxDX6EIaGWNTiseUhjCK7rDezdBfShWr9yx7Kbi9uN6AoVnE2fP1+iDnBGaN2ssEh44/8n/21vGpsZ7eax7evW8rx6afId7kIhOwpSFu2Yo+dGWvBSYPz/lyAb2n276+7Za4dOZF9HYzUFRf0TAtpEk4vIkyFIUMwuJ9AoJoL5lrsHl3H5rXDsGIk03ITDlxmGBC0lOG6DCfvRZp4Ytda/AXFrUTU1oZqfrsvkHbthUObqDtscfjNMMPHFDD2islcMM5+Xqooc/9jKlYU0Aptan5w1xssvqQwq/TgnpS5duRE9nUwUldc0DMxpEkQBGGokxBudQVenlewUB9GYxHDYKPlJRCww5B8Prt8N9FjCi2OqdsNHwgdZNjHjvDpJWOZuCxdRIXDQfY/vgWikwEFURfHfhbhxhdNXrKquYhJfNNZxKW5OVR6c9J6VYveGQ/j4mNntMVP1oW4cWbbPbBtvbfulrl25ET2dTBSV1zQMzGkSTh9iDAVhgTB4H5KS1cTiZi43Aazv++g6AeNhLY4GVVkkl+o0hy4zBLZhCB6L9LEb/a+AJAcEZM6P3RTfRVWSvDR8R0Odv+zgcPmMZhVxPFrrib/vUDSJU0VZRfMH4YyQJt2EbC2NIFAdVbCtCdlrp05kX2ZLttVF1SSbgVBEIYOqcKtyGngchbzzWgxc3SIzcrLnhxPUoRCi0BNkBCqHwgdxLxvFw1Aw/MNAGnzQ0OhANSnC6ajb9XyqvU6YxjDQhbiMl2EAiECE0kLOpp4NnAyPnYmZqDLW8RyZ/SkzLUzJ7Iv02W76oJK0q3QX4gwFYYEieAj09QQsbgsfCkXLz0Lz0fzCEcbO3XgEoLojjd+mb5uXUWaMH0v0pT8/fgOB1u+cwodqwTHCLjmE+jcs9hrzOc5fTY3DHelibIvXvtB8n9cwA/uegNtaXJynPj97e8plZ6UuZ5OJ1JcUEEQhDOXVOEGFv/1hRCvnjOF/HwPs+ttZ7QjAZgQqhWLjtCQcv3ImiNpwjRWcTa8WRC/pamhllePv04++bYoxYU2NDXT/sAVrjm4jZykY3pXcQHn/bmAn6wLocu95O5JF8sd0ZMy19PpRIoLKgxURJgKQ4L8/GEAKAVOp8HNV5fgm9G5E5mJv6A46ZQmbifY2lDN71LKeA8+exwd3QWMAKsIKsJwcQHv5Yzl6feiPNsY41dzv4BurE6Kstlfn8riSwoJBKrx+6dm5ZZCzwXe6XQixQUVBEE4M3Hlu+xfFCinYs5SL5dn4URmMnbJ2KRTmridIBwOcuAvL0DsVkBRQzUBXmIMY1jAAly4sJTG/NrP0AXPYe3OYd3MP/Ny9Lxkr6pvKdw405MsI87GLYWeC7zT6USKCyoMRESYCoOeYHA/X/3q3223FJI/u0PCHU2Mjrlhii8ZOrS9oRYzXsb77sthjr62FxgOzAGHi+Fz4D00YEfQR7RmvxrJ3TMWpL2Gzzc5a0Gaigg8QRAEYbAQDobZ/dXdcbc00cbSPRLu6JE1Rxi7ZCwTl01M9q4epxK9/VzQRoYoXUgObjSw87rdnH/9cziw0DrCpOgG7p6yMO01MsuIs0UEniD0HiJMhUFPcn5pHNO0su7dTBBsbCRwohH/iDxumOLjhik+go2NrNi3k9eqnuWs5kPJJN6TB45xeN1e0B6gGJSTggXNjJ+6h816BlrZwtStFP4Reb34TgVBEARhcGDPL00RoyZdHjWSmng7cdnEpCDd+aWd1D1Rh45psM4FplNDDQFeIp98FrAQd1yUKjesW+xiOi40UZzKjdfr7+23KwhCLyDCVBj0+P1TcbkNIs1xceqAdybvZWvD5KTDmEjsbat8NtjYiH/XHqKA6xAEzjsXgNLde2nSFmp0KdPCbxAzcsnZs4Xwn6rQsZGgigEnygEFV8b4kGcU35g4kteiuaBg6ehR+PJ6Lky7OyZGEARBEE4XXr8X3ArdbIvTiBMem3aca8Ph5KiXjkathINhNpWWo5s1Kkcxt6wEwA5TarJAJ6aJQw21SVG6kKtw47bvUTDhcxO461Nz2VDnoYQK5hQsxuPphjWaQXfHxAiC0D4iTIVBz4gLTP7lQQ8v/bEOgHFXRtnsrWBFsJKVvi/x+tP1LF/+V0xTk5Pr4IWyT6eJ09X1DUTiv0fit89xu2kqP4reeBR9cT575viguhr+cgxeGA2xOYAL0KDAqRx87rzFzB41lVt68b31ZEyMIAiCIJwuKvGw+psFeCvsiqPnF8H2gnoeqGigrLgY681GTl2/GyOiMdwGc19MH7WyeW0dZrPGYUGsWbN5bR3n5OZiNVskSpg0mhpqeClevruQhThxYzoADc4cRcHSAs73ePB5PgJ8pFfeW0/GxAiC0D4iTIVBScIBnXxRDk+aa4gUxJhxe0vJkMYe1fLAL15h1ff2Yln2N6tNTTF+9/fydNdUZSyuIL8yjP7iqxC1wGXAv58D+9+EUA6YCVFqP1hZcFn40j4RjD0ZEyMIgiAI/UnCRTyQ72XhCg/N5xZg/fgwKtdKtsNELIv7KuoY/ts6PhPVGBpizRabV4e4PEXclRfDTBfoKMRcsL0Yzj3qAqvlrE8VpQtYiAs3AL/7KDQNh/ddXYC/DwRjT8bECILQPiJMhUFH6sxSh0tR+H3N8As0BorzvZOpCr+DqS1O7nTz1D37sCyw1adGGTCyKJq23tLRo/jv+gYiWmNU1PP29v3U1UcxYpb93Oi78OetsOB8+OSlEHzLFqwWYECO28nNV5f0yXtta0yMlPYKgiAIA41UF9E0DM41i9m61YPxzWLm/Vsd5RPqMLXGicFzz8H5JZpPJYSnUmzHy+Up680rLWD5A3XM2qQZ3ggff+g96kdGwFBgQTXVvJTRU6qAmIJTw+GPtxrcXlzQ3nZ7RFtjYqS0VxB6jghTYdCRNrMUOLHVxcgLTFyGk6/OuhGwncaNb57ibWtT/Fl2ye35X4rwsQUXpa3ny8vjxZnTue/5HTzzxdd4M2qC08DlcKD1u2hVCReWwDXXcHa0irpfXoq18RgOr5vPO0ew9KqZ3UrZzYbMMTGAlPYKgiAIA45UF9GhLS42QmxXHtx7PKyc4oHCAgKhELXPenl0LVT++DB33mdRskmx7fWZPLw0Xcz5PB4e+lQJleFazv1OPZoT1AM4oUbX8JJ+idHkc6W6isrZbop2gGGB4VK8/+oClhcXJHtZe5vMMTGAlPYKQi8gwlQYdPj9U3G7HUQiJm63g3s+8WH0ucfTHMTZo6Yy4+r9/PK+CiIRE8MwWPof07jj9svbFHK+vDzefb0WoqbthJoW4xedRc6JEONnzSP2iXnkRt7i4+OmUTLvEgKL7QTf3gg36ozUMTFPVa2X0l5BEARhwJHpIn5hpZfz61PngnrweTwE58Eb3whT+JnxVFwEJy8q4OEnPW2OavF5PLifiXAi5dqhcYd446w3mDZmGiWnPsj+fAf5KyYwf+yYpFC8sh9EYeqYmJp7a6S0VxB6ARGmwqDD55tMWdnSVim7WxuqeapqfZpAtbTdb2o4DL5wpZ/Zo9p3Ns+/2OB1lwExC4xjHKjeD++bxt5bb6TovQDuyBGebqzl8gmzubtgap+/z7Zoq7S3PaTkVxAEQegvMl1Ej8/DZUAwHObemhB+rxefx0MhYX6iK+CwBesNLv5uAR2F5LonupO/11BD4GCAMYzhkj2X4EYzkhjqtQMQGMOUu6f0+ftsi7ZKe9sjHA4SCgXwev29kg4sCEMJEabCoMTnm5xWPttWeu3q5/cSjZmgIWqa3PfXSt43LceeLbr5WCthe8eiYoI/2k7tnxs4+dIW2D4cqoajzz5M7eGzOOd8B54LTH6//m2eq9qf9txHX9jNmvV7WLLgXJZdOTOr99Ad4ZhZ2tve8yTNVxAEQehvUl1EsEVpaUUFEcvCbRiUFRcTWx1CRy0cQCxq8fx9Iare58Hvt58TCKS6rHDOXedQ/5d6amI1BAgk03fdtAhWHbVTe1+d2CKAAV5bd5CqdUeYsXAsly2cmNV7CIbDBELp62TzvjNFeVuEw0EqKkqxrAiG4aa4uEzEqSCkIMJUGBJkptc+sWstx2YXgcsBMROcDp6b4ea5Q3U4/nEM8/OvYMYsnE6Dhx66hvr6k/j9U7nPN5+7f/8QlXo4Ws+BmAE/3EzI1ISMPMbd5CT4bCVW1CLH7aCsbClbTjVx2zW/g6jJ8w9sgL/dTNFZue3OTQV4tibIA1vXYGkLt+HqknBMLe3N9vMYCiW/4gALgiAMLgKhEBHLwgSaLYt7qquZf9ZYPqAUGk0Mxf97zsu258DhgKvNg1xmHuE+51i+8VAek+ptoTds9TDe+O4bjNmTLkoT+bzagL+WH2LtX+D7RUZyHM2J63cxKQonftbAa8+BMXxiK+GbyqMHD7J8924srcmJC+muiNPOyndDoQCWFQFMLCtCKBQY9MJUQp+E3kSEqTAgSYyDaU/YZZJa4mqh2XBkF0dGG/DLy2DjUfC4MTceBcBctcsu1wViMYvbvvQXlFI4HMe45pNw3eXvZ8/bp2iOKnt+dzxkCUvx7tOm/buG5ohJIFBN4ERjS29qzOTxJ8vZ8oddyR7YsrKlrdzdB7auwdT2HiJWtNeFY1dKfgcD4gALgiCcfoLB1o5mR/i9XtyGQbNlYQHrGxp48YYQf5qsKdkK5bM1lfvr4B9wdWUjX2MXAPNiDTTfBvsU1Dpq2XL1Fi786IVcuPJCnE1ObEmq4nn7Gq0trv6LYtE/LP7r/loCU6YwcV2ISVFwWHby78Y/HOHbT00kEgG3G8rK0t9DMBzmy7t3E9P2md9sWQRCoV4NUPJ6/RiGO+mYer3+Xlv7dCDzXIXeRoSpMOBIHQfTlrBLe2xjI4ETjfhHjGWl70s8sWstG47sQgNNyoUqHm1/o/rF12zx6HKgzh6GTl3EAs0RYtY2/lJzHl//yef58IdP8vCfXuavr1Ry7J8uksNONeBQYGm0oZl8UQ5LXAW2Uxp3Zie6XWyMpwZH4uLV55ucdPwOn2rA0i07MJTRqXDsqluYbcnvYGEoOsCCIAiDiWAQSktpV9ilPTalHLasuJh7qqtZ39CAhS0kt8+FyrnYZ2rxIbjqMFd8NA/eSwx3AwM7fTcQCzDmr2O4+c6bybkhh/2PVXBkdROY8XnihoWhQWkDFbX4avlLDPuXybBwFid+1pCcg/pu3lgiETBN+z0EAvb+E3utbWrCTDubFX5v+72i0HW30OPxUVxcNmR6TGWeq9DbiDAVBhyp42BShV0mwcZGSnfvJaI17jpF2czpfO68xWyu30fUijEmepQ6pWjeeBSddDQtis8fQ/nelIw/4yhY28AYgf7EvxCMmtztm0zV2PFsHlfOsbdccddU2aI0Lms18MKGncw0pvKp2y/ijbcP8ZElF3LjvMn87amtWJaJw2Hg909Nc/wchgOnMjC1hVKKO2Yv6VBkddctzKbkd7Aw1BxgQRCEwUYgQJvCLpO2+krvmTqVV8JhIpaFUyk0ENUaraCwEkrKLfJuUKjfJLzQeNBRoqdUL+TU66cYd/c4QhNf4+jFv4F/LMBCwczdGA8tR0c1yhVDlbzNwWMTqTrvPHhqHM2vHGf6grFcO3YiPw6EsWaFcGzz4vd70vbqVAqnUsS0xqEUD86c2aFb2l230OPxDXpBmqAroU+CkA0iTIUBR+Y4GL9/apuPu+/hNzn1i01wIsKpES7+z+cvoOw716Y5hSfcY1m9CB7/1S6i0Rg4DbZ+bDKOiz2Y6w9CQSM8+zIwHFQxLnc8HAlbDI0pXEfJD0/y7gtuGsM5NDa4ie1osk/OmGbVPXvB2otlgWHAz9+sg6+8H9O0y3SVgi2nmlh/8Aj1zlEMj7wLlsn1Uy5h/Fmjknu8t+7ddsfPDDS38HT0eg41B1gQBGGw4ffbTmnCMU2EFWVS+YtaHnrEYvgJeG+Exauf28M3v3cRZcXFSRcVYHVdHf8sO8S9d4IrCg7ncXCAMjNEKQvJceUkRY/X68co+j7WrO1oHHYp7/R9GOXFmCWbic3azf89OoltR/ehx4LxEcgx3uEr48B84ABojVIGW6bMYE31kWSZMVrzhQkTOCc3F7/XS2El1KyqadcNHWhu4eno9cw29EkQskVprTt/1ABl3rx5esOGDad7G0If8Ot/vMmz6yq5YWEhtyx6X/J6sLGR1S/uofKRLbz8l6pWz/veA5fwH19f1Or6v/zkRZ5ZswNKJ6KWTANAr90Ev/gDHFDAHJTDzW3f/QAP//uVyeclRFjV9jz+70fLIGIma4yU0mgL0Cr5eMOwf7csnbxt3F6I9bnzwIoxp/558mMNSdczzfVVtusLxMuTbaE6kPorB9JehDMPpdRGrfW8070PoWPkbB66PPpamDVVIZbM8LLsspT03SBsWB1mTuV+9MtHyfyXpXPlZC7/2rmt1nv5c1swn6xHJWxS3VqUupWbCbdN4PyHz08+LzFy5aXYLH60fz8llBNmJB6OU04JlcxKex0j/tNKuW0ohaU1Vvx2athRW24okCbABlJ/5UDai3Dm0ZtnszimwoBja0M1T5priPpjPGlup6RhXFLE+f/wFpHbXoVms41nav74xx38x9cXpYUnAfz9e69Dcww2HcUxYyT6UC3md1eDmQfMwTBc5LgdLL0qfdRLohx20RNr7R7VuCgdf8loRs59hz2P5WJFNWiFYYDDoYjFrJYFDIV1cT4W4DCczDz7Cr43cWJSzAVONBLRGhOIaM3q+gZWHWtIK0/2DSC3cKC5t4IgCEL/EAyHWWFWEJli8YppUBS2RVwwCMv9Yf4zUkHce0SlPE8DR9ccga+dm+bqAejfHLNFafxJNdoWpfmMYaFzIW7txnAbFCwtSNtLohz2fyoqqGRkUoiOdjppiMXSHmsAjniJbiqponTBqFHcM3VqsnQ30w2tW13H4VWHWwm/geIWDjT3VhC6iwhTYcDRlvgB+OnBg0Q3HLEFYpL0g2b+RWfz6KMbuf32v2JZGrfbwWc/W0I0ErO/Ko1aDH/yGRp3V2LGRSnKySUfnMhPfrC4VS9rMLif1asraDoQBqcBpgVOB7d9ex6vOQ6QN/UkJ7a6+FTxFeQ2DSM/fxgrVqyluTmGYRjc8UApPy8ZkXREvz61mNkp5br+EXm461TyfhRpQjVwohFfXt6A6ReVXk9BEIQzk9TRL5F4Yi3APbtCFI5qwnXYSgYXZTqm+ReN5OCjB9l1+y6wQLkVBZ8tQEdbHllj1fAiAcYyhivVAp6/xs2HSyYwZ3FBK5EVDMLqDWGa5hhp1z8/YQI/f+cdmi0Lh1J8fdIkvE4n+S4XK6qqaLYsDKW4Y9Ikfv7OO8k+2FRRCq17J4E2hV82I2L6A+n1FIYKIkyFAUem+PG48lgRfJh65yi4aB64DIhZKAXKaWE1OZLPbaiNcftDf8WMj3hpbjZ5ceMu++tbpUEdJfRKJVjDgTlguFAuKP1Sfpui1O9fRSRiC2GHy+DiTxXyr58uYdmVM/n1Pxw8W1fJDZ9ILzcuKhqXNurmxmRycOseUl9eHmUzpyfvB1hV35AUqolrAwXp9RQEQTgzSYx+SYi5fJeL0ooKmqdYXPAtxS13gbbsmaIRFww71eKcjqox2fXgLkhMXGvWHFobxtLx9N1k+W4+C/gQbrdm51V7efW6aVw+pbUo9S8PE/nPCohZOBxw8YgR/OuECSybOJFzzzqLNUeOsGTsWJZNnJh8XlFeXrLH1efxcOOYMWm3U8l0Q4E0x3SgCb+B5N4KQk+QHlNhQJIasLOpvopf7fg7Fpr33OPIrTuf/YHtDBt2nMPr3Bzf1SJMiy4ew5b4vFKb+KlnAeooZ529hVPveEDPAeWCSXlw67k89eUizq3OaSn/nTOae37wCut++AaJvyJKwQ9+cCV33315l0baZNLZjNZgB0JWEM5kpMd0cCBn89AldQxMIBTiu/v2YWIfsx95KZ9hB45xbKTm2r/DBdtbnqcuHoa18WSrEl8LqKWGl+M9pQu4kpx5W4h95in+e9YlfPC8/0gTlIWV8Mw9IX6smtj2zUN2WJKGH0yfxt1TprSZCJztHNLOwoNOR7iQIAwGpMdUGFK0JcQyS1cTDmp+rIGV18/l6fph/OCuN7DMhGoEp0vRMPUd2OSOJxzEj0ALoB50JZG8yeCaDjGHff1AI9y/lfuPabb+ahuWZeHKcaIfvozYeTlopwFRu2cmNSE425E2rd5rG4I2sV5CqPryRJAKgiAIp5dg0B4J4/e3jIXxeTxpQi/VQb1jxTnEnhxG9Bv7MVI6brQL7v/gSb6y2U7fTZT7KmA/NbyUdEoX4M7RxD7zFCZOxv3PAmonHuD1Q6fYWKx5Wike+AZMadb8RCvuXKSoLNK4nUYy6betcuNshGk2YUcDpWxXEIYyIkyF00oilbZZa5yHNI8X5HHLhJa+xYRzuil82DEAACAASURBVGTq5ew+cQB/QTEndjj4z7vexIwl3H6NtyRG/qVR9j12VsuJlywGOApUAsMxm2bDNy/EuW4vsbeO24+JWpQ/uiUZ19fcHENtOIL+3PkYj36AeS8c5aK8s1i6tDgpPtsaaZON05kpaFevrmDVqopuOa+CIAiC0BcEg1BaCs3N4HDAgw/CsmUp98ed06+oGZTXRFkyw3Yzy79xACM9e4gIsHcafP2n8PlHoGSLfb06RZQuZAFuh8G65ZWc4jquvnMh10UMDH0SS8HH3bDuKo1uBmVBrqG57YUJbJ+Xy9I5LaW4meXGfq83K6cz27AjQRD6FhGmQr+SOQMzcKKR5ngyXkRr7tn1OiW5TmaPmsqzNUEe2LoGUydS/hSvHD+B+/kZmFZK8q1Dcc4nmwlvcWLFiI9vSajSemAbMAKYAzXN8MMK9JThLSW+KEgpaXcYBo55YzEBd8kYVn70fa17Q32TKStbmlb6mxz7kkjTbUOcZgpaoEPn9XTMDBUEQRDOLDLd0UDAFqWWZf9ZvhyKiuz7Hn0tzJebKogZFrrZwPhJMQEXNM2vZo7Vuj3MYUJJBfzmk5ATsa/VJkXpGBawgBxy0FaMS185i6o3fDgjBoa2T3KHBh0FQ4HKURDRGG6DT3+ndSiSz+NJm5daWElWY1SyDTtKIGW9gtA3iDAV+o3EDMyIFbNT8WYvwT9mDs5DmojWGNpiRPPBZApvqigFOFg1mj1/HgE1++wTCm03fn5rNsacXXiox3DmJMe32E5piijFZS9kasy9J1o25gAMAyOmcTgUDz54DUU3XUDgRCP5lWECP3ubLfnDqK8/SX78Z7LsNi4i7617t8003UxaCVpIc0wT11I/L5kZKgiCIPQVwSB86EMQiYDbDS++aAtUh8MWpWD/DATs35c/FiJ2q2VXJjktLiis5eb99Yz4B8RUxj8sDYi5oHwOFG6BmbvsoKOX4iNhSlmAGzdamaAd5G2YQbFuKfZV8TWUW3Hjl2cy+9t5hAIhDsxz8YuJIfIPNlIfjZLvclEfjSaDjBIOak2gJqsxKl0JO5KZoYLQd4gwFfqNTfVVRKwYGo2pNQ9sXcODl07g8YI87tn1OiOaD5Ifa0gGHlkpLubxHQ723B2D2OGWBf0T4NMzUcWjmeku4JbzFRumHKLs4XqCgS1ovQ0YDjM+AJM88MphMNsI+zI1F958Ph+cOZalV81scSw3H6P0ut/T3GxiWRoVN1YNA3JynGllt5ljXzpK000VtFsbqvnGqgs5vsXFzVeXpLmlMjNUEARB6GtWr7bdUbB/rl4NDz9sl+8uX26L0pwcW6wGAmBt9MLHDdAWhVtg5Zp6nKk9pcS7aQwYvWAU731jLFfkRrnwviYO8s+4KLV7Sh2OHJ7/6BHeX3UMz8YZKO1Ao+OSVDPsqmN4LhlHweI5SfFXWQgLKypo3mdPTU3IWAPIyQg86soYldQe0nAwzPhPjwegYGm6MyszQwWh7xBhKvQbc/NnYCiFGReclrbYVF/FrTMWUJLrZFN9FWrPSH710y3EzjuGc7QD07JPu/AWJ2T0rdBkwpzRaA3Dd2q27TS52j+fwmV7eOPl32Ka8ZEw1U1Q00Qyl97KWEfDdqdJ9YfHMvdYE6v/4wW4eAxsPEokYotSaKn2tSySZbfQElxUNmd6l9J0k47oWTFclzj5/AVFrT4vmRkqCIIgnA6WLbPLdwMByM+354bWzQjhdHmJfbMYPl7L3H22KE2k7WrAUnbRUswF20td+DZE+aHfy85P7uThtQHyY6NZyEJyyMHUmtrhY9n6mRPcsSWKjgDaQMfbcU7OfpKm0jJGvLeOun+3oLicDbPOJmKNTh7lia+bLVoCjworW4KLujpGJdMRLVhakHa/zAwVhL5DhKnQb8weNZU7Zi/hga1rsLSF23AlxdbsUVM5scOB/0Z7bqhywczPO5igJxKedhBPUQzl1OhYStj8+SPtUt6Ko6z+0msQ1Tidx5g08xA4R4I5C3BBTCe/UnUYiklTRlJTE07f3K+rOAV88X+q0KYGtwPnN4twuh3oNhxTt9tBfv6wVgm7d3chuKgzR1RmhgqCIAh9zdKl8MQTEI2Cy2XfTpBI473ivoPElu8GpXH+RHH+sdHsHFPPJi/EnOBM+eJ4fSnUToXwSPja995lXwxqnbX8csGbDL/pMDcfH0HOOtBmDO2C8hInO2dNZ8pDB3n/L+HsjRMwtEIbJhwfibnlXHbeeQoVVeCaSdED32HOrM9ToQtbOaZuw+CKXS4qPpxeajvl7ilZfx6dOaIyM1QQ+g4RpkK/csMUH9NHTmgltoLB/az47gtEmk2IBx3s+mUuu3UYXHmMv388039cz5FfNXGi0v7PVv9mL7wXtX+PWljmUUxzG3u2xp3SRE8pgAEGCrfbwXe+czlf/vLfiEZTrFNLw1O7Sba0Rk3MUITP//56ztkSTvaW5ucPY9OhMFw8hk1xR7WrI2MSqD0jeecPuYyYHSW/ULXpiGaOzREEQRCE3iQRdpQ5Ggbs9N0VNXXEltszQ1EQ05rtY+oBqJwFK1bCFx6103Y18KFXLP5+4zrGlZfgjI2nxqzhRSuAGR6D4yszyXH/DH1NGZSX8Ls5F7Jj1gfIMQzmXO3ngeZd3LsFXFGN4YoSK9mMLr8IR9RAWQZENWyaxX+VHubV3GuTvaX5LhfNJ/5JCRWM+Y3iUA9KbV35LpRSaEO364jK6BhB6BtEmAr9TqbYSsz2PNUca/na01Bgart8NgZ120djfPZ9XHVgB8/vqLLnl0YtWFNjf12qEum7bYhSIGemkxuuPZuvLynF55tMUdE47rvvNZ57bheW1ijDQJtWy4QZpXDNG8vSD52L77qWstxgYyMr4uNt1FGF4XIArYOLOiMY3M+yf1lHc8SN05XL488sEgEqCIIgnBZ8vnRBCrYoLa2ooKnASh/DptIfVzkLzlroga1hlAWuCFx/byHW5QFqHe8jYL3MKMdojn9kIZfmPGhXHs2qxCzcwcnqr7CgZhr33GiHFhV9Ko+/jq5l/wv1HCs+iHeWjxCX8BUXuKIxcMUw5m5jTsHtXO5pcUHD4SAVVbdgWs0cGv8MyvVTNEaXS23DwTBVK6rQlkY5FDNWzhABKgj9SL8LU6XUI8CPtNZ7U655gY8Be4HpwPrU+4WBT1fHmqTO/Lzvvtc4dSqlDmhMLuriMRjr3sG0NDgMqDsFW8LUNeYmez6T6KNYun1RCjBtQSPf+zc/s0dNJhjcTyBQzV13XcZdd11GIFBNfv4wVqxYS3OziTIU19/7Ae66aX6rXtHU8TYU58PDl/KFGp0empQFiXmmlgkmmv1vN8OirJ8uCILQq8jZPDTp6liT1LEx9w2v5VQ8lrewEkrKoaIEts9Kj2pQwKg90fhFjdIK9c4kan/7fgKzH2Ss18kHl5xidzFczVpb32qI4WDbs9fy8F1T8HlaZqNee/U5cPU5BELTyHctZoVRRfX9FosrjnD9lQcovvohPJ50FR0KBbCsZsCCws3o+1cw4fBDaaFJ2ZAs47VAK020Ppr1cwVB6Dn9JkyVUguAi4B5QObXVz8CvqW1DsUf+zTw0f7am9AzMseafHXWjYSjjUmRmilag42NyZmf6qF9xJ7Zmb7gu03ovx/ABJSh7J7PP1VjPVNDeatU3cRImPZFKUDRe0Wc2OEgyP7WfaF3X24/pmhcMsioPZHpH5GH41DLoayL8zlncQG+gnFd+swy55l2xW0VBEHoLeRsHrpkhvg4Vhbzcr0nWa6bKVqDQSgttcfGqOsPEvuaXa5buA3uvxNcUYi64M77bXGaOI2veQ7GPtMYv6XQaGqp5SVeIv/EVBbevwbDrbiZehzEUAosrVirFzPt6+dAYZhgGEorKohYFu54su7dU2xHtCgvj8CUEP5b5ibTdjPxev0o5UAn+nEKt5F77at4plzepc9Mgo0E4fTSb8JUa70eWK+UWtjG3fMSB1+cY0qpi7TWb/fT9oQekBriE7GiPLB1DVrrpEj92bZn0mZxBpqHJWd+sv5gh2vrNHe0e6IUNE8/uYu//G4vn/50cbt9oaljXNrDl5fHg5PPZvn+d7CAnE5Gw7S7TsY80664rYIgCL2FnM1Dl7QQn2aLJ5aH+LX24HbDupVhzBXpAUGBgIdIBEwTuPRIsmy3pNwWpQ7Lzn8oKbfLdxMs+dtJ4CwSotSeU/oS+eRz5fscON32PWdzEIVdcWRWFkH5p9hVcohSDvPp8eOJWJY9CzyerJsQoalzSdvD4/Exc+aD7N69HK0tDCMHr9ff5c9Mgo0E4fRy2ntM49/WHsu4HAIWAHL4DQJSx5oopbC0RseTZgN1FUStGKEdBse3GPy+8W2uvmZRcuanWjCR2D/f7carZitKW2hutsuFnU4DyzJxOg3y84dx772vdEkcLhuTT9FZuVmNhumoxDkbISwIgnA6kLN58JPq/pmGwUbTi2nZjmjVmhBTEqK1yaJudR3+pbZojURAvT6W2PwGAMpLbKdUR+0RMOUlLa9RuA0m73bHbyWc0gCjyWcBC8l5VqM/GIRZlSSHwGwrxHnnj7gumsMiF3zzfgvGgzP+7wenUuS7XNxbU4Pf6+1UlCaYOHEZeXlFhEIBvF5/q3LfVDoqcZZgI0E4fZx2YYpdOhTKuFYPnHsa9iJ0g9SxJh5XXppD6i8o5pVXa9j6bzlYMfjx05VcXTa/Zebnt89ly+RJrFlTSUnJBI4fb6Ky8ggvv1zbwSt2VZSq5M+5cyfwxBPlAFiW5itf+TumaSXLerMVir68zmeVZpY4r/R9SQKOBEEYLMjZPMhJdf8O5HvZs8KDIwJuN8xY4iUWiLfKaKj77zpKlhZQVuaJ95hOZMsUWHPkCCWLh/9/9u49Psr6zvv/63vNCUWcQIKFKGc8cUpAqp26tmkJeKi2tqxt77pgDxLbWlvaql1+96P7897ee7vS2h/etfUuXd1b2m1tabr2qCDZDiKd2ooEDyBHA6hgIZCIYDKH6/v745qZzEwmIeGUSfJ+7sOFmVwZriuZa7/7nu/3+/mwfXSS4J+O8b8ntObNllY3grE+DIYmmlhLlOFUMJd5DCGIjbs4q+ZhAdtYDdWNOI3V2HgAnzXYOMzcBDM/OoxH9u8HwLWWO7ZvJ2VtdllvT8NpOBzpNpBC5yXOVQ1VCqIiJaIUgumIIs8VDoZZxpg6oA5g7Nixp+ucpJdyK+0WtoP5r9aDPJ98HlxIxF2i0SaWRMZkg12k7jLq6i7Le73lyzfwwAPPsnnzgYJ/qSOU+vzVpJK+Hp/jeeedzRNP7CCVcr3CC0lvL4q1nFC7l+M5Xp9SEZESprF5AMjM/o0DGqbntoQJs3XjKPb9cJ/Xoi1paYm2EFkSzlbnjVBJXWWl92AS8DEwb7zBA6+9xuZjx4DMbKphT/xVnmYtzig/b7/5WULu37DpQkj8/nrM7z+EtQ4E4yQ/+it81ps/9VnD+3YGaHq6mdQob0Y1CWC9vxcu6z0VjtenVET6jtPXJ0DnpULQuQBDlrV2ubV2trV29siRI0/jacmJmjZ8PAsm12ZD2CeurSYU8uPzmR4V+onF9tLcfIyvfOUKbrzxEs4/f1j6K5lQOhSYQfXlozGm+GsYA8NHBfOe27//KI8//gqOY7LnEgj4enxevZVZ4uxgCDj+on1Kz7SXDjfx4x1reOlwU1+fioiUNo3NA0wkAkuWdLSFGbVwFM4QB3z0qNBPa6yVqx9N8FTjBfxiVQXztgfZPBVWf/BpnrZrKbflfPzAR7j5+m0YA8br5QauA64PYx1MYgjHXr4am/06TPxjgr/7dDPTN3utUoPGEDDG+7vjUFN2agsQZZY49/S6z4TW1hi7d99La2usr09FpE+VwoxpC50Hu3JgZx+ci/RAbquXHu2vvGRyl4V+Mq1bMs9nepq2tydxXS9g+v0OjtOM62ZCaRXgZ9srh/D5nOzMZy4LDL3yCK2/DeLG89PrzJmjuPHGS7JBtPC8Cs+pO8uXb6C+fjPz50/pNOubu8S5p210TictLRaRXtDY3M/ktnop7EmaK3d/ZVeFfjKtWzJ7PLPLX9u9ViojHcuSICQ/uYdDT+6iggrmMY9AMoB56SDWByTxZk2BTBNUF8vvms/jY9YSMl5/VMeCPwGf2TGMox+qyAbR3H+/8LyPN8P5xvI3OFB/gJHzR1JZV5n3tVIrcNTaGmPTpjm4bhzHCVJV1XDc5cgiA1WfB1Nr7RpjzH0FT5cBP++L85Hu5bZ6Ce43NFw4kcjQoZ2K/BQLQUsi+WXbMyE0t3VLtr9nOmtaC4nE3zj77G0cO5a7p9Ry5FCSYMjh7NEpju3tvKT3jd8GmbSojXO3VbLhqcPZ52tqJmT/XliAKHNObW1eIac773wv991XW/RnsXz5Bm677XcArF7ttfYrFk5LJfxpabGI9JTG5v4lt9VLMAgNDcVbwhTbXzluybj812pt7dS6pTKnvydYcA2723cx9vGnKbdeKA0SxGJxX60Av6FpzAHGjt2C+cvlkPRhHQtf/t98bF4D37/9KT4yegRj/nIQX8orqjRzXBljfwplNV54zF2+mz3vNhcMjLlzDJPuK77d+Y3lb7Dttm0AHF7tjf3FwmlfB9IMrwdrHEjhunFaWqIKpjJo9XkwTdtljJmY07h7osrRl6bokaPZVi9xa4keOcqw+IFOIbQnISgTQnNbt2T6e77zTjJ9lLd8Nz+UQqagUbzdJXSuCwEf5PbBtuAm4dguP9e9ZwJzZk6hsXEf1dWj+d73ns0Lw7nBNBptoq0tibVgrWXp0vVMmjS8U+AEqK/f3OlxseNKRW715FJZWiwiJU1jcz8RjZJt9RKPe4+n0DmE9mR/ZbSlpVPrli+ml7+m2pPgGvawi6hdR0VLObXMI0AgU3MXrMGmkrSMaub8//dbmK0XwqZqTHUjZupm/Ekfl3zsJ1z84bFw+N3semYkE88/B7vkdV7toiBRS7TFC6UWsLB36V7OmnRWp8AJcKD+QKfHxY4rFWVlNThOMDtjeiJtbkQGijO2x9QYM8sYczdeE+8l6UIJGYuAWmNMbfr5287UeUnv1AwbSjCz9yPdw7NYCJ1ZPpljW4O8tjLEsa1BZpZPJhbby733riMW2+u9VjqE5u7xjETGsGzZNel/rWfVd4+87GdIRbKj+C4dS4APNIR48H9t5Hvfe5Z77qmhrCzUKQznXV/NeEzBxtXCAJoxf/6Ubh+XmszS4lsvuVbLeEUE0Ng8UNTUeDOlPp/3Z01N8SI/ZTVlEDTeUtugoaymjFhrK/fu3k2stdV7rbIygo6Tt8czHAnj+/Vk1n+ohV0z/5M/VvyKckYwl6sJZec40sHUJDG+JFWjXmHfmuuwU7Zgbv4pTN0MGBzHz4c+9Aip1DexZR/mxv9+jLHH/J3ONVdZTVneGA+dA2jGyPkju31casLhCFVVDUyY8C0t45VB74zNmKY/ZX0eWFrkay3A8jN1LnLiIkOH0nDhxLw9psOKzMQdecXHS98cSrw9xf6Qjz8Na2bx4ic7zVQuW3YNjz72PBfPGcKwS1LEYnt5+OHn6V1LGEPbPq+4UiplMQauumosYHj66d0AnWZkM+dRWPAoEhnDnXe+l6VL12ef6ypwZmZHu9pjWopKaWmxiPQ9jc0DQyTiLd/N3WPaSkcf00yRn81T4Gvfgakb4eWZ8PlxR1m8aUfest1IOMxTk9vZs+avnL/lCqYEIDallYf37eM9Tx5hXfItyp2L+KB/DsGkQ0cZIweMC+e+BUfCmN9dz5jVCezYJiwpTGM1577/HNg1kbd+C7xvLe4NT3p9R2u+2Olcc4UjYcbcOYa9S/dmn+sqcGZmR7vaY1qKetLmRmQwMNbavj6HEzZ79mz73HPP9fVpCOTtMQX453+JUr9sN24KfD7DnDkTWLNmF64LjgP/839+kPLys7n99t+TTLk4ARhzQ4LXfx0imTxA7/qUHl8g4LB27aezBZaOV9you6JGItI3jDEbrLWz+/o8pHsam0tH7h5TgMf/s4nvjDvMS1O9Crhzhg/njWcOM6MRXqiGT10/gVsCq9j2+IPwtaWQCIDf4ffXGNpf281bz0cZSQW15gMEr9yAWf9esF44zc6YZhkwSfZd/zyjVs+ARADjuJDMmRP5+v9m5jfvJhyO9Ki4UXdFjUSkb5zKsblU9phKP5Qf8MbnFT3a02awDMFxDIGgQ2B8W7agkevCk0/uZP36PaRSFjC4ccvu+gBw6kMpeJV4MyG0sOBRseupK9JbVUREpNTlVdRNF/nJFA8a2+7y7QDcdT8EjOHzf3YZ+hj4UpAKuITC32fbBd+FjZ/wQqnrw8YtU3/TxFrWUkE5tdQS8hsYfiidRU1O9V3vMXgVeTEQ5rAXSl0f1nXyqvQO27g4O1PYVUGivOupq1QgFRnAFEzlhPxk1V/43I2rSCZcQkF/dmnuxuYdNG+27PzRWVgXjAPnVLWzYe+rYIJgvSEps8TWk/mU9SCwmUyf0lMVSgE+97lZ3X69WIXg47WKERERKSXrn3qDH63czoYqy7emdyzNbYm24La7GBf87fDxH7Xxd68EMPHW7BDsS1jsAxXw6YuhuhECCWg37GEPa1lLOeXp6rt+mPQKXLgdjMVaiykIp9lCSMblrAtfhMD7sQmvN4xN+rPhdPQnLuz2eopVCM6t1isiA4uCqfTaS4eb+McHfkO83Q/W0NaWZPFDf2bZjBGYneey52ch3ARgDW4KDj7rA8eXs9LHmyXt+NPQsad0GCcbSocM8faQWku25cvxZj+LVQhWMBURkf6iNdZK+4e3sjBuuTlgeeL+Vfzo9YMw/mOMm/0arj+FjftwDUTOb4AXr+kYkw3gOrDhMnhxBtz/dbj9QXZ/dz5RnqaCCuYyl2BmbH7lYth2ERYnryZRZlQHb+eptQ7mrTD2/q/jvnAVf54Bu3ddxcXrzufym8ccd/azWIVgBVORgUvBVHrtF2ue5401/uynrNbCX368mStffhMam7FuwdvKGkgV28ucGb5OXSgFaG/3Qil41XnLykJA4dLj/NB5vKJIIiIipWz/ky/gtLtgfZh4iuv/73Dswn/irwceoH3GMzjfvYTU8zN5fXg7Y902zKqrwUmBLwmTdsLWi8H6IGGhsZrdO/xEWUsFI5lLbTqUZsZyH9bN/D0zW5r5wNkFDK5xMYEkNt0mhqlbeQ+Wy6b+X+664X7iEyZwFQVLdQtCZ6ZCcGbGtKYsvyiSiAwsCqbSa01/fQebgsLa7fb55iJH5wZSU+Trvam+29mFF44gEHDYv/9tDh9uS/cf7fi6z2eoqRl/3KW6kcgYGhoWHrcokoiISCmKD9kGdiJgwTo4z12GfXEG07/zdax1MVM345u6mfEvTcF87buQSlfRvXQznHsEdk6CpLcId8/TY4luf4NyKphLLQH8MOIgtIwA18kGUZv+HwBMCvwpuOYJzIwh7NzxUUYkGhmR7kzoIwWAJcFlZhM1Zf9w3KW6kXCYhqqqLoOriAwsCqbSK7HYXl5/7W2Mj/SnpcXC5vEUzpT2PJRecMEwXnvtSPbx6NHD+OtfX6etLUlhgWm/3+HBB68jEhnDvfeuO+5S3a6KIomIiJSyWAx2/+kiRpm4N+uJBXyYhIVN1d6wu2oeAObQcEgEAeOtaHqhOv0qXsjcbfeydtt+yhnJPOYRSI/N9lBFdm+ooWO21AV8c1+Fwwdg8nY45xjnBqu56DdtuO0Xwu+/7S0NTvcxNSbIogtvIhIOc+/u3cddqhsJhxVIRQYJBVPpsWzBo7jr1TAypKcnuwunHaUQ8p3YTOnrrx/Je7xunVdEKXfpbjDo4zOfqWbhwqps0NRSXRERGYjWL2/lR7e30JyaxB1sI2BcsAZLEozFNI2FRz4Dri/9HUXauqSf3Z0udFRBBbXUZkOpKTqWe7OmDmD/OB6TGgvPvRuMS6vjYFzvPEj4oXEWZtpORo36DKNGLcxW4tVSXRHJpWAqPfLS4Sbu+dmviccD4BqMMTnDU8cnp/kKB79MiD3x5buFs6KZx44Dfr+Pz342P5BmaKmuiIgMNK2xVtq+tIkFSZcEDt/jIi48byfX1fwYX/3HveW6a+alj+4IoB2POvaH5lbfzSt0lFes0HsFW/BqNmUw1ue9lvWBmyJpffgdMCE/o669nFHVX8wG0gwt1RWRXAqm0qWXDjexsXkHM8sns7F5B8OmJXD8Adykxed3sBZSiXRz0qKzph2DmAlYbCITSl8iv9BRkVnXsUNhz9Een2tt7UTuuaem28CppboiItLftbbGaGmJUlZWQ0u0El/KG4ctLsN9CZwFP8X37AWYlI/cUJnZC2qykTITSQ1N7GYt0eye0iDBgoJG6T8NuFhMdtmU9++6jgHrYlwDJgnBJH+ubmJMuJYb7ykjHKnp8nq0VFdEMhRMJSsW28uKFZvYv/9tAmWWV6e9wNkXxwk4fr489UbKpxhm/MsxDvxXkPe+ayp/ffYNmrYcofOnqZ3ZhEPnUJp5+3X+vrJjLi3FXsiA4xiwFjediUMh33FDqYiISH/U2hpj//4VxOP7MQaam/+AtSkcJ8jk2U/hhByvR6kx3HpDG+4Ll2OfGZ/+7vSMZsES3Nx6ut7y3Wi2JUwgJ5R29Ca1YCzvzDxEaOOIbGC1gA24PHCHw8VvHeC6cx/DbTmH5LSX+dWPv8/37xlHwSSpiEiXFEwHqcLWKbHYXmpqHiUeT2WPMYEQ0/9XkrJLkrQmjrIs8gXueXYVLzy1n5XJbRRfqgudg2bv+5QeOdzW6TnnuguwE8/FP3sk3xtzPhtXbgUounRXRESkv8mdDQ2HI7S2xmhsrMHaeKdjXTdO4qKnqWr4Ijv/cSdvrXsL9/F9wIR0caJs8/CszGxp5uu70zOlHaG0oyVMpyZv1nDWi+Uk/BaTTHpPjX2NXw6/B2vlBwAAIABJREFUgN//bQKrX57JR783FteNsrnxi3z/+xEiCqUi0gsKpoNIJoyWl5/N4sVP5rVOWbFiU14oBbAJeOm/n815703x53mHuPPffsbfdrWnv1rYUrvYc5lBsZne7il1XcuNN17Ctm0HeeWVg7iA27APbppIasYImkeHeeih60/kxyAiIlIyMmE0EChnx47FuG4cxwlSVdXA/v0rOofSf/lH+MsVcMVzHK2dwO5v/xn3YCj7ZW/0zQ2lHfObHTOhsIfdRNPLd2uzoTR/qa8p/KA5CaFPj+TAsdco/88g7BnPR3Y7PN1YxlZfmKefjrBkSYSrrjodPykRGegUTAeJ3D6exhhc1+K6lvb2JDfdtJI33yy2n9Pgxg37ow4/iG7Oez4/eHb+VLbjuYPAZroOpcX7nAaDPq69djLHjsV55ZVmcC0kU5gNBwlWV1AzbGj22Ny9sNOGj+/FT6Wz2NGjRI8cpWbYUCJDhx7/G0RERE5Qa2uMTZvm4Lpxr6igdQEX123n5ZdvIpF4M/8bPv1vsHui9/en5vC3pzJfyOwjJRtC88OpzQuc3kzp2vSe0rm8c26Q5vH7Gf1yOaT8nWdL00zQMPk9IwjXpzicPIyx4Mdllmnh1WCYmpqOY2MxiEahpoaTnjktnEkWkYFJwXSQiEabsn08Hcfi8zmAt08ztwVLpt1Ke3uqyKt0V+Aot5R8bp/SzqHUpL/sVdT1Bk7/MMul1WWc1T6UyspzufbaySxe/CTt7Ulc19tXGgj6+MzVF7PwwonZ0PjS4SYWxx4i4SYJOH6WRb5wwuE0dvQoc7bvIm4twf2Ghpx/R0RE5FRraYniunEghbUOxvjSY6NLPP56zpEGbv9ROpQWtm7JX62UmTHN2x+aYw97iKZbwsxL7ykNvgXnbn4XqS8/gPPE1ZhXLsbgeK81PcS+6UHOD4WY/J4R7Fi8A7fdBRdwwB9wuPwzZXxxYUcAjcVgzhyIxyEYhIaGEw+nueE9M5OscCoyMDl9fQJyZmT6ePp8hlDIz1e/GqGsbEin46ylm1Bq6XofaaEDeMt3h1I4U2otfOQjF+P3GzAWJwiTb0mw/bm32bBhH6tW7WDjxn3E46l0KIXa2gn8sWEhD10/Iy8sbmzeQcJN4mJJuEk2Nu/ozY8lT/TIUeLWeo2+rSV6pOdVgUVERHqrrKwGxwkCPhwnxAUXfBW/v6CX58tT4Cvfhc0dodTmlTPKH5szoTTzONfunOW7XkuYIJn6uk7SEDz2dZ6YkCRhHJKADRm+9vk4CxYd4ZpPH2Ln60dw4x2hdHjtcGb+sYo7HgrnBc9o1AulqZT3ZzR64j+j3PDuunFaWk7ixUSkpGnGdJDI7eOZ2WPa1pbs5avkhtOuKvEaOkLpOUAVxfeUGr72tffyzF9fhXPjvPaHdtrbjmAt2b2uwaAvuw+2q6q7M8snE3D82RnTmeWTe3lNHWqGDSW433gzpsbkLRcWERE51cLhCFVVDQV7TNPF/16eAqvmwZPXQiJ/HC3c+5kfU23B17zjM6F0OBW03DQX36+C2JzPoV0/rDl7EtOnz+BQ835GxY9yxLZx/s44G6dA3HVprIKqoIMbd3GCDuPvGU840rnVS02NN1OamTHNXeLbW5nwnpkxLSs7iRcTkZJmrO1qJ0Hpmz17tn3uuef6+jT6nXvvXcc3v/lHUqme/u7zG2sXl7t8t3eFjvJexcCQIX4aGhYC5FUOhs7VhEF7TEUGC2PMBmvt7L4+D+mexuYTs3v3vbz66jeBlBdKv34/xIOQ7RnafVs2yP3Y2E2HV+/4TCgdQQWJ6+byvbuCTHkZPvEYTN77Du1jDlD/8SSvJidx/9dhCBZsR+fT734NGj7i0FBVxZTN0BJtoaymLBtKi+0n1R5TkcHhVI7NmjEdhDLLer1CSJBMHi+g5lf3yx36fENdUkcduqu+a0xmPyn0ZGBdtuyabOjMnSXNFHBqjyfxBxwefvxq/uHqy5k2fPxJB9KMyFAFUhEROfNyZwZZfR3EQ+lQ2tVKpc7FAztG60whJK9Pqbd8t5wPOnO469ogU3iZmVMb+cu3zuU9fA+/TfJl4+eJH/+YAOel/92Ovarve+wsbvjYpUTCYYiQN0ua2U/a3g4+Hzz4INTVeWH0VLWLCYcjCqQig4CC6SCUWdb78ycaWXU4xtaHMst5uguMhXtMvee8UArFCx2le6HZwsJIXYdTr3n4saJfi0abaI8ncVMQtynu+dmvqb78vFMWSkVERPpKZlnv/obn2Pfk9PQQepwPjgNtkMivF2Fy/vdumoiylnLKmWvmYBb/HyZMncSX7PcJmATWgg8Xs3kKgcZqxp77Atb3QUgB1skuC35631je+3QYrux8CtGoF0pd1/vv9tth+vRTF0pFZPBQMB0kCpfARiJj2DFyK/X/SN4ek+4ZzrvUx9+2Jr32LennvD2lxUJp9zOjPp/39cySYmMgFPJTUzO+6PE1NePxBxziNoXjh2HTEmxs3qFgKiIi/VLhEtVwOELL1kpI7qJz1fvM39Mf+gImMQQmbsc5Mg73QChvbVNTtiVMOXOpJeQ4JCfs5LrNfoKrvoiDxb16tfdCd94PiQBVfov/a0Hs4YexR4K42y7m5/svp+FwJf9PTfFrqKnxZkpd13vsul5YVTAVkd5SMB0EcnuYBoM+GhoWesH0tyleqw+mj8ovN9+5/Ys33A374BEObD8L62aOzS10VLinND+c+nxOOoR2PLdo0SzGjg1TXn42zc3H8vaOFopExvDw41dzz89+zbBpCcqnmJMqdiQiItJXumqDkpy6FsxovP8XrdjYnGkFk/5z12TcvB6mmVCaqb5bS4gQNmXhsU9w0V8imES6FcyT12CuWY1NBDCuD5OCcWVjKft/bqOlJcprr72XCU9HaKjpOmhGIt7y3dtv90JpKHRyxY5EZPBSMB0EcnuYxuMpotEmIpExPPnYHrrvTZrv3KlJju7yYZOZYzpmSk1wBjaeG0o7v8aiRbMAePjhjSSTXrKdOXM0dXWX9fha/uHqy6m+/LxTVuxIRESkLxRrgxIOR2g5//tw0wx47FPkf8CbP3PascjXyelZ2lHoaCQVzGEOQYLZI/c2z2Jc0tfxSskgFRUfoTmYwMa9p976y1uU1UxhXCTCuHFwZZHlu4Xq6rzlu6eq2JGIDE7qYzrAxWJ72bOnFZ/PweczBIO+7FLZysphOUcW7h/N6JgtDY502b8qM8Dl9imtKgilnfl8hpkzR7NwYZX3r1lvCe8ddzxBLLa3V9c0bfh4FkyuVSgVEZF+qbU1RlvbHozx4fUw7WiDYrbMgvq/p7v9pR31dk3eUU00sZYoI8wIas0HCAUM+JO4xpIIGOqvO5uUL2fEdwwj3jOZCx+41HvBFDQ/3kxjTSOtsdZeXVMkAkuWKJSKyInTjOkAlruE1+93WLRoFjNnjiYabQLg2msv5PHHt6aPPn7ho4Nrg+mRzKu+O2LMcC6aUMuz6w5grbdHtKLibA4ePEZhFyLXtSxe/CS33FKVnS0Fr2fpPfdEueeeGqBzexgREZGBJHcJrzF+Ro9exLA9/0DLDyqhppXAf/03SKTo3Du8uCND32FYm5/dqddZy1rCk4JULwkT+vPPoPp5wGH3y5/nO1OnYgHX5LyiCzsW7+Bdt7wLOoZmbMLy+H82cdGU8QBEW1qoKSvzqvKKiJwmCqYDWO4S3syIs3jxk7S3p/D5DFOmjOzhK9mcidNMS5hhvLVvGu/7bxfx3J8OkkxZrKVoKAVvhjQe96os+f0OiUTHCLhmzausXbs7PYvq5u2DFRERGUhyl/BaC7w8hR3/kMJtfxXjM4TGhYC2gu/qJpy2ncWu0et45vWdlNtyrn5tLkOSw4jPeByncRbx6pf4zse9kftT/wH+VM5yOQtuPD0e+w024Q3gcT98Z9xhtje2YIGUtQQdr4+pwqmInC4KpgNYbr/SYNAHQFtbEmu9GcxNm97swat4g1S4OkHrplZwOwodJZM+li5dTza40tEaJtO7NPOn40Aw6GPmzNHAxuwx4J1LJrRmAmxmHyzAb3bHiO7fRM2oKj48TmuERESk/8rtV+o4QdhUjduWAgvWtbTtaCO30FH+kt6OEkeZZw+l9vDMa7sop4J5zMOf8LHjW0e54I37MVhMEOz9DkyFTdWQCICTAOMCDjhBh4MzR/FVRvEB9mMuepvVXz7CS1PB2I4KwHHXJdrSkg2my5dDfT3Mn+/tMRUROVkKpgNYJDKGZcuuob5+M/PnTwEoOpvZtY6DWze20lF9t4qO6rvpQdJajM8bLgN+H5/5TDUzZ46muflYXsXdFSs2ZWdLre1oGeP3O3kzppl9sL/ZHePbL64E4K8HtgEonIqISL8VDkeYPHkZBw7UM3LkfHhlEvvstpwjCmdHi7eLMXiFjtaylgoqqKWWIH6saxj/emYHqoOTgFmNsHOa4araUQz77TAueC5BoDxAojlBWU0Z/7giTGMCGgmDvxXfxZvw4eI3Jm/GtKasDPBC6W23eWe0erX3p8KpiJwsBdMBLBbby+LFTxKPp1i7djdVVe/q5StkBsODFA+lmWO8QfL8G+PMnxLhE9dWA8X3i65YsSnvX7jhhou4/PLzs0G08Hui+/OPj+7fpGAqIiL9VmtrjB07Fqcr8a7lnFfa8NqtebxYWmzpbu4saqb6bqZP6VwCBHDLDmNawxjrw2JxjcX6HC6/dhRfrB4FQHRICzWXF+wXXZHzz2wOc0O0issXtWSDaOEe0/r6/DOrr1cwFZGTp2A6gOXuMU2lUvzlL2+cwKtkqu8Owxs4/XS112Xfr4cwZV4lQNG+qQALF1bxyCONJBIpAgGH6Z8KckPtGKYN975euK+0ZlRVdqY081hERKS/yttj+ptrOPLTCrw6EF7oNF0WOup43qu+mztTGsRiSSVD+B03vSTJ5ZWrm3jomou44z1eFf45mzYRd91O+0UXLoRHHoFEAnw+GNUcpuaNMJFx3r9XuK90/vyOmdLMYxGRk6VgOoBl9pi+807yBF/hIF6f0txQWow3WKaSlttv/wO33jqzaN9U8IJnNHoLP3+ikfXhP7H2rPX8KfYsyyJfKNr+JTM7qj2mIiIyEGT3mH5rMayZ2+VxXm/SziF1dzaUjmBuTigFg//tswFwr3yGxCd/xfen3cpm4Pbt27l11CjirkuKzvtFIxGvB+mKFfDv/w4/+hE8+ig0NBRv/5KZHdUeUxE5lRRMB7Cdb+1j7LSz2PrXIyfw3bnLdzOhNLNst2OgPP/8Yezf/3a68i+4rrd/NLfoUmaZbkYkMoYdI7ey8ZU4LpaEm2Rj844u+5J+eFxEgVRERAaEl/4yjsP3PU64IbMtJjOmdtR16DqUdizfrWUuAYJ4s6yZ783sLZ3C3dPK2YxXX8JNF5gIOk52xjSzTDcjE06TSUilIB73HnfVl7SuToFURE4tBdMB6ier/sItH/4DbjzzTHd9SgsVhtIAOe248/zTP70fgNtv/wOu6xIK+Vm4sIqFC6u67Uk6s3wyAcdPwk0ScPzMLJ/cm8sTERHpd9Y/9QZHbtjGue3BnPBZWIG3+HLe3TQRzVm+GyKUnil106/U8cHxRQsj3H6RN1PqWkvIcVg4ahQLR43qtidpTQ0Eg14oDQa9xyIiZ4qC6QD1m6c24yahc6n54ykWSvONnTiMURXD+NznZlFXdxkA06ef1ymIdteHdNrw8SyLfIGNzTuYWT65y9lSERGRgWLHUwe4INExMueH065YmnKq787NzpR63HG7Sc7/NUcav8D4tysY/bnRVNZVUgdMHzq0UxDtrg9pJOIt341GvVDa1WypiMjpoGA6AMViezGHQhjH64nWMxZoxgulQ+kcSjs+vQ06fpb916eIHjlK7OhRIkOHEomM6TaIFjNt+HgFUhERGRRaW2NMmPUn2gPVOOnVTMbmt4LJ7VKamQPdw568UOrtKfVG7ZTf8vu7trF6ylziN4VZYS/j0SjUxLxQGQmHuw2ixUQiCqQi0jcUTAeYWGwvc+asoL09iXV7s3w3E0pz95R61flSLnkf5l5xw2TmbN9F3FqC+w0NF04kMnToKbsGERGRgaS1NcamTXNwR7Xjv/1aeGAxuAZrwFjwQmnuvtJMKN1NlCjlOTOl1oD1W1656lX+8FH4/ZSrwcDN8ZHMuaZjGW5XhYtEREqV09cnIKfW0qXreeedJOkaRD1UrNARgMV1LJO+eIxzpyYIlqf42OfHMfXu2cSt9Sr7WUv0yNFTexEiIiIDyJ49S0ml3gFceCuMsQZjfWBzyxZ1fJhs6BxK/QRJ+mDd9YdI/H9f4+JvLuJLU7/IFPMy84YPZ+r6ScTj+YWLRET6E82YDiDLl2/g8ce39vK70qE0PBxn1GUMCSZx2hO8vT09YCYtR3f5mPGvxwAYN7KNcr8PB28SNWgMNcM0WyoiIlLMG28s5+DBxwGvvShVjXiLdTOfIOevbrJY9rAnG0prmcsvPxnk2DnQWA3VU5/gSvsCPlysSVBNIwf5O8rLwXG8f0OFi0SkP1IwHUDq6zf38jtyZkpbL8VtTXDMb6j4WJCju1LYpAULb64Jct4HE5x7SYpR5TO54/cvknzuAM5lFSy7foaW8YqIiHThwIF6AEw6f9pffxhcX5fH704XOiqnnLnUEv1kK/9WNzKnq0w1CQJYmyBpAjRSzfVvjeSO/9NK8uMtOC+UsexLYS3jFZF+p2SCqTGmDKhNPxwB7LLWrunDU+p35s+fwurVu3p4dBfVd5OWg/WWEe9OcOjZIOlK9IS2l3PXTe/niRfPIn7bU5BIkQr42PjLcri+/HRcjoiI9DGNzSdv5Mj5HDq02pstfXkKpmFutimMt68USDd+yQ2l85hHwPHxwXN+x2+4HCxU00jj9iv5+m9+S/UV/8XBqkv5yuxaNtYPJf6/NkHAJZVw2Li9Cuhd0SMRkb5WSntMP26t/WX6v+XArPSAKD1UV3cZU64d34Mjj9MSxoXgcIsTsPh8hiFBPw98+mY+PC4CGw5CIgUukEx5j0VEZKDS2HySKivrODR0HgBmUzXWFoZS8kJpBeVeoSPHhwkkMFXPM49V3G+/zmf5d+4f+0Wc3efwn/feyz0jF1JXWQnVLRBwwQf4Xe+xiEg/U0rBdG7B413AxL44kf4oFtvLF77wO4JvJQq3qxQ4fp9SrMV3tmXGvxzjY4vH0tCwMNsKZuG8CwmF/BifIRT0s3Dehaf8WkREpGRobD4JsdZWvrB1K78y/42ECeBWN0IojjUuxljwx/NawpRTTi21+D75K1KffZTkd+4iOW07uBAggc+kGDIkzp13RvOq7i6cUUbI52AshPwOC2foswMR6X9KZikvMNEYc7e1dmn68Vxr7W19ekb9RCy2lw984FHa21PHObIHoTTtjcdDjI6080//vYZpwzv6k0YiY/hjw0Ki0SZqasb3unepiIj0KxqbT1CstZUPNDbSbi1T7FEWGmDqFlLfuRPfpiqobsQ+/mF2r7k426e0llqCBLn/yit4ddo7VNsQjanPQ9JwtVmDdeL4/UFuvLGG3PakkXCYP86sItrSQk1ZWa97l4qIlIJSCqY3ARuMMZ8Afg58o4/Pp9+IRpuIx08+lBoHrAtgwMKVre9l2vDxnY6LRMYokIqIDA4am09QtKWFuPWawVSbRvykcNK1eN10c5imK1aybs1V2ZYwQYJYILxpIpunwubUVPjDaFg1iq8zk5kzo1xxRQ01NZ0rG0XCYQVSEenXSmYpr7V2F96AtwtYQhdLhYwxdcaY54wxzx04cOBMnmLJqqkZj+N0t363ZzOld915JYGAg+MYhoT8fOLa6lN/siIi0m9obD5xNWVlOK73QW+jrSZhAyRfmobvzu9gHv4cTV++k1+suJxyKpiXE0qt8drCALD3bO4OXExge5hXXonwq18tYfZsldsVkYGpZIKpMeY+4BfW2puARUCDMWZW4XHW2uXW2tnW2tkjR4484+dZiiKRMfzgBx/C5/PCqTEdZel7Gkpvvnk6991Xy9q1n6aubha33FJ1+k9cRERKmsbmExcJh/lBqBrfH0az+Zn3cdf6/8vG39yBjYfYa/ewzn2aKa+dzxzmEiCY/b5N02HzFO/vd0++gPvug7Vroa4Obrmlb65FRORMKImlvMaYWuApa20LgLX2l8aYFuC29H9yHHV1lzF9+nlEo020tLTz4x9vYt++JnoSSo2BqVM7/h+JRx/dRDye4tFHN+UVPhIRkcFDY/PJq7syzHQnTDQKLeePZVVkFyMaXuAZG6WCCj5g5/LXvwty5Z/AcSHph3+r8773fWVh7ptZmX2tRx+FeNz7M7fwkYjIQFEqM6YT8ZYJZalPWu/EYnuzoXTp0vW9CqVDhvipqRlPLLaXe+6J0t6eJJWyxOMpotGmM3QFIiJSYjQ2n6RYayvRyt20/N0bLD1vEw0TXmDpFVGGmwo+wFycUJCffxK+/AD8262w+Luw+RIIGMO/TpyYfY17tu2mfVIrqZQXTqPRvr0uEZHToSRmTIE1wN8Dmap/mU9qV/bZGfUjsdhe5sxZQTye8hp492D57qWXVrB48Xtobj5GTc14AObMWUF7ewrXBceBYNCX/ZqIiAw6GptPQqy1lTmbNhF3Xaxr4I0mWBdl23srcG6ay5ubgzTOSC/bNbB5Kox/cTSfDw5h4Qyvsm7mNdrHubjfdnDuqiK4M0xNTR9fnIjIaVASwdRau8sYs8YYczeQ6Qq9S5/M9kymKm8qZelJKA0EHBYvfg91dZdln7v33nW0tydxXW8WtbZ2IvfcU6NlvCIig5TG5pMTbWkh7rqkAPY2wdoolFfAB+bxyu4RvLJvNOwDLt0OjiXgMyz5+2HUVVbmvUa76+ICTsil9s4W7rkorGW8IjIglUQwBbDWPg8839fn0Z8sX76B+vrNVFePxhgDHOB4odRxDKmUy+LFTzJ9+nnZ4Flefjau6x1jLcyfP0WhVERkkNPY3HvLl0N9PVTfXIYZC+ze7a29HVkBZ38S7p4Mm/Pbujhf207KWhbv2MH0oUOzbV/KXyvDbXPA7+ImHeZPLlMoFZEBq2SCqfTO8uUbuO223wGwevUuwuG3aW3tHEp9PsOVV46hrS1JZeW5/Pa3W0mloK0tyYoVm7Lhs7n5GI5jcF2L4xiam4/1zYWJiIj0U8uXw23pslCrV4cJ33+Q1hejUFEBtXNhkx82h/H54Moroa0NKm9J8FvHkgLaUi4rXmghcpUXTJufDuP8tAp3RgvOC2U0fyoMV/bZ5YmInFalUvxIeqm+fnPOo4O0tm6gMJQGAg4/+MGHWLv2Mzz77CLuvvu9+Hzer9xa+Pd/byQW2wt4vVBDIR8+nyEU0t5SERGR3qqvz320hdYfPust362dC8EgrBtJIAA/+IHXAubZZ+HueWX4cSAJtt3hka+UEYt5r1BTA6GdYXw/H0dIe0tFZIBTMO1Hli/fwBVX/IiPfvQxqqtHp58tvqd0xIghfPWrkbx9pJHIGD772epsj9Nk0s1W3Y1ExtDQsJBvfesDahEjIiLSQ8uXwxVXwEc/CtXVmWe3ACth28Xw8hdh07vg/osY8adKvvpVrydpRiQc5jMvVmEenQBfryL1QjhbdTcS8VrDfOtbahEjIgOflvL2E7lLdwH8/u3ccMMIfvvbtRTbU3roUBtLl65n0qTh1NVdlm0nM3PmaIYM8ROPpzpV3Y1ExiiQioiI9FDu0l0Avx+uv34Lv3v2xzAhDG99GJ48D570vn4IWLoUJk3ywmks5m0/nVkeZkh9mHjcm1jNnRmNRBRIRWRwUDDtJ/KX7kIy+Teef/45jtentL5+M9Onn5dtJxMM+li27JpsmxgFURERkROTv3QXksktbHz9x/CpJFw9E8wr8PVQp2JH9fUwfTrMmUM2jC5bBs3NXihVEBWRwUhLefuJ+fOn5Dw6iONsZuTId5EbSjNLdAu/L7edTDyeorn5GEuWXKVQKiIichLmz899tAXHWcnIy8NwdS2cFQS/i5nVUvT7olEvlKZS3p/NzbBkiUKpiAxeCqb9RF3dZfzwh9czfbrDJZe8yac+FWH27GsIBEKAV333rruu5Kyz/BjjtYW5++4rqau7jJaWdqwFx6HT8l0RERE5MXV18MMfwvTpW7jkkpXcfHMl777oMwRCQzAu+HC4a24ZZ51FemyGu+/2vq+lhZyxGRU2EpFBT0t5+5H3v/8c3nwTtm27iMcec3Ddl/D7HT7/+ctYuLAqOwP6q19t5oorLqCsLMQ3vrGGpUvXZ1/jjjuu0EypiIjIKXLVVVvYv38lO3ZU8rOfLcD9jxD+qhC3PdDCwhllXk/Sl+GnP4WJE+HGG729qUuXdrzGHXdoplRERMG0n9i6dSu/+MUv2Latnf/4D4O1PsCSTKYYOzZMJDKG5cs3ZEPojh2HMQZMwfrexsZ9fXD2IiIiA8+WLVtYuXIlO44N5yfJ92GvboZwgsQLZYx9ZhyRq/JD6GuvwfveB7Nm5b9OY+OZP3cRkVKjYFoiMlVzixUk6hxKO35trgvl5WcTi+3l299en/d91gLYvOfy96qKiIhIVzJVc4sVJMoLpVddij3rDTCABZs0lA+tJhYL8+1v539fMgmVlfnP5e9VFREZnBRMS0Astjevam5uH9HHHovy8MM/YdSoUTz2mJOeKc33H//xArHYayQSbt7zxsCQIX7uuOMKGhv3MX/+lLy+piIiIlJcLJZfNTe3j+jPfraFhx9eSWVlJT+17/NCqYP3WbADBCwPbNnPzi+FaW/Pf12/39tneu21XnXe+fPz+5qKiAxWCqYloLBqbjTaRCQyhltv/XceeeTHWHsOPl8lrts5lAKsW7cnPTvqMQY+9anpTJ06Ui1hRERETkBh1dxo1Aumt966hUceWYm1lfh8C0hd25ydKSVn98zml4FnaSwaAAAUX0lEQVSCUPq+98G//mtHb1IFUhGRDgqmfSwW28uePa34fA7gZqvm/vM/1/Pwwz8m06c0lSoeSh3HYG3+cl1jYOrUkSxZctVpP38REZGBJhaDPXvAlx56M1Vz/8f/8GZKoRJIh9IvbfcOyoRSCySB1aPyXtNx4JprVORIRKQrCqZ9KHcJr9/vsGjRLBYurGLEiGMsX76CTCjN9CktFAg4PPjgdSxe/CRtbUms9UJpKORXSxgREZETkLuE1++HRYtg4UIoK9vCj37UEUr5UDN8bVun7/cZg+8b1aS2hjF+r96DtRAKqSWMiEh3FEz7UO4SXnAZOzbMiBHHuPXWe3n9dUt3oRTg4x+fSl3dZUyffh7RaBPl5WfT3HxMy3dFREROUO4SXoCxY71QumjRSl5/PR1KCcF16Sr3+cXv+eR5I7n9++Fs0aTMaxYroCQiIh0UTPtQTc14gkFftujRhAkp7r57Gc88c4jcUFr+rrNpfvNY3vdeemkFP/nJxwCIRMYoiIqIiJwCNTXe0t1M0aPx47fwjW+sZP36nFAKjDjXcCg3lFq41AzjJ1O86ve5IVSBVETk+BRM+1AkMoaGhoVEo01MmJBi+/Z17NjRTuFM6Zi/O5/mx3dAKr2X1EBTUwux2F4FUhERkVMoEvEq8EajXijdvn0lL76YH0oBpg0dytO85T2wwAvn0rRkFrEGBVERkRPh9PUJDHaRyBg+9rHz2L59HaNGjeKaa/6ewuW7yYNHcP5hMoTTz1uy1XtFRETk1IpE4MYbvVBaWVnJBRfkh1KAEYeGYbydOBA3sHxStnqviIj0noJpH9u6dSu/+MUvGDVqFAsWLKCiYlinY7a/uh/30e3QmgC8AkeZ6r0iIiJyam3ZsoWVK71QumDBAqZNyw+lTGnl1xfswLpAysD3LsRsCWer94qISO8pmPahwlA6ZMgQfBe/3em4+JvgrRPqsGzZNVrGKyIicooVhtJQKMS55xYcVN2C9bvgA4yFsPfB8bJlWsYrInKiFEz7SLFQCvD8oe2dKvwNnZb5W0c4bW7OL4YkIiIiJ6dYKIUiy3NbA2ANpICkA41lADQ3n9HTFREZUFT86AyKxfYSjTaRSPyNdeue4LLLLswLpQCt0aFgD5FJp/4KqJjaxlnDHA4+HQQLQ4aoT6mIiMipEItlWsRsYd26lbz73fmhFCBnmIYprfClHeCzGNdgvz8ZsyXMkCFaxisicjIUTM+QWGwvc+asoK3tTax9CWPO4ZlnLuAjHzmQtyR3/8sJcqdMkwctTStCOEH49D9P5EJnvPqUioiInAKxGMyZA21tW7B2JcZUsn79Aj784VDekty33sr5puoWCLpgwBrLjQsTXP5e9SkVETlZCqZnyNKl63nnnf3Ay8A5WDuDRMIhGm3KhsxYbC+7dh0u8t0GN2HZ9trfeOShBWfytEVERAaspUvhnXe2ACuBSqxdQCIRIhrtCJmxGOzalfNN01u8z48tYOBlXwv/uWTcmT51EZEBR8H0DFi+fAOPP76eTCiFGThOIK+ybiy2l5qaR4nHUznfmR71sBgH3ItazvSpi4iIDEjLl8Pjj3eEUliA44TyKuvGYt7f4/Gcb7zkiPdnOpy+OeLIGTxrEZGBS8H0DHjwwT+QG0rHjx9JXd2svCW5K1ZsygulPp8hlYJMwaPKG9u55v3TCl9aRERETsCDD+aH0vHjQ9TV5S/JXbEiP5T6fJB6dgTM+1u2HuEN5404sycuIjJAKZieZlu3biWReJFMKIUA1dXvYsmSq/KO27z5QN7jVCpTgdeAsVwyqpJ/mnXzmThlERGRAW3Lli0kEh2hFEJUV8OSJfnHbd6c/ziVAv51ivfgPYeobh/BTz4w5fSfsIjIIKBgehplWsLMnn0RW7eCtQH8foe7774ye0ymUu/Bg+8UfQ1jYMiQAN+6+cYzddoiIiIDVqYlzLvfXcnWrQuwNoTfD3ff3XFMplLvwYPFX8PcN4UhQ+AHDWfklEVEBgUF09MkE0qPHg3yy1+mMMbB7zc8+OB1ecWO5sxZQTyewhhT9HXe/e5Kli27RlV4RURETlImlL7zTiUrVy7AGC+UPvhgfrGjOXO8JbxdDM28+92wbJmq8IqInEpOX5/AQJQJpaNGjeKXv/TT1mZwXUsq5dLcfCx7XDTaRDyeIpWyWGsZMsTX6bUUSkVERE5eJpRWVnqhtK0thOt6y3ObmzuO83qaes9bW9DDNE2hVETk1FMwPcVyQ+nPf+6wc+fb2a+5LpSXn519XFMznmDQh89nCAZ9XHxxRd5rVVW9S6FURETkJOWG0p//fAE7d4ayX/PG5o5ja2ogGPQKHQWDcPHF+a9VVaVQKiJyOmgp7ymUG0oXLFjAV75yf6djcmdMAW65pQqAmTNHs3HjPl566W+kUha/3+Ghhz50Rs5bRERkoMoNpQsWLODLXw51OiZ3xhTgllu8P2fOhI0b4aWXvBlUvx8eeugMnLSIyCCkYHqKFIbSIUOGcNVVY1m9uqMrtzHk9S3N7C/1+RyMaSSZdPH7HRYtqmbhwirNloqIiJyEwlAaCoW46ipYvbrjGG9s9v6eu7/U5/O+lkx6gXTRIli4ULOlIiKni5byngLFQinAqlULmDdvIqGQjwsvHMH69Z/Nhs3c/aWJRCr792TSZezYsEKpiIjISSgWSgFWrYJ58yAUggsvhPXrO8Jm7v7SRKLj78kkjB2rUCoicjppxvQkdRVKM1atWlD0+zL7S9vbkxhjcByvQFIw6MvOqoqIiEjvdRVKM1atKv59mf2l7e3ebKnjeHtQg8GOWVURETk9NGN6Eo4XSrsTiYxh2bJr8PkcrAVjDIsWzaKhYaFmS0VERE7Q8UJpdyIRr+Kuz0d6bPaW8DY0aLZUROR0UzA9QScTSjOam4/hujbbSkZLeEVERE7cyYTSjOZmb5Y000pGS3hFRM4MBdMTcCpCKXRuF6MlvCIiIifmVIRS6NwuRkt4RUTODO0x7aVTFUqhYzlvff1m5s+fotlSERGRE3CqQil0LOetr4f58zVbKiJyppRUMDXGzAJmA4eAEdba5X18SnlOJJQuX74hGzzr6i7L+1ostpfFi58kHk+xbt0epk8/T+FURERKSqmPzScSSpcv7wiedXX5X4vFYPFiryLvunUwfbrCqYjImVAywTQ98N1mrb0t/XilMeY5a+3zfXxqwImH0ttu+x1Atp9pbjjNbRkTj6eIRpsUTEVEpGSU+th8oqH0ttu8v2f6meaG09yWMfG491jBVETk9CulPab3Ad/IebyoVAa+E12+W1+/udvH2mMqIiIlrmTH5hNdvltf3/1j7TEVEekbJTFjaowpA2Zba1syz+X+vS+dzJ7S+fOnZGdKM49zRSJjaGhYSDTaRE3NeM2WiohIySjlsflk9pTOn98xU5p5nCsS8drDRKNeKNVsqYjImVESwRRv78qu9JIhgIlAi7V2TR+e00kXOsos2+1qjyl44VSBVERESlBJjs0nW+gos2y3qz2m4IVRBVIRkTPLWGv7+hwwxtThLRW6LPNprDHmKeCmwk9n08fWAYwdO/ay3bt3n5ZzOpXVd0VE5OQZYzZYa2f39XkMFqU4Np/K6rsiInLyTuXYXCp7TA/hfQqbO9A9T3qQy2WtXW6tnW2tnT1y5MjTcjIKpSIiIqU1NiuUiogMbKUSTHcVea4ZmHSmT0ShVEREBCihsVmhVERk4CuJYJqu8FdW8HQ5sPNMnodCqYiIiKdUxmaFUhGRwaEkgmnaGmPMxJzHs4Az1sRboVRERKSTPh2bFUpFRAaPUqnKi7X2NmPM3caYFrxPaL9xpsrSK5SKiIh01pdjs0KpiMjgUjLBFMBau/RM/5sKpSIiIl3ri7FZoVREZPAppaW8Z5xCqYiISGlRKBURGZwGbTBVKBURESktCqUiIoPXoAymCqUiIiKlRaFURGRwG3TBVKFURESktCiUiojIoAqmCqUiIiKlRaFURERgEAVThVIREZHSolAqIiIZgyKYKpSKiIiUFoVSERHJNeCDqUKpiIhIaVEoFRGRQgM6mCqUioiIlBaFUhERKWbABlOFUhERkdKiUCoiIl0ZkMFUoVRERKS0KJSKiEh3BlwwVSgVEREpLQqlIiJyPAMqmCqUioiIlBaFUhER6YkBE0wVSkVEREqLQqmIiPTUgAimCqUiIiKlRaFURER6o98HU4VSERGR0qJQKiIivdWvg2lbW5tCqYiISAlpa2tTKBURkV7r18H08OHDCqUiIiIl5PDhwwqlIiLSa8Za29fncMKMMUeArX19Hn2oAjjY1yfRR3Ttg9dgvv7BfO0AF1trh/X1SUj3NDYP6vtU1z54DebrH8zXDqdwbPafihfpQ1uttbP7+iT6ijHmucF6/br2wXntMLivfzBfO3jX39fnID2isXmQXr+ufXBeOwzu6x/M1w6ndmzu10t5RUREREREpP9TMBUREREREZE+1d+D6fK+PoE+NpivX9c+eA3m6x/M1w66/v5isP+eBvP169oHr8F8/YP52uEUXn+/Ln4kIiIiIiIi/V9/nzEVERERERGRfk7BVERERERERPpUSQdTY8wsY8zE9N8nGmPu6+bYMmNMnTGmNv3nxDN3pqeeMeawMcam/8z+18WxPf45lTJjzA8Lf2+9+b325/fAca69zhiz0hgzq5vv79fvgS6uf1Dc/11c+6C4/7t7jw+We78/Giz3ZjGD5d7MpbFZY3PBc4Pi/tfY3Edjs7W2ZP8D7gZ2AoeBlUBZN8f+MPfrwMq+Pv+TuO4yoPZ4z53Iz6kU/wNq09ewAZh1or/X/vgeOM611xX8/ncCEwfSe+A41z+g7/+urn0w3f/dvccH+r3fn/8b6PdmN9cyaO7N9PlrbNbYrLE5/3c9KO7/vhyb/ZS2XdbaST08dra1tiXn8SFjzCxr7fOn48ROsxHW2jUFz33cWttV1ave/JxKTvpa1xhj5hb5cm9+r/3uPdDVtac/nXou57gWY8wa4O+BpUVeql++B47zux/Q93831z4o7v8evMcH9L3fzw3oe7Mbg+LezNDYrLFZY3OeQXH/9/XYXNJLeXvKGFMLHCp4ugXvU49+x1q7K/dx+k1SeDMMeL35vQ609wAwAvhRkefLz/SJlLqB9rsfRPd/l+/xQX7vDxgD7XcziO7Nbg3y+1Njcw8NtN/9ILr/+3RsLvUZ08wvfgQwEXiui5RdhnexuZqBfvdJRRdmd/OJDNDjn1N/05vf64B6D1hr1xhjbip4ejbwja6+ZyC+B3T/AwP0/j/Oe3zQ3vv9he5NYIDemz0waO9Pjc0e3f/AAL3/+3psLvVg+nzuJxTGmKeMMTcVTAuD90svVHhMv5R+U+86zmE9/Tn1N735vQ6490DB77QWb1lIV5/ODcT3gO7/AX7/d/UeN8bUFTl80Nz7/YDuzQF+bx6HxuY0jc26/7vRb3/3fTk2l/RS3sJpc7w3wceLHFo4VQxeUh8IlnTzf/CAXv2c+pve/F4H7HvAGFMG3GatLfwEK2sgvgd0/wOD5P4v8h7XvV/CdG8Cg+Te7ILuTzQ259D9X8RA+N33xdhc0sG0iJ0UnwJuofPFlqeP7+9OZC1+Vz+n/qY3v9eB/B5YAizq5fcMlPdALt3/PdMff/eF73Hd+/2L7s2e6Y/3ZjG6Pz0amz26/3umP/7uz/jYXLLBNN3z5qmCpydR5ILSn1oUThmX0c83JaeXChT7xCH3mB7/nPqb3vxeB/B7oA64N7P0o1gPqIH4HtD9P3ju/2Lvcd37pUv35uC5N7ui+1Njc8HTuv87H9Pvf/d9NTaXbDDFK1Vc2Iw2u9HYeM1q/z7na7sK/g/DxP6wyfg4RlBkPXbBtXf7cxoAuvy9DvT3QHpd/5qC/Qiz0l8b6O8B3f+D4P7v7j3OIL73S5zuzUFwb/bAoL0/NTbr/meA3/99OTaXbPGjdN+cQzkbbScBuev4a9OPf5l+vAj4uDH/f3t3e9xGFYUB+D0zFKCkg4gOEuhA7sDQAaEDPFSQcTogVECcDpQScDrAJWB1cPixq4zxWIkJ9q4iPc8f2fvhuSvvnXfOnbt76yrD269+nqyxj+uuh6s/Xvs9vqe9N44+rTK89evXqlrf6Lyf+r9+9ffArmsft6+TbKpqe/giyXZdrYO4B3Zd/zH0/8/c91sH2//vcY8fdN//Wh1D37yng+2bW7JZNkc2y+bBZNlc3f1/rwEAAAC+2D5P5QUAAOAIKEwBAACYlcIUAACAWSlMAQAAmJXCFAAAgFkpTAEAAJiVwhT2SFW9rKrLqurx8/SOY/66azsA8PBkM0zjm7kbAAyq6iLJ8wyLE19lWNz5oqq+7+6zWRsHAEdINsN0FKawB8ZR1lWSZ929GTe/r6pnSa6r6o/u/jBfCwHguMhmmJapvLAfzpO8uhF8SZLx9zfjfgBgOrIZJqQwhf2wTLJr1HWdYerQTSdVtR6fd1lX1WK7o6ouqup6u++xGgwAB042w4QUpjCzqlqOP17tOGSTZHFr2zLD8y7fJnma5Pfxb71MsujuJ91dMZoLAP+ZbIbpKUxhZt29Db3ljkOWGQLwpovu3oznniXZvgnw7yTfVdVpVS26+/3DtxgADptshukpTGE/XCU52bHvJMmfnzk3SdLd75K8yjBKe11Vvz1YCwHguMhmmJDCFPbDWZJfbj6PknycSnSaT0/7+deobXe/7u4nSV4k+bGqnj9CewHg0MlmmJDCFPbAOJr6LsllVa2qalFVqySXSV7fMe3nRZKMYXme4e2AGc9djcfcnmIEANyTbIZpWccU9kR3/zC+IOE8w2LeH5L8NAbjbU+r6jLDiOzbW4t8n48jsZskb6yxBgBfRjbDdKq7524DAAAAR8xUXgAAAGalMAUAAGBWClMAAABmpTAFAABgVgpTAAAAZqUwBQAAYFYKUwAAAGalMAUAAGBWClMAAABm9Q9mWHinfG8UUAAAAABJRU5ErkJggg==\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": 0.51422,
     "end_time": "2020-04-01T01:35:13.185405",
     "exception": false,
     "start_time": "2020-04-01T01:35:12.671185",
     "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": 0.04316,
     "end_time": "2020-04-01T01:35:13.272204",
     "exception": false,
     "start_time": "2020-04-01T01:35:13.229044",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.0703,
     "end_time": "2020-04-01T01:35:13.387142",
     "exception": false,
     "start_time": "2020-04-01T01:35:13.316842",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_084fc678_73b9_11ea_9eb0_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_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.295234</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >398</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.49418</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.894453</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.207555</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >91</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.550653</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.92467</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.114353</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1017</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.313131</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.983448</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.053339</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >712</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.204746</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.992006</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.167787</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1506</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.821309</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.953873</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-1.63249</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >9</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.69979</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.423635</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.857404</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >132</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >1.35308</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.61986</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.121361</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >128</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.44319</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.936825</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.200782</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >129</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.65723</td>\n",
       "                        <td id=\"T_084fc678_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.869908</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4fca5ae80>"
      ]
     },
     "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": 0.397758,
     "end_time": "2020-04-01T01:35:13.829546",
     "exception": false,
     "start_time": "2020-04-01T01:35:13.431788",
     "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": 0.498642,
     "end_time": "2020-04-01T01:35:14.372736",
     "exception": false,
     "start_time": "2020-04-01T01:35:13.874094",
     "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": "iVBORw0KGgoAAAANSUhEUgAABIMAAABFCAYAAADZ9SZNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAANKklEQVR4nO3dT3LU1hbH8d+xE/AkVIdHxo+YQSoMDVkBzQ7svB3gHZglUGYHJjuIvYM2Kwj2kBSD9qs3T2EXTIAUnDfQFSii/7fdukf6fqpuQbdaV7d/VkvWsaQ2dxcAAAAAAAC6Ya3pAQAAAAAAAGB1KAYBAAAAAAB0CMUgAAAAAACADqEYBAAAAAAA0CEUgwAAAAAAADqEYhAAAAAAAECHUAwCAAAAAADoEIpBAAAgG2Z2YGZuZueVNjCzrQbGspfGMqntr3pcAAAAy6IYBAAAcnPs7t+XTdKBpBMz217lINz9qbtb2SQdpbFZpT2WpFS0erTospadHwAAYB4UgwAAQNbc/UjSjqTfzKw3yzzprJ7DSx7K6wnTHkj6fYm+l50fAABgZhSDAABA9lJB6LWkLM+ecfdTd79oan4AAIB5UAwCAABRHEv6pXxgZttmNkz37jkp7yuUzgjal7SdLr86nPT6y5D63a493kv3O3IzOzSzzfRveR+k3hzzDyrTttL4y34Hqc+ZzpoCAACgGAQAAKIYSqoXcB6m+/kcSzqUJHffkfRU0lG679DOpNdfoV0Vl7fdkbQtaSDpsaQfJd3X9LOcqvP3K8WiQ0lPJH0vqSdpkN4nZxYBAICZUAwCAABR3JF0Vj5w9yN3Lx8fSNqcNPO8r78EB+5+kZZ5quLm02epaHMs6V9T5j+qzV+OdzO9lwsVBaZfxvYAAAAwAsUgAAAQxX0VRRFJUrrsat/MTlQURTTpUql5X38Jzir/f63izKaqacv+Y1y/lbOEHiq9FwAAgFlRDAIAANkzs76KS8SeVJ4eShq6+z1J92boZt7X5+pM0q6ZDSWduvuzpgcEAABi+abpAQAAAEySzoL5TdJueV+cyhk95dk3v9ZmG6q4z05PxRlFL6a8PpJNFfcSuqhc9gYAADAzzgwCAAC56advxzo3s3OlGylXz4BJRaFnkgbpDJk7tT6OVRRN/qviptHTXh/NiaTym9HO05lTAAAAMzF3b3oMAAAAmIGZ7akobj1Mj3sqvpVs192jF7gAAMCKcGYQAABAHBeSbprZpvT5DKnyeQAAgJlwzyAAAIAg3P1ZOhtoYGY309PHkh40OCwAABAMl4kBAAAAAAB0CJeJAQAAAAAAdEjjl4ndunXLb9++3fQwAAAAAAAAWuPk5OQvd/9h1LTGi0G3b9/Wixcvmh4GAAAAAABAa5jZ/8ZN4zIxAAAAAACADqEYBAAAAAAA0CEUgwAAAAAAADqEYhAAAAAAAECHUAxCI8zsc9vY2Gh6OGi5a9eu/WOdm6VV3b17d6n5NzY2WNcRylVsoxf9HC77+QUiyXk9vnHjxtyfxat+H+vr65+Xs76+fqXLQr4m7SfW1tbYTwBjUAzCytU3wO/fv+cgGVfm2rVr+vvvv+eer1xP7969qz///HPh+Tc2NvT+/XtJrOuI4Sq20ct8Dpf5/AKR1NfbnNbjGzdu6O3btwvNe1XvY319XZ8+ffr8+NOnTxSEOmja/sXdRz6f0+cLaArFIGShPFgGLtsiB5JVr169Wmr++rrNuo6Ill1vl/0cAmjWooWgq1QtBE16Du3G/gVYHMUgZOH69etNDwEt9e233y41/08//bTU/PV1m3UdES273i77OQTQrO+++67pIXxlbe3rw5hRz6Hd2L8Ai2OLiZWrn655/fp1vXv3rqHRoO0+fPiw0C8K5Xr68uVL/fzzzwvP/+7du88H0qzriOAqttHLfA6X+fwCkdTX25zW4zdv3ixcELqq9/Hx48d/FH/W1tb08ePHK1kW8jVt/zLucrCcPl9AU75pegDoJjbAWKUPHz4sNf/Lly+Xmp8CEKK5im30op/DZT+/QCQ5/3705s2bpofwFYo/kNhPAIvizCAAAAAAAIAOoRgEAAAAAADQIRSDAAAAAAAAOoRiEAAAAAAAQIdY0zeqM7O3kl41OojuuiXpr6YH0ULk2hyyXy3ybg7ZrxZ5N4fsm0P2q0XezSH71SLv1fq3u/8wakIO3yb2yt3vNz2ILjKzF2R/+ci1OWS/WuTdHLJfLfJuDtk3h+xXi7ybQ/arRd754DIxAAAAAACADqEYBAAAAAAA0CE5FIOeNT2ADiP7q0GuzSH71SLv5pD9apF3c8i+OWS/WuTdHLJfLfLOROM3kAYAAAAAAMDq5HBmEAAAAAAAAFaEYhAAAAAAAECHTC0GmdmWmZ2Ymad/t2rTD8zsPE3r16b10vS9Cf3v1eeb8NqllhVNhOynjTFHQXLdNLNBGuNw1v5yFyH7RfvLUYS80+PzWtuc973mJkL2aVq5rTlP25rePO8zF7nnbWbbaWz1Nljk/eYk9+wryzmsrOdht+tVEbKvTRvWxxhJZnmP7W/SOKIKlH0rjkcj5D1tjJiRu09skoaS+pJ6kvYkuaRemnYg6TBN64+YNpR0LmlvTN+P0vT9Gcax1LIitiDZjx1jri1Qro/StO00bbPp7LqQ/SL95doi5J2Ws52m9XLffrQs+83Uz6P0eKvp3DqQd7UdRN6+BMt+UPYhaSv1yT51NdkfVqY9knTedG4tyXtkf5PGEbkFyr4Vx6NB8g53DJpjm/YD6Es6qD13Uv4w6qGr2Nk+qr1+MGplSD+4YVqZZlkZFl5WxBYh+2ljzLFFyLUc54jX9qf1mXOLkv0i/eXYouSd+gm9bgfO/rA+zogtSt61121KGjadXReyT/147bWHo5YZqQXJfnPEtOGoz0TuLae8J/U36zYoUouS/SzTIrQIeU8bI232NvEyMXc/lvS49vSZpDvp1K4Ld7+oTXs4qc+KfRXVvqkuYVnhRMh+0hhnHMfKRci1Ms7yteVpjy9mHEeWomQ/b3+5CpZ3q0TI3orLwbZn7StnEfIe8fJDSbszjiFbEbKvPVc17vkQImSv4iys+rRTZfx74ji55D1JW/e3EbJvkwh5RzwGzdXUewaN2Iluqai89SS9rk0bpucnsuJ+EL+6+9MZx7nwsiKLkP2EMWYrQq6pzy0z25f0XNLuhF9ow4iQ/QL9ZStC3snjtt3LI0D25X2ZbtqX+zbtz9hvdgLkXe23r+KvqsdqgSDZH5Xrd/oDS1/S7zP2na0g2ded6cv2J5RM8p6ktcdLAbJvlQh5RzwGzdFc3yZmZtuS5O7PJN0c8ZKLMc/XHejrat4kyyyrFSJkXxtjCJnnelNfNrrhd+R1GWc/b38hZJx36UcVZ0oMLOhNjMfJNPvyYGzH3e9JeiDpUTnWyDLNu+qxWvqX6Fyzd/cdSX0zcxUHCztt+ANLVabZn0nq1bbpW2rB7zQN5j1JJ46XMs2+tSLkHfEYNBffzPrCVM3b15fTwF7r6x/8HX1dLaz305d0393nOWVxoWW1RYTsR4wxe7nnmv5qfJyWcW5mF23ZyOWa/YL9ZS/XvNP/71UOyo7N7FTFvSZa8Ze6jLO/kCR3303/nprZ75L+I+lojmVkJeO8q/pqwSVidTlnb2YnKvanD1QUQp+b2QN3P51jGdnKNfu0XTmTtG9mj1Ws+30F3sZIjec9SeuPlzLOvpUi5B3xGDQnMxWDUkV/oOLa67P09IW+ruz3NP0a7B0VfyXw2jL23N3SDrt6+uiPSywrvAjZjxlj1iLkWnOclhO+GJR59hP7mzKWLGWe96jTfF+rJdd8Z579qG31UEEv35Cyz7ucv7zfQoh95axyzj5dFraVzoCTpFMze6aiIBe+KJdz9un/D9P4TlQUgY4k/THtfeWq6bynnNHW6uOlzLNvnQh5RzwGzc3Uy8RSyM9VnFL7OeTyWvdUjSvdV/EDGcvdd93dyqbiIPdpeaDl7vfc/ftKu1h0WdFFyH7cGHOWe66156rC74Ryz35af9HknveI56X0LUuLvN+c5J59OabatDsaXSTKXu55Vx4/VPAvA6gLkP1Njd5/hr90JkD2cvczd7+TWnl2UMg/bOWQ95T+Wnu8lHv2bRMh74jHoDma5Z5BzyU9kXRmZvXrfo9UnJZVXqu3qau7Id8ql5WLCNlPGmOucs+1Z8UNXftpWl/Ft/48uaJxrFLu2bdN1nmndXtQWdf3VByghTxQqMk6+zTtqYrLN3rpZ/Cr4t7LJkLeUov+Sl+RdfaVg5e99G9fxaWoUdf1qqyzT4+3yrGZ2aGkZ4EPrHPJe5JcxnHZImTfJhHyjngMmh+f8L3zKqr3PqIdpuk9FV+Peq7i9M+tyrz76flynnNJ2yOWMZC0P2kcl7WsSC1C9tPGmGOLkGtlnIO0nGH09TlS9ov0l2OLkreKg7KTtJyBpM2ms+tK9mn6QWU70286uw7kHXabEjl7FQcr7FObyX4vPX8uaa/p3FqS99j+pm2DIrZA2bfieDRC3tPGSJu9WQoaAAAAAAAAHTDXV8sDAAAAAAAgNopBAAAAAAAAHUIxCAAAAAAAoEMoBgEAAAAAAHQIxSAAAAAAAIAOoRgEAAAAAADQIRSDAAAAAAAAOoRiEAAAAAAAQIdQDAIAAAAAAOiQ/wNAu5JBERvX3QAAAABJRU5ErkJggg==\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": 0.044116,
     "end_time": "2020-04-01T01:35:14.461304",
     "exception": false,
     "start_time": "2020-04-01T01:35:14.417188",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.071545,
     "end_time": "2020-04-01T01:35:14.578393",
     "exception": false,
     "start_time": "2020-04-01T01:35:14.506848",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_09058f30_73b9_11ea_9eb0_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_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.232919</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >398</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.24924</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.909702</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.161505</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >91</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.481891</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.913929</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.0966703</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >1016</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.269176</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.987758</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.0531424</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >711</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.17254</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.993558</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.136622</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1505</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.689678</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.968328</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-1.22667</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >9</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.27686</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.446718</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.687467</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >132</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >1.09475</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.631117</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.0670616</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >128</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.29812</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.933735</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.136959</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >129</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.34265</td>\n",
       "                        <td id=\"T_09058f30_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.884984</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4fc8d6970>"
      ]
     },
     "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": 0.449183,
     "end_time": "2020-04-01T01:35:15.071904",
     "exception": false,
     "start_time": "2020-04-01T01:35:14.622721",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8IAAAHFCAYAAAA5cUA8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdf3hj9WHn+/dX/jFkCFi2gRlIIIMMAQbCgG3SddNQs5bJT27ZxoZ086yzTTJWKOmWpL32ep+ml6e09ZWTNuwTApVmk8D03m4GO/ehS34MWN46SbNqgm3GBIZNYDQDw68Exj5mQmYsW/reP46kkWzZlmdsS7Y/Lx49HukcnfPVD/z153x/GWstIiIiIiIiIpuFp9gFEBEREREREVlLCsIiIiIiIiKyqSgIi4iIiIiIyKaiICwiIiIiIiKbioKwiIiIiIiIbCrlxS6AiKx/xhg/MAH4gYi1dqzIRRIREdmUVCeLFEYtwiJyRowxPqA9VdGOAYEiF0lERGRTUp0sUjgFYZESY4zpMsaEil2OQllrY9badEVbD/QDGGNGjTH1xSuZiIjImVGdLLJxKQjLumaMCRljrDFmMus2uF5/2afKHciqxDDGHDLGtBWxWAVJdcVyrLWR1EPtpCrgAp6b73PsT13ZPpMyFe37sV4+NxGRlaI6uXSoThZZmoKwbAQRa211+gaEgNG1qKhSv8Q7V/CQwdRt3UlVthPpK+fW2hgwZowp9PXM/RxjwKEzrXjzHHfNvh8iIpuQ6uQSsA7r5DMOw6vw+csGp8myZMOx1g4YY9qBPcaYiLXWWcXTteBWDhhjuoAbrLXtp3MgY4wX8FtrW1ewfGcsVal482was9ZG0pVXajxSBNjDqTFJvbhXoLuXe15rbXf6avzpPH+R46749+NMP3sRkY1KdfLK2qB18kDquGc6njnz+YsUQkFYNqTUL9Yg0An0reJ5VnImxttwK62SYq0NL7FLI6cqnpqsf2OtHTPG+IwxvtTV6OWqAY6dxvMWtVbfDxERUZ28kjZinbxSNDu2LJe6RstGFgFuSN9J/fIfTI1PGc3u3pMa89OVtX0w+0CpsTGTc7elxwoZY/pxu0+1pfY7nHqMOfsu1mWnAXeGxwWlzmXTV3yNMfWp12JTZRxMnT/f1eKFXmt/6r1Jv8bBxZ4/V6pS9qW6vXXjjkPKNoY7YUfB0uVJHb8v9VjoNN7TxSz3+xGcs92b2jb3s88u4w1Zn0/Od0pEZJNRnZz/GJu2TjbGeI3bct9GVhf0Jb4bC77HZs747dRj6ePM3bbod0w2CWutbrqt2xvu2JLBBbZ1AYey7h8C2lL/9ufZdgi3u5EPsFn7dmafA7erVL5jBoH+1L/Tx/Dmu79AeQeBrjyPH8KtJPypY8w7f6rceZ+/wPHmvtZDqX97gclCjrOMz2jJcqU+RzvnNpj9fp3me7qS34/+1Dnr0/eztgez7y/1ndJNN91024g31cmqkwuok/Md15fvPV7ku5H3Pc5+Xtb9rtS/61PvpX+p75hum+emFmHZyOo4NVaoDfcX3R5jzCRuqKmZc5V1wFrr2NSEEqn9wV2UvjF15ddrT83AuKCsY6SvjAbSx1/kaTXAQttbcX/hB+ac32etTR93kKyr7UsIzXmtEesuueDgXrWvLfA4hXAKPF7EWmustQaoxv2MDht35svTfU8Xs9zvx2DqPRrDvcpeyMQvC32nREQ2G9XJC9tMdXL2cSNAzGZ10y7gu1HQe5xqmXZsqgU7q+7OnixMdfQmpyAsG1kjp7o1+XB/4VXPuWX/wn4i30GstQO4E0zsASZN4esJ9nJq4oc23Cuhp6sT9w+IuV2cYlldfdIVcyGyxwZN4F4VzVZwN6zVkKqYwriVVnbXq5V8T5f7/chW6DikvN8pEZFNSHXywjZrnRwAOk3uTNRLfTcKfY8zF16yxMgNu6qjNzkFYdmQUlcs63F/SYP7y89/usez1vZZd5r/BuA2U8A0/6nKuib1C7umgKvWEyxc2YVT5240uUtQxICAMeYQ7oyRS02iUQxeTn9yjYnsO6fxnua1At+PehZuKRARkSyqk0tKydTJqZbYMLkBeqnvRqHv8SHmj4WuR7NKSxYFYdlwUr+Q+3G7LDmQ+WWdWU8vNYFCQWvpGWP86a5ALB5+DuFOUOHN2j8M9KR+LiXGwt2VBlOvZTdud6FMFyHcK7St1toVW85gheXMWlmo1Hu4h1N/OKUt5z3Nd9zT/X60px6vx+1alX3+fJ+9iMimpzq55JRUnYz7fmU+0wK+GwW9x6mAXJOajItU3d2Tp/yyiSkIy0bgT80YOJkaTxIA2vNcJWzArRQtcHiZ5wimnjcKhG3+KfojuL+gD+N21wH3Kmc9hXUXGmWJmRxTFcQIbmWU/bxDqVkPJ0swiBV6BXbu5xgEutPje7Is5z3Nd9zT/X7EgCHc9zsypwLO99mLiGxGqpNVJxcsdUGhe87zl/puFPoeNwCtqeP0A7tTn5kIAMa6M6eJyCpI/XIOWmsbCtjXC0ymJpAo5NhduFdEW7Oe34l71b3uDIq9YlJXYPtXsjzLeU9X8JyHUucsxW5uIiJSANXJ67tOXg/vsawva94ibNx1x3xzHvMaYzpT3V1yBs0bdy2xztQtlH3VZ7HnLXDuZe0vcrqyuknNvcq5oPTskKbwNfgc3G4/vqznpx8vFT3Ailx9PZ33VEQKo7pZNjLVyRnrvU5eD++xrCd2jdZpwh343kWqq8mcbSFy1ybLXp+za86+k5xas2zB5y1QhmXtr5tup3vDvUJpl/sdI7VG7TL278IdBzWZuvWzyBp+a/we+JbzWlbrPV2hcx8COov9nuqm20rfVDfrthluqpM3Tp1cyu+xbuvvtuZdo40xg7hjDMayHhu1WV0qUgPkQ9basVS//sy06akuiu2pbQs+b4FzL2t/kWJIdf2ps9YGlty5hBljRnH/Xz+tmZ1FZO2obhbJT3WyyMZVXuwCpLpTTcx52MG9Sj1GVkWbUoO7hthSz1vueURKgp0/EcW6ZNdwDK+IrCzVzSIu1ckiG1cpzBrtZX7f/mO4C2GTXdGmxmn0ph5b9HnLPY+IiIhkqG4WEZENregtwrhXkefKqRRTg+L9uF1T0kuWLPm85Z5nzjk7ccc/cPbZZzdceeWVixxaRETWs0QiwRtvvIG1lpdffvkNa+35xS5TkaluFhGRopqdneXYsWOrVjeXQhCe2yUK3CvEGdbaGBBOzSw5CrQU8rzlnmfOOcOkFgdvbGy0IyMjixxaRETWq8nJSR588EHi8TgdHR1cdNFFLxS7TCVAdbOIiBTNxMQEDz74ILOzs3zyk59k+/btK143l0LX6HRXqmy1uDPC5Uh1uxrBnf694Oct9zwiIrI5zA3BF154YbGLVCpUN4uISFHMDcHbtm1blfMUPQinZq+b2zXKS2rtttRMltkcwLfY85Z7ntMquIiIrGsKwQtT3SwiIsWwViEYSiAIp8TSi2On+FLLJowAwTn7+jm1cPdCz8MY4zPGtBV4HhER2UQUgguiullERNbMWoZgWMMxwsaYetyKshHoMcYMpsb6AOwGbjPGxHAX/A4ApNYjrE9NjgHuLJK9WWug5X1eih9oBwayHltsfxER2QQUgk9R3SwiIqVgrUMwgLHWrvpJ1jtNyCEisjEUEoKNMaPW2sYiFE+WQXWziMjGUEgIXo26uVS6RouIiKwqtQSLiIiUlmK0BKeVwvJJG8LJkyd5/fXXOXnyJLOzs8UujkheFRUVXHDBBZx77rnFLorImlII3pxUNxeP6hsRWUoxQzAoCK+IqakpfvnLX3L++eezfft2ysvLMcYUu1giOay1nDhxgpdffhlAf5zIpqEQvDmpbi4e1TcispRih2BQ1+gV8cYbb/DOd76T6upqKioqVNFKSTLGsHXrVt7xjnfwq1/9qtjFEVkTCsGbl+rm4lF9IyKLKYUQDArCKyIej/O2t72t2MUQKcjb3vY2ZmZmil0MkVWnELy5qW4uPtU3IjJXqYRgUBBeMbrSLOuFvquyGSgEC+j3XbHp/ReRbKUUgkFBWERENhiFYBERkdJSaiEYFIRFRGQDUQgWEREpLaUYgkFBWERENgiFYNkMAoEA1dXVGGNoaGggHA7n3a+7u5uGhoac5xljqK6uztxaW1sZGxvLew5jzLxb9vFERApRqiEYFISlxDiOQyAQoK+vL+fxhoaGnMq7urqaWCxWpFKKSKlRCJbNoLW1lVgsxujoKJOTk/T09DA6Olrw8/1+P5OTk5lbIBCgoaGBgYGBvPtaa3NuyzmXiEgph2DQOsJSQgKBAJFIhImJCXp6enK2OY7Dnj178Pv9mce8Xu9aF1FESpBCsGwGjuMQiUSYnJzM1H9tbW20tbWd9jHb2tro7+9n9+7d+P1+1asismJKPQSDWoRL2tOTR/iH5yM8PXmk2EU5bY7j0N3dvWDXrWyhUIhDhw7R2NiYd7vX6825iYgoBMtai0aht9f9WQwjIyMrery2tjZqamoKqqdFRAqxHkIwqEW4ZD09eYS7og8wk5ylwlPOvU13cE31jmIXq2CxWIxgMIjX6yUQCODz+YpdJBHZYBSCZa1Fo9DSAvE4VFbC0BA0Na3Nub1eL11dXbS2ttLV1cXtt99OfX39ihzb7/fzxBNPrMixRGRzWy8hGNQiXLKePPY8M8lZklhmkrM8eez5NTt3OByeN0FGXV1dQc8dGxsjEAgQCoUIBoMEg8EVC8HBYJDq6mrq6uqIRCJL7l9XV0dfXx+tra0YY2hvbycWi9He3p6ZJMRxnBUpm4isLYVgKYbhYTcEJxLuz+HhtT1/MBikv7+fsbExGhoaqKuryzvZ1XLlO04kEpn3t4Dm5hCRxaynEAwKwiXr+trLqPCU48FQ4Snn+trL1uzcnZ2dmYkxDh06BLjdlhcTiURob28nEolkAvBqdF8+fPgwoVCo4BAbCoXo7+/n0KFDDAwM0NraSjAY5PDhw4yMjKgrmMg6pBAsxdLc7LYEl5W5P5ub174MbW1tDA4OYq3F7/fT0tJyxhd1Dx06NO+idb7JstS7S0QWst5CMKhrdMm6pnoH9zbdwZPHnuf62suK1i26vb2drq6unEmq5urr62Pfvn0MDQ2t2tjd0dHRzLH9fj/19fWEw2G6uroWfV4gEMiMKa6vr6exsTFTkfv9fo4dO7Yq5RWR1aEQLMXU1OR2hx4edkPwWnWLXkgoFOLhhx8mEomc0aRZIyMji9bzIiKLWY8hGBSES9o11TuKOi64u7sbx3EIBoOL7tfV1UV9fT27d+/mhhtuWDKcno65AbumpibTWr2Y7KvXNTU187p4q2u0yPqhECyloKmp+AF4rnwXoR3HoaamZsnnRiIRxsbGGBoaWo2iicgGt15DMKhrtCwgEonQ19fH4OBgQfv7/X76+/vx+/0EAoFMiF4pc8clxWKxgscti8j6pxAsm10kEqGuro6BgQFisRhjY2O0t7dTU1OD3+9nbGwssx5wLBbj4YcfXnIyrYGBAdrb2wmFQlqNQUSWbT2HYFAQljwcx8lUjMsdD1RfX08oFMqE4e7u7jOeXCMSidDa2pqZIKuvr4+JiQk6OzvP6Lgisj4oBIu4F5xDoRChUIiGhgZaWloAd+gQuK3C+/bty0wq6ff75/XoikQiVFdXZ27peTRUn4rIcq33EAzqGi159Pb24jgOgUCAQCCQedxaW/AxfD4foVAIx3Ho7e2ltrZ2yS7T6fWGHcchEonQ29vLnj17aGtry4TqsbEx/H5/zphhEdm4FIJFTvH7/QuO5fX5fPT39y/43HSILkSh+4nI5rQRQjCAWU642awaGxvtYgvYP/vss1x11VVrWCKRM6PvrKwHxQrBxphRa23jmpxMTpvq5vVBn4PIxlKsELwadbO6RouISMlRS7CIiEhp2SgtwWkKwiIiUlIUgkVERErLRgvBoCAsIiIlRCFYRESktGzEEAwKwiIiUiIUgkVERErLRg3BoCAsIiIlQCFYRESktGzkEAwKwiIiUmQKwSIiIqVlo4dgUBAWEZEiUggWEREpLZshBIOCsIiIFIlCsIiISGnZLCEYFIRFRKQIFIJFRERKy2YKwaAgLCIia0whWEREpLRsthAMCsIiIrKGFIJFRERKy2YMwaAgLAtwHIdAIEBfX1/O4w0NDVRXV+fcYrFYkUpZ+sbGxmhoaMAYQ0NDA2NjYwVtE9mIFIJFzlwgEKC6ujpTd4TD4bz7dXd309DQMO/xSCRCa2srxhiqq6tpbW0lEolktre3t9Pa2rpq5ReR0rJZQzBAebELIKUnEAgQiUSYmJigp6cnZ5vjOOzZswe/3595zOv1rnURcziOQ29vL47jEAqFilqWudrb2wmFQjQ2NhIOh2loaGBychKv17voNpGNIBo9yt694wDceuu7OHgwohAscgbSAXV0dJSamhoikQiDg4MFP7+vr4/u7m5CoRD9/f1MTEwQiUQYGxvLqddFZOOKRmHvXvfft946wTPPbM4QDArCkkc6TC50Rdjr9ZZEWIvFYgSDQcC98u3z+dbs3OnwXVdXR2dnZ959IpEIfr8/88dFV1cX+/btIxwOU19fv+C2rq6uNXsdIqslGj1Kc/NDxOMJ4AR79txPZ+cuvvjF/6QQLHIaHMchEonkXDBta2ujra2toOfHYjG6u7sZHR2lvr4ecOvzheowEdl4olFoboZ4HGCCPXseJBCY5S/+YvOFYChCEDbGhICgtTaW9ZgXuA2IAT4gkt6etQ2gFei11o6ltk0CXsDJPoe1tnqBc9cDjrU2ZozxAQFrbfdKvr6VFH3rLYaPv0XzOWfTdPbZxS5OyRgbG6O3txefz0cwGFzTUJ4O316vl0AgsGj49vv9NDY25jzm8/k4dOgQXV1dC24TWe+i0aPcffcwMzNuCIYDJBIJqqreqxBcolQ3Fy46NcWw49Ds9dJUVbXm5x8ZGTmt1tvu7m78fn8mBIvI5hKNwt13w8wMwATwIInELFVVmzMEwxqOETbG+I0xXUAjbgWZLQg8bK2NWGvDqftpt1lrw6nHdwP9xhhfqhJut9Yaa211qoK9FGhfpBh+YDBVSQeB3hV6eSsu+tZbtDwX44uvvkbLczGib71V7CJlBINBqqurqauryxlXtJC6ujr6+voyY5La29uJxWK0t7dnxic5jrPkcSKRCO3t7ezbt489e/YsKwSHw2GMMTm3urq6gp4LbvgOBAKEQiGCwSDBYLCgFui55UuPC15q20JW6r0UWS3R6FFaWvYSicSw1g3BkAB2cemllxS5dDKX6ubliU5N0TI+zhcPH6ZlfJzo1NSandvr9dLV1UVrayvd3d3LnldibGyM9vbFPgYR2aiiUWhpgUgErHVDMMwCn2THjs0ZgmENW4SttREgYozJ19+20Vqb/df7ROoKMcBI1jEcY0wEaAMGUsfMdluqUl5IzFpbePopouHjbxG3lgQQt5bh42+VVKvw4cOHGRkZobW1taBxraFQiNHRUSYmJqirq2NsbIzBwUFqamq49NJLl+wSHA6HCQaDjI6OnlYLcGdnZ6b7VywWo66urqDxxJFIhFAoxA033HDGrc8DAwOZsixn21xn+l6KrKbh4SNMT8+STOaGYI/nHI4d+02RSydzqW5enmHHIZ5MunVzMsmw46xpq3AwGOSGG24gFArR19eHz+ejv7+/oFbeWCxGTU3NGpRSRErN8DBMT0MymRuCPZ5tHDtW1KIVVdHHCBtj/Ljt89kc3CvEY7hXh+c2k9Vmd99KHaceWLp5cp1oPudsKl8zxK2l0hiazymNEJwdRNNdrAoJXoFAIDO2uL6+nsbGxkyLqt/v59gS/xd2dnbS2NjI7t27ueGGG+js7DztUNre3k5XV9eSXcv6+vrYt28fQ0NDZ9z9Oj02K9+kJotty+dM30uRlRaNHmV4+Ai1tVvZv//5nBBcVnY98HYqK8tobt5R3IJKwVQ359fs9VLp8RBPJqn0eGguwnwZ2eOCA4EALS0tHD58eMl6yufzMTFx6iNNzx4NUF9fz+jo6OoVWkTWXDTqBuDaWti/PzcEl5V9EthGZaU7ZnizKnoQJs84IuAYUGet7TPGzO3H0wjkGzvUuMQVZyBTKdfgjncaSY9pKjVNZ5/N0OW+khsjPLeirampKWhca3Y34pqamnndkgvpzltfX09/fz9jY2N0d3fj9Xrp6elZVkjt7u7GcZzMJFuL6erqor6+PhO+T7eV1XEcWltbGRwcnNederFtC1mJ91JkpaS7QrutwJAeE5xuCd69+0YuuaSK5uYdNDVdXNSyyrKobs6jqaqKoV27ijpGOFsoFOLhhx8mEoksOWlWug5N9zzy+/1YawmHwyW34oKInJl0V2i3FRjSY4LTLcG7d2/jkkvcENzUVMSCFlkpBOF8/XQyle+ciTv8uF2ocq4upyrQQhazHZtzvEFjTPucrl/pbZ1AJ8AllxRnXFvT2aUTgNNisVhOEIvFYmu+3mB9fT2hUCjTkgqFzRodiUTo6+tb1oRU6Zmd02OElxu+HcehpaWF/v7+vCF4oW0i68Xw8BHi8UTeEFxeXkVHxy4F4PVJdfMCmqqqih6A58pXJzmOk9MVOhgMZobTaMIskY1teNidGTpfCC4v30ZHx+YOwGlrNlnWIuZ2vYL5E3akZ6gMWGvzzfTQk2dM0jxzu2zhVtC3LbBv2FrbaK1tPP/885c69KaQ7kaVniCrr6+PiYmJoi294PP5MpNXhUIhAoHAgvs6jpNZt/d0Qmc6fAcCAbq7u+nu7iYWW/rvu5aWFnp6evD5fDiOk9Nau9g2kfUgGj3Kiy9OYa1lbgiGc/jCF5oUgtcv1c0lJhKJUFdXx8DAALFYLDP5VU1NTeaCbXq+iVgsxsMPP5wTeNMrLTQ0NBAOh3Ech1gspi7RIhtINAq9vW53aFduCIZtfOELCsFppRCEHeZXrrXA3Ga7HtyZKfM53VXgDwHrYoKOtdTd3U11dTWRSCTz74GBAfx+fyYEGmMYHBw87cmrVpLX682E4YX09vbiOA6BQCBn5ujlSofvnp6ezGQlC4lEIpk/VKqrqzO39vb2RbeJrAfpLtF///ej8ybGgnMA8Hq3FLGEcoZUN5cYv99PKBQiFArR0NBAS0sLQCbIer1e9u3bl1nVwe/3zxsG1NXVxeDgIP39/VRXV9PQ0JBZFlBE1rd0d+gvfhH+6I8gkZgfggGK/Gd7STHulfw1PKExg0B39vgfY8yotbYh634ICGWtSdiJu4SDk7rvy1rLsB7oX2rGyVTXrW5rbWvWYyFgdKnxS42NjXZkZGTB7c8++yxXXXXVYocQKSn6zsqZuuOO7xAKjc5bIikdgisqPPzgB/9xXbYIp+qkxqX33DhUN8tq0ecgsjZ6e+HP/zx/d+h0CK6ogB/8YH22CK9G3VwKY4QBYtkVKODLqmj9QGTOWKHscUc1zJ/QA2OMD6i31g6kHhohdw1EcCfxWLg/rZSMgYEB9u3bt+g+NTU1mvBDZA1Eo0f55jcPLBiCAT796evXZQiWHKqbRUTWidraxUMwwKc/vT5D8GpZsyCcujrsx51ZsscYM5h1tXc3cJsxJoY7Y2Qg6zmDgJPVjdULzJ2dKd9gTT/QDgxAZp3DidQVbHC7Xakf6jqRvVyEiBRHepmkF1+cYnr61ywUgsvLPXR07CpSKWU5VDeLiKxv6WWSXnwRFgvB5eXQ0VGEApawNQvCqavIY8C8QZWpK8rzukClnrPoQM7URBzzJuNIVeThOY+lyyAiIsuQu0zSwi3BAJ/5jFqD1wvVzSIi61fuMkkLh2CAz3xGrcFzlUrXaBERKWHDw0c4eXJ20e7QHg9s2VKu1mAREZE1MDwMJ0+CtQuHYLduVmtwPqUwa7SIiJS42tqti4ZgAL/fx9BQh1qDRURE1kBt7eIhGMDvh6EhtQbnoyAsIiKLikaP8q1vPcFiIbi83MPddzcrBIuIiKyBaBS+9a3FQ3BlJdx9t0LwQtQ1WkRE8opGj7J37zhf/3qUmZlRFgrB73pXFf/9v39MIVhERGSVRaOwdy98/esTzMw8yEIh+Kqr4OtfVwhejIKwiIjME40epbn5IeLxhWeHBigrMwrBIiIiayAaheZmiMcXbwkuK1MILoS6RouICNHoUXp7f0Q0ehSAvXvHlwzBxsCf/ulvKwSLiIisgmgUenvdn+C2BC8Vgt26WSG4EGoRFhHZ5KLRo9x000PE4wk8HsP9939k0XWCs331qz/h1luvUBgWERFZQdEo3HQTxOPuzM/33w8nTy4egtO++lW49VaF4aWoRVhEZJPbu3ec6ekE1kIiYfnsZ/sZH3+MpUKwtTA9nWB4+MgallZERGTj27vXXR/YrZvhs5+d4KmnHmSpEOzWze7SSrI4BWEpGWNjYzQ0NGCMoaGhgbGxsYK2iciZee21X2fdO4G1B3j++ddZLASnlZUZmpt3rGLpRCRbIBCguro6Ux+Gw+F5+4TD4Zw6c2BgYMHjRSIRWltbMcZQXV1Na2srkUhkNV+CiBTgtdey701g7YMcOrR4CE4rK3PHEsviFITljA0MDNDe3n7GFWd7ezvBYJDJyUluv/12GhoacBxnyW0icvqi0aO88srx1L1T6wTX1v4WC4Vgj8e9lZd7uO++D6tbtMgaaW1tJRaLMTo6yuTkJD09PYyOjubsk64v9+zZw+TkJMFgkN27d9Pd3T3veH19fbS2ttLe3s7k5CSjo6O0t7frYrNIkUWj8Mor6XunukPX1Cwcgk/VzXDffeoWXQhjrS12GUpeY2OjHRkZWXD7s88+y1VXXbWGJSpNfX19PPHEEwQCAfx+/7KeG4lE6O/vJxQKZR5raGjg9ttvp76+fsFtXV1dK1b+zUTfWQE3BLe07OXkyVmsPRWC0y3Bn/jEe/jxj4/y6qvHmZ5OZJ53442X8MEPXkZz844NGYKNMaPW2sZil0MWt9nqZsdxqK6uZnJyEq/Xm3efgYEBdu/ezeHDh3P2ST93dHSU+vp6AGKxGHV1dTmPrYaN9jmIrLZoFFpa4ORJsHb+mOBPfAJ+/GN49VW3C3TajTfCBz/otgRvxBC8GnWzWoRL2FnbspwAACAASURBVNxZXEtdV1cX/f39xGIx2tvbF+2KNZff7ycYDOY85vP5OHTo0KLbROT0DQ8fYXo6fwgGeO65Y/zyl79mZiaZ87yf/OTlDRuCRZYyNRXlhRd6mZqKFuX8i4X/7u5uenp65gVlr9dLZ2dnTqtwd3c3fr9/VUOwiCzf8HBqbPC7j8CNfdB6FHa/D3aeBcBzz8EvfwkzM7nP+8lPNm4IXi0KwiUq3VLzxS/+My0te9c0DIfDYYwxObe6urqCn9/Z2Ul/fz/gdtHKN34pn7kVd3pc8FLbFlJXV5fp9mWMob29PRPS0+Og1L1aNrrFLqi5Y3tPstDs0GedVUE8niCZzO05NDub1ARZsilNTUUZH2/h8OEvMj7esqZh2Ov10tXVRWtrK93d3Xm7L8disQWDbWtra06IHhsbo729fdXKKyILm7ssUrbmZuCKI/C7X4IrJyHwfviDGfivT8LOKS66yJ1JOpl7jZrZWU2QtVwKwiVqePgI8XiCRMISj6/trKydnZ1Ya7HWZlpds7slF6qtrY3+/n5GR0eXDK1zpVuTOzs7l7VtrlAoRH9/P4cOHWJgYIDW1laCwSCHDx9mZGSk4JAush7lu6CWHYzffNOhqupZFpodeufO8ygvz60mPB5DZWWZJsiSTclxhkkm40CCZDKO4wyv6fmDwSD9/f2Zi8F1dXWZQByLxQC3x1Q+Xq835+JvLBajpqZm9QstIjnSXZ+/+EX3ZzQK0akpel94gejUFG9eeISqG+4DOwsf+ADU1oAByuC63hfp6nLHAWfzeKCyUhNkLZfWES5Rzc07qKwsIx5PFPWPzvb2drq6upY95hfcwLpv3z5aW1uXFaRjsRjd3d0MDg4ua1s+gUAAr9eL1+ulvr6exsbGzB8Jfr+fY8eOFVwukfXG7frstuhOTyfYu3echx4aT60XPE0iMUYyOUu+EGwMdHTsAiAUGsVat6L1+y/l7rub1S1aNiWvtxmPp5JkMo7HU4nX27zmZWhra6OtrQ1w67iWlhYOHz6cqdtisVjeMByLxXJ6V/l8PiYmJjL307NHA9TX18+bhEtEVka663My6f7cOzLFQzPjxJNJPMePk9i/n+RZs3DzB6C6BixuEAacijhNTfCHfwihEFl1M9x9t7pFL5dahEtUU9PFDA11cM89NzE01FGUPzq7u7txHGfe+NylhMPhTHer/v7+glpu0xzHobW1lcHBwXkV+WLbFpK9X01Nzbwu3uoaLRtZbe3WTLfmZNLygx+8wPR0gkTiN8zMjC4YgsGtXMENw2edVU5ZmWHLlnKFYNnUqqqa2LVriEsvvYddu4aoqiruX53pi8zpVRt8Pt+CF4oHBwdpbDw1z0x6Iso0v9+Ptfa0eoCJSOFqayF55RT8+xdIfugVfnjpEaaTSRJvvsnM979PcjbVElxTA29UuE9K1ckv3H8h0Sh0dMBZZ7nLJG3ZohB8utQiXMKami4u2h+ckUiEvr6+ZU1IlT1rdHblWijHcWhpaaG/vz9vCF5om4jk9+STr+bcf/bZN4ATGOOOCbb2VAj2erfgOKemnzTGbVHu6Xk/Q0MdDA8f0QRZIrhhuNgBeK50S28wGKS9vX3ehFmxWIyBgYGckBwMBjNdqzVhlsjaeXJ6Cv52HCqS4IGDAG++idm/HxIJbDoEA9XPnsfkT8+BG1+HH54P37uI4d+Gnh4YGnJblzVB1ulTi7DM4zgO7e3thEKhgkJneh1hv99Pf3//aXWjBmhpaaGnpwefz4fjODmttYttE5H8XnvtrTmPuCH4He84G4/netIhuKzM0Nx8KWVlJrNnRcWpIRlNTRfT0/N+hWCRIopEItTV1TEwMEAsFstMdlVTU5Opd9PdphsaGohEIjiOQyQSoaGhYd4wJ5/PRzAYpKGhgXA4jOM4mTWKRWT1vLbdcUNwWeqB424Ifmd5OZ6sEFwG/G58O2X7L4LuXfDdi6ioODUOuKnJDcQKwadPQVjm6e3txXEcAoFAzszRC0lPinUmV5QjkUimUq+urs7c2tvbF90mIvmFw6M8+ujPsx5xQ7AxSRKJ95BMnp2z/6OP/pzycg+33noFn/1sA8PDn1TwFSkhfr+fUChEKBSioaGBlpYWgHnBtb+/n+7ubrq7u6murqa7u5s9e/bkHebU1dXF4OAg/f39VFdX09DQQCwWW/aQKBEpTDgMj/6VF2Y87jyVqZZgM5tkpvZ2ktVuCDYA372QR//vKsrL4dZb4bOfdVuAFXxXjrHWLr3XJtfY2GgXW7dPi8XLeqPv7MYWjR7lxhsfZHY2vbbCCa655hWSyVkOHryI7DHBHo97kSuZtJSVGe655yZ6et6/9oUuIcaYUWtt49J7SjGpbl4f9DmIuKJRuPFGmH33FNz8Gkw7XHPse9iKOM888SkovwC+cgDKLR5r4K7rSD5dRVkZ3HOP2/q7ma1G3awxwnLG0rNDL6ampkYTcIissmj0KMPDR3jxxamcEAwHKC8/H8e5CshdeDCZtJSXezAGLYskIiKywqJTUww7Di+OeJm9AvjyOJxw4LHHKC+rxvnxXXBkG+ycykyKlZyFMo87GZaWRVo9CsJyxrKXchCR4kivGewujZQeyuCGYEhw4MA25obgtEQiSSDQQEfHLnWHFhERWSHRqSlaxlNLI13tgdZtbgge3A82wYF/Vw/bHXjsLLjOgXLrDlwtsySvdQj8dhUdHeoOvVo0RlhEZAMYHj5CPJ4gkbDMzCTJDsFzl0iqrMz91W8MXHJJlUKwiIjIChp2HOLJJAngcvMzPub7CtseewgSCXeJpPNq4KOvwt+OU1E9C9a41fasBw54ueQSheDVpCAsIrIBNDfvoLw8/St94RAMEI+fahk2BrZsKVeXaBERkRXW7PVSbgwf4VH+6vgfc8GzIW5JPsK7/TsgNTEWHqAyyczvvQTGQtLA1y7jrENV6hK9yhSERUQ2gJ/97Fe4cx8uHoLnam31MTTUodZgERGRFfazfVV8ZvKbfGbq7xjcb0kk4IMfSPKJmSF3PLDh1E+PhTIwZZab22YYGlJr8GrTGOEVYq1ddIkhkVKhmeLXv/SkWM3NO2hquphweJRA4DssNwRv2VLG3Xc3KwSLiIicoWjUXd6oudkNsOEwxOO/Rav5KY89dqo3dHU1nHfEcaftMKnbLO4/Zi2V5R7uvtVLU1URX8wmoSC8AiorKzlx4gRbt24tdlFElnTixAkqKiqKXQw5TdHoUZqbH2JmJkFFRRnDw5/k85/fT6EhuKLCw0c+cjnbt79dk2OJiIisgGgUmu+cYuZqh4p+L8Nfq6LyuU+x7bWLeex/vkDi/F9y881uCAb43nO3wTtTT7ZQUW74yKHL2f7uGTqu9dJUpRS8FhSEV8B5553HSy+9xHnnncc555xDeXm5Woel5FhrOXHiBC+//DLbtm0rdnGkQHNbf/fuHSceTwAQjyf4vd/7Fr/5zXEKbQn+9Kev54EHProWRRcREdmQ5rb+7h2ZIv4341CRJD7j4V+/EMf3r/8Hj/E4CXMLN//VD6mp+QWvmu38Y+Lf893qD4BnEozbIPzpC7fzQPNFRX5Vm4+C8Aqoqqpiy5YtvP766xw7dozZ2dliF0kkr4qKCrZt28a5555b7KJIAbKXRKqsLOPeez/I2NirOfu8/voxCgnBxsBZZ5XT0bFrtYstIiKyYUWj0NIC8bi7xu+998KYdaAiCWXQG/45vn+9wA3BJPiA/SDV32jktaY/5xP2v7szND33dnjPFB5Pki1lHjq2by/2y9qUFIRXyFlnncXFF6uLoYisnOHhI0xPz5JMwsmTs9x55/dIJrPXAi6sO7THY/D7L9V4YBERkTM0PAzT06TqZrjzTkhe6WXnlw/y19/9Iebhj/MYj7khmA9QTTX2tUr+irtPjQd+qxzP/7kL/585qfHA6gpdDJo1WkSkBEWjR9m//3nSuddaSCSSnMrBhYVgY9xxwQrBIiIiZyYahf0vTpH8+AuwcypVN8OVyYN89ZtPYr7yB6dagvkANbiDgo82vchBrnZDcMJgtp2kvALufve7FIKLSEFYRKSIotGj9Pb+iGj0aOb+HXd8h9/93Qf54Q9fzNnX40nPPbC82aE1UbjI+hcIBDDGEAgEch4fGxvLOy9JIBCguroaYwwNDQ2Ew+F5+4TDYRoaGjL7DAwMLHj+SCRCa2srxhiqq6tpbW0lEomc+QsTKUHRKPT2uj8BolNT3PGjF7ix7xV++Hvj8KnD8JUD8Pmf47lmiuC7H+b4vo/mtATXUIMFEhe9RN9/wa2ynzkXT6WFW17F/N047Jwq4qsUdY0WESmSfGOA77prPydPzuYNr4mE5XRC8OxskuHhI2oRFlnnfD4f4XCYYDCI1+tdcL/W1lYARkdHqampIRKJMDg4mLNPe3s7Y2Nj9Pf34/P5GBkZob29nSeeeIJgMJizb19fH93d3YRCIfr7+5mYmCASiTA2Nobf71/5FypSRPPGAA9OcVdinJOJJPaPTGa9XzwWPvoqXU+9SuKR5jwh2GJJcG/PDAfN1eABs+tN0h27Zkgy7DhqES4iBWERkSIZHj5CPJ4gkbDE4wm+/e2DxOOJRVpwC+8OnX2MsjJDc/OOlSy6iBSB3+9nZGSEcDhMV1dX3n0cxyESiTA5OZkJy21tbbS1tWX2GRgYIBKJcPjw4cw+fr+fw4cPU11dze233059fT0AsViM7u5uRkdHM495vV46OztX86WKFM3wsBuCEwn357efd4i/K4k1gLFgDSQtGPjPvfBbQ29mheCb3THBqf/+7k/K+e5VPki4dXGSU5VzmTE0L3JBS1afukaLiBRJc/MOKivLKCszVFaW8bGP7cy5f+utV1Jb+7bU3ouHYI/HcPPNPrq63scNN1xEebkHjwfKyz3cd9+H1RosskKmolO80PsCU9HidGns6emht7d3yf1GRkYW3Nbd3U1PT8+8VuV0wO3u7s7Z1+/3Z0KwyEbX3Oy2BJeVuT8/dpmXSo+HMmBLuYdbX7ic//y/nuT7X/xX/k3E4TH2Z02MVYOtPMFz73uNP77Pw/dvhff+6kJunbiUWw5dTiUePEC5Mdx3+eVqDS4ytQiLiBRJU9PFDA115KwT/J73XJC5/8gjP+eRR/43hbQEl5d72Lq1knvv/VcSiSTl5R4+85kGOjp2KQSLrJCp6BTjLeMk40k8lR52De2iqmlt/5Bta2uju7ubcDict1XW6/XS1dVFa2srXV1dOa27abFYbMFg29rayu7duzP3x8bGcoKxyEbX1ARDQ9nrBFfxnqldDDsOzV4vF7z5TxzdvYspezxvd+jxG2b5wj0XYgxU4uGiZ7bzvS9VkUhA2bVn0/lfHTqu1UzRpWDNW4SNMSFjjG/OY15jTKcxxp/66cuzrdMY02+Mqc/aVp/e1xjjM8bkDmqZf+4FzyMiUgxNTRfT0/P+TFhtarqY5uYd7N07zpe+9GMKCcFuV2jLP/3T/850tZ6dTXLJJVUKwVIQ1c2FcYYdkvEkJCAZT+IMO0UpR3d397xxvNmCwSD9/f2MjY3R0NBAXV0dY2NjgBuCwR1vnI/X68VxTr2uWCxGTU3NCpZepPQ1NUFPj/sToKmqimavl71PORy5ozxvCHYZXqw5FwD77DkkP7+Lf/qbqkxX68RTVVzyL5opulSsWRBOVXBdQCMwt0N8EHjYWhux1oZT99Nus9aGU4/vBvqzKkk/MGiMmUw9Z6m+QoudR0Sk6KLRozQ3P8Tf//0o1hY+MdbsbDIzLtgYqKws07hgWZLq5uXxNnvxVHqgDDyVHrzNxRnf19nZycTExKKzPLe1tTE4OIi1Fr/fT0tLC47jZAJwOhDPFYvFcrpM+3w+JiYmMvcjkQjGmMxM0yKbQXRqipueHOeHBw5z/NWz5q0TDGCBJPB4KxA38LXLmB2vmlM3u63MUhrWLAinKrg+YCLP5kZrbfZl1YnUFeV6IDPIJbVPBEjP+BCz1tZZa6utte1zjpFP3vOcxssREVkVe/eOE48nWKolePv2s6mo8ODxGCoqyjJji7dsKSMQaGBoqEOtwbIk1c3LU9VUxa6hXVx6z6VF6RadrbOzs6CxwgChUAggs9yRz+ebN4t02uDgII2NjZn79fX19Pf3Z+77/X6stZljimwGe197jbqnk/zl59/kcRvJTIxVkwnBbtr9wce38IvRS/H82XVUPleVGWu8ZQsEAm6X63QrsxRf0ccIG2P8zK+AHdwrymO4V4bnXnKsXYXziIgUVTg8Sig0ylIh+L3vvYif/GQ30ejRzHhiIGessciZUN28sKqmqqIG4LSenh76+voWnRRrrnRLbzAYpL29fd6EWbFYjIGBgZyQHAwGM12rNWGWbEY/fmWQra9+lT/5f/4tQ4lfkCDBzenZoStPkrj2KX4xczXH/Bfzl1/exYeip8YXQ/ZY4+K9Bsmv6EEYtyvW3KvFx4A6a22fMaZ9zrZGIDNrQ+qqcQ3gA0astQtVnAue53QLLiJyOrIDbDq0RqNHCQS+w1Ih+NZbr+C9730H0ehRmpouzgm9CsCyglQ3l7j0DM9zxwpHIhECgQDBYJD6+nocx6G3t5eamprMmr/p5ZQaGhoIhUI0NjZm1hHu6urKWRvY5/MRDAYz+952221MTEwwOjq6pq9XZLVFo/ND69RUlPif9nPjDz7EY2+MkKA8pzv0gc/9iP/2kXfw7mPv4b3Pv4to1H1uduhVAC5dpRCE883AkKkUrbWZQSypK8cxa20k9dDYnO2DxpiFumEtep65jDGdQCfAJZdcsvgrEBEpUDR6lJtueoh4PEFlZRn//M+fBOD97/8GhUyM9d3vPsejj/6C8nIPf/iH12lWaFktqpvXgfTs0dn8fj+hUIhgMJhpLfb7/fOCa39/P+FwmO7u7kxr7549e3LWG07r6uqivr6eYDBIIBDA6/XS2Ni46IRdIutJNArNd04xc7VDRb+X4a9Vwc4p3mwd4eQTH0mNCS7nZm7OTIxlgZkf3szBW+AX/1jBo49CeTn84R9CR4cC8HpQCkE437ikebNPGGO8QMBam7kKnV3RpsSA24Aw8xV0nqxjh9PHaWxstAvtJyKyHHv3jjM9nQBgejrBTTc9lLpf2OzQ6UmxEokEodAoDz00rvHAshpUN5eYfGNyfT4f1s5/G/x+f06r7kI6OzvzLsGUT6HHFFmP9o5MEf+bcahIEk8aPvfa8/zJX5yk6olLMhNjzQ3BAD+80b2TePsMNuHODB0KwUMPaTzwelAKQdhhfqVXCxya81gP7syUiznEwt2pCj2PiMiKmTuOd2zs1ZzthYZggIqKMoyBeDyBtWCt++/h4SMKwrLSVDeLyIaV3Q2anVOMXXsEZpNQBjs9TxO8/2XeivxW3nWC3YmxDI/74Xu3wBY82Ge8zBiy6mb3+ArCpa3oQdhaG8mzxqAX2Je+k+oK1ZvuVpVaosEHdFtrW7OeVwfkHbRSyHlERFZKNHqUvXvH+cY3DpBIJDHGYK0lkZjberN0CPZ4oLOzgY6OXQA5x9UySbIaVDeLyEYUnZpi71MO3/gTL4mnqjDXTGG/PE6iPBWCn4av/PnFvDX1zqwQnG4JdhdImrzyV3zjwxfy/VsgcOGFdGzfDl+rYu9e+MY33FZhLZO0PhQ9CKfEjDG+rO5UvvTEGqmxR5E5Y4vqcZdqmFt5NlprA6nn+YB6a232InsLnkdEZKVEo0dpadnLyZOznOq1mK8XZ2EtwVdccR4PPPDRzP2mpovp6NilWaJltaluFpENIzo1Rcv4OCcTSezfeOBPd8HVDpgkAJ8JwR98K8lx7Lx1gtPLIyU+vo8vdu7ioLmQq7Zu5YErrnAPnpogq6NDs0SvJ2sWhFMzSPpxZ5bsMcYMpsb6gNut6jZjTAz3anIg6zmDgGOMSR/KC7Raax1jzETqijS4V5yzZ7H0p+5nV7Z5zyMispKGh49kui8vrLAQDPDss29kZomG/LNOi5wO1c0islkMOw7xZBJrgPIkXOfAAS87n4bdA1Ps+pdzeZPj87pDQ3qdYMu97/s3HDQ+sPDsb35DdGqKpip3ObV8s05LaVuzIJy6ujsG9OXZ5pBnEo3Uc8zcx/McM9+2zIQaS51HRGQlNTfvoLKyjHg8QXm5hw996DK+//3nM5NkLScEp6XHAYfDo3zuc98jkbBs2VKmibLkjKhuFpHNotnrpdLjIZ5MunXzpV6O9MOXvmApS57Lm7yZNwQDGAxJDFXjPrga9zegdcN1U1UV4TB87nNut+gtWzRR1npRKl2jRUQ2jKamixka6shptf3AB/6Bxx+PcTohuKLCQ3PzDsLhUe6447skk25T8/S0JsoSWYy1lqxWa1lj+Wa0FimWpqoqhnbtYthxaPZ6aWqu4vvfGaJs3MPxBVqCgUy36NkKw4FztwK/gSRU4KHZ6yUchjvugKTbw5rpaU2UtV4oCIuIrIB83ZVffHGKvr7/xZEjkxw48EsKDcHpv9utdf/96U9fD8Cdd34vE4IBysqMJsoSWUBlZSUnTpxg69atxS7KpnXixAkqKiqKXQzZxKJTU6eCb1UVOzlIzegIv3xiJw9XHuH88UvntQRXUz3vOK9uM/RedjHPfqUO9k9hrnf49G954W1V3HnnqRAMUFamibLWCwVhEZEzlJ4cKx5PUFlZxr33fpA//uPvE48nsvYqvCW4rMxDWZlhdtadFbqjYxd7H3+O2aya1uMx3Hffh9UaLLKA8847j5deeonzzjuPc845h/LycrUOrxFrLSdOnODll19m27ZtxS6ObFLpybHiySSVHg+Dl00z+0g39q5e7KzhfLtj3pjgaqoxWSM/LGCN4a//HJ7b+TIVf3YeiaeqqDxcRcedsHcvzM6eOqfHA/fdp9bg9UJBWERkmea2/qYnx0okLNPTs9xzzw9OOwSD+0fkhz50Ob/5zQz/5oMX8P2aQ3xjh4GKMphJUObxcP/XPkxnZ8PqvUiRda6qqootW7bw+uuvc+zYMWaz/1qVVVdRUcG2bds499xzi10U2SSmolM4ww7eZi9VTVWZybESwHQyyU+OhKnf/7swU4nBMMVUnu7Qbq+rdHfoJIavfB4OXgNlJLmlx+E3/62K665zQ/DXv37q/GVlcP/90Nk5v2xSmhSERUSWYW7r79BQR2ZyrOnpWZJJeOml41nPKDwEl5d7SFoLZR6+873nSMwmGfyfhzj7n88h/vvXw9+/DzP6Brs/cAWdH712dV+oyAZw1llncfHF6jUhstFNRacYbxknGU/iqfSwa2gXzTvdybGmk0mu5Bmujv8T9gV3dbfjWd2hb86sEwxgsFhM6ud331XF4x8+jockzHp49K+8JJ6Cxx/PPb8xsHu3QvB64yl2AURE1pPs1t94/NRkVUNDHfj9vjl7Fx6CKyo8fOHvWvDcsZPELRczO5vEJsHOwq+/82v47I8xwFmfvpKOm+pW7fWJiIisN86wQzKehAQk40mcYSczOZa/uprrOEB56D9inrqON3mT/exPtQS7IdjOawm2TFca/ueWbXz+5V14HryUxF27SDxVlff8Z53lriEs64uCsIjIMqRbf8vKDJWVZTQ378h0lb7uuguz9lzm7NDGMLy9jOSn3g0fvQQqPKcWqLHATJKmZxyGLvfRdPbZq/DKRERE1idvsxdPpQfKwFPpwdvsZWoqykXO/Xzi7S9wyaPX4PnWx5maNzFWDSY1Kjgdgp9pPM7XP2P40y/DwQeeZ3gYkv/wLngmfwh+73u1XNJ6pa7RIiJLCIdH+fa3D/Kxj+2ks7MhZ2kkgJaWvUxPJ7JmdF7+EkkziQRP/PBF7GVX4NlVi32giepvR5l8PIFNWCory/jy7zcqBIuIyKYXjcLI3imuw+HaDndM8K6hXZkxwuw8yPh4C8lknIv+upuLIy3zJsZKd4fOtAKf9yu+8n+9xXevTvXuMsBskifiDjZZhceTOzs0QEUF3HuvQvB6pSAsIptavmWPsoXDowQC3wFIrQMMnZ0N/Oxnv+Luu4fZurWSEyeyJ+EpfImknCU2yzzYhvPwAI1b38aO33kH5zdcBx+foPwXNdz+oes0Q7SIiGwK0ai7Fm9z8/yQGY3Cnc1T/E18nDhJnvymh+v/eRdVTVU8nTzI8C/+kUtnXiTxszpM+FOUpbpDnwrBN+esE5weD/xi4y/5rud9YI+7fWYtkDTYJ714PNDYCBdddKoc27e73aEVgtcvBWER2bTyTXw1N2x++9sHc+5/6R8PcGh6mr7/NJjniIWF4K1vr+Dkb2YyQdgY8NzyLthVSxkwfuIko9ZSaXYw9O/+rVqBRURk04hGoaUF4nGorJzf7Xh4GK6ecaggSRnumOBH7nYwnzjIBRe08M53xpk+sJPyP/sydqYyJwS7E2PVZp3Nkh6HdGzWh2fncdKNvsaAZ3A7/LyKsnIYH4fR0fxlkvVJY4RFZNPKN/FVWjR6lN7eH80Z9wvP/855fOkfx7Mesalb4d2hz6/dmtO9yuMx3P9HTdxz4XY+dV4Ns9aSAOLWMnz8rTN9mSIiIuvG8LAbghMJ9+fw8Klt0akpXvydF/jZ5RXM4GEWiFsPXx708vjjw1RUxCkrS1AeaYGZSo7ndIe+mdqsEGxTnaItSRIVSf7547Vk93z2APffup177oFPfcpdLzhfmWT9UouwiGxa6Ymv0i3CtbVb6e39EbW1W7nrrv2Zx7u63sf/95MXeP53zoOPXYp96S34119lHekkyxkTbEzu/VtuuYLOf3s5ANG33uKhY5PEraXSGJrPUWuwiIhsHs3NbqtrukW49sYpel9wqK2o4K7nnyeeTFIe8vAv/+MyLvjxDHue8PK0rSL5ZDP/ofFazDNXYQ5exXHeZH+eMcFwalzwVOOz/OC6Wh6/bhu/2QlMnyrHLeedR+c1VfA+t5X6oYdOlam5eU3fElklCsIisuE9PXmE2XvUTgAAIABJREFUJ489z/W1l3FN9Y7M4+llj4aHj+SEX4Bk0mItxOMJvN4t7P3ux3l//09J/PWT8E8vZB19eSEY4MiRKcANxG7Q/u1TZTr7bIYu9zF8/C2azzlb3aJFRGRDWmgccFOT2/V4eNgNwXclxokfTgKGpLVYA5Dk7D+Z4Yb2d/H1z0b599cMM/W/bsTzZ38LScubdmrBibHSs0Qnrh2nv+8Z/tF8wj3xtJuCDVBpDF1Za5BnlynfuGVZnxSERWRDe3ryCHdFH2AmOUuFp5x7m+6YF4abmi6mt/dHmW7S2crKPDQ37+Bn/+//xt75LzCb3XFqGbNDpyfeSI8L9sCu99Vwyx+/g3OuTOTs2nS2ArCIiGxcS40Dbmpyb70vOMQPJ0kAzKbH81rKyz00e70kX4ryt397Ex5PnOTUFyg78hGO82seYzBriaTqeee3gH3XSxxIXgdluRuuequaGw/vgMoqyFMm2Tg0RlhENrQnjz3PTHKWJJaZ5CxPHns+737pbtLZ3ZaNgeuu28Yjj/ycz372OyRPNwSXgafnOszv74AKA2VgKwzHf/9Nht/2L9wVfYCnJ4+c6UsVERFZFxYbB5yt2eul0uPBWGDWA/deztXfn6DvtSFmv/U0z935DGV3/xc8f3E3ZdHf4k3eZD/7c1qCDbnjkSyWREWCe/07ebb/g5gkpy5Uxw0Hu3cQvquKlhY3sMvGpRZhEVl3FurqnM/1tZdR4SnPtAhfX3tZ3v3S3aT37h3nm988wMxMkmTS8tOfvsJPf/pK1p6WgrtDb/FA0wXwyXeTvDY1Numjl8DIG9BYy+H3eDn72GN442/w5LHnl3wtIiIipWqxJY/mmjsOeKExt01VVQzt2sXepxy+8ade3j1zkC//8R+w5fnLmf38+3jXTB1QBzBniaTsMcHpnl5uIH72SsPX7izn4Pjvwttn3YdNaref1MLBKpKcCuhqBd64FIRFZF1ZqqvzXNdU7+DepjsWDc7Zawk/8MBH6ejYxV137Z8TgNOWMSZ4OgnRX8EnLyezRMOuWri2BowhaZO8Wbmd82edBQO6iIhIqVuqq/NchYy5PRWsq3jg/VV0fA2OHNnLli1xOLALZioyrb1zl0jK7Q7t7mOxJI3la58zHNwJHJqdf9LJCvcZRpNibQYKwiKyruTr6rxUS+o11Tsy+0TfeiszEdU58dd5ODLGlz55kJl4kvJyDx/60GVUeC2zVSfmHGWpluBTaxHmXH2eSXLW135KbcdWXv7t9wMet4a1Fg/wHy68lNsuuEmtwSIism7l6+q8VEtq9pjb7NZkgL174ZvfdJcsurZsins//BoAldfXYo/txPykEXDD7XGOZ7pD35xniaTsrtE/fp+Hg1fjVtOX/xq+dyHEX4NyC7MGHt+OMRAIQEeHWoM3OgVhEVlXCu3qnE/0rbdoeS5G3FoqXoNrXn+MN74zwcnpLZA0JBIJHnnk54A9lWkz/1iqJdjkuWshCSdHTvLKgZNc+dURfv7eG7DWYoBPnvVr/vKK5uW9ASIiIiWm0K7O+WS3JpeXg7UwM+P+3MkUvYkDJB5xLzBX/4+bwNyITbgRJl8ITodfm7pAnb40PVtu2PdxTl2rvvI41P2aqn+4nCk7Awe8cLCK37sVHnhgZd4XKW0KwiJSshYaC/zBi90rwR985w0Ft6Q+PXmEr7zyCtP27SSB/5+9t4+Pqjzz/9/3mcyAhGQmCQ8BkWAIiBAMIGqjrRsBgbrWtaVqt1txt63Y1hZdde2y/bU/fz+/XVvbdVlbq7bVVrrttrVYqy2CEDtba2MFDcGACgGCoAxCyExCIJmHc3//OHPmKTPJTB5ICNf79aJhztznPvc5qdyvz7mu63NprTnmHIdjfhD1qwg6qOObI1bENk4OxljR04svC3H8VWfsgA5rpr2sGDt9M8ec4xgXOsZdC2/Iau2CIAiCMFzIVAt8yy3Wz1wiqXV1cN99Vuci07T+QHwLnjfBh/MDHX/VbBqAgUIRIH2LJHusQmGieXuWYs8MeHEp8WgwWJbBLk3VinZe/dQFhELgdMG99+b8SIQzFBHCgiAMS9LVAgNJx5ZPuSSreX6x9yVeObKLgHMclCzFYeThVIrROsTuj3wUfc+78MCOFPFrO2dkI4Kt85TDmsJI+pc1viUXuPL5zsIlUXEv6dCCIAjCmUW6WmBIPrZyZXbzPPggPP+8JX61BsMAp9NKrw6HgdkBtn/eR+ir4ApF91ml0VqlGGMtpZjihEiwvYNrwOSRLzjYVYklfE3i5lhRikssYS89gs8+RAgLgjAsydT2KJf64MbWZlb/5RFC2urTWxD8gItaXmTSxEsofesE9a8Voi8KQCBEQjg4gd5qgiFxRz3nQy5cF57DvEmFvPztg0ljVR7sr9wBVHNzxZLcH4ggCIIgDDGZ2h7lUh9cV2cJzmAwfkwpWLgQrp4c4Jzdfv5nl4ed8/zsukhz13/CHT/sYMab56A1tNGeYoxVnJIObYtgTeSuh8FzHbyxkHllTnZM+ADTbpUEEFZsuLuUex+BNWsG+mkJwx0RwoIgDEsy1QLnUh9c39JEOCqCbQqDRzmyZTOb/m00ZliBswl1z1y0w4jnZAG9R4JTaoKBk6WTOfnFKl7+yR7MBDPKsTMjlN/ayZgLTGmTJAiCIJyxZKoFzqU+2Ou1aoATMQwI1gf48GsNODG5GIN/ebUCc+UulpoHKd95NWhFe4IIttOhdTTMm2iMpdGoMR2oa3/PPCawa8p0dihlJX4prMjw2wXwSAWRd9zSJuksRYSwIAjDkkxtj/5x/q08d/wDriuekFUP4TzliEWET7ydh3v/ZA7vP4ppB4FDESr3t/OWUsS1a441wQAOrB7ByiBycQnKaTlGG3lQfmsnnllmzuZegiAIgjCcyNT2aO1aWL8eVqzIroew0xmPCFcaAT51gZ+WtzpxYuIAFCZ3TN3L+c57UDs+gYpo2jkRM8aKi+B4x4bEiDBA+PI6wsrJdj0PHGCG40nThA14pALjbTeuUdIm6WxFhLAgCMOWxLZHYLk+rzpyiqAey++PnGJ6YQfV+fk9nv/w5bez8dBWmhtO8sQ3DhLsCmAqZzQtynJ1PtjwDpGQ/c9hH0QwWHldWHMacz2c/y0H4fpTuOeGcc+KcPH4mXx25nKJBguCIAhnNIltj8BKdb7zTkvYvvwyzJ3bew9hr9dqkVTiC7DkhQb0WyYhbZXx2nL1pPNVHEYnFPoJcCIhHfrqpD7BKiVDK6I02xYHePNrR9nOf7BLzbEmDRvw/QqY0W6dZ8CSJZZZl0SDz05ECAuCcMbgbe8gqDURIKg13vaehTDExfQDv3+ZYLDZyn5Oao2k8e90RD/3UQQDRDSX7fDxob+ZzCtNz3FORQs6GvzVQE1plYhgQRAEYcTRnx7CBx7ws/85E6WtxCpN3NNq9oku9Nfvo/2N6ck1wc4xqGhqtUpIibajwb+6yeDHtxUB/wDAvDFj+FDXRJ6822O1ZfpyEzhN9LIjrCioorraPSjPRRj+iBAWBOGMoaYgH5dPEdQal1LUFPQsgpPOrZmGMoBIYpuknlokjYWElKuescywFi4IcnHkIItmfhivr4GtR3dDdIZAqCPrtQqCIAjCmUJ/egh7ajyEdXebKwU46q6gnTY2JtQEF1EEoe67c6Jj9IwmkgZM63Qz9ZUyvvcFWD/qAJtHmWgFhsOkZYofECF8tiJCWBCEM4bq/HxqZ5Tjbe+gpiC/12hwIv/trSMSSecMrcgcCU43Pr67jpkLhVO6AJiwKMTOokbefHsHTiOP1XOuZ0fL/qyNvQRBEAThTCRT3XA2vPBIB+O1xgAS99x0fYKLKIo1NlSxv8WjwvbZf7oy+Rq//88Cnn/eEulrN3t4OWIQNE1chkGNx9PHuxZGAiKEBUE4o6jOz00AA9TVHeTRr79l5Vp1i/D2lg6d+t45vvkWTgkyYVGIwlkRFPFgc8gMEwh1pDX7EgRBEISRRmrdcDYE6gKM+8UeDOJ2V3ZkN1kEL00xxkpsXxjnxBh4/Avwh7+Nf6U0RMaG0NG07ZY/uan9UhVev58aj4dqt0SDz2ZECAuCMCQ0tjafNpHo9TZjGUfH3yVb9CSCuydeWUSPGeDb5OKDWheV3+zAM8vEUAamjrtDp5p9CYIgCMJwpq6ub5HdvuD3+jG0ju7MlgBWKNpSIsHFFMfO0SmZWjphb378C/CHa+PfKcCIGBiNHkxHPG272u0WASwAIoQFQRgCGlububPu0Vja8NrqLw6IYKyrO4jX20xJyRhaWk4m/czLU4TDtlOWBjrJrU9w3BU6ZmupFWZY0/ZmHu5ZQRTwsbIPsXzKJVQWTTutYl8QBEEQ+kNdHSxeHK/1ra0dGDEcqAvg9/pxljgJtYSSfhoOhY7Eza5Sa4KLE9yhoXuLJLsuuNUNf/gYJAWN3x+N/taFqN1ubr0VVq607qcuEJCIsACIEBYEYQiob2kiZIYx0YTMMPUtTb0KxbqOjoy1wXV1B1m3roEnn9xOOByxnKGjGAaMGpXHokXn8+KL+6JHexPBmckbpyisCNL6uhMd0Rh54J4bRqOJaJOJ5xTFRPBgiH1BEARBGAz64v4cCNTh93vxeGpwu5MHB+oC+Nb58D3pQ4d1tDwpigHGKIOixR6Ov9iKRtNGW9pIsB0ttv8e/xl/Yb31EuKJW/bPX07FbHQTccDUqXERvLihIVYjXFtVJWL4LEaEsCAIp535JRU4jbysjaTqOjpYvGef5RbtU9TOKI+J4bq6gyxevI7OzjA6jbeVaUJXV5i6ukPRIzm2SHIqCMUnDh+D4y1OHHmKS1Z4+PinZvLiaC8h00y6l76IfUEQBEEYKnJ1fw4E6mhoWIxpBjEMF1VVtTExHKgL0LC4AbPTTO87aYLZZdK6tQ2Adtq7ieDEdGkbOyIccURwROIyZtEf4bm/g10Xwuy8Aq41JvG92skEHcn34vX7CZqm1YbRNPH6/SKEz2JECAuCcNqpLJqWk5FUuv7B7DiO19vMu+8GCAYjaUWwjWlCe3uQuAgOA/PIKhIcSjOxVmAqrpu/gHs/8RGuab2w273kKvYFQRAEYSjJ1f3Z7/dimkEggmkG8fu9sGs2fq+fznc7MYMZRLCNqdGt4bSRYDvia8d/gSRBbESM6DELRwTmNcA7lfCZaeNYUzaZ69PcS43Hg8sQ12jBQoSwIAhDQi5GUjUF+Tg2HcfcdhTHwvGUtJ7D4mt/TTAYweEwyMszAJO8PIPx88Zz6K++NLOcAuqxIsHpRLDGOVkRer/39SgDXC4HNTXTMt5LrmJfEARBEIaaXNyfPZ4a1K6L0PVzUPN34gxdScPfNWAGTZRDofKiLtB5Cj09jN5lxM5Vrk4Ijs4QCQZQ6JhBtF0JHE+HtuPEts6OOKBhHkniNt29VLvd1FaJa7RgcdqFsFLqceDbWut9Ccc8wI3APqAc2GJ/n/AdwNXAA1rrN3r7LsO1FwB+rfU+pVQ5cJvW+qsDeoOCIAw8O46jvvgKBCMo127qb6kiGIxE+wKb3HrrAqZOdfPsoWO89vzeNBOkpkOPTXuZ0PupTtEpFORx2d0XMh8PXDwOLirOOLSxtZnH3vo9759s4USwU4SwMKyRvVkQhJzZNRvueQi6NIxStN8yDjN4GCJWDe+kWycxeupojm3ZT9tLcQGr0ejg6CRjrKUspShmjBWtCY6q3OT+DTopMgzQPhZ+9b0xfGT6RD6y3QNON2QQ85/ZtYsXjh/no8XFrCkrG9jnIZxxnDYhrJRaAiwAFgKpeQjfBr6qtfZHxz4N3BD97kat9Q+jx38NvK6Uujq6Gff0XTqWALcppYqBLcCtA3eHgiAMBnUdHdz3/E5CwQg6ogkHI4AVkQ0GI7hcDubPn8Sj6+rZ/sp7aWZIFMHzsERwahulRJvJzGLYsbqSz97+Ye489D5BrXlqz76kemWbxtZmbn/le5jRXfwX+14C4Iuzr+02pyAMJbI3C4LQFwJ1AZrva0Z3AaZCB63jhsvADJoYLoOC+QW89+h7dGy3xWvc8bmd9iR36CKKYm2UIG6GlVgdTOwbHYsRA/z4Nrh2xgXcebWbYBCeyuB4/Zldu/j5Bx8AxH7+9+zZA/5shDOH0yaEtdZbgC1KqavTfL3Q3mijHI++IQbYljCHXym1Bfhk9Gfa74AHMyxjn9Z6er9uRBCE00ZdRwc1v9lKsO4AAIahcLkcrFxZReHsYp5Z/xaXLZjE6tUv0NUVSTNDJmOsdGK352iwc3oeT94+h4PhSLd65VQhXN/SFBPBNv97ZIcIYWHYIXuzIAi5EqgLsP2q7eiu6D5nWAK4dGUpebM+4Oj6VgoXlLBn9Z7omGTH555qglWsNtiE2Kc4qdHgpnK49q6ZtDzl7tXx+oXjx3v8LJx9GL0PGVyib6NT/5/ox3pDXAz8KM1pJb18JwjCCGDdH/cSvPVl8PogotEK1q5dzpunOnnwX16i6eVD/PzhbTmKYJto9FeB4TDoMSVaaVbdN4XPTKqgpiAfl1I4AJdS1BTkdxs+v6QCI2W+v5l4UQ53LghDi+zNgiBkwrfOFxfBABoq1lbQcaKRg/9yis4/u/ng4VDymIRI8KaUSHA8ChyOjjXBYaIciWcmz6SBiIID3yxh1eTJMcdrhyOz4/VHi4t7/CycfQy5EMZKxfKnHGsBpkffVN+Q8t1CYHNP3/V0MaXUAqXUEqXUqoQ324IgDEdePwbheONBbWpaWk7yXy+8DaGI1ZNQa3CkitgMIniMgzHzC5iyIgiGlaZlGArdk+U0MONLnSz9yEwAqvPzqZ1Rzv2TStOmRYNllPXIFV+hqric8aPdfLp8kUSDhTMN2ZsFQcgODaGWEIeeeAtCTtCG9ScmWa3/baONjWxMqAkujqVMd42LoD72gmX/DCidB2ZyAVPqTv1f/wxTr7TesdmO1/ffnz4tGqw06H+YMIHivDz+YcIESYsWhoVrdLrXMbHNN8W4YwlWCtWW3r7LwBsp52xWSt2Qkvplf7cKWAUwderUHG5HEIS+0tjaHHNZBhg/24/DqYgEox6SeZrzFoyi81ghOA1LJOc54FPlsO0onAzD/qN0E8ETRsOts+Dj5/H45EJ+8tW/ckg3AWBqbYlipcFhwBwPvBOAk9EoswGhdsXDO5+lvHASlUXTqM7PTyuAE6ksmsb3L//y4DwoQRh8ZG8WBAGwUqH9Xj+emgQbAatZQwxniZOTZiQllTnu69zeLR3aMsayx1/0zdkcec5JIGKlRJPSeSnVxSNigLsN7mxqYm5+PtVud1aO1yJ+hUSGgxBOl6DfralX1IXyNq116pvmHr9LJI1Rxz4sZ8sfphn7Q/v4woULew4XCcJZRqJgHSg35MbWZu6se5SQGcahDEzAPCfC3G/m4XvJ+qeqdFEY3+QDRM4JwWMfhm3HwOOC775pRYgdXWBsBx0BnRAJ/qATvrsDo6KQN//SyUs/a4pf2KHg3ioIBMHtgu/ugGB0dzfAyNMUzg0TMk3qW5rE/Vk4W5C9WRDOMAKBOvx+Lx5PDW53lj2QepuzLkDD4nhLJK01hEmuJjJg73vt/GpqATcSrwW2K3zbCESNscIsZRnFeGITqOj5p/aeIvCH7l4diRFh+7NWVuC5fh4ETROv3y9tkIQ+MRyEsJ/um2sJkNoDZQ2ZnSR7+q4n9gJi0CEIOZAoWJ1GHmurvzgg4rC+pYmQGcZEY+p4ze/YWWFmzrI+n3zHxe8fe4/2Sg9cVgxVJfDkO9E06VOgt8OcAlh4Neix8LM98TfWXSbmU7t58H9TegyfPxY+EW2h8OQ7ELJeQxuG4qIriuC6gxTOMnEaebFItSCcBcjeLAhnEIFAHQ0NizHNIIbhoqqqdkDEsN/rxwyaVkukSHJdMNEaXuVQvPNOgNEnJ6OVxtBxd+i2aIukcPERlvlvosQsoltlpgkHHzyY9vqJ0tgWzR0fGcPXbjzJ27NhVELfYEHIlSGvEY6mS6WmYHmwWigAsVSoBxJaOJRn810i0dqj1Bql6XTf1AVB6IH6liaCUcEaMsPUtzT1flIPNLY287OmLbid+TiNPAxUN6OpKybO4W9OXcGO/2cM//uYn+P//C4802wJV7cL8rpAbQcjAp+7Eb5yGRQ4uxcUvXyk+zF/CLA22HMvOIKRp1EGuEYZ5P3d+xTMCqOUYvWc6yUaLJw1yN4sCGcWfr8X0wwCEUwziN/v7dd8gUAdBw48gHPhIQyXYYleR/KYcR8bx6RbJ6EVnP/0ST66EcKGIqKsnwFl1QSHjDBXLxxPsS4hW+nR3S06yijFN248ReNsMJRibUWFRIOFPjMcIsIA+5RS5QnpUeVa6zcgVl+0JaVWaEH0nJ6+KwcWaK1/Ez2+DasnYiILtda3DfjdCMIIxu3Mj73pNdG4nT3XyqbDTq12O/N5eOezsejy6jnXEwh14Hbms3bnbwmbYQzloHh0AYfedBIOmmAqCGn4VoNllJXXhfuy7ZgnNeZNN9Bx5QxQCi4eBy4DuhKKmMw0mZQfnQLKQGuTvLkFVH7zINPem0nV5SX87zmvRP24NIFQRx+fmCCcscjeLAhnCIcO1dDZ6SIvL0g47OLQoRrKynKbo67Oajt05ZV1RCLR6PIoFxW/20xoWxnOEqfVEimowaX4481O5jWADmkcJrEXzYaGEzpaE6wiVC68iOLKTaha0yru7alLQ5TEKLAtit1XuvnzHWPYUXzYaq6kNS2hUG43KQgJnDYhHHWBXILlHrlGKbU5WusDVurUjUqpfUA5cFvCOZsBv1Kx/2g8wNU9fRf9+xIs58rfQKyX4fHoW2qw3jj3WLckCIJFYk1wINSRtDHlKhDt1OqgGcLe4jQQMsMEQh3cXLEEgPLCSWw8tJUNB7fy/IFXOel24XCdY9UpKdAmoE9BaDvBoyanPvQJGB8VwWi4qAgerYY/vAfPHoCITooGO9xQtMzg+FcuxNQmhjZxB30UzorwyevPZ35JBX+p+2tMpEtatDASkb1ZEM5cEk2s/vSnan7xi1ouusjLjh01fPrT1VxxRfZz1dXB4sUwvSuAa95uLv7sdJjTiGkGCc38E2VXrwEgf24+Ozb6uGOijx3Fh7loouI7LgVdGiO6x1rGWJY79DK9jOLXitD1M+GGp+HXN4Hp6Hb97tXB3Y8XLy9m4WIProYjBE0Tl6RFC/3ktAnh6FvkN4AH03znJ70pxhv0/Noo43eJhhpp1iAIQpak1gSvnnM9LsOZUSD2ZqRlpVaHEhoqgIHCaeThdubzs6YtzC+poN01nteMczmet5eC4AeMuSDIVd8t4J3X2vF3FRN4+jiwHVSEU03zYPcR+J9j8NjlzLvYw93jCtmd7+eV/HJe+m1zt3WMv7yLips7aWvZRMBVaong4NHYPVUWTWNt9RcH3BRMEIYTsjcLwplJoomV4TK4cm0V9++t5q23qtP20U0Uze7q7qnEXq8lgr9jNuB8owy98zuo//gXjLl7OeRcyC8OHKDG42E2sO9UJ+fu1VxYDzvmaf7696P40E+6AE077bEWSZY7tFVhoUIuxhxfxpSNo2l/Zhy+gx1E/tAWbZ5kkSqGk1yjRyk8NR7K3G5qq6rw+v3UeDySFi30i+GSGi0IwjAl0cQqZIbx+hpiKcypAjEbI635JRUYyiCirZRlBVzgOY9xowtZu/O3RMwIJ0eV0jh+GV06H0qWUR54lUkn93Cy7BhhcxqBe3xg1oOKwGVL4a8nLVOscAS17ShMfo15Uz7F9MJL+D+f/klSiweL+PZaGDxKYfAoAG1vOxjTNJ72IgdUWy2QRAALgiAIw41EEyuzy8S9vpnNa6fxpxY3NTXJbYRSRXNVbVU3MVxTA+8YfpymaZUCh0ZTUPc1Og6N5yvn5bFj9n4u2qV46B4o69Tcpa2tVSsTB50AGUWwzcnaEvLvq+TAt6DhynrmkqEOOOWzBpjmih2vdrtFAAsDwpCbZQmCMLyZX1IRM7Ey0Ww9upuHGtdzIthJfUsTja3NsbGpojmdkVZl0TTuqlyBQxkYKPKMPJoC7/FnX2Ps3GPOcXRpjUahlcE+TzVtrvEAHKsHQm8AEVBVMHkCOB2WiUeeQXlFE+w4zv//TS+3XPtL9BstKSvQoGDCouS6ora3HTR+LZ+//ugkixevo64uvYOlIAiCIAw1nhqPZWIV7efbuqWVzju28+Exe5nsPUCgLhAbmySagyZ+b7cW3VRXw62PeMBpzamcihNPTyLyoIMH7tR85SG4aqNGd2p7G7W2Xa1QOlUEL431CU5Cw7O/bebtm3cxd0fsENBdBKc6eujdXTQsbki6L0HoLxIRFgShR+wU4Yd3Pstb/ncBiGiTX+x7CQW4DGcs8muL5t7qaq8rq6a8cBL1LU0cOdXKcwfqkja9wqAPA4gAKKtvYcBVypjjBxnt/yNdhglmFahCmOXGuHYq6vVjlE/fQ37Yz46vjaEhdACdocvo9C+donBWJOlY4M08zDBgQjAYwettprr6vH4+PUEQBEEYeNzVbqpqq2i6s4n219qt8GxQ03n3QfZDUuTXFs12RNhTk76u9opVbgJzq/B7/XS+28nhHx5GmeAy4WO/h3AeqNjmDHYys9UiKVEEF1tdHFJkRqcTXjnYyqeetz6n6xFMwt+TUqN1XMSnS+0WhL4gEWFBELKiKfBet2O2yZUd+bVF8+dnfbTX/sKVRdO4uWIJMwundHvz6w4eZeWodpzRqyitUYHjHPAeQI3Po+DzNWAUgqlR321g4snd/PsdU3nmlk8zwzcbwiqDCNacu6KLScu7u0yWzjNwuRw4HAqXy0FNTea1C4IgCMJw4MT2E2iI/TFMukV+bdF8/v3np02LTsRd7aZsTRkF8wtiZUUKywnaZULJx0pQzrincxuBqAgOR0VwSXRPV3DB25z3kIP5f57PgbuLeOR2yy/LrgtOFMAuU3R8AAAgAElEQVTpjAUUEJxgoFyAgx5FvCD0BRHCgnCWYvfvTUxtzkR9S1OspjcRBd0iv7bAzba21nKhjm+BdpT5rklT+P555+IAdHs7zX96n8PO6fg/sYr2vAqrdZIGHQa97Sgb3nkagH9esRiHI90/bZpxNUHO/8eutOu4ZVk13pf+kfvvv4ra2pUSDRYEQRBOO4G6AAceOJBVCrDf60dHNAqrs2BdNYQyiEZb4GYbTQ21hJJVgrLmnHrvVGZ8fwYYRCPBm6KR4OVREaytPd004O2ZHPrXIAAzvzaNknaFEUlujdQbFf94LvO987MS8YKQK5IaLQhnIYktjAxlcFflCq4rq844PjHl2aEMrpl6KTMLp6Q1zOrtuqkuzPNLKsgzHLGewddOvZTlUy6hsmgaz/s+wGxrh+efh1AErr0OJkyAhXngfAfCJuQZBC+ZgqmPW3PPqmDpP5Xyhx++3+364UDmd3+/2u/lI5dXsqb6I1ndiyAIgiAMJDFTqy4TZShmPDKDyasmZxyfmPLscCk8d5VSUFDAlG2hjO7Qma6b6ijtqfGgnMrqGZwHkz43idKVpbir3fi9ftp0WzdjLDvCq+2YsDbQIY3f62c2Hv7p/QJM2nJ6Jof+8xDjrh9H2ZocmyILQhaIEBaEs5DEFkYRbfJQ43rKCyfFxGmqYB2IVkI9Okqn5DHvazvMxkNb2RsI43j+DSLhEFx7LXq8ZZjFRcXw2BWwrQUWjqN1rpv2Fh9uZz531j3K3k4D1CjQyRVH4y4PZ1yfqU02HtoqLtGCIAjCkOD3+jG7TDBBm5o9X95D/tz8mDhNFax2yrN9rMYWvlf3cJEUenSUTikx6nizA986H0ffPcomYxMRM9on2G6RBJholNIobVgTOEycJU4aFjegO83uUeDosG41UlHMiGbHRh8fkUiwMAiIEBaEs5DUFkZaa+pbmqgsmpZRsPa3lVA6R+nKommxtGtLlEf43YE6AMInOjmyZRcT9Dlcs+rfuGT6bG4/+B5hWzRfVGz9UQZamzBpKds62wiZYQrnGhjOUegwKBSTy89h9LIWSpcHM65PAxsObo1FowVBEAThdOKp8aAMhTatfU5HdMwcKpNgtf/0lXSO0nbUV0d01AwEDj92mMMcjhtjGRFW3ryS8684nz2370GHrTUbWAaXoECZtHw8xN732q1rJIpdA0aXj6Zzb2dGEayBkAPunujjkUCptEwSBhypERaEs5DUFkaJdb6pgnXjoa1Z1xL3RGIbpsTrzS+pwKGS/ymyRbAORzjvb87jypIuVo0r4fMlxSilQCkMZZCnDBQalMGOcB7fOVXMyVGleGaZXPTNk3zm7gqe2rCc6WuPJIlgA4VDOWhzjefg2Lmx1kwRM5K25ZMgCIIgDDbuajczHplhmVEZYIyK1/mmCtYd6/w88ADU1fXvmrE2TCl1xZ4aD8qRHL9Ncoc2lzFl1hQmr5pM6edL4wW/hkLlOcBhEnTBfR8ZzR0TfeCy7gkHjLt+HDMfnUnXga5kEeyAqEtmkgFYSGu8/u4tnwShv0hEWBDOUhJbGKXW7MbqgQ0HG959jYg2u6cz54idXr3x0FaOd7az8dDW2PFrpl7aLRKswxEmLLqQMSVu3M58fta0hSvyp/GUUgS1xqUUa6dMZr0/wJb2E5hASMOF513Fu3t/ScGsMO/P3oFvsgvzQNzoS6G4e+4naXON5x8PtxNBYWiTypZNFIVaMrZ8EgRBEITBZvKqyeTPzU9bs2vXA5NncMeTHnZEwOWC2lqrD3BfsNOrfRt3EBy9G99GBVyEu9pN6WdLOfz4YdApIphllLhKcJY4OfDAAQrmF3Bk9JFYtLpibQWbm47y3bJWGueAA83er5dQ8Y3jaFNzfNNxnKXOWBQZAANm/mAmALu/sBsV7VWcF4GLGxQ1nxG3aGHgESEsCGcx6dKdE+uBj5xq5fkDryalMwP9qhXecHArIdOq1d3w7ms8fPntLJ9yCRsPbqOjrT1JBF8y/SKWTrmYtY3PENYR8pSDHy64jYOqkJqCfKrz85l7zmhePtERE8fT1AkOaMuqo8sM8dcP3k564bxk8gICoQ42n3ISwWqKaAJtrlLuv6BG0qIFQRCEISVdunNiPfBz73rY8SM3kQgEg+D1wmy6G15lzexd+OrvQN/17xAK4vtOPfNq51O6spQjTx3Bf8qfJILPv/J8Jv7DRPZ8ZQ86pFFOxYzvzSDUEjfpmhnIZ29DAIdp4jIMZna6iGgNJpinTI6/cDwpGjzh7ycQagnR9lpb7Hg0wZpbb5ghadHCoCBCWBCEbtgCubG1mY0Ht8XqhW0zqrSGV1lQ39JE2IwbVoW1lYp8c8US/r8LP82Xv/NvMRHsKh6LKy+PV4++RUhHAAjpCL5j9ayZe0Nsjur8fGpnlONt76CmIJ+CYAF/bjIwo+f4TrUmreGlw/Xo9zVtrvEYJUsxAUObeIJHKC+8qu8PTRAEQRAGEVsgL6wD11OWCHa54MqSHgyvssDv96Lr50DICaYDHbRqk8vWlDH1t1NZ/w/ribTE3aGN0QYtL7RYjtKADmra69u54NELYnNWu93UVlXh9fup8XiY7YTt3/JZdcdgpUUncPTXR/nA/KDb2uooYdHYzM7ZgtAfRAgLgpCRVLfoTIZX2WK1SsqLRYQNDOaXVNDa2srvfvEbPI5zcC06F1fxWABaO0/Q1N69DVIq1flWdBiA/PykVOtUzKgxV0HwA+a2vIjfNRF30Edh8FjO9yMIgiAIp5vqaisd2uuFmhqY7PWzP43hVbZ4PDWo+U+jHWErDOtw4KnxcPz4cX7+h59jlBosa4m7Qwc/CNLR0NH7Ot3ueCS3GivV+rHDacfqcNSYy7BaEGNCGMUvmYrh7XvqtyD0hAhhQRB6JDV92mE40NH64WzqaVNbMd055+P8R+N6TG1iGAYBf4B1v3iCZ5peZtxVF3BOSSHjRxfiO9XaTQQbymD5lEt6vR5YItvETPpOYdUIgyZPObhtSiW/2u9Fa51k4CUIgiAIw5nq6rg4DOBB5Vlu0ypPxQyveiK5FVM1M2Z8j92qCzBQStHa1srP7/s5Bx89yFJzKcXOYkadO4quA12c2N6R3AbJAaUrS3u9XtCXoXODwjLSMkHlKZx3zuCJh0K8bnrYO8pNTU3vz0MQ+oIIYUEQgO6CNSPR+tuIGWFf2+Eex6ZrxRQIdcT6Bne2dfCDHz9GOBhi3FUX4CzOx9QRjpzq7g6pUHzq/JpYnXK66yZer/v5kKccsTZNEa2pP97ETefXMNY1us81z4IgCIIwWKT2Ds6IXVcb1nS82dHj2HStmELbpkBkP2gIhAI88fAThM2wJYJNKxLc9W4XWpMsgg047+7z8HutfTvddWPX60x+OY3D+qEcCrTVOzliwlPefCbe5ebTHiviLdFgYbAQISwIQjfBunrO9QRCHd3EYX1LE+Fo72ETzUON6wHSjrXHp6ZS267UJ9tOcKz2LS4791Ku+8wn+Ob+9QTNEKDQaZoK/n35VaxvfrnH+uTE6ynAoQy01jiUwWxPGe+fauFYZyDaksHkLf+7vOV/l3+Ze4OIYEEQBGFYkSpYK9ZWJBlS2fi9/nhqcQT23L4HIO1Ye3xq72Dbldrf5WeTsYmJ0yay8pqVHP7fw5hd1r6vTaI5VRbaAWV3n8d733uvx/rk2PXsExUYo637aXmhhfZt7QTfC4IGM6zpes3Pg6+5efxxEcHC4CJCWBCEboL1ocb1sXThRME5v6QCQynL+RGIaLPbWHu++SUVSa2Y7NTjyqJpfHbKIn745I+pLpnFvbfdwaRJk2gfE+GhaMp0Igq4Z+4NBEIdvdYn29cLmiEMZcSivSeCnfxi30sZ79/ra+C6MtltBUEQhOFDkmDtMtlz+x601t0Ep93zV5tR86qIZs+X96DN+Fh7Pk+NJ6kVk9072F3tpuSbJTz32HMUVRZx2zduY+LEieSvzbfmClsvmMMABvz1cqj5xkzytoW6iepUIRy7XpelpMd9bBzn3XseHW920PJsS2ycCYQx2I6V2r1+PaxaNdhPWTibMYZ6AYIgDD22gDRQKKUwtdmtZRJY6ch3Va7AoYxYxNXUOjZ246Gt3Fn3KD9++wXurHsUgLXVX+Tzsz4aE9Sv7G/gvu99m3f9PvZVKlpGW86RgVAHOpp2baC40DOVvyurjongE8FOlFIYqIz1vJVF01g953qUMohok6eb/8T8kgr2tB9KGucyHEmfa0qrBvaBCoIgCEI/sQUkDuJCN0Fw2rir3cz4/gxUngIjOjYSH+tb56NhcQP7v76fhsUNAFTVVnH+/efHBHXzpmZ+cO8PaN/TzsINCxm9bzRgRZW1GTeyci4q4MD/KeHKRZOoHJuPs8SJMqzr2qI6FXe1m4q1FdabbRNaXrDE79H1R5PG6dEOvk8Fu7CE9IoVg/BQBSEBiQgLwjAn69rdfpDoDn0i2NmjgdR1ZdWUF06ivqUJtzOfh3c+G4v4AklR2yd3b+SzM5dzc8USGlubeez137LhV88SDoUYv+hCDM/oWGQ3NXq8es71ANxZ9yhBMxTLqDKUwaUTLiATu9sOxaLKtjivKa1i69HdsTFBM4KBwQWeKVx73mUSDRYEQRByoi4QiLUGGqwet4m9g9/1Own+ZxMOzLSCc/KqyeTPzcfv9eMscdJ0Z1Ms4gskRZab72tm2n3TKFtTZqVff72B/6n9H8KRMMv0MjwhTyyymxo9rrhpEurOJiJBk+3f8oGyItAoKFpWlPFe2uvbwepqiO7S+Nb5GL9iPK0vxlscOjoj3JW3hwkL8vnQ59wSDRYGHRHCgjCMaWxtZnXdDwibYfKMPB6u/tKgiuF9bYd54p2NRLSJQxmsnnN92uslOknbonh+SQX72uJtEUw0247uZkfLflbPuZ7/ePWXHNrcABHNpMWV5BWNSRLaqa2aAJ7cvTFJBIPV/ujPvkZe++CdjLXMqVxXVs2rR9/iZV9j7JjG5COllSKCBUEQhJyoCwS4avt2glrjUoo/zps3qGK48U144ht+WiIVlDhC3Lo2vXGW3WcYiIliT42Hjjc7OEx0fzahdUsrgZcDVKyt4I073mBD1wZMw2R53nKKzKIkoZ0oxj01HnZs9BHpMlFmXADbm3TL71po3dSK43cV/GlmqNeXBJNXTablhZak9Ggjovl/r/dTtmpwnqcgJCKp0YIwjNl4aCshM4wmHt0cLBpbm3mocT0R2wxLm5bDcy9UFk3j5oolAKxtfAYzQbZqIGiGWL/rjxza3IAZjjD+qll8fN6ipHTpxtZmfta0BSA21511j7L16O40tlnxeR9qXB9Lw7bbJi2fcglO5UABTuWItVv69PRFOFU8JTpP2iUJgiAIfWCdz0dXtJSnS2vW+XyDdq1AXYDOLzdwc3g/t+smXjc9/Kmld5HornZTtqYMgD1f2ROLxgJggtlp8vbjb7OhawMRHWGpXsrsz81OSpcO1AU48MABAMrWlLFrNtwx0UfIEfe9QhO3kdZW5PlHT+/h6/v3s7ihgbpAALDaKymXAgXKpWLtlqbeO9U6HkW5smv/JAgDgUSEBUEALIMrU8dlp6GMrIViY2szT+7eSEhHun0XOtHJK7WbIaKZuGg2Y8d5WD7lklgEN12LJdu8K5ULPVNpCrxHRJvRWmaNTjHPqiyaxsOX394tndw+br9MSFyDIAiCIAxH/F4/jkjUtRmTiw0/NTXZRUsDdQGa72tGB7u/Um7TbWzcvhHTMFmmlzFu1DhKV5bGIsrpWix5J/vZMVvzwnL42O9BReuGCxYWcGL7CXREE3EqXq/SRICgaeL1+6l2W5Hqed553VpB2cd966yXCYlrEITBRoSwIAxjlk+5hA3vvkZYR8hLiG4OBvNLKnBFa3SVUtxVuSJJrCamLCeKzOcO1CVFkm0UitCJUxzZsgvCET6z8mZmTC2PnWfPeeRUa8YWS4mtkFyGM1Y3nK4+OVG0J6ZuJ5LpuCAIgiBky8rSUp70+QhpjVMpVpaWDtq1PDUejFGW47JyGNz6fU+spVBij+Fds4nVLM/eBb51Pnw/8XUXwQa0mW1sZCMRHWHlZ1YyZdaUmDi15+x8t7ObG3TNlzy4DIMty0yWvQijw8TaOoEl2g8tdLJ3VBMO08RlGNR44tHdxNTtRDIdF4TBpkchrJT6RLYTaa2f6f9yBEFIJFN0sy/0Zrpl1+jaEdPywkmx8+yIrcNwgNZEtBkztEonggEuHjONP/zutxCOcO6Si7hx/tK0UWCHMqx5zUhSiyU7Mux25nerA05XnywCVzhbkL1ZEIaWarcb77x5A2KWlShmM4nEqtqqeMR0bvw8O2KLS3HXd2HHbM1FuxQP3QN0arrVFinIW57Hphc3EYlE+Oioj1L5hcq0UWDlUKg8hUbHaobL3G5qq6rwlvkpmOlkyrZQt+huGVAbyB90IzFBGAh6iwg/mOU8GpDNVhAGgYGIYqZLP84058aD26x65IPbktKUTTQ6mq5s1yx7fQ3d+v4ChE90cfDlBv723EspXzqfqy68LOl6iXOiTT429UNMPKeom9jt6b4bW5sHtWZaEIYxsjcLwhBT7Xb3W+SlSz/OFBk98tQRzKDJkaeOxMyr7IitDmrm1EP9bJhTr9Fd0bTlFNp0G6+eepWJqyZyjfsaZnxsRtL1kuZEM+nWSYyeOjpJ7Mbuuwy4uvs13t/8CmM2N3HL1RVMvrqsX89HEAabHoWw1lqcZARhBJAoPBN7A6dGU9ONS0xTTo0IzyiYwhvHmpIiwuETnRzZsgtfOMLCf7oSz4SSbutJbZVk1+vaplmp6dOpEd/G1mZW/+WRWE3yhoNbuzlqp557OtpQCcLpQPZmQRgZJArPxN7AqRHidOMS2xopl2LnfHCg2TlfoZxAMMHRWUMb0XToP0b47KJrGH/zZvCEgHjnhNRWSXa9rm2alZo+nRrFfn/zK+z+WDuEptD6cDs8/wqTr74i6Z5Tz+0tIi4Ig0mfaoSVUoVa67aBXowgCIMj4FKFp9uZnzZCnDrOvubqOdfj9TUwo2AKHZFTAMwsnMLDO5/F1CYGCoWi68RJjmzZhQ5HmLDoQja0N6DebugWhU5Nfa5vaWJf2+Gkmt/Vc65P+px4fn1LE+EEY65wglmW/QwT7y/dXPY8IoyFkYLszYIweAyGgEsVns4SZ9oIceo4+5oVays4uv4oY+eN5b+OhNleCgtmFBDWe6ysaANQ0BaKimAiLGMZp55rYv+Hv45huKiqqsXttsRwYqskZ4kTv9dPx5sdST2JK9ZWJH1OjGIf3dwEoSlgOiCkObq5KUkIp0bA080F3V8ECMJgkZMQVkqdD2wGPMC46LFvAVprvWbglycIZxfZCLi+iLbUHr3pIr92KnLiOFuIP7zzWYJmiK1Hd6NQuIw8OI9YayeNZkyX4t0EEewqHovl6UzSNRLXBMTuN9UF2utrSFrjk7s38tmZy2OCPU85YhHh1FZIqfeXOtfGQ1tjKeD9ea6CMByQvVkQBpdsBFxfRFtqj950kV/bSCpxnC3Em+5swuwyaX2xFQyoGmUw7hY4HInWB0fgZPFJNrbERXAxRTB9I/z8Jsx5O/CXeWNC2F4TEK8VVgptaqvlUtDk6Pqj8TV2mTTf18y0+6bhrnYz/uoKKxIc0uAMM/7q5OSV1PtLmito4lvni6WA9+e5CkK25BoR/jVwG/B0wrFvAXsB2WwFIUpfo7i9CbhUMZkLqTW3qZHfTOPsNdnlRrZQBXAoA1NHCJ/oZE+CCB5VXMDCcTPZeuwdAEw0bmd+j/ertMZQBlpba6sprWJHy/7Y99uO7mZHy/6YaLVbIR3vbKd4dEHSvKmR7cS5nIb1z95APVdBGAbI3iwIWRAI1OH3e/F4apLEX2/0JuBswdoXUh2TUyO/mcbF1mRXJkWFKoByKHREWy2SEkWwUUzRJxWtv/0EhJzgDOGcWWDV+2a4X21oaz5lmWaNXzGewMsBzC7r2q1bWgm8HKCqtsqK/j7/Ckc3NzH2w4rQzHoCASP2rFMj27G5op+BAXuugpANuQrhBVrrWqXija+11n6lVNHALksYakZqPeXpuK9cjKlS6U3AZdvXtzfSRX57W1PQDGG1DFSxul6A9Tv/mJQOfcUFC/jszOXUtzSx7dg7aKwypUCoo9f7XT3n+iSH6PLCSTy5eyPbju7uFllOjSjb5l6ZItuJDtNAUkR4oJ6rIAwRsjefJfRVyA136gKBQXcZDgTqaGhYjGkGu6UE90ZvAi5RsPaHdJHfXtcUFaQYxOp6Ad557J2kdOjpS6cz7b5p+L1+Wtfvt84JOwhtm9LN9Cr1fivWVhBqiTtE58/Np/m+Zlq3tMYEuC1aJ199BfmXGtaz3p/8rNPdX/7c/NhnICkiPFDPVRAykasQro22bYh50SmlHgW2DOiqhCGlP0JuOHO67itT2nE29CbgcllvT6I/Ux1yplZFmVoZBfwBHq99NCaC80vcsfRlsHr/9iQ2exPklUXT+OzM5RlfBvT0rFMj26mfs30RIAhnALI3nwX0R8gNZ+oCARY3NBCM9p2traoaFDHs93sxzSAQwTSD+P3erJ9fbwIul6hlT7XFmeqQnSXOJCGauqbU71vbWtn0I6tF0jKWUeIqiaUvQ+aoc0/3m/r9tPumZXwZ0NOzTo1sp37O9kWAIAwEuQrh27DqkIqUUr/CeofUAlw80AsTho7+CLnhzOm6r3SGU7nQm4DrDbut0IaDW4lEe/Mmiv5Mdch2xNeuAU6NzqauobW1ldeefYlrz72UgivLKRxfFHN/ttedjdjs7f56mqc/z3og2lIJwjBB9uazgP4IueGM1+8naJpEgKBp4vX7B0UIezw1GIYr9iLB46nJ6fzeBFxvBOoC+Nb58P3Ehw7rbjWwGeuQEyO+o7pHZ1PXcPz4cZ7Z+QwTb5vI4hOLGTdmXMz92V53NmKzt/vraZ7+POtcn6sg9IechLDWej9QoZRaAZQDv9Zarx+UlQlDRn+F3HDldN1XLmnHA40tcm1RC8TMoTIZZdl1yKk1wA81rkdrnTZ63trayk9/+lOCwSD33nYHkyZNSrueVLGZLkqdTbp6JtE6lM9aEIYLsjefHfRXyA1XajweXIYRiwjXeAYnHdbtrqaqqnZIUstjIrfTjOVt2OZQmYyyYnXIiTXAXSZ7bt+D1t2FNFgi+Kc//SnhcJjbvnEbEydOTLueVLGZLjU9mzT8TKJ1KJ+1IORCn9onyQY7shmp4uJ03tdQRRtTja0UYCiD5w+8ikbjMpysnnN92jrkxBpgy8HZTOv4nCiCV65cmVEEp5IuNR3IKV09nWiWyK4gWMjePLIZqeKi2u2mtqpq0GuEwXqGQ/HcYiI3YXNWhuLwjw6Djkd609YhJ0SEbROs1LpcSBbBt9xyS0YRnEq61PTZ7MopDT+dkB6qZy0IudCjEFZK3ZPtRFrr7/Z/OcJwYaSKi5F6XzaJUW+HMvjQhAt55chOzOjuGzRDBEIdGeuQTwQ72dN+iBkFU1jf/HJS3+GfNW3BcTLCH371LBOcbq676RNs6djJ/NaurJ5putR0yN69OZOQHmkvbAShN2RvPnsZqeKi2u0eVAE81CSaTymHouSaEo49fwysDoCYXSahllDGOuSwP8yJ7ScYO28s733vvaS+wwceOMCJ0Sf45ZZf4pzm5O+v+Xs6n+wkUBPIKsU4XWr6ZLJPw88kpEfaCxthZNJbRHhpyudyoBjYl3BsAfA6IJutIAwCuThdp+sX/OcjO2PfG8rIaFq1r+0wT7yzEVOb7GjZH6sRdjvzeXjns3S0tcfcoScvrqRh/28Im2EMZXBX5QquK+t5s0t0n1ZK4XbmU144Ket09VQhLb2AhbMY2ZsFYQjpyfAqHen6BR977ljse2WojKZVHW920PyNZrSpCbwciNUIO0ucNN3ZhL/Tz0a9kYiKsDxvOe8/8T46pFGGYsYjM5i8anKPa7NT06ebb3KxauBK5w148rNPw08V0tt8tYSOfGbEmboJI5MehbDWOmmzVUr9GvhqtB7JPrYEWJHtBZVSjwPf1lrvSzjmAW7E2sTLgS329wnfgWUA8oDW+o3ezstw7ZzGC8JQ0xen69SotysqNJVS3FVp/adqz+kwHFxz3iXMLJzCQ43riWirGMmOHN9csYSfNW3hZNuJpBZJjqJzYr2EI9rkocb1lBdO6tX0avWc63mocT2m1jy881nWVn8x5zZO0gtYONuRvVkQho5UU6vUOt1MdOsXPMpqfaQcihnfnwEQm1flKUr/qZSC+QXs+fIedNjK6rIjx2VryjjwwAH8XVERTIRlehlF4SK0tsZqU7Pny3vIn5vf4/qq3W42V3TRueceHDpEpOm/oao26zT81BrveTQQGYGmbsLIJNca4cWJGy2A1npL1KXyiz2dGN2UFwALgdTXXt/G2sT90bFPAzdEv7tRa/3D6PFfA68rpa6ObpI9nZeOXMcLwpDSX6frdHXRP2vaEpvTNMM8d6AOQxkxEQzJkeNyx3iO1b4VE8GjiwtwKIMIGjN6jtY6aW2ZotiBUAda65ghV31LEzdXLMnqnlLvBaQXsCBEkb1ZEE4TqaZWiXW62ZLOcfnAAwdi8+qI5vDjh/Hl+WIiGJIjx3qBZpOxiYi2RHCxUYzKi9YQR1OudUQnrS+TAdaU0Db26xCJ4rWsbE1WAja1xns2ThqOfGfEmboJI5NchXCrUuoHWusv2QeUUg8Arb2dqLXeAmxRSl2d5uuF9gYY5bhSakH079sS5vArpbYAnwQezHSe/VY62+v0MF4QhpSBcLpOjRAnpihrLO8OrTUOZaC1jkWOK4umxVok/e25l1K+dD5l506NtVTa13Y4yVnaXltPUeyBbi01Ek3dBKEPyN4sCKeJxHrfTH14syE1Qhyb13aW1paQVQ6FNnUscuyudsdbJK2ayMuMSuQAACAASURBVDXua5g8bXKspVLHmx1WFDmiMUbF19dTH+r+OpIn13iPTFM3YWSSqxC+EWvDvIl4CpPC2vz6RPRt9PGUw35gCfAG1pvi1F6IJVmcl+t1BGHYMRhO1/acGw9tZcO7rxHRZqyfcGLf4N5aJNkmWxsPbU063lMUe6DvZ6SbnwlClsjeLAiniWz78PZ1Xt86H74nfZaQdXXvG9xbiyTbZMu3zpd0vKc+1APtSD5STd2EkUeufYTfAIqVUp8Ezgf2DUC7Bg/WppdICzBda/2gUio1PWoh8NWezsv1OjmvWBBOI4Mh9uw5l0+5JK0ozaVFkp2evPHgNtZWf7HXqK+IV0EYWGRvFoTTS6b+uQM1b+nK0rRCO5cWSUeeOoIZNDny1BGqaqvwzO456iviVTgb6Wsf4d8M4BqK0xyLbYopxh1LsDb4LUqpVT2dl+t1UonOvwpg6tSpPUwrCGcu6URpLiI4XfT35ool3aK+uThfC4LQN2RvFoSRQTqhnYsITlfHXFbdPeqbrv+vIJxN5CyElVKLsGqAzsdKwfp3rfVv+7GG1JQo6G7YYbtK3qa1tt9CZ3VertexiZqA/BBg4cKFOtM4QRgsTrd4bGxt5s/76tm38Q1K8sb2KoIhc81vosDui/O1IAi5IXuzIJweTrd4DNQFaN7QzO8Dv8c5xdmrCIbMdcyJUd90/X9FDAtnGzkJYaXUCuBHWOlP+7Dqg55QStGPDddP902vBNibcmwNcGsfzuvreEEYMnIRj30VzInnAdz+4n9yaHMDKgI/uvfBXkUwZFfz21/na0EQekb2ZkE4PeQiHnPtNZzuPICXF73Mhq4NmA6Tu5+9u1cRDNnVMaf2//X6/SKEhbOOXCPC38Jq01Af/VwbdYr8FdCnzTaaSvXtlMOe6JxALBXqgYTWCuXZnJfrdQRhuJCteOxrtDX1vCvdszi0uQEzHGHiotkccralPSed4O2t5re/TtGSVi0IvSJ7syCcBrIVj33tNZx63qibRrGha4PVIslchmuHC/425ZwMLZF6q2NO7f9b48nN/VrSqoWRQK5CeHrCRgtYJh1Kqf6aWuyLbqB2zVG53TYhWnu0JaW1wgKst949nVcOLEipmco4XhCGE9mKx75GWxPPO9l2gm1eLyoCExfNZuw4T7frpRPc9jy9CdT+OEVLWrUgZIXszYJwGshWPPa113Dief4uP3955y+YDpNl5jLGjRrXrVVTupZI7JqdVSQ6tf9vLmJW0qqFkUKuQniLUupurfV/2AeUUvcAW3o7Mdp7cAmWs+QapdTmaK0PWGlVNyql7LYPtyWcsxnwK6XsqTzA1T2dF2UJcAOQuNn2NF4Qhg3Zise+Rlvt8062neBY7Vtcdu6l/PO9t3PI2Zb2eqmCe+OhrTG36HQCNTWK21enaEmrFoSskL1ZEE4D2YrHvvYats/zd/nZZGxi4vyJfO5rn8O1w5VW2Ka2RPLVbuPIZ0IZI9Gp6drJ/X+zR9KqhZGC0jp7rwmllBt4HWjFeuu7AMvx8WKtdfNgLHA4sHDhQr1t27ahXoZwBnI60nr7eo1X9jfwgx8/xgSnO22f4NRrJEZml5+3kOcPvIqJxkDx+Vkf5eaKJWnH9ieKKxFhYShQSr2utV441OvIFtmbBSE3+lq/ezqu0bypmScefgLnNGfaPsFJ10iJCE+s3cThb0YgAjjg/PvPp2xNWWw9fUnXTodEhIWhYDD25lz7CAeAimhdUDlWWtSPBnJBgjBSGCgR15vQ7Uu0tbW1ldeefYmLCqdx6XVXsaVjJ/NbuzLOkxqhBpIiwomR6IGO4i4/z/o3b/mUS0QEC0IaZG8WhOwZKEHYm9DtS6/h48eP88zOZyj4mwI+PufjdD7ZSaAmkHEetzu5JRLO2Rz5TkPaSHRf07XTMZtdbJpYy3aqWFi6WESwcMbS1z7CP+x9lCCc3QyEIByMiGhin+BLr7uK+/f/hrAZJs/I4+HqL/UohhO/y5S63V9zLJtuUegpl/RpHkE4W5C9WRB6ZyAE4UBGV20S+wR/fM7HeX/F++igRrkU8/44r0cxHDPJqiajW3Rf07VTSYxCVxkuZpfWWhcWhDOQHoWwUuqBbCfSWq/p/3IEYeQwEIJwoKOriSJ45cqV/PzYnwmZYYBY7W+282eKRPfHHCsRqQ8WhPTI3iwIfWcgBOFARlchWQTfcsst+O/zo7us0kXdpfGt82U9f6ZIdDYtlbIhtS7Z7/cmuVULwplEbxHhrxKvOVI9jNNYvQQFQYhSWTSN1XOux+troKa0qk8iLlFMO5TBkVOtNLY292muVBE8adIkOJbzNFnRV3OsRPrzIkFaLgkjHNmbBaGPuKvdVKyt4Oj6o4xfMb5PgjBRTCuHovPdTgJ1mVOYeyJVBE+cOBE//t5P7AN9SddOxeOpwTBcsbpkj6cm63NPR222IORCj2ZZ0d5+K6IfnwZ+pbXefjoWNpwQQw6hLwxkjfDGQ1vZcHArETPSp7nSiuDo3Kv/8ghhHSFPOXj48tsHXDj2R5T25Vwx2BL6y3A3y5K92UL2ZqEvDGSNsG+dD99PfOiw7tNc6USwPff2mu3okEY5FfO8mVOj+0qm/sODde5gpJMLZxen3SxLa/1V4KtKqfnATcBLSimN1ej+ca11w0AuRhBGEhsPbSVohtDQr9TeyqJp1Lc0ETEjfUoTziSC7bkfvvz2QYue9leU9iWyLCnVwkhH9mZB6Du+dT7MThN0/9Ka3dVu/F4/Oqz7lCKdSQTbc8/zzhu06Gm6/sO5iOGkuuQsGeh0ckEYCIxsBmmt67XW/6q1LsbqE2gAf1RKtSilHlBKzRvUVQojmsbWZn7WtIXG1uahXsqA0djazIaDW7HzLRzKyJjam83922nCBiqnNOGeRLBNZdE0bq5Y0qNY7OvvKJ0oHWz6+qwE4UxD9mZhMAkE6jhw4AECgbqhXsqAEagL4PuJD3tzVg6VsUY4UBfgwAMHCNQFMs5np0jjIKd6455EsI272k3ZmrIexWJff0fp6nwHm74+K0EYTHJ2jdZavwF8AfiCUmox8DhwL+AY4LUJZwEjNY3VjuCCVcB3zdRL095XtvffFwOqbERwNvTndzRQDtK5MFBmXYJwJiF7szCQ9DdiOFyJRXABFJR+tjSt0Mw2jbcvBlTZiOBs6M/vqD91vn1loMy6BGEgyVkIK6WmAZ8EbsPqV7gey7hDEHJmpKaxpgrATK1/crn/XNKEB0oE57rGdGseClE6EGZdgnAmIXuzMJCMVGfgVMfo0pWlacflksabiwHVQIlg6N/vKLX/8On63Q6EWZcgDCRZCeGEDfZTwAJgC/CvWuv1g7Yy4axgKCKGp4NsBeBg3P9AiuCBWKOIUkEYHGRvFgaLoYgYng6yjUoOVM/dRAZSBEP/f0d9qfMVhJFGb67R92AZcSwAfoNlxFGrtc5cMDECEWfKweVsb3UzkPc/0CK4L2scLr/P4bIO4czjDHCNlr0Z2ZsHm/64Co8EBrLVz0CL4Ngac/gd1QUCeP1+ajweqt1DF5WVFkpCXxmMvbk3IWxi9SqsjR7KOFhrfdNALmw4IZvt4CBCZWAZLBGcC8Ol5nu4rEM4MzkDhLDszcjePFgMF8E0UhgsEZwLdYEAixsaCJomLsOgtqpqSH630kJJ6A+nvX0S8CN62GAFoa+IUBlYhoMIhuFT8z1c1iEIg4TszcKgMFwE00hhOIhgAK/fT9A0iQBB08Tr9w/J71VaKAnDjd76CN92uhYinF2IUBk4hosIhuFT8z1c1iEIg4HszcJgMVwE00hguIhggBqPB9f/be/+QuRKz/yO/56j7k7Cmq3T6pmxHZtB22oz7ES4Irl2NwVZth31mMBuQlhGuo9gNBaYMNkLayYhEAhBaAiLyEWUkcPeTDDJzqzJhdkY1L20yUVfbGtEO8qQ4FZbYnYxXrvVp5Yx9rbU581FnWqVSlXd9e+c96063w+IdlfVqXrnVaHHv3Oe9z1RdHiCYzn2c+uiPNZeA6MYeNdoYBwIKuMRUgiWwrl1USjjAIBJEkpgmnQhhWBJqlcqWqtWvbe8cwslhObINcJoYh1SPlgjPJrQQjAwLUJfI4wmanM+WCM8mtBCMDAtfKwRBnLDbXWGV4YQzIkSAChevVIhAA+pDCG47LuJY7oQhIEADBL6pjkEt+ahMvsr+o//53+wmRoAwJtBQt80h+DWPMzOLmh7+63DexdXq2uEYUw0gjDg2SA7aE97CG7Ng5kpdamcxGZqAIDCNRob2to631fom/YQ3JoHs0jOHUhKlab7SpJ1gjAmWuR7AEDZddtBu5tpDsHSs/PgnFNkkSIZm6kBAAqXJOtK031JB4ehr5tpDsHSs/Pg3IHMIkknFEVziuNlz6MDRsMVYcCzfnbQDi0E57F+t3Me/sXf+2dqPP45a4QBAIWL42VF0dzhFeFuoS+0EJzH+t3OeVhauqHHj3dZI4ypwK7RfWBnSuTtqGAZYgjut5V7mPdmgyz4xq7Rk4HajLwdFSxDDMH9tnIP895skAXf2DUamFK9dtAOLQRL3Vu5xxVa2UkcABCKSqXeNfiFFoKl7q3c4wqtveYBmHSsEQYCFWIIlp62MLN+FwBQNiGGYOlpCzPrd4H+cUUYCJCvENxPa/KZ+VO6Ub9CCzMAoFR8heCNRkPrSaLlOO55j+dKpa5qdY0WZmAABGEgMD5DcL9rf2lhBgCUic8QfH5rS/tpqrko0lq1emQYJgAD/aM1GgiIz3bofm/jBABAmfhsh15PEu2nqQ4k7aep1pOksM8Gph1BGAiE7zXBrP0FAOBZvtcEL8ex5qJIJyTNRZGW47jQzwemGa3RQI76vR2Q7xAssfYXAFAOjY2GkvVE8XKsSr17m7HkPwRLUr1S0Vq1euwaYQCDIwgDOel3zW0IIbiFtb8AgGnW2Gho6/yW0v1U0Vyk6lq1axgOIQS31CsVAjCQA1qjgZz0s+Y2pBAMAMC0S9YTpfupdCCl+6mS9efX3IYUggHkhyAM5OS4NbeEYAAAihUvx4rmIumEFM1FipefXXNLCAbKg9ZoICdHrbklBAMAULxKvaLqWrXrGmFCMFAuBGEgR93W3A4SgvvdbAsAAPSnUq88ty54kBDc72ZbAMJGEAYKNGgI7mezLQAAMLxBQ3A/m20BCF/ha4TN7D0zW+x4LDazy2a2kv1c7PO4PTNz2c/DP0d89rnWe5jZopldH9d/F8rn3t4Dvb+9qnt7D/p6/aDt0P1stgUA40BtxjRoNDb08OE1NRobfR8zaDt0P5ttAZgMhV0RNrMVSeck1SR13g38uqSrzrkke+0Hki4cdZyZxZIuOOdWOx6rHTGMFUlvmtlJSauS3hjxPwsl1e1qraSebczDrAlubbbV+ozOzbYAYFTUZkyLRmNDW1vnlab7iqI5VatrqlTqR7YxD7MmuLXZVuuKcOdmWwAmR2FBOCuKq2b2Wpena61Cm3lkZueccx8dcdzJ9kKbueicu3XEMHacc6eHGD6m0Cjrbzuv1n7vL/5c3/tks2sb87AbYx212RYAjAO1GaFpNDaUJOuK42VVKvW+j0uSdaXpvqQDpem+kmRd+vjVnm3Mw26MddRmWwAmi/c1wtlZ5UcdDydqniH+qNdxzrmdjvc5p+aZZOBYo66/7bxaK+m5NuYz86dG3h2622ZbAJA3ajN86HVVtx9xvKwomjs8No6XlXz7+TbmSr0y8u7Q3TbbAjB5vAdhNVuqOhdY7Eoa9Oxw7ZgzzpIOi/JJSYuSNp1zPQs6ple39beDBM7Oq7WSnrkifHZhiVskAZhk1GYUrttV3X6DcKVSV7W69uzV5OXGc23M3CIJQEsIQfhkl8cG2nkgK6A7x75Q+qj9bLWZ3TazCx2tX63nLku6LEkvv/zyIMPBBBjH+tvOq7XtwfgLqngJwdxuCcCYUJtRuG5XdQdRqdSfCc6dbcwHrxx4CcHDtnsDyFcIQbiz9Up6fsOO47zjnLtw3Is6W7bULNAXJT13tjo7g31Lkmq1mhtwPAhcHutvW8HY15VgbrcEYIyozShc16u6o75n1sbs60rwKO3eAPIVQhBO9HxxXZB0f4D3WBnys+9r8DYvTIk81t/6bIcetd0bANpQm+FF51XdcfDZDj1KuzeAfBV+H+FO2e6SnS1YsfrcXCNrvep25rrzdStmdrvj4dMarKgDPeURgge5V3Gr3TuScbslACOhNmNa5BGCB7lfcavdWzoxVLs3gPyEcEVYknbMbLGtPWpxgI0yTqrLuiUzW5R0zjn3YfbQppr3RGxXc869OdSIgTZ5heBBWp253RKAMaM2Y6LlFYIHaXXOo90bwHgUFoSzs8MrkmqS3jGz2207Sb4h6aKZ7ai5Y+SbfR7X0m0zjhVJFyR9KEnOucTMHmUbbUjNM87Hrl2CH5O06VNe7dDDtDpzuyUAg6A2YxCTtOlTXu3Qw7Q659HuDWB05hx7TRynVqu5zc1N38MojUna9CnPNcGTNA/ANDGzO865mu9x4GjU5mJN0qZPea4JnqR5AKZJHrU5lNZo4NCkbPqU98ZYtDoDAEIxKZs+5b0xFq3OwPQgCCM447jHb7+GbcEuandoWp0BACEY9R6/g2hsNA7v/VupV/o+rqjdoWl1BqYDQRjBKepK6LCtx+MOweNeDz1J66sBAJOhqCuhjY2Gts5vKd1PFc1Fqq5V+wrD4w7B414PPUnrq4GyIAgjSEVcCR2mBTuPEDzqOuCbH39X3//JD/Q7n/2yfvvzZ1hXDADIRRFXQpP1ROl+Kh1I6X6qZD05NgjnEYJHXQd89f59feenP9Xvv/ii/tULf8W6YiBA3u8jDPhydmFJJyySSTph0bEt2Hm0Q3cL44O4+fF39e2dP9Nf/vxn+vbOn+k/f/zdkd4PAACf4uVYNifphJPNNX8/Sh7t0N3WQw/i6v37eveTT7T9y1/q3U8+0X/b+ZOR3g9APgjCKDezZ3/2kNea4NZ66Eg21Hro7//kB8/8/pe/2B3p/QAA8OrVj6X/8AfSP/+j5s9XP+750rzWBLfWQ0snhloP/Z2f/vTZ33/xykjvByAftEajtO7ubusgPZCTdJAe9GyNznNjrFHXQ//OZ7+sb+/82eHvX/u7X9Fvf/4Ma4QBABMpSdblXv2B9OpdOZ3ouTt1nhtjjboe+vdffFHvfvLJ4e9//7P/SNUX2GkaCA1BGKXVz+7URewOPcp66Cuv/p4kHa4Rbv1OAAYATKJ+dqcuYnfoUdZDXz99WpIO1wg3fz9NAAYCY84532MIXq1Wc5ubm76HgRwctcPy3t6erv2nP9TD5Mf6+qXL+uqv/6afQQIolJndcc7VfI8DR6M2T6+jdlh+9OiRbv7bm/r0h5/q0jcu6Uu/+yVPowRQpDxqM1eEUWq9rsa2QvB3tv+XXvjqK/r3P/oTvfi5l7jSCgBAznpdjW2F4E9ufqKvpV/Tj7//Y7209tJA9xoGgBY2ywI6tNqhHyY/1gtffUWzJ3+FHZgBAPCo1Q796Q8/1dfSr+lkevLw9koAMAyCMNCmfU3w1y9d1mdeiNmBGQAAj9rXBF/6xiW98LdekE5I0Vx07O2VAKAXWqOBTLeNsV783EvswAwAgCfdNsZ6ae0lJeuJ4uWYtmgAQyMIA+q9O/QoOzoDAIDh9dodulKvEIABjIzWaJReEbdIAgAA/SviFkkAyo0gjFIjBAMAEBZCMIAiEIRRWoRgAADCQggGUBSCMEqJEAwAQFgIwQCKRBBG6RCCAQAICyEYQNEIwigVQjAAAGEhBAPwgSCM0iAEAwAQFkIwAF8IwigFQjAAAGEhBAPwiSCMqUcIBgAgLIRgAL4RhDHVCMEAAISFEAwgBARhTC1CMAAAYSEEAwgFQRhTiRAMAEBYCMEAQkIQxtQhBAMAEBZCMIDQEIQxVQjBAACEhRAMIEQEYUwNQjAAAGEhBAMIFUEYUyGkEHxv74He317Vvb0H3sYAAIBvIYXgRmNDDx9eU6Ox4W0MAMIy43sAwKhCC8FvbdzU4/SJZqMZ3ahf0Zn5U97GAwCAD6GF4K2t80rTfUXRnKrVNVUqdW/jARAGrghjooUUgiXp7u62HqdPlMrpcfpEd3e3vY4HAICihRSCJSlJ1pWm+5IOlKb7SpJ1r+MBEAaCMCZWaCFYks4uLGk2mlEk02w0o7MLS76HBABAYUILwZIUx8uKojlJJxRFc4rjZd9DAhAAWqMxkUIMwZJ0Zv6UbtSv6O7uts4uLNEWDQAojRBDsCRVKnVVq2tKknXF8TJt0QAkEYQxgUINwS1n5k8RgAEApRJqCG6pVOoEYADPoDUaE2VcIZidnQEAGI9xheDGRkMPrz1UY6Mx5hECwPMKD8Jm9p6ZLXY8FpvZZTNbyX4u9nncudZjZrZoZteP+exjPwfhGmcIfmvjpv7L//2femvjJmEYQOlRmzGscYbgrfNb+tG/+ZG2zm8RhgHkrrDWaDNbkXROUk1S3PH0dUlXnXNJ9toPJF3o47gVSW+a2UlJq5LeOGYYPT9nGt3bezA1a1XH2Q7dbWfnSZ8fABgGtbl4jcbG1KxVHWc7dLKeKN1PpQMp3U+VrCeq1CtjHC0APKuwIOycW5W0amavdXm61iqAmUdmds4599Exx+04504PMIyenzPAe0yEabqf7bjXBLd2dm7NDTs7AygranOxpul+tuNeExwvx4rmIqX7qaK5SPFy5/kVABgv75tlZWeVH3U8nKh5RnlsRbCozwnFtFz1zGNjLHZ2BoCjUZvz0e1+tpMYhPPYGKtSr6i6VlWynihejrkaDCB33oOwmi1VScdju5L6OptsZucknZS0KGnziDPII33OpJmGq5557g7Nzs4AcCRqcw5a97NtXRGexPvZ5rk7dKVeIQADKEwIQfhkl8c6i2IvHznndlq/mNltM7vQ0WI11OeY2WVJlyXp5Zdf7nM44Zj0q56h3yIJAKYctTkHk34/29BvkQQAgwghCHe2REnPb7zRVXuhzexIuijp1qif45y71XqfWq3m+hlPaCb1qichGAC8ozbnZFLvZ0sIBjBtQriPcKLni96CpPtDvNd99W6nGufnICeEYAAIArUZhwjBAKaR9yCc7TzZ2RoVq3nLhZ6y+w3e7nj4tHoUz2E/B8UhBANAGKjNaCEEA5hW3oNwZsfMFtt+X+zjtgmbat57sF0ta5uSmS2a2etj+BwUgBAMAMGhNpccIRjANCtsjXC2g+SKpJqkd8zsdqswSnpD0kUz21Fzh8k3jzvOOZeY2aNs4wypecb5QttHrmS/f9j2WM/PgT+EYADwg9qMXgjBAKadOTeRe00Uqlaruc3NTd/DmEqEYAChMbM7zrma73HgaNTm/BCCAYQmj9ocSms0SogQDABAWAjBAMqCIAwvCMEAAISFEAygTAjCKBwhWLq390Dvb6/q3t4D30MBAIAQLKnR2NDDh9fUaGz4HgqAAhS2WRYgEYKlZgh+a+OmHqdPNBvN6Eb9is7Mn/I9LABASRGCmyF4a+u80nRfUTSnanVNlUrd97AA5IgrwigMIbjp7u62HqdPlMrpcfpEd3e3fQ8JAFBShOCmJFlXmu5LOlCa7itJ1n0PCUDOCMIoBCG46d7eA/3kF3s6YZEimWajGZ1dWDp8jnZpAEBRCMFNjY2GfvlH/1D28ZclnVAUzSmOlw+fe3jtoRobDa9jBDB+tEYjd4TgpvaW6BPRCf2Tl/+B/vEXf0Nn5k/RLg0AKBQhuKmx0dDW+S2l+6ls7g/1+f/6v/W58zVVKvVnnovmIlXXqqrUK76HDGBMuCKMXBGCn2pviT5ID/TZvzN/GHZplwYAFIUQ/FSynijdT6UDye1Lf/v//dPDtcHtz6X7qZL1xPNoAYwTQRi5IQQ/6+zCkmajmedaoo97DgCAcSEEPytejhXNRdIJKZqLFC/HfT0HYPKZc873GIJXq9Xc5uam72FMFEJwd/f2Huju7rbOLiw91/p81HMAimNmd5xzNd/jwNGozYMjBHfX2GgoWU8UL8fPtT4f9RyA4uRRm1kjjLEjBPd2Zv5Uz5B71HMAAIyCENxbpV7pGXKPeg7AZCMIY2TtVzK/oAohGAAAz9qvZB68ckAIBoAOBGGMpH23Y/38iX5r+1e1MPMZQjAAAJ6073b86eyn2npjS7NfnCUEA0AbNsvCSFq7He9/+gv9xe0tPUx+TAgGAMCj1m7Hf33w1/rTv/lTffrDTwnBANCBIIyRnF1Ykn7+RH+1+rHsQPr6pcuEYAAAPIqXY306+6m+Z99TeiLVpW9cIgQDQAdaozGSL6ii39r+VX1ufklfv3RZX/313/Q9JAAASu3glQNtvbGlyg8ruvSNS/rS737J95AAIDgEYQyttTv0wsxn9C//4N9xJRgAAM9au0PPfnFWb/3rt7gSDAA90BqNoXCLJAAAwsItkgCgfwRhDIwQDABAWAjBADAYgjAGQggGACAshGAAGBxBGH3rNwTf23ug97dXdW/vQbEDBACgZPoNwY3Ghh4+vKZGY6PgEQJAmNgsC30ZJAS/tXFTj9Mnmo1mdKN+RWfmTxU72BK7t/dAd3e3dXZhiXkHgCk3SAje2jqvNN1XFM2pWl1TpVIveLTltdFoaD1JtBzHqlcqvocDIEMQxrEGaYe+u7utx+kTpXJ6nD7R3d1tAllBOAkBAOUxSDt0kqwrTfclHShN95Uk6wThgmw0Gjq/taX9NNVcFGmtWiUMA4GgNRpHGnRN8NmFJc1GM4pkmo1mdHZhqaCRottJCADA9Bl0TXAcLyuK5iSdUBTNKY6XCxknpPUk0X6a6kDSfppqPUl8DwlAhivC6GmYjbHOzJ/SjfoV2nM9aJ2EaF0R5iQEAEyfYTbGqlTqqlbXlCTriuNlrgYXaDmONRdFh1eEl+PY95AAZAjC6GqU3aHPzJ8iAHvASQgAmG6j7A5d1JIv9wAAD7BJREFUqdQJwB7UKxWtVausEQYCRBDGc7hF0uTiJAQATCdukTS56pUKARgIEGuE8QxCMAAAYSEEA8D4EYRxiBAMAEBYCMEAkA+CMCQRggEACA0hGADyQxAGIRgAgMAQggEgXwThkiMEAwAQFkIwAOSPIFxihGAAAMJCCAaAYhCES4oQDABAWAjBAFAcgnAJEYIBAAgLIRgAikUQLhlCMAAAYSEEA0DxCg/CZvaemS12PBab2WUzW8l+Lg543GUz+8DMzh3z2eda72Fmi2Z2fRz/TZNi1BB8b++B3t9e1b29B/kMEADgBbXZn1FDcGOjoYfXHqqx0chphAAwnWaK+iAzW5F0TlJNUtzx9HVJV51zSfbaDyRd6OO4i865W9nr/ljSHTN7zTm302MYK5LeNLOTklYlvTHyf9iEGEcIfmvjph6nTzQbzehG/YrOzJ/KZ7AAgEJQm/0aRwjeOr+ldD9VNBepulZVpV7JabQAMF0KuyLsnFt1zr0r6VGXp2utQpt51DqD3Ou47PnNtvdP1Cygrx8xjB3n3Gnn3Lxz7kLHZ06tcbRD393d1uP0iVI5PU6f6O7udg4jBQAUidrszzjaoZP1ROl+Kh1I6X6qZL0UUwcAY+F9jXB2VrmzACdqniE+yklJ3+ry+MI4xjUtxrUm+OzCkmajGUUyzUYzOruwNOaRAgBCQW3O17jWBMfLsaK5SDohRXOR4uXOi/MAgF4Ka40+QqxmcW23K+n0UQc551bN7ELHwzVJV486LjtbfVLSoqRN59xHgw13coxzY6wz86d0o35Fd3e3dXZhibZoAJhu1OacjHNjrEq9oupaVcl6ong5pi0aAAYQQhA+2eWxvnp72tcbZWevd5xzq0cc8lHHMbfNrGsblpldlnRZkl5++eV+hhOUPHaHPjN/igAMAOVAbc5BHrtDV+oVAjAADMF7a7S6r0saqLfHzGJJbzrnOs9CP6PLRh07ki72eO0t51zNOVd78cUXBxmOd9wiCQAwImrzmHGLJAAISwhBONHzxXVB0v0B3uMdDbfL5H0d0+Y1aQjBAIAxoDaPESEYAMLjPQhn7VKdLVixmrtMHitrk7rWdnuH5+5zmD2+Yma3Ox4+rcGKetAIwQCAcaA2jw8hGADC5D0IZ3Y6iuRiPxtlZGuPVjvWEZ3Lnls0s/bbNWyqeU/EdrXWvQ4nHSEYADBm1OYREYIBIFyFbZaV7Qi5oubuke+Y2e22QveGpItmtqPmjpFvHndc9vhtSYmZtV4eS3ot+98rki5I+lBq3svQzB5lZ6ml5hnnI9ctTQpCMABgGNTm/BCCASBs5pzzPYbg1Wo1t7m56XsYXRGCAWC8zOyOc67mexw4Wsi1mRAMAOOVR20OpTUaQyAEAwAQFkIwAEwGgvCEIgQDABAWQjAATA6C8AQiBAMAEBZCMABMFoLwhCEEAwAQFkIwAEwegvAEIQQDABAWQjAATCaC8IQgBAMAEBZCMABMLoLwBCAEAwAQFkIwAEw2gnDgCMEAAISFEAwAk48gHDBCMAAAYSEEA8B0IAgHihAMAEBYCMEAMD0IwgEiBAMAEBZCMABMF4JwYAjBAACEhRAMANOHIBwQQjAAAGEhBAPAdCIIB4IQDABAWAjBADC9CMIBIAQDABAWQjAATDeCsGeEYAAAwkIIBoDpRxD2iBAMAEBYCMEAUA4EYU8IwQAAhIUQDADlQRD2gBAMAEBYCMEAUC4E4YKFFoLv7T3Q+9ururf3wOs4AADwJbQQ3Ghs6OHDa2o0NryOAwCm2YzvAZRJiCH4rY2bepw+0Ww0oxv1Kzozf8rrmAAAKFKIIXhr67zSdF9RNKdqdU2VSt3rmABgGnFFuCChhWBJuru7rcfpE6Vyepw+0d3dbd9DAgCgMKGFYElKknWl6b6kA6XpvpJk3feQAGAqEYQLEGIIlqSzC0uajWYUyTQbzejswpLvIQEAUIgQQ7AkxfGyomhO0glF0ZzieNn3kABgKtEanbNQQ7AknZk/pRv1K7q7u62zC0u0RQMASiHUECxJlUpd1eqakmRdcbxMWzQA5IQgnKOQQ3DLmflTBGAAQGmEHIJbKpU6ARgAckZrdE4mIQQDAFAmkxCCAQDFIAjngBAMAEBYCMEAgHYE4TEjBAMAEBZCMACgE0F4jAjBAACEhRAMAOiGIDwmhGAAAMJCCAYA9EIQHgNCMAAAYSEEAwCOQhAeESEYAICwEIIBAMchCI+AEAwAQFgIwQCAfhCEh0QI9ufe3gO9v72qe3sPfA8FABAQQrA/jY2GHl57qMZGw/dQAKAvM74HMIkIwf7c23ugtzZu6nH6RLPRjG7Ur+jM/CnfwwIAeEYI9qex0dDW+S2l+6miuUjVtaoq9YrvYQHAkQq/Imxm75nZYsdjsZldNrOV7OfiuI4b5fXdEIL9uru7rcfpE6Vyepw+0d3dbd9DAoCJN+m1mRDsV7KeKN1PpQMp3U+VrCe+hwQAxyrsirCZrUg6J6kmKe54+rqkq865JHvtB5IujHJcD4O+/hmEYP/OLixpNpo5vCJ8dmHJ95AAYGJNQ20mBPsXL8eK5qLDK8LxcudXAgDCU1gQds6tSlo1s9e6PF1rFcDMIzM755z7aNjjegxj0NcfIgSH4cz8Kd2oX9Hd3W2dXViiLRoARjDptZkQHIZKvaLqWlXJeqJ4OaYtGsBE8L5GODur/Kjj4UTSiqSeRXDQ44b9HEk6ODggBAfkzPwpAjAA5GgSavOTJ08IwQGp1CsEYAATJYRdo2M1i167XUmnx3zcsJ+jn/3sZ4RgAECZBF+bd3d3CcEAgKF5vyIs6WSXx/rZZWHQ4wZ6vZldlnQ5+/Vv3n777Xtvv/12H8NCDl6Q9DPfgygp5t4f5t6fV3wPIAATUZuvXr167+rVq30MCzng3yh/mHt/mHt/xl6bQwjCnS1R0vMbb4zjuIFe75y7JemWJJnZpnOu1seYkAPm3x/m3h/m3h8z2/Q9hgBQm3Ek5t8f5t4f5t6fPGpzCK3RiZ4veguS7o/5uGE/BwCAsqE2AwCmmvcgnO082dkaFUtaHedxw34OAABlQ20GAEw770E4s2Nmi22/L/Zz24SjjjOzRTN7fUyfc6uP1yA/zL8/zL0/zL0/zH0TtRlHYf79Ye79Ye79Gfvcm3Nu3O/Z/YPMzql5O4R31DzTeztb6yMziyVdlLQjaVHSqnNuZ8TjLku64Jx7rW0MPV8PAEDZUJsBAGVVWBAGAAAAACAEobRGAwAAAABQiFIGYTN7r2M9kswsNrPLZraS/Vwc13F4asxzf671WLbu7Hq+o59sg85923OXzeyDrBXy2OPwvDHPPd/7AQwx94ttc/+ema30cxxGR232h9rsD7XZH2qzP8HUZudcaf6ouZ7pm5LuSDrX8dx7kuK23z8Y9Tj+5D7331TzFht7kj5ofw/+jGXuL7f97zib68XjjuNP7nPP9z7fuf9mx2v3Wq/lex/c3xW1Ocy559+ofOee2hzm3PO9z3fuc6nNpboi7Jxbdc69K+lRl6drzrmk7fdHrTM9wx6Hp3Ka+x3n3Gnn3Lxz7kLHeyAzzNxn83944/LsNauSXj/quHGPfdLlNPd87/swwr/b1625edPhc2pu4HTccRgStdkfarM/1GZ/qM3+hFabSxWEe8kur3f+hSRqnrUY+3F4ijn055i5PynpW10OW+DvbHTDzn3e4yqDPr6/8x0F9aSat/fhe18warM/zKE/1GZ/qM3++KrNBOGmWM1Ja7cr6XROx+GpkeYwO0vXWhPAWc/B9Jx759yqpAsdz9Uk3T7quDwGOaWGnXtJfO9HdOT3t73QWvNWP9eyx/jeF4/a7A+12R9qsz/UZn+81OaZYUc7ZU52eayfloZhj8NTo8zhR67tXpNmdtvMaEfp35Fz3zG3K2q2/axm/wD1PA59GWrus4f43o/m2H9zso02VtT8Pz9X+z0OY0dt9ofa7A+12R9qsz9eajNXhJu69anHXR4b13F4aug5bP8HJ7Mj6eLIIyqPvuY+W5PxpnOudSaU7/3ohp17vvejO3bunXM7zrlbkq6Z2Z3s74HvffGozf5Qm/2hNvtDbfbHS20mCDe1Lq23W1Bz97c8jsNT45zD+6IFaBD9zv07kt4Y4jj0Nuzcd8P3fjB9f3+zM/mbav498L0vHrXZH2qzP9Rmf6jN/nipzQRhNXcw0/OX1mM1d4Mb+3F4atg5zNZg3O54+LT4B79v/cx9xzoMmdki3/vRDTv3fO9Hd9TcZ+u6Ouc3UfP2GHzvC0Zt9ofa7A+12R9qsz++ajNB+KmdjhswLzrnPsrxODw1zBxuSuq8WXkta5lA/3rOfbb+ZbVjfcu5445D34aZe77349Fr7rvN74qa9yg86jjkh9rsD7XZH2qzP9RmfwqvzeaaNx4uhWwHtxU1L6WvSrrd+pJmfeYX1ezpX1Tzi74zynF4Kqe5P6fmjn1S88zbe8z984aZ++yYO3p2w4FY0mvZphx87/uQ09zzve/DiP/mtM/vnzvnPjzuOAyP2uwPtdkfarM/1GZ/QqvNpQrCAAAAAADQGg0AAAAAKBWCMAAAAACgVAjCAAAAAIBSIQgDAAAAAEqFIAwAAAAAKBWCMAAAAACgVAjCQAmZ2WUzu2NmLvv5epfX3O/2OAAAGD9qM1CsGd8DAFAsM/tA0jlJF9S8+XhN0gdm9hvOuateBwcAQAlRm4HiEYSBEsnOIq9I+jXnXJI9vGpmvyZpz8z+u3PuI38jBACgXKjNgB+0RgPlcl3StbZCK0nKfr+VPQ8AAIpDbQY8IAgD5bIoqddZ5dtqtmK1e83MbmfrlW6bWdx6wsw+MLO91nN5DRgAgClHbQY8IAgDJWFmi9n/3OnxkkRS3PHYoprrlU5LOinpW9l7XZYUO+fmnXMmzlYDADAwajPgD0EYKAnnXKvILvZ4yaKaBbfdB865JDv2qqTWTpWPJNXM7HUzi51zq+MfMQAA043aDPhDEAbKZUfSaz2ee03S5jHHSpKccx9KuqbmWeg9M3tvbCMEAKBcqM2ABwRhoFyuSvpm+3oi6bA163Ud3Ub1zFlp59y7zrl5SV+RdNHMzuUwXgAAph21GfCAIAyUSHa2+ENJd8xsxcxiM1uRdEfSu13aqL4iSVlxvq7m7pXKjl3JXtPZsgUAAPpEbQb84D7CQMk45y5kG2pcl3ROzZ0q38gKcaeTZnZHzTPOf+ycu9r23PXsTHMi6Rb3OAQAYDjUZqB45pzzPQYAAAAAAApDazQAAAAAoFQIwgAAAACAUiEIAwAAAABKhSAMAAAAACgVgjAAAAAAoFQIwgAAAACAUiEIAwAAAABKhSAMAAAAACgVgjAAAAAAoFT+P8zyWIVTx1SPAAAAAElFTkSuQmCC\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": 0.601856,
     "end_time": "2020-04-01T01:35:15.720658",
     "exception": false,
     "start_time": "2020-04-01T01:35:15.118802",
     "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": 0.047484,
     "end_time": "2020-04-01T01:35:15.816264",
     "exception": false,
     "start_time": "2020-04-01T01:35:15.768780",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.055474,
     "end_time": "2020-04-01T01:35:15.920018",
     "exception": false,
     "start_time": "2020-04-01T01:35:15.864544",
     "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": 0.385789,
     "end_time": "2020-04-01T01:35:16.354211",
     "exception": false,
     "start_time": "2020-04-01T01:35:15.968422",
     "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": 0.064217,
     "end_time": "2020-04-01T01:35:16.468297",
     "exception": false,
     "start_time": "2020-04-01T01:35:16.404080",
     "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": 0.049171,
     "end_time": "2020-04-01T01:35:16.567275",
     "exception": false,
     "start_time": "2020-04-01T01:35:16.518104",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.081767,
     "end_time": "2020-04-01T01:35:16.701212",
     "exception": false,
     "start_time": "2020-04-01T01:35:16.619445",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_0a48017a_73b9_11ea_9eb0_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_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.85552</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >174</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.80477</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.611356</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.955263</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >83</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.0212</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.573277</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >1.16183</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >2</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.34692</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.500949</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-1.54372</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >259</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >4.89492</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.633327</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >0</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-3.15057</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >45</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >7.46919</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.673556</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-3.19195</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >42</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >7.8846</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.371716</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.540489</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >87</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.91939</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.604657</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >-0.164615</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >174</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.472819</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.777024</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.21734</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >83</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.450473</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.657297</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >0.376406</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >2</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.377427</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0.689551</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.177333</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >259</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.465102</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.772098</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >0</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >nan</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.142723</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >45</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.529455</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.745536</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >-0.145491</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >42</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.507133</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.292711</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >-0.18517</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >87</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.421857</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.781781</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >-0.232919</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >398</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.24924</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.909702</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >-0.161505</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >91</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.481891</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.913929</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >-0.0966703</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >1016</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.269176</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.987758</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >-0.0531424</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >711</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.17254</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.993558</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >-0.136622</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1505</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.689678</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.968328</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >-1.22667</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >9</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >1.27686</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >0.446718</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >-0.687467</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >132</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >1.09475</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.631117</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >-0.0670616</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >128</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >1.29812</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.933735</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >0.136959</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >129</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >1.34265</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.884984</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >-2.71079</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >391</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >6.10419</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.863714</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-2.31533</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >89</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >4.24997</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.837409</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-2.92494</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >1013</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >3.64597</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.813922</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-3.13506</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >707</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >3.59048</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.72917</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-2.83252</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1493</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >4.45582</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.921497</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >-4.48265</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >6</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >4.50295</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >0.0638573</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >-5.86743</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >134</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >8.54581</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.692818</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-1.30758</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >123</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >5.1934</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.870879</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >-0.671543</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >128</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >3.24017</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.959008</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >-0.295234</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >398</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >1.49418</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.894453</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >-0.207555</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >91</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.550653</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.92467</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >-0.114353</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >1017</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.313131</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.983448</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >-0.053339</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >712</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.204746</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.992006</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >-0.167787</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1506</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >0.821309</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.953873</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >-1.63249</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >9</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >1.69979</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >0.423635</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >-0.857404</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >132</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >1.35308</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.61986</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >-0.121361</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >128</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >1.44319</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.936825</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >0.200782</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >129</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.65723</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.869908</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >0.0282261</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >398</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >1.00409</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.965847</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >0.00340123</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >91</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.53409</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.96935</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >0.0577557</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >1016</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.413138</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.966209</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >0.082276</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >711</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.386462</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.961004</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >0.04666</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1505</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.631736</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.976004</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >-0.383229</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >9</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >0.403843</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >0.177809</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >0.155507</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >132</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.403387</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.834023</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >-0.127715</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >128</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.40399</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.88675</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >0.081423</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >129</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.988307</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.946601</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-5.26375</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >391</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >12.2093</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.714165</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-5.11649</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >89</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >8.90557</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.778079</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-7.53891</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >1013</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >10.1091</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.726525</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-7.48189</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >707</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >9.42922</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.739717</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-6.79867</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1493</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >10.6351</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.810776</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >-6.04632</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >6</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >6.10112</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >0.475428</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >-9.51914</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >134</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >15.4928</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.655779</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-7.64349</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >123</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >12.8569</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.563802</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >1.51457</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >128</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >6.59431</td>\n",
       "                        <td id=\"T_0a48017a_73b9_11ea_9eb0_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.895011</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb4d5037fa0>"
      ]
     },
     "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": 262.81076,
   "end_time": "2020-04-01T01:35:16.754253",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2014.ipynb",
   "parameters": {
    "year": 2014
   },
   "start_time": "2020-04-01T01:30:53.943493",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}