{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 2.266256,
     "end_time": "2020-04-01T01:22:49.834483",
     "exception": false,
     "start_time": "2020-04-01T01:22:47.568227",
     "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": 0.021636,
     "end_time": "2020-04-01T01:22:49.874094",
     "exception": false,
     "start_time": "2020-04-01T01:22:49.852458",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
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       " 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": 0.019455,
     "end_time": "2020-04-01T01:22:49.909837",
     "exception": false,
     "start_time": "2020-04-01T01:22:49.890382",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
    "year=2007"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 0.019399,
     "end_time": "2020-04-01T01:22:49.945598",
     "exception": false,
     "start_time": "2020-04-01T01:22:49.926199",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "year = 2012\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.021162,
     "end_time": "2020-04-01T01:22:49.983531",
     "exception": false,
     "start_time": "2020-04-01T01:22:49.962369",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Year: 2012"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('''# Year: '''+ str(year)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.016123,
     "end_time": "2020-04-01T01:22:50.016086",
     "exception": false,
     "start_time": "2020-04-01T01:22:49.999963",
     "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": 0.016168,
     "end_time": "2020-04-01T01:22:50.048390",
     "exception": false,
     "start_time": "2020-04-01T01:22:50.032222",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Define date range and load observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.785301,
     "end_time": "2020-04-01T01:22:50.850228",
     "exception": false,
     "start_time": "2020-04-01T01:22:50.064927",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1647 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>2012.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.500333</td>\n",
       "      <td>-124.735167</td>\n",
       "      <td>2.1</td>\n",
       "      <td>None</td>\n",
       "      <td>11.1</td>\n",
       "      <td>24.1</td>\n",
       "      <td>0.97</td>\n",
       "      <td>8.498574</td>\n",
       "      <td>30.228784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.500333</td>\n",
       "      <td>-124.735167</td>\n",
       "      <td>6.4</td>\n",
       "      <td>None</td>\n",
       "      <td>12.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.331645</td>\n",
       "      <td>30.557292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.500333</td>\n",
       "      <td>-124.735167</td>\n",
       "      <td>11.3</td>\n",
       "      <td>None</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.08</td>\n",
       "      <td>7.804145</td>\n",
       "      <td>30.600648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.500333</td>\n",
       "      <td>-124.735167</td>\n",
       "      <td>21.3</td>\n",
       "      <td>None</td>\n",
       "      <td>20.7</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.48</td>\n",
       "      <td>7.659269</td>\n",
       "      <td>30.856334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.500333</td>\n",
       "      <td>-124.735167</td>\n",
       "      <td>31.6</td>\n",
       "      <td>None</td>\n",
       "      <td>20.7</td>\n",
       "      <td>36.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.701101</td>\n",
       "      <td>31.085702</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month  Day        Lat         Lon  Pressure Depth     N    Si  \\\n",
       "0  2012.0    4.0  6.0  48.500333 -124.735167       2.1  None  11.1  24.1   \n",
       "1  2012.0    4.0  6.0  48.500333 -124.735167       6.4  None  12.0  24.7   \n",
       "2  2012.0    4.0  6.0  48.500333 -124.735167      11.3  None  17.5  32.3   \n",
       "3  2012.0    4.0  6.0  48.500333 -124.735167      21.3  None  20.7  37.0   \n",
       "4  2012.0    4.0  6.0  48.500333 -124.735167      31.6  None  20.7  36.3   \n",
       "\n",
       "   Chlorophyll_Extracted     ConsT     AbsSal  \n",
       "0                   0.97  8.498574  30.228784  \n",
       "1                    NaN  8.331645  30.557292  \n",
       "2                   1.08  7.804145  30.600648  \n",
       "3                   0.48  7.659269  30.856334  \n",
       "4                    NaN  7.701101  31.085702  "
      ]
     },
     "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": 262.820723,
     "end_time": "2020-04-01T01:27:13.688840",
     "exception": false,
     "start_time": "2020-04-01T01:22:50.868117",
     "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": 0.040102,
     "end_time": "2020-04-01T01:27:13.751243",
     "exception": false,
     "start_time": "2020-04-01T01:27:13.711141",
     "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": 0.047768,
     "end_time": "2020-04-01T01:27:13.816243",
     "exception": false,
     "start_time": "2020-04-01T01:27:13.768475",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter values from 01jan12 namelist_smelt_cfg:\n",
      "   Chl:N =  2.0\n",
      "   zz_bfsi =  6e-05\n",
      "   zz_remin_d_bsi =  1.1e-06\n",
      "   zz_w_sink_d_bsi =  0.00028\n",
      "   zz_alpha_b_si =  0.92\n",
      "   zz_alpha_b_d =  0.0\n"
     ]
    }
   ],
   "source": [
    "# load chl to N ratio from namelist\n",
    "nml=f90nml.read(os.path.join(PATH,'01jan'+str(year)[-2:],'namelist_smelt_cfg'))\n",
    "mod_chl_N=nml['nampisopt']['zzn2chl']\n",
    "print('Parameter values from 01jan'+str(year)[-2:]+' namelist_smelt_cfg:')\n",
    "print('   Chl:N = ',mod_chl_N)\n",
    "print('   zz_bfsi = ',nml['nampisrem']['zz_bfsi'])\n",
    "print('   zz_remin_d_bsi = ',nml['nampisrem']['zz_remin_d_bsi'])\n",
    "print('   zz_w_sink_d_bsi = ',nml['nampissink']['zz_w_sink_d_bsi'])\n",
    "print('   zz_alpha_b_si = ',nml['nampissink']['zz_alpha_b_si'])\n",
    "print('   zz_alpha_b_d = ',nml['nampissink']['zz_alpha_b_d'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.024669,
     "end_time": "2020-04-01T01:27:13.858049",
     "exception": false,
     "start_time": "2020-04-01T01:27:13.833380",
     "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": 0.04391,
     "end_time": "2020-04-01T01:27:13.919187",
     "exception": false,
     "start_time": "2020-04-01T01:27:13.875277",
     "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": 0.058722,
     "end_time": "2020-04-01T01:27:13.995067",
     "exception": false,
     "start_time": "2020-04-01T01:27:13.936345",
     "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": 0.029749,
     "end_time": "2020-04-01T01:27:14.041831",
     "exception": false,
     "start_time": "2020-04-01T01:27:14.012082",
     "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": 0.861977,
     "end_time": "2020-04-01T01:27:14.921034",
     "exception": false,
     "start_time": "2020-04-01T01:27:14.059057",
     "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": 0.02871,
     "end_time": "2020-04-01T01:27:14.970323",
     "exception": false,
     "start_time": "2020-04-01T01:27:14.941613",
     "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": 0.019876,
     "end_time": "2020-04-01T01:27:15.010388",
     "exception": false,
     "start_time": "2020-04-01T01:27:14.990512",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Nitrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 0.606518,
     "end_time": "2020-04-01T01:27:15.636285",
     "exception": false,
     "start_time": "2020-04-01T01:27:15.029767",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_eb8c645c_73b7_11ea_97c9_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_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.535936</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >426</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >5.352</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.914895</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.460622</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >125</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >3.12856</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.874802</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.687475</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >859</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >2.25283</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.88904</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-0.901235</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >618</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >1.91249</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.869616</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.297738</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1410</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >3.55159</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.944294</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-2.76104</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >63</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >2.86511</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.359494</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >4.77509</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >129</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >7.56635</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.548432</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-1.28892</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >158</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >4.55891</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.889912</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >-0.13268</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >76</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >3.65653</td>\n",
       "                        <td id=\"T_eb8c645c_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.940833</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb30af5bc70>"
      ]
     },
     "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": 0.528444,
     "end_time": "2020-04-01T01:27:16.185192",
     "exception": false,
     "start_time": "2020-04-01T01:27:15.656748",
     "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": 0.62076,
     "end_time": "2020-04-01T01:27:16.828755",
     "exception": false,
     "start_time": "2020-04-01T01:27:16.207995",
     "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+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAM6ElEQVR4nO3dX27bVhbH8d/pn7RIkELNpM+T2jtw0mYBVXZgd3Zg78DBrCBwduB0B7V3IHcBaWO/98EezHsRGw0aoCnQMw+8TDiMRFGyIt5Dfj8A4UgkL69/Ukjz6JIydxcAAAAAAACG4aOuOwAAAAAAAID1oRgEAAAAAAAwIBSDAAAAAAAABoRiEAAAAAAAwIBQDAIAAAAAABgQikEAAAAAAAADQjEIAAAAAABgQCgGAQCAbJjZoZm5mV1WpomZbXXQl/3Ul6bpYN39AgAAuC6KQQAAIDcn7v5lOUk6lHRqZtvr7IS7P3V3KydJx6lvVpkeS1IqWu0uu63rrg8AALAIikEAACBr7n4saUfSD2Y2arNOGtVztOKuvGyY952kH6/R9nXXBwAAaI1iEAAAyF4qCL2UlOXoGXc/c/errtYHAABYBMUgAAAQxYmkb8oHZrZtZufp3j2n5X2F0oigA0nb6fKro6blVyG1u117vJ/ud+RmdmRmG+lneR+k0QLrTyrztlL/y3Ynqc1Wo6YAAAAoBgEAgCjOJdULOI/S/XxOJB1JkrvvSHoq6Tjdd2inafkPaE/F5W2bkrYlTSQ9lvS1pAeaP8qpuv64Uiw6kvRE0peSRpIm6fdkZBEAAGiFYhAAAIhiU9JF+cDdj929fHwoaaNp5UWXX4FDd79K2zxTcfPpi1S0OZH0jznrH9fWL/u7kX6XKxUFpm9mtgAAADAFxSAAABDFAxVFEUlSuuzqwMxOVRRF1HSp1KLLr8BF5d8vVYxsqpq37V9mtVsZJfRI6XcBAABoi2IQAADInpmNVVwi9qTy9Lmkc3e/L+l+i2YWXT5XF5L2zOxc0pm7P+u6QwAAIJZPuu4AAABAkzQK5gdJe+V9cSojesrRN9/XVjtXcZ+dkYoRRS/mLB/Jhop7CV1VLnsDAABojZFBAAAgN+P07ViXZnapdCPl6giYVBR6JmmSRshs1to4UVE0+Y+Km0bPWz6aU0nlN6NdppFTAAAArZi7d90HAAAAtGBm+yqKW4/S45GKbyXbc/foBS4AALAmjAwCAACI40rSHTPbkN6OkCqfBwAAaIV7BgEAAATh7s/SaKCJmd1JT59I+q7DbgEAgGC4TAwAAAAAAGBAuEwMAAAAAABgQDq/TOzu3bt+7969rrsBAAAAAADQG6enp7+5+1fT5nVeDLp3755evHjRdTcAAAAAAAB6w8z+O2sel4kBAAAAAAAMCMUgAAAAAACAAaEYBAAAAAAAMCAUgwAAAAAAAAaEYhAgycymTrdu3Zq7jJl12HO0UX+tpr2GH31U7A5v3LjR+Fq3ee0XWb8+ffzxx7y30AvL/h/44osvuu762i2a0eeffz5zP/Hw4UOOV8CCFj32D3VftYhl/n4CsF4UgzB4TQek169f69atW3MPWhzU8lV/bWa9Vu4uM9Nff/31Qdpv6++//15pe0AXrvO+ffXq1aBOspbJ6s8//5zaxsOHD/Xzzz+vfHtAn924cWPhY780vH3VItrsZ9gXAd2jGATM8fr16667AACD8urVq667ENLZ2VnXXQDCWaYQVGJfBSAyikHAHDdv3uy6CwAwKLdv3+66CyFtbW113QUgnE8//XTpddlXAYiMYhAGz91nzrt586b++OOPxmXmtYFu1V+bWa+VmcndF/6jsG37bZX3LlpVe0AXrvO+vX37tn7//fcV9iZvy2T12WefTW3j+fPn+vbbb1e+PaDP3rx5s1RBaGj7qkW02c+wLwK690nXHQBywEGr3xYp2Lx582bl2wOGiP8H7a0yq+fPn6+sLWAoVnHsx//jGADkj5FBAAAAAAAAA0IxCAAAAAAAYEAoBgEAAAAAAAwIxSAAAAAAAIABsa5v7mVmryT92mknhuuupN+67kTPkXE3yH29yLs7ZL9e5N0Ncu8O2a8XeXeH7NeHrNfrn+7+1bQZOXyb2K/u/qDrTgyRmb0g+w+LjLtB7utF3t0h+/Ui726Qe3fIfr3Iuztkvz5knQ8uEwMAAAAAABgQikEAAAAAAAADkkMx6FnXHRgwsv/wyLgb5L5e5N0dsl8v8u4GuXeH7NeLvLtD9utD1pno/AbSAAAAAAAAWJ8cRgYBAAAAAABgTSgGAQAAAAAADMjcYpCZbZnZqZl5+rlVm39oZpdp3rg2b5Tm7y/SZkNfFt5WZBGyX7a9XATJeMPMJqm983o/IoqQe22Z/ci5R8g7Pb6sTRvX+b1zECH7NK/cz1ym/cxo2d+5S7nnbWbbqZ36NLnu796l3HOvbOeo8h4Pu0+vipB9bd552/ZylFneM899mvoRVaDsw5+TRsh62fZQ4+6Nk6RzSWNJI0n7klzSKM07lHSU5o2nzDuXdClpv22bDf1YaluRpyDZL9xeTlOgjHfTvO00b6Pr7Pqee2WZ3bS9g65z63Peqb3tNG8UaT/Sg+w30nZ20+OtrnMbQN7V6TDy/iVQ7pMyZ0lbaZuhj6WBsj+qzNuVdNl1bj3Je1Z7c/+2iTgFyj78OWmQrEOfg+YyzXsjjCUd1p47LV+MeugqDrS7teUn1RdvXpsNfVl4W5GnCNkv214uU4SMyzanLDtuai/nKUru6fFIxcHmSEFP1qLknXIO+74Onv1Rvc2IU5S8a8ttSDrvOru+55725V5b9mhee7lPQbLfmDLvfNr/h9ynnPKe1V7bfkSbomTfZl7uU4Ssr9se07up8TIxdz+R9Lj29IWkzTQk7Mrdr2rzHi3b5qx1lt1WZBGyX6a9nETIuNJmuWw5BPJFUz9yFiX35EDFpxJhBcu7VyJkb8XlYNsK/j6XYuQ9ZfEjSXtNfchdhNxrz1XNej6ECNmrGIVVn3fW1F6ucsm7SV+PtRGy74sIWfParc7cewZNOYBuqai8jSS9rM07T88v2+YsS28rsgjZL9FeViJkLL29LvZA0k+S9hr+sA0hQu5W3K/me3d/Om/buYuQd/K4b/fzCJB9eV+mO/buvk0H8/qQqwB5v5Xe46NqwT+qILkfl+/t9MHKWNKP8/qRuyDZ113o3b4nlEzybtLbc6YA2fdGhKx57VZjoW8TM7NtSXL3Z5LuTFnkasbzbducZSXbiixC9i3by1bmGd/Rux1w+AN6Vca5H+r9Tx3Cyzjv0tcqRkpMLOhNjGfJNPvyhGzH3e9L+k7SbtluZJnmXfVYPRiRVZdr7u6+I2lsZq7ihGEn+gcrdZlmfyFpVNufb6kHf8t0mHeTQZwzZZp9L0XImtduea2LQelT8gO9Gwb2Uu+/8Jt6v1q4SJuzXHtbkUXIfoH2spR7xu5+4u577r4p6d9mttu2HznLNff0if2Dvh1Ucs07/fu+uz9y96s0UuJMxf0meiHj7K8kyd330s8zFaMl/tW2HznKOO+qsaTjttuPIOfczexU0omkLyXdl3TUp2+fyTX7tE+5kHSQvhVoW8V7P3QhruO8m/T+nCnj7HsnQta8dtfzSZuFUjV/ouK664v09JXer+qP1HLnPqPN8mBdHTr69XW3FVmE7Ge1F0WEjGtOJO1ICl2oyDz3HRWfZHqt/X13tzZ9yU3meU8b7vtSPbn2O/Psp+2zzxX0Eg4p+7zL9cr7LoQ7Zs6Sc+6p6LOVRr9J0pmZPVMxCjH0PZukvLNP/36U2jpVUQA9lvRLm37kqOu854xo6/U5U+bZ90qErKOfg+Zg7sigFPJPKobTvg25vMY9VeNKD1S8IEu1mdq97+5fVqar62wrsgjZN7UXQe4Z156rCn0wyj33NArLyklFAe5p8EJQtnlPeV5K37LU9nfMVe7Zl+vX5m1qepEoe7nnXXn8SIG/CKAuQO53NP24Gf7SmQDZy90v3H0zTY9VjAwK+YFWDnk3tdXnc6bcs++TCFlHPwfNRZvLxH6S9ETSRRreWa0GHqsYlqU07HND7W7G19TmLMtuK7II2S/TXk5yz3hkxU1dx2neWMU3/zxp88tlLPfc+ybrvNP7elJ5n++rOEkLebJQk3X2ad5TvbuEYyzpe8W9l02EvKUefVKfZJ175QRmP/0cq7gMNer7vCrr7NPjrbIdMzuS9CzwiXUueTfp6982EbLviwhZ89qtgjd877yKyr1PmY7S/JGKr0W9VDH0c6uy7kF6vlznUsVJbGObDX1ZeFtN7eU+Rch+2fZymSJkXOnnJLVzznt7PbnXlptIOug6uz7nreLE7DS1M5G00XV2Q8k+zT+s7GPGXWc3gLzD7lOi5q7ihKU3x9Jg2e+n5y8l7XedW0/ynnnuM2//E3EKlH34c9IIWS/bHtP7k6WgAQAAAAAAMAALfbU8AAAAAAAAYqMYBAAAAAAAMCAUgwAAAAAAAAaEYhAAAAAAAMCAUAwCAAAAAAAYEIpBAAAAAAAAA0IxCAAAAAAAYEAoBgEAAAAAAAwIxSAAAAAAAIAB+R8XDYABOVVHrgAAAABJRU5ErkJggg==\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": 0.42582,
     "end_time": "2020-04-01T01:27:17.279084",
     "exception": false,
     "start_time": "2020-04-01T01:27:16.853264",
     "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": 0.024109,
     "end_time": "2020-04-01T01:27:17.328600",
     "exception": false,
     "start_time": "2020-04-01T01:27:17.304491",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.053096,
     "end_time": "2020-04-01T01:27:17.405603",
     "exception": false,
     "start_time": "2020-04-01T01:27:17.352507",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_ec9ab402_73b7_11ea_97c9_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_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-1.41089</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >426</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >13.1997</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.727032</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-3.17799</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >125</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >7.84828</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.750185</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-3.61356</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >859</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >7.04611</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.775775</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >-2.92471</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >618</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >5.33885</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.859091</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-2.90946</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1410</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >9.39933</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.791728</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-7.46578</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >63</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >7.57703</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.178327</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >10.6977</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >129</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >17.1857</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.516523</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-11.3121</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >158</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >13.0638</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.746527</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >3.63965</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >76</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >8.53909</td>\n",
       "                        <td id=\"T_ec9ab402_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.687808</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2f86bb370>"
      ]
     },
     "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": 0.401524,
     "end_time": "2020-04-01T01:27:17.832045",
     "exception": false,
     "start_time": "2020-04-01T01:27:17.430521",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FsLS0pLWFvb296O3tLfuYvb29CAaD2L9/P1wuF9tYIqqYjRJAAYbQkv3b0ps4EP42VhKraDQ14LDjyboJopFIBH6/HxaLBV6vl72WRLQuGECp2sJhoKcHiMWApiZgYqJ6QRQApqam4HK5Kna83t5e+Hw+jIyMYGBgoGLHJaKtayMFUIDDcUt2cuENrCRWkYDESmIVJxfeqMp5R0ZGsuaBdHR0FPXcmZkZeL1eBAIB+P1++P3+igVQv98Pq9WKjo4OhEKhgvt3dHRgeHgYbrcbQgh4PB5EIhF4PB5tLoyiKBW5NiKqPgZQqoXJyWQAjceT/52crM55LRYLBgYG4Ha74fP5DOdylsvlcuHFF1+s2PGIaOvaaAEUYAgt2f1td6LR1AATBBpNDbi/7c6qnLe/v1+b/3H27FkA14fK5hIKheDxeBAKhbTwuR7Deubm5hAIBIoOkIFAAMFgEGfPnsXY2Bjcbjf8fj/m5uYwNTWVs6ADEW1sDKBUK05nsgfUbE7+1+ms3rn9fj+CwSBmZmZgt9vR0dFRkTBqdJxQKJR1Q5oFAYkon40YQAEOxy3Zx627cdjxZE3nhHo8HgwMDOQd+jM8PIyjR49iYmJi3eaTTE9Pa8d2uVzo6uoqauiQ1+vV5pJ2dXWhu7tb65l1uVxYWFhYl+slqgfh8AVMTr4Jp3M3HI6dRW+rNQZQqiWHIzkEt9pzQlX6eaBerxc9PT2Ym5tbU/t79uzZrFFLLpcL4+Pja7pWIipdNBqGokzCYnGipcVR9LZa26gBFGAILcvHrbtrNg/U5/NBURT4/f68+w0MDKCrqwv79+/Hvn371mVOSWbj2traqvXS5qNvVFtbW7OGFXM4Lm1V4fAF9PSMIhaLo6nJjImJPi1s5ttWawygtBE4HNUPn0YCgQCOHTuGUCi0pgJFlZ5nSkTliUbDmJ3tQSIRg8nUhM7OCS1s5ttWaxs5gAIcjltXQqEQhoeHi74L6nK5EAwG4XK54PV6tQBbKZlDgCKRSNHzVIko2+Tkm4jF4ojHJWKxOCYn3yxq23oIhy9gaOgEwuELefdjACUyZtQLqigKWltbCz43FAphZmYGg4OD63FpRFQCRZlEIhEDEEciEYOiTBa1bT1Ew1GcGzqHaDiad7+NHkABhtC6oSgKPB4PAoFAyUWFurq6EAgEtCDq8/nWPIckFArB7XZrxYiGh4exuLhYcMkXIsrN6dyNpiYzzGaBpiYznM7dRW2rNLXX9eDB4+jpGc0ZRBlAaasLhULo6OjA2NgYIpEIZmZm4PF40NraCpfLhZmZGW29z0gkgmPHjqGrqyvvMcfGxrT2nsuzENWexeKEydQEwAyTqQkWi7OobZUWDUcx2zOLuYNzmO2ZzRlE6yGAAgyhdWNoaAiKosDr9aYVJCiFzWZDIBDA4OAgAoEAhoeHCz7H5/PBarUiFApp/x4bG4PL5dICrRAC4+PjaXNEiah0DsdOTEz04dChB7KG2+bbVmnF9LoygBIlRxwFAgEEAgHY7Xb09PQASNZMAJK9oUePHtWqyLtcrqzpNKFQCFarVftSi/fxpi7RxtDS4kBn5wT27DmUNdw237ZKUyYVJGIJIA4kYgkok9mjG+slgAKAkFLW+hrK1t3dLaempnJuP336NO65554qXhHR2vA9SxtBofmntQqgQohpKWV3VU5GZWPbXB/4eyCqL2pPaCKWgKnJhM6JTrQ4WrTttQqg5bbNLExERERp1F5Xo0q87AElIiKqvhZHCzonOqFMKrA4LRsigK4FQygREWVxOHamhc9w+AKCwR/j8uWT2Lfv7pwBdCMvI0NERFTPWhwtaeEzGo5i6tgUJi5PwPYJW84AGg1HDcNrLTGEEhFRXuHwBTzwwDcQi72Ehoab8PnPe3MG0I26jAwREdFmEg1H8b0HvofjsePY0bADn/vC53IG0HzDeGuFhYmIiCivYPDHiMVegpS/gHh8L8LhecP9qr2MDBER0VY1dWwKx2PHcbO8Ga64C1f/5arhfsUUNKoFhlAiIsrpzJkzuHz5JBoaboLJ1Ilt25pzLg9TzWVkiIiItqrTp09j4vIEdjTsgNvkRvO2ZlicxitUWJwWmJpMgBkwNZly7ldtHI5LRESG1CJE+/bdjc9/3otweD7vXM98BY2IiIho7dQiRLZP2PC5L3wOV//lat65nvkKGtUSQygREWUxqoLrdN5V8HmZBY2IiIioMgyr4P5q4edlFjTaCDgcl4iI0nAZFiIioo2lHpdhyYchlIiINAygREREG8tmC6AAQygRUd0Lhy9gaOgEwuELazoOAygREVFlRKNhnDs3hGg0vKbjbMYACnBOKBFRXavU2pwMoERERJURjYYxO9uDRCIGk6kJnZ0TaGlxlHyczRpAAfaE1hVFUeD1ejE8PJz2uN1uh9VqTfuKRCI1usqNb2ZmBna7HUII2O12zMzMFLWNaCOqxNqcaw2gleqJJapXXq8XVqtVaztGRkYM9/P5fLDb7VmPh0IhuN1uCCFgtVrhdrsRCoW07R6PB263e92un4gqS1EmkUjEAMSRSMSgKJMlH2OtATQajuLc0DlEw9GSz10NDKF1wuv1wm6349ixY1nbFEXBkSNHMDc3p33ZbLYaXGX6Nfl8Pni93ppehxGPxwO/34+lpSU88sgjsNvtUBSl4DaijUhdm9NkEjCZBNrabizp+ZUIoD09ozh48Dh6ekYZRGnLcbvdiEQimJ6extLSEgYHBzE9PV3084eHh+F2u+HxeLC0tITp6Wl4PB7eBCWqYxaLEyZTE/DTj0P83RfQ+NqvlPT8SgTQ2Z5ZzB2cw2zP7IYMohyOWycCgQAA5LwTarFYYLHUfvHZSCQCv98PIHnHt5phWFEUDA0NoaOjA/39/Yb7hEIhuFwuuFwuAMDAwACOHj2KkZERdHV15dw2MDBQtddBVAqHYycOH/40fvd3/wHxeAIHDjyPvXtvKWpIbiWG4Br1xHKJFtoqFEVBKBTC0tKS1gb39vait7e3qOdHIhH4fD5MT0+jq6sLQLI9z9WGEVF9aGlx4M7lcbz+tWuQK2a88TdxbJ+IFrVMSiWG4CqTChKxBBAHErEElEllwy3RUtUQKoRYAmABkNa1JKW0CiEsAB4GEAFgAxCSUm7IMaXhK1cw+f4VOD+0HY7t22t9ORvCzMwMhoaGYLPZ4Pf7qxqI1eBrsVjg9XrzBl+Xy4Xu7u60x2w2G86ePYuBgYGc24g2soWFDyClRCKBooNgpeaAqj2x6pxUp3N3Wceh2tk0bXM0iklFgdNigaOlun9sTU1NaTcwS+Hz+eByubQASkSbx8rUL0KuzJUUBCs1B9TitMDUZEIiloCpyQSLs/YdVZmqNhw31ZB5pJRCSmmVUloB7AHgSe3iB3BMShmSUo6kvt9wwleuoOf1CA5emkfP6xGEr1yp9SUBAPx+P6xWKzo6OtLmkeTS0dGhDQESQsDj8SASicDj8WjzUYoZhhoKheDxeHD06FEcOXKkpAA6MjICIUTaV0dHR1HPBZLB1+v1IhAIwO/3w+/3F9Xzmnl96jzQQttyqdTPkqhcahA0m0VRQbCSRYgcjp2YmOjDoUMPlF0UiWpn07TN0Sh6ZmdxcG4OPbOzCEerM/TMYrFgYGAAbrcbPp+v5CG0MzMz8Hg8hXckorqjBkGYUVQQrGQRohZHCzonOrHn0B50TnRuuF5QoLo9oa1Sysx09HCqUQOAbiml/i/1RSFEl5RyQ02KmHz/CmJSIg4gJiUm37+yYXpD5+bmMDU1BbfbnTY0KJdAIIDp6WksLi6io6MDMzMzGB8fR2trK/bs2VNwGOrIyAj8fj+mp6fL6vns7+/XhhxFIhF0dHRow47zCYVCCAQC2Ldv35p7XcfGxrRrKWVbprX+LInWQg2Ck5NvwuncnTcIrkcVXIdjJ8Nn/docbbOiIJZIJNvmRAKTilK13lC/3499+/YhEAhgeHgYNpsNwWCwqN7NSCSC1tbWKlwlEVWbGgSVSQUWpyVvEFyPKrgtjpYNGT5VVQuhmcN3hBBdAEKpf7sALGY8RQHgArChGjrnh7ajaV4gJiWahIDzQ7UPoPoQqA7rKSb0eL1ebS5pV1cXuru7tZ5El8uFhYWFvM/v7+9Hd3c39u/fj3379qG/v7/sQOjxeDAwMFBwONPw8DCOHj2KiYmJNQ/5VefijI+Pl7TNyFp/lkRrVUwQ5DIslGnTtM0WC5pMJsQSCTSZTHBWuUaCfh6o1+tFT08P5ubmCrZTNpsNi4vXf8RqlVwA6OrqKqnAERFtPMUEwc28DEs+tayO261r/LLmogBYAFD82MwqcWzfjom7bDh0azsm7rJtiF7QzEautbW1qHmM+qGrra2tWUNhixlC2tXVhWAwCJfLBZ/PB5/PV/LQU/U5akGjfAYGBuD3+7F///6spWpKoSgK3G43xsfHs4bw5tuWSyV+lkTriQGUilSfbXNLCyY6O3Fozx5MdHZWfU6onjqip5ipMWobqnK5XJBSFjUqiIjq31YNoECNquOm7rTq774ajUUx/KtdCNEPoB8Adu3aVfmLK4Jj+8YqSBSJRNJCUCQSqfp6Yl1dXQgEAloPIlBcddxQKITh4eGSiv+oFWzVOaEWiwWDg4NF94wqioKenh4Eg0HDAJprG1G9YgClYtR929zSUtPwmcmoTVIUJW34rd/v16ZwsDgR0daylQMoULue0MGMOSiZw32A5B3YLFLKESllt5Sye8eOHetzdXVEHbqj3nEdHh7G4uJizcq722w2rVBQIBDIu06ooijweDwIBAJlBT41+Hq9Xq0XNhIpXLSxp6cHg4ODsNlsUBQlrZcy3zaiesQASiVg21yiUCiEjo4OjI2NIRKJaIWGWltbtZulan2BSCSCY8eOpYVNtaK83W7HyMgIFEXR1hwlos1rqwdQoHYhNHPin4Lshq0NANfGSPH5fLBarQiFQtq/x8bG0obBCiEwPj5edqGgSrJYLFoQzWVoaAiKosDr9aZVyC2VGnwHBwe1whC5hEIh7Y8Eq9WqfXk8nrzbiOoRAyiViG1ziVwuFwKBAAKBAOx2O3p6egBAC5EWiwVHjx7Vqte7XK6sqScDAwMYHx9HMBiE1WqF3W5PW3ObiDYXBtAkIaWs7gmTw32CUsqOjMenpZR23fcBAIF8Ffi6u7vl1NRUznOdPn0a99xzTwWumqg6+J6lUoTDF3JWxN2MATTVTnQX3pNKxbZ56+HvgWh9RMPRnBVxN2MALbdtrsWc0FYYzymJCCFsuoIIto1WAp7SjY2N4ejRo3n3aW1tZYEFonUQDl9AT88oYrE4mprMaWt0bsYASuuObTMR0RpFw1HM9swiEUvA1GRKW6NzMwbQtahJYSKkFz5Q7QfwsBAiAsAGIPdkQtoQ9CXpiai6JiffRCwWRzwuEYvFMTn5JhyOnQygtBZsm4mI1kCZVJCIJYA4kIgloEwqaHG0MIAaqHoITRU9yKpbnloMeyT7GURElMnp3I2mJrPWE+p07mYApbKxbSYiWjuL0wJTk0nrCbU4LQygOdSqJ5SIiNbA4diJiYk+bU5oa+sHBQNovjmkREREtDYtjhZ0TnRqc0IvWi4WDKDRaBiKMgmLxYmWFkcNrro2GEKJiKqokkHQ4dhZ9BDcfHNIiYiItrJKBsEWR0vRQ3Cj0TBmZ3uQSMRgMjWhs3NiywRRhlAioipZjyBY7BDcXHNIiYiItrL1CILFDsFVlEkkEjEAcSQSMSjKJEMoERFVllEQVB8vp2e0lDmgRnNIiYiItjqjIIhX7s25zEohpcwBtVicMJmatABssTjX9FrqCUMoEVGVZAbBtrYbtZ5Rs9mEJ564D319nVoYzRy6q/++mDmgeplzSNkLSkRElB0EG1/7Fcz+VnKZFWEWaH+iHe197VoYzRy6q//+4kVLSUWIWloc6Oyc4JxQIiJaP5lBUN8zGo/HEQhM47nnZjEx0QcAaUN3Dx/+NA4ceB6xWBwNDYvo62vAvn1349FHH8XJk+8WFS7VOaRERESUlBkElb+6DYnYHBAHZFziUuAS3n7ubXROdAL3vpI2dPfOOw/jjTcOIJGI4fz5Brz66qOw2T6BRx99FNdmrmF+cr5gb2pLi2NLhXMazrEAACAASURBVE8VQygRURVlBsGmJjOuXVuFlICUSBumqx+6+93vvpL6/l0kEj/Fz3/erQVQFhwiIiIqX1oQdEaTy6xcSwASgLy+5iduSx+6++6730UiEcO5c3FMTibw0Y8uaAF0tmdWW6qlc6Kz5GG9m52p1hdARLSVhMMXMDR0AuHwBa1n1Ou1Y9s2M8xmoc3XVIfuqo899NC9aGhYhBA/RUPDTfj939+P5ubmnPNMiYiIqDjRcBTnhs4hGo5qy6zc6r0VYpsAzNDW/FSH7gJmmExN2LHjIZw/34DJSYEdOxrw+ONfwbZt26BMKkjEEkBcF2ApDUMo5TUzMwO73Q4hBOx2O2ZmZoraRkTZ1Oq4Bw8eR0/PqBZEv/3t38Tx44/h0KEHtJ5MNaAeOvQADh/+NF599VX8+q8v47d/uxv/9E9fh9N5FwBkhVUWHCKqPq/XC6vVqrWHIyMjWfuMjIyktZljY2M5jxcKheB2uyGEgNVqhdvtRigUWs+XQLRlRcNRzPbMYu7gHGZ7ZrUgeve378Z9x+/DnkN7tJ5MdejurYtP48MT/4i3/vk+vPrqo/joR38bX/vaOG655VcBABanBaYmU1qApXQcjrtJjY2N4ejRo/B6vXC5XGUfx+PxIBAIoLu7W2tAl5aWYLFY8m4jomz5lkkxmq+pfv/AA99ALPYSGhpuwtNPP4pweB7btjWnhdV6LThUyXVTiWrB7XYDAKanp9Ha2opQKITx8fG0fTweD2ZmZhAMBmGz2TA1NQWPx4MXX3wRfr8/bd/h4WH4fD4EAgEEg0EsLi4iFAphZmZmTe05ERkz6rVUh86qa36meeVevP2FFcwtR/DPpn/G/V+7H4/8u0dw9ZmriDqj2nM6JzrLrrBba9FwdN2vXUgp1+XA1dDd3S2npqZybj99+jTuueeeKl7RxjM8PIwXX3yxrDAaCoUQDAYRCAS0x+x2Ox555BF0dXXl3DYwMFCx699q+J6tX8WEqXLWCf3qV/8Whw8/Ayl/AcAvwWxuAoBNMf+z1J+HEGJaStldxUukMmyltllRFFit1rw3YMfGxrB//37Mzc2l7aM+d3p6Gl1dXQCASCSCjo6OtMfWy2b6PRDlklnJ1nCfVE9osfM3zw2dw+QfT2IyMYmbxc34HfvvIPZyDHJVbor5n6X+PMptmzkctwz6OV0b3cDAAILBICKRCDweT97hP5lcLlfWHVqbzYazZ8/m3Ua01RgNszWiH2JbTIA8c+YMLl8+CZPpJgC/BKAxVUl3c8z/5HxWqqRoNIxz54YQjYarfu58odvn82FwcDArpFosFvT398Pn86Xt63K51j2AEm0F0WgYs7M9mJs7iNnZnpyfDWqvpX7YbT5v734b/2z6Z9wsboZburE8vQy5LDfN/M9qzWdlCC1RsX9sVtrIyAiEEGlfHR0dRT+/v78fwWAQQHJYkNF8FSOZjaY6D7TQtlw6OjowPDyszXXxeDxaQFbnvShKff/PS1tPKWHK4diJwcFPFRVAjx07hn377sbjj/dBiEZtmxDYFPM/OZ+VKqXYPzYrzWKxYGBgAG63Gz6fz7A2QiQSyRkq3W53WoCdmZmBx+NZt+sl2koUJb2SraJM5ty3xdGCOwbvKBhAT58+jedffx73f+1+PNzzMJpMTckKugAgNsf8z2rNZ2UILVGt7tz39/dDSgkppdbbqB8KW6ze3l4Eg0FMT08XDIyZ1F7U/v7+krZlUue5nD17FmNjY3C73fD7/Zibm8PU1FTRAZloo6h0mFIDaHt7Ox599FE88cQ+NDc3aMf3eu11PxQXKL1nmCiXUv7YrDS/349gMKjdiO3o6NDCaCQSAZAcKWTEYrGk3XiNRCJobW1d/4sm2gIyK9laLM41He/06dMIBoO47bbb0P9UPz7yf3wEpm3JsCaaBG713lr3Q3GB0nuGy8XCRCVS/9hU5zDV4s69x+PBwMBAWQUK1IJFbre7pBAbiUTg8/myii0U2mbE6/XCYrHAYrGgq6sL3d3dWgPtcrmwsLBQ9HURbQSVLA6UGUCbm5tLOn69FfoxKshEVCr1j011Afm1/rFZqt7eXvT29gJItnE9PT2Ym5vT2rZIJGIYRCORSNqoIpvNhsXFRe17tUouAHR1dWF6eno9XwbRpqJWsi00J7QY+gD66KOPYtu2bdjm2FZ08aFi5qZuJIYFmSqMIbREta5E6fP5oChK1nzMQkZGRjA+Po5HHnlEG5ZbLEVR4Ha7MT4+ntWI5tuWi36/1tbWrGHFHI5L9agSYcoogJZy/HIKHxFtBpX8Y3OtAoEAjh07hlAohN7eXthsNoyPjxveOB4fH0d39/V6HmrRP3VUkcvlgpQSIyMjZY1+ItrqWloca/48MAqg2vGLCGvqdAH1Jlln50RdBNH1xhBahlrduQ+FQhgeHi6p+I++Om6p4RNIBsKenh6trHyx24ioNPkCqBGjHk/9dIHl5TieemoSTz3lZBClLaESf2xWktrD6ff74fF4sooTRSIRjI2NpY0i8vv92nBeFiciqr18AdSI0dImadMFXu7Amz94Dbv/13vrftjuWnFOaJ1QFEVbl7OYwDc2NgaPxwOXy4VgMFj22mI9PT0YHByEzWaDoihpvZT5thHVQj1VrtYrJ4AaFUhTpwuYTAKJhEQoFKlqATWirSYUCqGjowNjY2OIRCJaYaHW1lat3VWH6trtdoRCISiKglAoBLvdnjW1xmazwe/3w263Y2RkBIqiIBKJcBgu1bVaVq5ei3IC6GzPLOYOzmG2ZxbRcBSAbm7qTz8O/OHXsfTNO9K2b1UMoXViaGgIiqLA6/WmVcjNRS1AtJY7qeri2GrlWvXL4/Hk3UZUC5nBbGRkui4CaakBFMhdIE2dLuBy7YHJBCQS4NInROvI5XIhEAggEAjAbrejp6cHALJCYzAYhM/ng8/ng9Vqhc/nw5EjRwyn1gwMDGB8fBzBYBBWqxV2ux2RSKTkaThEG0Fm5eqLF0fqIpCWGkCB3EubqNMFrOe+Bqw2b5qlXNZKSCkL77VBbaUFsWlr4Hu2fENDJ3Dw4HHE4xImE2A2m5BIyA09N7KcAAoUnvu5WeeGlrsgNlUX2+b6wN8DVcO5c0OYmzsIIA7ABCHMkDKxoedGlhNAges9oYlYAqYmU1Zl2ULb61W5bTPnhG5SahXcfFpbW1nogDYNfeVqIQTicYlE4npP4XqFsHKr0ZYbQIHCBdJqXUCNiIgISK9cLYSAlHEACW0ppfUKoeVWoy03gALXlzbJVS230PathiF0k9KXiyfaCvTBq63tRhw48Py6L6VUTI+jUUjNFUBzBVqjxwsVSOPSJ0REVGv6ytWNjW14440D676UUjHVaI1Caq4AalRsyOgxoHC13GosfVIvGEKJaNPQB6+9e29Z955Ao7mZhYbFtrZ+kDOAGgXazTq0loiItgZ95ert2/eu+1JKadVoDXpcjULqxYuWnAE0cwgtgE05rLbaGEKJaFOqRk+gfgiwUY9rZkgNBn8MqzViOAQ3V6AtFHSJiIjqRTWWUtIPATbqcc0MqVNTx/DCC1bDIbi5ig1lPsYQWjqGUCKiMhWae6kPqQ0Ni7h8+T3cc8/dhnNAjQJtOHwB589H0dBgApDIObS43HmpREREm41+CLBRj6s+pJ4/34BXX70Mm+1jhnNALU4LTE0mrdfT4rTgystXIEwCUkrtMSPlzkvdKjZ9CJVS5l3KhGijqOdK1VtZvh5XNaQGgz/G5cvvYd8+4wCq31cNkwDQ0zOK5eU4AImPfvRmfOUr/y5ruO/o6CyeffYUVlcTHK5LRESE/D2uakidmjqWCqCfyFmEKLOYEAC8ceANyBUJCODm37k5qxc0Gg1jfn4U8/PPQsrVDV0JuJY2dQhtbGzE1atXceONN9b6UogKunr1aklV2Kg+tLZ+AKs1krMHVE8faIeGTmB5OY5EInlz4pVXfo4vf/lH2Lv3lrS5oteurUK9f8HhukRERIVdvGjBCy9Yc/aA6umLCZ0bOofEtURygwTe+dt3YPkVC27rvw2Afr7pteQOwLpXAq5XplpfwHq65ZZb8LOf/QwffPABe5loQ5JSYmVlBYuLi3jrrbfQ1tZW60uiCsqsgnvy5LsYGjqBcPhCwec6nbthNqeP4lhZSYZM4PocUvWjTQisayVgIiKizSCzCu61mWs4N3QO0XC04HMtTguQMcDy3e++q/37+nxTNXeIda0EXM82dU/oTTfdBAC4ePEiVlZWanw1RMYaGhrQ3NyMXbt2lbRWJG1sRgG0mCq3+vmdf/AHDnz96y9oQbOx8XrI1M8hNZtNeOKJ+9DX18leUCIiohyMAmgxlW71S7Lc8r/dgnf+9h1t246Hdmj/Tl8X1Yz29ifQ3t7HXlADmzqEAskgqoZRIqJqMFoHNFeVW33oBKAF1YYGE6QEhBAwmYAHH/wIBgY+mbZOaL6iSERERHSd0Tqg85PzhpVu9UWF8Mq9WlAVDSLZySmSXzu/tlMbigsULopE1236EEpEVE1GARTIXf1W3zv62GOdWlBNJOIAACkBs1ngl3/59qygWY1laIiIiOqdUQAFjKvfZq4j+uGJf9SCqkzVaYAEYAIaLNlRqhrL0GwGm3pOKBHRegiHL+DJJ3+AJ5/8Qdr8Tn0AvesuJ55++kVtu9pzeejQA9pQXH3v6LVrq5ifv4ymJjPMZoGmJjMaG6//m3M9iTYer9cLIQS8Xm/a4zMzM4aV+b1eL6xWK4QQsNvtGBkZydpnZGQEdrtd22dsbCzn+UOhENxuN4QQsFqtcLvdCIVCa39hRHUoGg3jzP/87zjzv59Im9+pD6Cfu+tzmP/mvLZdrX6759AebSiuNq/zp3cj8T8eQqz5NZiaTIAZEE0ColEAZuRdnoUKY08oEVFKMetthsMX4HQ+h1gs2VP57LOncPz4Y2ht/SAtgH72s8ey5n9m9lwmiw+ZEI8nCwz96Edv4Ctf+Xc4deoSHnroXuzdewuH2xJtcDabDSMjI/D7/bBYcv9B6na7AQDT09NobW1FKBTC+Ph42j4ejwczMzMIBoOw2WyYmpqCx+PBiy++CL/fn7bv8PAwfD4fAoEAgsEgFhcXEQqFMDMzA5fLVfkXSlQjxay3GY2Gcepvfxfyq38KrMQw//WTuG/ifly0XEwLoK9+5tWs+Z/66rdAcl6neOWXIP/wT4GVRixuM+MXv3w7Lp+6jB0P7cD2vdu1+aFG80epOAyhRERA1tDYXIWDJiffxMpKXPs+FosjGPwxrNaINgT36adfNJz/mcnh2IknnrgPgcA0pExWv3366TASCYkTJ85jYqIPTudurSIugyjRxuNyuTA1NYWRkREMDAwY7qMoCkKhEJaWlrSg2tvbi97eXm2fsbExhEIhzM3Nafu4XC7Mzc3BarXikUceQVdXFwAgEonA5/Nhenpae8xisaC/v389XypR1WUOjc213qaiTEKe/Biw0ggkzJAxialjU3jB+oI2BHf+m8bzPzO1tDjQ/va3cGllFUgIyGXgraffgkxIRE9E0TnRCcuXLkJR/g6Ict5nuTgcl4g2nHD4QtFLmVSKUeEgI07nbjQ2mrXvGxoWcfnyybQ5oOr8z0JDadXXp+4rhMDqakK7htHRWfT0jOLgwePo6Rmt6s+DqN5Ew9Gil1motMHBQQwNDRXcb2pqKuc2n8+HwcHBrN5UNVz6fL60fV0ulxZAiaohGg3j3LkhRKPhqp3z+pIncW29TSMWixPi/p8CjSuAaRXnG85j4vJE2hxQdf5noaG00XAUeOcWiMbkvhCAXJVaeJ1//iXMzvZgbu4gZmd7qvrz2EzYE0pEG0qxPZKVZlQ4yEhyLudjGB2dhaK8hQ996H3s23d3WhGiYirX6l+n2WzCgw9+BD/84euIx5NFD8zm5D3CYnpUiba6aDha1DIL66W3txc+nw8jIyOGvZEWiwUDAwNwu90YGBhI69VURSKRnKHS7XZj//792vczMzNpoZRovRXbI1lp+iVP8q232dLiwH3/8S8x3z6FsyELXl05A9snbGlFiNT5n/mG0uo/S4RZoO3BNiz+cBEy1TYLswA6T2UFY/aGlq7qPaFCiC4hRL8QolcI0a973JJ63JX6r63a10ZEtVdsj2SlGRUOyrfvgQN34d57380KoPp9Bgc/pR0ns3d3dHQW166tIh6XWF2NY2rqIlZXEwAAIaCt+1lMjyrRWtV726xMKlnD7KrN5/NlzdvU8/v9CAaDmJmZgd1uR0dHB2ZmZgAkAyiQnF9qxGKxQFGuv6ZIJILW1tYKXj1RfsX2SFaauuTJnj2HCgbflhYHEve4MNU+lxVAtX0cLbhj8A4tgGb27s4//xISy/FkJdxVifen3k/2ggKAANqfaEd7TzdMpiYA5rzBmPKrak+oEKILgFdK6U19HxRCTEkpZwD4AfiklIq6DYCnmtdHRLVXbI/keih2yZNcy7Dkktm7e/jwp/Hss6cgU+1aIgG89db72v5NTWb09XVyLVCqis3QNhsts1Bt6pDZsbGxnGFSPw/U6/Wip6cHc3Nz2v6RSMTwuZFIJG2Yrs1mw+Liova9WiUXALq6ujA9PV2x10UEFN8juR6KXfIk1zIsuWT27t5552HMf/ivgcY/BWINQKIBsbdi2v6iSaC9rx0tLXdzLdAKqHZPqB+AfvzI/lQjBwDdaiOXsphqGIloCymlR7IWSgmgau/n6OhsWu/ud7/7itbraeTxx+/TXndmjyrROqj7ttlomYVa6O/vL2puKAAEAgEA0JZUsdlsWdVyVePj4+ju7ta+7+rqQjAY1L53uVyQUmrHJKq0Unoka6GUAKr2fs7Pj6b17r777nch730J+MYfAvaTgJBpz2t/vF37bGlpceCOOwY33M+hnlStJ1QIYUFGY6a7s+oCsJjxFAWAC8AMiGhLKbZHstpKDaBq72dDgyk1xzOBpiYzHnroXpw4cV6bDyqlxMpKMpRu25bsBSWqhs3UNmcus1ALg4ODGB4ezluAKJPaw+n3++HxeLKKE0UiEYyNjaUFVL/frw3nZXEiqpZieySrrdQAqvZ+CtEAIcyQEjCZmrBjx0OIRk8g8bEzEI//35Av7QNSHaFiW7IXlCqnmsNxuwFEdHdQbQAUKWUIgAXJhk1vAUBHFa+PiCinUofg6ue2Agns39+FXbtatGG1+jVAgeQcUQDaMFyiKmHbXEFqJdvMuaGhUAherxd+vx9dXV1QFAVDQ0NobW3V1vRUh+ra7XYEAgF0d3dr64QODAykrf1ps9ng9/u1fR9++GEsLi5yGC5tOaUOwdXPbZUSuPXW/Whu3qUNq92+fW9ymO39TuD+ezE/Og8AyWG4XBO0oqoZQm1INmiR1F3WGSHEuBBiCoDR7HrDqgKpggn9ALBr1671ulYiIk05c0B/8pOLAACTKX2Opyqzt5fBk2qEbXOFqVVy9VwuFwKBAPx+v9ZL6nK5skJjMBjEyMgIfD6f1st55MiRtPVEVQMDA+jq6oLf74fX64XFYkF3d3fe4khEm0nJc0DDUbx/5JPAwh8A//55mPaeRXt7X1rvblpvrwMMnutISCkL71WJEwnRC2BQSmnXPeZH8q5qBMAjUkqPbtsAgA61UIKR7u5uWcqQFyKiUhkF0HD4Qs5iQeHwBTzwwHNYXo4DAMxmgb/6q99I6/lk4CyPEGJaStldeE8qVi3a5tOnT+Oee+6pxOXTGvD3QPXMKIBGw9Gcy69Ew1GceuAU5HIq9zTF8ZEfNGP7L3w875ItVFi5bXM1e0IjBo+pw3pmkLwTq9cG4Ox6XxQRUS65Ami+dUzVYbiqRELi5MlLOHDg+ZzPyRdqS1Gp49CWwraZiOpKrgCab61gZVKBjOk63lbMeP9/3ow3nsv9nGg0XJEKuPnC8VZWtRAqpZxJFUDQawNwVkoZSt151bMAOFqdqyMiSpdrCK7ROqb6wKcuMaP2hDY2mgEg53OMQq16nlLCZKFwTGSEbTMR1ZNcQ3CN1grWBz6L0wLRJLSeUNEoACDnczKXb+nsnEiep8RQWigcb2VVXScUQEgIYZNSqndeu3B9vbFIxjabrkQ8EVHV5JsDWmgdU4djJ44ffyyt0BAAPPfcrOFzMkPt6Ohs2r5qmCzUy1koHBPlwbaZiDa8fHNAC60V3OJowX3H70srNAQAbz/3tuFz9AWMEokY5udH8fbbz6WF0pYWR8FezkLheCuragiVUnqFEANCCAXJu6k+XVn4/QAeFkJEkCyUkHO+CRHReilUhEhdxzRfIDRaYibXczJDLZDdawqgYC9noXBMlAvbZiLa6AoVIVLXCs4XCI2Wccr1HIvFCZOpSQudANJCqaJMAq/cW7CXs1A43sqqVphoPbAwERFVUqlVcDOVOydT/zzgeuA0m0144on7AABHjswgHpcwmwUOHXoAg4Ofqtj56wULE9UHFiaqD/w9UL0otQpupnLnZOrnhAK4vr7oK7+E9re/BbxzCy4duQTEAZiBPYf24I7BOyp2/npRD4WJiIg2rEoE0HLnZGb2nE5M9GF0dBbPPnsKR47MoKHBBLPZBCCRt5fTqAeWaCOSUkIIUevL2LLquQOCtpZKBNBy52SmLdcCoLNzAvMTU5j/2l5cisUhGuYhzAISMm8vp1EPLDGEEhGtOYACxnM79b2bpfRQOhw7MTn5JlZXE4jHJYAE9u/vwq5dLZu2l5O2jsbGRly9ehU33nhjrS9ly7p69WrJf8wTVdtaAyiQPSdzfnRe65VUtxfbQ9nS4oBy5jbI2BwQByQkbt1/K5p3NW/aXs71xBBKRFtaJQIokD4ns6HBhO985xRWV+MQQsBkEkgkZEk9pJlzPPv6Ohk+aVO45ZZb8LOf/Qy33347brjhBvaIVomUEqurq3j//ffx85//HB/+8IdrfUlEOVUigALpczJFg8D8d+YhVyUgAGESkAlZUg9p5hzP9r52hs8yMYQS0ZYUDl9AMPhjXL58Evv23b2mAAqkFyw6fz6KkZFpJBIAIFO9mSipam0xBZCI6tFNN90EALh48SJWVlZqfDVbS0NDA5qbm7Fr1641fd4RrZdoOIqpY1OYuDwB2ydsawqgQHrBomvnr+HSyCUgkdwmU21zKVVriymARMVhCCWiTSlfkZ5w+AIeeOAbiMVeQkPDTfj8571r/oMss7jQkSMzAK7PuxICJVet5RxP2qxuuukmLYwS0dahL/aTudZmNBzF9x74Ho7HjmNHww587gufW/OwcX1RIADJQkJ6AiVXreUcz8pgCCWiTadQkaBg8MeIxV6ClL+AeHwvwuF5OJ13lXWeyck30dZ2Iw4ceF473+HDn07br7HRhC9+8X4OqSUioi0rGg1rFWb1a22qpo5N4XjsOG6WN8MVd+Hqv1wFfrW88yjKJBpf+xW88VtxbejsnYfvTN+xEbj1i7dySG2NMIQS0aaTWSRIPwT2zJkzuHz5JBoabkI8vhfbtjWXtaamPugKkZzzmUgkz/fMMzPaEFwA+I3fuAvf/vZvVurlERER1R1Fmcxaa1MNoadPn8bE5QnsaNgBV9yF5m3NZa2pqQ+6IvgFyNh/0ooSXXomtZxKSttvtOHub99dmRdHJWMIJaJNJ7Oojxoy1SJE+/bdjc7O38H3v38WDz10b1m9k/qgazJJmM0mbcjtbbd9qGKvZbOv/UlERFuDxeKEydSk9YSq62+qRYhsn7Ch574evPf997DjoR1l9U7qg67snIZofBQSZpiaTGi6ralir2Wzr/1ZDQyhRFSX8oUzo6I++iq4d93lxGc/ewyxWBwnTpzH3r23lBzwMoPul7/8CZw6dQkPPXQv9u69BT/84etYWUlWP/jRj95AOHyh5HOsZe1RIiKiassXzlpaHOjsnEibE6qvgvu5uz6HVz/zKhKxBKInoti+d3vJAS8t6O49i9uP/gyX/z+JHe47sf0XdmHhhwtAqh7a4o8WEQ1HSz7HWtYepesYQomo7hQTzvRFfTKXYXn66RdzDtc1OpdR2NUHXUVZxtNPhxGPS5w4cR4TE3344hfvRyAwDSmB1dVE0VVx9fINKyYiItpIiglnLS2OtCG4+mVY5r85n7amZ76KtbnCrj7orq4qeEv+Z8jPxhE1bUPnvRO49Yu34lLgEiABuSqLroqrl7n2aDnHIMBU6wsgIiqVUTjLxWgdULUX02wWeSvWqmH34MHj6OkZRTh8IW27w7ETTudufOMb/4KVlQQSCYnl5eT19PV1orm5oeA58in2OomIiGrNKJzlYrQOqLoGJ8z5K9aqYXfu4Bxme2YRDUfTtre0OGCxOHHhH38E+Tce4KcfRSKxDEWZRHtfO0zNhc+RT7HXSfmxJ5SI1qza8xZzzfnMZBRAgeLX4CymJ3J0dDatCJEQ0I651nU+uVYoERGVq9rzFtVwpvaE5gpnRgEUKH4NzmJ6IucnpoCvDgMrjUDjCvBNHyz3O9Fyx9rX+eRaoZXBEEpEa1KLeYvFhLNcAVQfmAcHP5XzNalLr+jDblvbjRgaOpE3ED744N3atnLW+cwM9FwrlIiISlWLeYvFhLNcAVQfmO8YvCPna1ImFTS2NaaF3ca2RpwbOpd+ztn7gJUYkDADKxI3X/hjbRhwOet8ZgZ6rhW6dgyhRLQmtZq3mC+c5QughQJz5j6HD38aCwsfZK0Fqj63r68Tzz57Snt8YOB/Kfs1sRARERFVQq3mLeYLZ/kCaKHAnLnPnYfvxMrCChrbGvHGgTeyntv+6V/C/NdPQsYkRFMDdn7u35f9mliIaH1wTigRrUk15y2GwxcwNHQia26mXq4ACqQH5mvXVjE6Opv1/MxQvbDwAQYHP4WFhQ8M56E6HDtx/Phj+JM/+TUcP/7YmkJjKXNdiYiIcqnmvMVoNIxz54YQjYZz7pMrgAIZgflaAvOj81nPzwzVKwsruGPwDqwsrBjOQ21xtOC+ifuxOh9DOAAAIABJREFU55AN903cv6bQWMpcVyoee0KJaE2qNW+xmF7CfAEUSAZms9mEeDwOKYFnnz2Fvr5OANCuP9d803zzUCs1ZLbYua5ERET5VGveYjQaxuxsj7b2Z2fnhDbsVZUvgALJwCzMAjIuAQnMPzuP9r52ANCuP9d803zzUCs1ZLbYua5UGoZQIlqzasxbLDTst1AAVa/ziSfuS1s6ZXR0Fs89N5sWbicm+rJ6SfVhu63txrSe0HD4grZ/X1+n4RDfYkI6CxEREVGlVGPeoqJMIpGIAYgjkYhBUSbTQmihAKpeZ/sT7WlLp8yPzuPt595OGwLbOdGZ1UuqD9uNbY1pPaHRcBTzz78EdJ5Ce093VjgutnATCxGtD4ZQIqoLai/h8vIqhBBoa7tR21ZMAFX19XWmhU4AWeHW6dyt7fPcc7Nar6vDsRMvv/wOfu/3/gHxuMS2bck5o1/+8o8Qi8UBJHtX9cNyS53nyUJERERULywWJ0ymJiRe7oCYtaPR8ytAqq5QMQFU1d7XnhY6AWQNgbU4Ldo+bz/3tjY3s8XRgisvX8Hrv/c6ZFzCtC05Z/T1A69BLseBxrsw/83fxX3/8S+1IFrqPE8WIqo8hlAiqgsOx04cPvxpLQAeOPA89u69Ba2tHxQdQNXj6HsbAaSFUqdzd85e13D4Ar70pR9qS7IsL8fx3e++gpWVuHb8zF7aXPM82dtJRET1rqXFgTuXx/H6165Brpjxxt/EsX0iiouWi0UHUCC7txFAWii1OC05iy1Fw1G89qXXgFRTnFhO4N3vvgu5LLXquPLkx6D8xvVe2lzzPNnbWT0MoURUNxYWPkAiIZFIJANdMPhjWK2RogOoSh8Qnc7dhkNgjeZmDg+/kLUm6EMP3YvJyXNaT2jmXM7MeZ5tbTeyAi4REW0aK1O/CLkypwW6qWNTeMH6QtEBVKUGPzUIGg2BNZqbeX74vBZAAQAC2PHQDignliCXV4HGVYj7fwqL5UvaLpnzPBvbGlkBt8oYQomobugDXUPDIi5ffg/33HN3SQEUMB4iq18z1Ki39Mknf4Dvf/+1tOM8+OBH0N9vx969t+ScE5p5rFotaUNERLQe9IHufMN5vHr5Vdg+ZispgALGQ2T1a4Ya9ZaeefIMFr6/kHactgfbcFv/bdi+d3tqTuhptPf8Zdqc0Mxj1WpJm62MIZSI6oYa6ILBH+Py5fewb1/pARQARkdnce3aKqTMHj6rP5c6BLenZ1TbX2U2CwwMfDJt33zXrd/OCrhERLRZqIFu6thUMoB+ovQACgDzz7+ExHIcSIicQVCdm6kF1msJQNc2wwzsGtil2/dTAD4FI5nzPFkBt7oYQomorrS2fgCrNVJ0D2hmZdpw+AK+851TWqA0mYQWBI2q2Ko9l+r+QgANDSb8xV98tqwquKyAS0REm81Fy0W8YH2h6B7QzMq00WgY8x/+CmAeAmQDYDZrQTAaDUNRJmGxOLPndKoBVACiQeCuv7grK7gWUwWXFXCrjyGUiEr2b0tv4uTCG7i/7U583Lq7pOcWCmr5theqgmsUOJ3O57CyEkdjoxmTk49hcvJNrK5enzwSj0uMjs7i5ZffwYEDz2fN1dQPATabTfjsZ+9Ce/t27N17S9p5R0dn8eyzp7C6mig415MVcImIqNKKXXKknOfm216oCm44DExOAk4n4HAkj3XKeQpyRUI0Ctw3eR+U2yYh5QoAkfqKY/7SKK5c3IY33jiQtQ6pfgiwMAuIz7Zjtr0dTXtbcJvumudH5zH/7Dzkqiw415MVcKuLIZSISvJvS2/iQPjbWEmsotHUgMOOJ4sOokZzMT/00bgWaN9/1axtb2gw4fHH79PmWOYLoOHwBfzRH03gxIlzAIDm5gZtrU+1YFAsFsfo6Cz6+jphMpmQSCQAAImExF//9TTMZgEpJRKJ9CG6meuDqkFVXboFQNZwXc71JCKiaip1yZFCzwWQNvdS3Y4GE15+vBPdfS1wOPIH0HAY+KM/Ak6cSH7f3AxMTACto/OQsWSDKWPJNUHb/5sTYvYMZNwMSBOwsopLQ9dw6fH/E7h3GUAibR1Sfc/lW20WuA+0IBYDmp5LnuNeZA/X5VzPjYUhlIhKcnLhDawkVpGAxEpiFScX3ig6hI7+0+u4FotDxiWuXVvFH//XcbwsLuKqqRm/2DOFX1/4mFa0Jx6PIxCYxnPPzeI73/kkXn/9RFoAVXs929puxO/93j9gZSWhnefatVVMTr6J+fkraef/13/9GXbtasFXv+rA00+H054Tj0uYzQJmc3aFWzWMDg2d0K5veTmOp56ahM1mxfLyatpwXc71JCKiaiq3sE40HMWbT72JxHICSACJWByRPzmF6I8kkADQANz6n2/Vjr0aT+AnAQW+51rwzDOn8frr6QFU7TF9q82CB36vBSsr18917VqyR/ST88lcKJD876VX5tGs/At+8Td/DW/9D0DGEsmlVaa7gJf3At8cAO59BSZTEywWp3Y8tefy74aAWAyIx4GO5Shee0pBq+1a8jXphutyrufGwhBKRCW5v+1ONJoatJ7Q+9vuNNxPP2QXAP76wssYWYlr7YGUwP/7DxdS313Bq88LdPzx+2hqMmu9ilICy8tv45ln/gYPP/yJtACq9pgKIbC6mkg7t5TAT37yM/z936dXsz11ah6zs/Nobm7AX/zFZ/HMMzP4yU8uatsffPButLdvz/na1aG5y8txJBISoVAEZrMJCd3pf+u37sbAwCfZC0pERFWTueRIrrClH1Z75eUreO3J1yATyUAIUxwwxRH9oRmAOfmEVeDKK1dgajIhfi2BVWnCjLRgefk0nnkmiP/wH9IDqNpjGjeZcNdKJ17B9SCcbJuB/+fv2/FnuJQKIRIyHMPcD/4Opr1ncdf3x3Hpv63i/eOrgEyu8XnzhYNobJ8HZu8DGu8FHOmvyekEmpqSAfTriVk0hxK4ZEYyRKe0/VYbdg3sYi/oBsIQSkQl+bh1Nw47nsw7J1Q/ZNdsMiORSODMuTuR+LN3gbjMPigArEgsvX+DNoz2O985hdXVd2AyvQK73Z02BFe/zInJJCEE0irXmkwC3/vembTHVGpF3IWFD3D48Kfxq7/6f2FlJYHGRhM+85k78fu//yPEYnE8++wp/PmffwYLCx+kzU997LFOzMxcwtTURSQSgJQJ3XmBX/7l2xlAiYioqooprKMPiaJBQMYkpFR7JCXER84AbT8HXkivJiuvSXROdOKlUQV/+B0LXl29CJMpiH370ofg6ntjzTKB+4WCV6Su+qwJ+N73gHsk8FazwO5rcQiYIFcbgH90IfGx01j5yI9x53/9Ek792jTkShyi0YTWPZ/E659/HTIWx7z/FO7687uwsrCivc57EcU/PqbgZzPX0DyV7NFN62o1ATf98k0MoBsMQyhtCWsppEPZPm7dnffnqB+yKxOryd7P6Z8DK4mcz4FJ4LHPfFwLcIryFs6efRW/9mtuPPXUV9LmgOqLBTU1mfHlL38Cf/ZnLyCRSAZQAIYBVCXE9Yq4QggtxH7rW/+K5eXkHNLl5Tj+y3/5AQDAbDbhq1914Fvf+ldtvmpjoxmrqwmYzQIrMg4ZB9AAXGv+AENDJwwLKxVTPZeIaKswqnpK5StUWEcfEmXiegBNEkjcOQeTiGc979Yv3ooWRwsa0IKPLJ2G+WwQLtdteOqp9Dmg/z97Zx4fVXnv//dzZkkghAmENbJvYkJIQIqOVIwCIu6W2tpaotWKrWCldan03t4f93orFYrFtngt1g1XpGmpKCIQnaI4lTVhCQJhCUEIJIEMEMgs5zy/P87MycxkkkzIwnber5eSmXPOc55zZuDJ53y/3883Ohp746MpvPt7gmuzvs8V0sM8CrHXaBgqUQrkipsQE/9FyogcSCmCeU/A5gzkiK0c/HQ60qtnVUmvZNdP9SwnYRH0+mUvDr5wEOmT9LCCsAlkQOqBXOkDVQFbgED7A5TMJqZAb46hk8nZY4pQk4ue5hjpmJwd4Sm7oUhot3QPR2wdkH69xcmtNw9m2bJdqKoEBe6dex1TbxiM213K9dfPw+fbgtXakfvuu5Y//GF9hHBzOnszf/5N5OUVMXlyOpmZ3ThxokY/94iezJixok5fz3BUVRfDixYV4vfr7VcCAY2iooqI/ULHBwIac+euNV77/Rp33nk5o0dfxm5tPx+v3QFA8gCN3/16Hapf1nHIjWXKZApRExOTSxWPx01h4bg6rqcmrUeEo6xVQEDqD1CBAJB4651067qJwysEBGs5u93bjbSpabjdcP31O/D5lmC1pjHn/tspe74sQrg5nA4GzR9EeV45XSd3JSsTXCdKKCCFhBEOZsyAkTVV2KSGgkCiIhEIFLSAjQ+feYGEkU46H/4TcnMGZG+C9CJOv3MYGIghmYNrsQxISueW1tZ9+qHznZ3pOLojJ1hNpbsI0GBwMQefnoH076tj2tQcQyeT5mGKUJOLnuYY6ZjUpaFoXvi28JRdgBV917O/x2msuzrz/UnZAHz0cTGqpoJVYUmqZFp1NS+9+SE+3xak7IDfP4xHH12FEJCQYDWEm9tdyowZK/B6VVav3kvoaWpCgpXc3KyIlF5V1XShG4aUugB95ZXNDUZMo48Jp0ePDuTk9ON/xv2LGq8dxQoWAgT8Gppa1yE3PIXYdM81MTG51KmqcqFpPkCNcD01OTui26DE3haZsgtQOKeMQ4eg94M9GDPVgcc9jDIKkEFlV76kHM80Dx++sJPLve/RkS5M8Q9FTi9inwJKQq1w87g9FM8oRvNqHF993Dh/VoJCVm4WmfkONixKwfKaAgENVbNgkVJPBZYKO48MZMMiD5mvZoI/A0QuDNkNNm/9Fx61Ntt72EnJSWH/uIHg7Qc2Pwgr0m+Jadp0toZOJs3HFKEmFz3xGum0BBd72m9D0bxY26Y4xxvHDuvUD/epUlyl+wGC/TqDznUBDd9LO3iqYi979ryDVFJAHQ5YkVIipcDrDTBnzlpOn/bTvr0tKtKp/xByxZ0581qczt6MGNGTvLwi9u49TnFx7YIoBHy2cVeEO25TsFoVcnOzcLn24/dpoAlQ4ZruGXxo32vcg3CH3OgUYtM918TE5FImJSUHRbEbkdBw19OW5mJP+3W7Ydw43SHWbtdblISEaN1tDpwza0XW2H84jHRUj1sXZTJQq+ykT7L656s5tOkjxpPKjYzCTkCPSWqgeTUOzDmAdlpDaa9EtEQJodXo4s4504HT6WDtiCyK86pIqCqh+zo/AgsSlas6FZP5cSL4ABSQAr6+IjQTwpOHY2KFHrk99GvwoTvsBhS6pN7GMTsxTZviNXQyaXlMEWpyTmkL0RaPkU5LcCmk/TYUzWss0vfWJ+t48M5P8NVoCAE9h3WoXac04N9FfPHVdjpmJNOu1zDOlFgJX3CkhKVLdzY4P9157xBudylbtx5l+vTlwSho5Ipo7w87N54IvmpkUQvDalVQVb0OFOoKy19M/Ta/mPrtmJHi8H6jZk2oiYnJ+UxbiDaHw0lWVn6rn+dSSPt1uWpblPh8+uuQCG1oG8ChhYfYPW23ITytXa0RS2YJJbg2uOhCFyYwARv2yFVTQuXSyoYnKOEEq/F40tm2OJ2Xp1WxUUvhntGr6c4AQu5B1x73w/Hwh8OidgCUeocXVoFUJSK4NkcKSwu9H8qi90PErPuMx9DJpHUwRajJOaMtRVtjRjotwcWS9ttQum1qansURSBlZC9Md3U1BzIdWO0WiBHp+6DEzX+9swxfjW5gICUc2noqbOQKYDvIDpzYNhywhW3Tn37Gmzb7z39+zccf7yYQqJuGG8LbLgVkVVzjjR6dxrFjZwCMaGogoBkR11jCsj6BGeo3amJiYnK+0paizeFwtrogvFjSfhsyzxmb6uFHooqNSgp77A5ycmqP+faBKoZbUtiCA7sdYxvoAnTXz3ZFtDIJlAeMn0sowUWtALVjrzuxuNbmAJV7XRx7ewHqjOeZEoAfCqgsTyAkMAUSoy1MHeo+LE4enYz/mB/a1VCzTdPNjQKSKlcVfWf2jSks6xOYjRk6mbQOpgg1OWdcLKItRFum/bYWjaXbzpixAlXVUBSF+fNv0uszq6vJ+dt6/BvKsTw+jIesyeTeONg4btvx/Ty/LQ9fpxSgruueIUDpAEQLUIgnUqkoAk3TV8JQC5Z6sQrokwTb4xOhmzeXEQhodVrAhES2KSxNTEwuJi4W0RaiLdN+W4uGzHM8bg/qjELu1zSmWBQS52fhDNZnFlxfgPRJnrcKtj6UzahchxEF9bg97J62O0KAhhOXAK0Xqde9CPRFWZHQ8ThycwaKqj9YVgjQY19PhNFHRUQeDzS0/p/afAqpStCM7uMIqzDSaU1hef5Tf2y7FRBCjBRCDAj+PEAI8VzYthQhxFQhxPjgnwPacm4mbU9ItCmIC1a0hRNK+/3J0EktGtV1V1czu+wo7urqBt9rdBx3KbNnf47bXVrvPrFSakPHzprlwutVg70xJZWVpwGY83/r8D24BrmgiMDcrXBllwhRtrmyGE1qVFd3iHHGxgRo4yiK4Ac/GGakyAJGC5WYdE2EFd/ENbYQ1BGgACNG9DCFp8lFg7k2m4QTEm1guWBFWzihtN/+/Z9p0aiux+2hZHYJHrenwffOZpxoYpnnhI7dP2s/mlfvjWnRNHpV6ttK55QivVLXc37JjZRFpOFWuaqQWuwwZrMEqFBBUWHMWro9qoBFgKbAgungOIVIELooFSA0hbriU0a9hjrhVqE749YKaAFCo8Pkw6bwvIBo60joeOBhIURnYDXwUNi254BfSannyAkhlgB3t/H8TFqR6PrPtqrVbEtaOu3XXV3NuN178UmJvUyQP1j//S/6PWdSUsPj1BPhdFdX4zpZTU5yEs6kpJjmOaFjvd6A0YczfNuymV9AKO3Vr+r9QG+tTevtPbIjVmEhNaOaqgQFvMFV47Jq+CZeAVr/U1FNk7z77jbjtRAwOKsbQ74/hGPbKlnzVlHt/AAOn2nwXkWctZ40owcfHBn3GCYmFwDm2nwJE13/2Va1mm1JS6f9xopMAk1u9VFfhDM69TaWeY5xbFCAohCxrWJZRexzBj9v26ixeigqKhLa7Ahon1I4lAZfXs3Rfwd0ASot4Fdo75pBu4mdCfiP4fk4YBwjg/HQumu8DE5Q1H07tLtEF702Pz3v79OEuZqca9pahO6VUg6sZ9uo0CIX5JgQYqSUclNbTMykdamv/rMtajUbm1dbiuCQ6OstTyCr9zd6XtfJanxSogI+KXGd1COf0e9Fi9BocRkzwjm8syFmbWXwZLtjfG9ov4gax+ShKo9N+8RwolUUGD++P7Nm5eB09mb27M8jnqQqimDM1R3qiN4HFg7DP6gQfpdK5fZk7N3LqfpbIb5mREDDkVKiKCL4MxRtKKNoy1HEbX3g6SxYtAtKTzc4Rvv+Ac6UWpABiGjfLWDChAFkZ/fki/X76HmtxgnnXrYdT70oHpyYmGCuzZcs9dV/tkWtZoPzaqD+sTXPZ0u14a/0N3re+iKTjbX6iBb89Y0TEqbCIujxQA965Pao01qlYMZ+tDOavlop0Gl8J/rN6ofD6aBkdklk8FBA8ojkyM87wU77rI85vbF2x+YJ0CClvXRXWxnMRhICKSRCg9MbJac3VoJF051rY0pPWTt1awBxlRu+ckIgXLLoqb6dJnSiw80nqCrZjBi5g5N9wONRLooHJ5cC50VNqBBiPHAs6u0q9Kez5kIXRUsJp7YUYOdj/Wdbu9mGoppeKUELMLxyA6m7VjV43pzkJOxlQo96CkFOsi42Y70XfZ7wSGmsCGe4wFU1jTcP7+PLPR8z3/kzZjqv5a1P1vH0vR9waJU1GBEUWK0WQ4CC7g6bkGDRRSqStDu8vBpYQuJ7A/D6Aka/TOuuziijBT0HVeJI3E3FF7uw2rviI5PGBai+HAkLRlPtcBQFbDaL3u4lHJ+GzNvfyNi151BskDm7mt1/TORMaWhx1OtaZs3KIXmoyvovP+GIVPlnCSwvXc8fnY+c8++xiUlrYa7NTaOlHGXbsp3I+Vj/2VD9Y6ueLzyimNDweetr69FQq49Ygj8lJ73OMeHCVKqSw385zJE3jpCVn0XfmX1Zu9DDmUcKEaqGAgQAq00xBKgxvwS9XYrUM1/Z/ehuOqw5jOYcCBnb0DQf7SYXc3qj/vypRQQoQr+HlmBardXC4m6C73Zdh7JphBHvRAOpBNubRRwtCK29IuE0ctr/IW/9CFGUDnOfgJJ+1K7Nkn6z+kF6EQcLnkRKHycOQ1nZa2Rnf3bOv8cmjdPmIlQIMRLoDAwANgSfpqagL2zhVAL1PZm9ZGkp4dSaAiyWuG0p056GhHNTRXVbC+OQ6NMAhMJxe3c6+sobPK8zKYn8wQMioppAzPeizxMeKZ0Zqz1IdTX2MoFXaiA1OvrKjPtw8muL3k7FG7Jq1586PvBAdp22I/Pn38Qj0z5CVSWHltnpfLUf0XsvWJKwoGC3W/j+pGxuSOvCf3/8Fyq+2IW9UxLJD4zn9BPHI1NlYyJon2zh6rFpfPpR3XrWUaPSGDmyJ3/5y8Z4P4qY59ASrHQcquIYpgZFqI6Uknlb/sbVHXoRCFPBgfPkYYqJSUtgrs3No6UcZVvTmTZWdLGlTHsailw2VVTHig62pgg1zhd6jqk1ft762no01OojluDv63TGPEaxh/XblLXzKcLBy9OqmKJqWNCt/jbTicQf9yMnqu2IZX4W63+2n2x5HIvU+32efKcH/G0uzHsSJXMPfR5Jp31VN76Y80XcAjTcQkgkCpJHJ3NizYnarQJ4bD7J8ka+PHMfp069CKPfQWzNRPpt+rFWPzz6J8RXo5FrxyCIrg0FvO0QC6bDgH2QUQTDtwRFaOhUGrt2PkLHzh2R0l/7tjw/HqaYNE5bi9BNUsq9oRdCiFVCiLvRF75oYlpXCiGmAlMB+vS59HK/6xNO54sAayjtNlT/6bAlsbmyGKBJ52xIOJ+NqG5pN9vGPoPwqKaUGp18R+I775Zj4NoPOf3AqQtOZ1Jd8RnrPOGR0mgX15DAXXz0IGuLP6C9r8KYz7Il+wn4dcvz0BPHxEQrublZdc5XWXkaKSVIgRaQeLZa6X23l+G/Pc3gsnR+MXkcTmdv7p37Nnve2UuHQcl0u/5y2nc4xZGnh8OzhY1avCfabJwqj+14m5aWTG5uFq+9VoDX24ArbiOcPtWBw8VWut1QRdkn9qDjnn79G748yrHeh1FQUIO/qVgvAjMtE5Mg5trcTOqLKDY1rbS1IpP1RRdD9Z9lZYtafGw4O1FdX5SxOfNr6DMwzhejtrIhinDgwkEOELqihhxZ6xP80ceEBG7ZojLKXitDBqQxn3dc6P01UZBoBFB4196PBbl1z7mm0sE79GMuHkCPmgoJBBLpVPIE/X40BIfDyT83Lj+rCKgESLIia6IWcClg3Wjs044yqq+D16bl4L/3GZTnf4FYeaO+y+DdcMIBnY8Hl9lQcaeOLkcV8Nvg9fvg/jdg4kr46JaINN7qtXC6/2vorV30GlMhLnwzrUuFNhWh4YtckL3A96ib7gP6E9hYYywEFgKMGjUqzs6B5xfNiebFEk7ngwAL0ZC4Df15thHYhsY+G1HdksZI4Z+BRbFwc+9vcVOvb0WMGR7V7C1PIB2jGj1vQy1T6qO+6Gl9+1LWHj4fSsfMgXxv/EiGderHyRwLCXYrPp+KsAju+uFgfjH12xHtWkJR1Zycfsa+ik2Q0FFwcEkCXYbDf/1HDsM69WbuX5fw7sxPkJqDE9uzSL3KS8eh5Vw2oTffHBwMb+xu8JqOHath/fpDMbf98587GTKkCz/+cTZlZaf44ssSKo6eIZ7WLhHsO8XepwWZ/wuX3eXlm78ngNTTdB2ZAVRN47a+Vxu7R3++JiYXKubarNOcaF4sgXE2aaWt1U6ksejikSNvoGk+jhx5o8nR14bGPhtRXV+U8WwI/wyEVdDjx3p9ZSzR15SaULcbxo0Dnw/sdsjPJ8J5NuZ1NcHwyeF0QHoRTNgChdn0uGk4DqcueJ9JcPCkN4sRooo+t6Ww4KnatitujwdXVRU5KSnk5DiMfW8SZUxSykCTCLug31134nA4ePu/17E6/290owvjwwVopCY0iPaqDVQGOHnsZNgeAlDgi2spdwtsjx/ihavS2LVyFQMH/j/ofhQ6enSnXJ8NhEQIDSmF3id0QDGkHQH31aBZdVOjjVcitw6HeY/D9xYjFt+jmz/YA5BdgJQBevas9VLr0SPXjIJeIJzrmtA96Gk9e6m7sKUGt19UNDeaF0s4vVm8+qyimjf1HsWxmpN0TkxusetrTNw2JwLb0NhnK6pbyhgp/Lo0LcAHJW5WlG6o8xnWRjC7AY3PMZahUDytQRqKlIYTLXJ7ze/LsspScnL61U3freeY/PxcY9/U1PY8NuNjfF6VsgQLJ6+xsLPzTt547V2k1gFkFlK14tmqkjJUI0d+wwfOPpx8k3p7lYUIGSNJGelaKyXMmbMWIcL7hTZRgIbG8kuOfmrjaL6+EAsL9H/oDI6hKjbFZgpPk0uFS25tbm40L5bAKHGVnFVaaffu9+H3l2Gz9Wix62soutjc6GtDY5+tqG6pHo8N1VdGC9GmnM/l0gWoqup/ulyNi1CI36XX+M519qGMs1Oh5bNmtpOcHF3wulwOcnIcEed0ezyMKyzEp2nYFYX8rCzy8x24XA5Sx8IThWVkbIbtI2BBOqTs2EHem+/Rn1RuZAI27HqqrQXaD2nP6R11zfzCO3pKQEGGfgjrrhI0G1LBN2cXFkUy0CJA+7WeYSRksDWLYizmhj1RaX+4cxl8dTWowXVcWpB+KPskl54rs/RTWIBpf0ZkfI2iJJjC8wKlzURo0ODgV1LKCWFvDwQ2SilXh/clC5ICLG6r+bUVLRHNixZOTRVgIbHO99mvAAAgAElEQVTr0/zG06wPD3zFL4dN5va+zftL3Fh0sTkR2IbGPtftXkLXFbqnHntXTth78P7R/c2aSyxDoZbE5dqP16eiqZIab4Dp05ejadIQlzNnXhvzmGhhPHPmtSQPVfmf37rw+fReon6fxpIla+jUaS9XfWsoResVpGpFscLY6/pwUNlHyakjJH3l52QjAhR0gZmQYOHRR69izpy1dbZLCWqj9aWNnMOqH68FACmQUhI4qSAQ/DzjTlOAmlx0mGuzTktE86IFRlPTSmvFrpdQW4qysr8yePAC0tKmNuv6GoouNjf62tDY57rdi/EZRNRXBihbsQWHs+76Fi85OXoENBQJzclpqRnrhH/nVM3Hq6+6eOstpxF1nTmz7jGuqip8mqb7QWgarqoqZjodpONh6T/24+8reetesCB5f8MGOq1dy5Br+nPNnitQsOJHkDC2M3x1jNNfRwrQiDrQqPdDRk6XPXoZJXNKDWshfZOmRzONh8NK2FPkcDkbdLcPWGHNWISqp9xKJAgNn83Ceq7iVr/EIgWa1PjixC0Uk8bDg+42BegFSltGQjeg9xsLZ5SU8uHgz3uFEAPC0oIGXIwW8K0VzWuKAAuJ3fBf11Wp8fy2PAZ07NnsX7TDRXJL9wZtKHIZT1SzuY7A9R0fuq53ij/lo+NH2JY6EU0oPHdaMKm6bguVeMd2xjIUakFSr+qBZlUAFYkgoGpIDbxelRkzVjByZE9yc7MizhtLGIcebFT2kGBpjyIFUMmePYe59daRPPnkFK6ftIUPVhVx+4R05MATvPy1noKb1P4k0L7hiQr49s0D+d2vx+J09mbZsp3s2BG7B9rZYnWopP+n3kP0aL4dLSBRrHoqrkTi8Ve36PlMTM4TzLWZ1ovmNSWttFZ4hJ7KSaQMsHv3dJKSMpv9i3Z4tC86vbi5QrGhSGI80b/mtmSpL1069BmUvlxIxVtnQLWANcDh7o/Tw/NiXNcanuLqdOhzczpDEUldgMYTBW0KB22jqMGKFUlAWtlYOQpVhYFeD+ufLWPDj2HUuB7GfAByUlKwK4oRCc1Jqe0l2tenMdcKC6aB5cABTrbfSsa1lzPlV1PY8O0aivOqGDQ5hV6VVez7orJOKm59uUUWwPFtBwN+NwCH08FflrXjxh279PajQsOiqLURzYgc39DPmvGzBIQ1AGPXwNbh4Jdg0Th+k5vfTLwOgIkrBdIPAZvC4uwr2MEVXOHvz5gWuesmbU2biVApZZUQ4ljQvAD0J63hDa8fAr4nhNiL7s73cPQYFwOtFc1rSlppdNQuhJSyRd0+m9obtLVbxjTXEbix44d16scVnfrwbrVAEwoIhQCx+3g2ZexoQ6GWpDLdgfLSGLSNFQiHHeu8bag+FU2TrFt3iHXrDvHqqwW4XPcZc3A6e7PwHxMMQel09jZSwjsMlQx8qIY9L51G07axfHlHunVLZdiwcgZ+O4MRWf0YmJxEsq8cRSgc3yGo/NJG5HPWGEhY81ExL4/VfVIuv7xLi4vQy+5PpOPQUwAM+201nq1WHJkBOg5VsQqLaUJkclFirs06rRXNa0qaZ63YDUVCdaRUW9Tts6HeoDH3b+Wenc1tydJYurTD6aAqbS0VV74NBVmQXQDpO+K6p7FSXMOFaEuLzxBr/EN4h3kMp4AtIpuvU4cwTPEwVxZgWy7xr4Jpz5ex4N7s2vk4HKzyDqJ4VTmDJnTF6XBEpIQnSvjOCyWs0Vx0snbhxM1XsammhmHfL6LXRP27TVE6QhER/b9riVynQz951nj4ZsE3kF7Et/7bxeL5lzG4WrI7SfD9TluxfDQp6H4bFJ0WQFWMEVFURO9S6F2KvGcxZBQhBuxDFmRDdgGvZdzE18F9n5gHWQVQkA1FGejmiynNM64yOXe0tTHRJurpLRZshr2wpc/Zlr0w46W50byWOH9I7J7y1bB4nwspZYsaFEHT6j/bomdncx2B4zl+ROoguuzbzAGpoYH+NDK58ShovHMLNwRqCWGak5xEQnYXfFmp2IVg/g3p5D33b1aurPUp8ftVZi3bzqzhnXEmJbHt+H5eV/Pw5wR4Xd1B9vFuEVH8mm+q0NRdQAcCgWG88spW3nx7B/L/xqAO72z0Lr3ZO46nf/0Vtc7qjQvR155ax5u2DWhq7S9oQkTWiDaZbomIh4Zy5Lv9yW13jFGJCXiGVuO4O4ldJw4CpgmRycXNuVibW1vYnA3NjeY1+/xhYjcQqOLgwT8gpYqiJLSo22dTakDbomdnc1uyxHM9KSk5iGGzkBnbARAivnsaK8U1PPoYwu1u2ahoTkoKzyiZ7NAysCsKCx5KIeFwFfbVEkUD6YeczWXsGvNb0vvdZTgxq3cU09enof7Zgyc/KSLCf4ADrFF1F9zr/RN4d3Ulb/X4nOd5AmStgO/1e4XSX/r0NFr9bhEeGq27UkuOvn2Eo9r7dJ26kB/+r4aUCiO2ZbF/9U8YYFNBlQgh4e7F8P73jSMFCmgCWdIXynrCPYv1sTOKKM8o502m8Im4nf8bPJjMpCRc/atIvctGx5MnGQvk9ugR8/MwuTA418ZErUq0sPl5xp14/NXnlSA9V4SL3Wt7DmtUqJ+NmG9KenFb9OxsriNwPMcP69SP10bdzftH93PC3pNRiRaKD7tJDrtvsYSkw5aEEAJRz8OAbcf38/7qTcy9rwi/T4vbKbcxYjnpZrZL5F//KjHanUirwirFy6dPf8yCu7Jo16ekzmc1ZdB45jt/xvL1n5F3agWlJAHDAStSgs+nwoZypJTUbKxg0UQJq1SkP7SUxa8iA/7IAtLmCFCL3YJ8bjRaVip+Ce0c6dzeo9vZD2hiYtIo0cLG8s9BrBnij0h3vFQJF7tdutzZaPQ1VqpoYzQlvbgtenY2tyVLPNfjcDjJznYZrWgqkr/Di1Vp5OAx7lssITnWtosfiSVslFnsUTLrRN3cHg+LtlTx6mMpqFsccTvlNobT4SA/Kyvis/XMgs2fCwJeiWbTmJj9OxK+CFCw4CiD79bwb+hV57PqO7MvWflZbHh/A65/ryP137UuuMc7QobcjMSL2D4UrWAkZRUb4KYiyE+EZbcRchyKFJ7hr8LqOt/7LoxZA+lFKDuGIp56loF+G1gCcMty5MSViILsoLitPV4fQUH6bXqIM6MIFTvP8P/YRgYWKan0+3E6HJf8vw8XGxe1CI0WNs9vyzMifq0RabtQaSz6Gm+UMt76z1iCtrVaxkRfZ3PrUeM5PnTtse7bya8tdZxlk4eq/HH7UjQpUYRSxwAnNM6eDxVqvAmgCcMQKHmoetbXEy6GZ4b3D3X25rPP7mPRokI2VZ9hfR878vdbCfhVpv91J68unRDzs7Id9eL96iCqaA8MBvQ0WyHAbregptgJ/HQt0q/yyss7GTSgU9SMzs7RtjncNmUYn2R3qdNT1cTEpPWIFjavLtnNWz+UddIdL3Uai742lCoaIlatZKz04voi0y3dszPmdTazJUu86dKh++n2eJhQWIhP22fcN4ocdVqupKe7UYvv4H7pY4qwkTjog4j7G7r/NaqGfFaBx7Pw7XTgcgHpTX84YIxriGEHM6McfEfkZ7NlRRkHB+bR82QAHp+L9NvY/WYNg1+wxfysDqUcYm2nteBIZRxjSMCOqoDjBGwXIxDbs+DxZ8Fv4/BbChUv7qXLxJWw/OZgPacwqjYNF9sIwoyFCrIhvQhtUzbCb0NoFj3SeawTIqMI9vYnogY0fGwh9ZYrgK3Lvew5loklrL7V5OLjohah4cJGCN1NS0KrRdrOV5qbkhxPlDLe+s+G9msLd9vmpjs35fhY9+2gK6GOs2yvrt6gUZRESuoY4ITG6ZipoFgTQNVFXe+RCU1KYXZXVxsRT7YcixDD8+ffRGXlaSM6G/rPXV3N2Kc/JuBXQQPVr1K6ycv8n0Z+Vjt37mTevJepqFCYOP47bP7XRjS/LkCvn9Sb//2PCcx5ZSNLfSpI8HvVqJrOthegAJNG9+apOHuqmpiYtAzhwka1CTZmyUbTHS9GGus92hiNpYo2VCsZLnAbSrltyZ6dDdHclixNSZeOdd9wOeq0XElLq03ztUjo5d8ATKgzjhSAVUOMrMK+z0Hq2MYfDoQTHs2OFsOrVrnp1av2O+JwOrjW6cDjuZ6CJ3fp0UNNb2Hir/TX+ax27NjBm28+j8NRyb0P/QS/y47ql0ibSvZ1HqZn30uHN4ZR6VNBCgI++PLLq5l47wIS7l6CfO/76NFQXTDqQlQEBaQE1OB2DRQN0dGDKhUqBh+hm9DQm7gIxNprYdktcMIBQgNpIZQBpY+pgfNLQ84O6nw1+b2zzlrIm1wYXFQitKFInMOWxB+3L23VSFtL0ZJ1rC1RaxlPlDLedNqG9muLeti2JNZ9G5RjqeMsm5yqNnh/Q+OkDA0w8lkvYzzX8P1J2RR33Yn/6/rveeh7JPZ0ZO2/T/FqP8WoybxvZTler25A5PUGmDZtOVJKrFaFq666jJqaAA8+OJKpU69kwV1ZTP/rTlS/SkJwzsM69TbOFRKgr79ejKpmsmLFFu776TAWvViEpkncnx5m6+1H+fitbU3Jum0TKitPx91TNURL1+WamFzsRIutcGFzcJSNPQnFF0TEoyXrWOPpPdoYsdxQw4m39rOxlNuW6tl5vhDzvuXUbbnSWJpv+DhWq8KPR6eQ+wi40qrw7Wvg4UDwe2QbdZA9fVbyWFl3tsh07IrCfYVZeAeCNryKgSd2UVNzB/v2+QA7ixfns2mTkwcfhKlTnQy+W2P3mzVIP0bkM/yzCgnQQOANRoxQsSWuwPbmCwRWfYElaxNX9dlD33Wr2P2O1FuSoZsH78quJmX7jxnzj++iCAVN1toKhah9bBwSk8HazgXTAUE7z2XQ6yCypJ8R6+TNKTDlTbD7dS8ILShe0ZBWCV+OQawfDfMex9+/ssnpt819qGPS9lw0IjSeSNyAjj3PO5OiaFraoKclai3jiVLGm07bFmm35wsx75uTmC1X7rdM5oNPdbfZ6PsbMc6Y2vuffLx+8Rr6HlUUSbb+R3u0gACbBV4agy8rlaLyk2hB9ztNAym1YJ9NlTVrDgCwbt0hAKZOvZLMT2O3iXlv82ZeeXcxvjKJqmaiaVZ8PpVvvj4DEqSm14Pm5RURCMTRDLQNURTR5L6rbndpnXRqU4iamNRPvU6swV+W+wL5nqTzPuLR0gY9TTEHqo9YdYPhxFv72RYpt+cTMe9bzJYrTgYNmk95eR5du06u8/nUGScneP899T8cML5HXg1EAPnYJp69bRWPM4+dWgZFvcrQ5h4Bm8ZwbQnK1wOhYDiB4Vs4kbiCdeucrFunjzV16hiSPo39YGTdu+t475X36DzkFKPvVLHbNTTNR6chf+N413z0752F8lXFyEBf/SABX910jOkZj2B/+7sIv4IICtDgZmK3WQlKVKmA14rywmMkSwFCCyXp6ruXd4M/PYp89E9wwoHo6NEjo0e6IT66FTSL3palcCQpP8pp0mfaEg91TNqei0aExiO2mhJpO1euui1t0NNSoq+xe9eUesm2SLs9X4h136JbrrjdpUy9axU+n8qHL37DwPyedYRNrHFC9/L91Zs4sdXGyU4WCP6b+/7qTXoNablAC6A/bAyoiI0VWIRg7V+2RE5UyLDHnLXPOOfP/7eRpjtzZmRj7/c2b2bKy6+gpqZive0GbKvXEwiKs8mT0/n88wOGWAt/bbUq+P2aIYLPFU88cU2TBaTLtb9OOrUpQk1M6icesdWUiMe5ina0tEHP2fYejaahexd3rWQbpdyeT8S6b9EtVzweN8XFM9A0Hx7P5zF7tcYcJyhOF22pgoIUsDmMtXnLoirUGg0hASyIF36OdcB+RmYUsIdM1n4J3KS3MTmx42p44jtIvw2LzY9n9mG45RA4/Kz6wMbESj8pOSn0ndk34vzr3l3HS7kvkaqmctXaH2MfthOZvgVFsdO162Q8ns+N713XCYPw/FlF82kIu8AzcQM2/Cgdq/QSIaNyEyJioYoGUuj/Ge9LBBakqul/CkltvWjw9wq/FXHCAfe+Uytltw+DlRN1AWoL0PvWCU3+u90SD3VM2p6LRoS2ZIStLdqF1EdLRwrbUvTFK/LbIu32fGzNUx+NCZvwWs5Qi5TQtZ382sLv79uBz6ey8PdbyM/PBWDufUXUeBMQFhCKXnNhtVn4ycTLYWMFC7XaqKTFKkgZ5afy31aiazN37KjgP//zMxISIutGO3c+zSvvLkZNTUX2uYbAFg93/M81jPZbjWhpZma3iOhp+OulS3cyd+7auJxtU1ISqaqqafZ9HnvrIL7M7kDgH/sRCRZ2VZ5i4cKNEbWwjZGT069OOrWJiUn9tJTYgnMb7WjpaGFzeo829TzxjN1WKbcXUspkY8ImOj07/DU4eGOiXmf6RtDoCOCxV1OYIwWWYG0lmsBaeCWjx0+iw8osFq4Axh0BqdFp80CkX0PRBKpfwbGtP8zYTfoOyYNPwr4VehruoPmD8AcF6aGUQ7z3ynukqqlMkBOweu2ILS/Q75YvjHuelJQZ8Rkk5dfO21Lux/e8D7n8RqNFS0hmRvx2oClYugjUiugtGlg03bZeSMPYSEeCopsPEfau45rOeJ5/GlbcAMc7c2bpWA6VHTKuKZ7vZUv+O2PSdlw0IrQpYqsxgdIW7ULqozVE48VWa9kY5/IhwtnQkLBxV1czbvde3b21TLCwezte3/wyfi3A6Z127B8NMGo7QwIWwO/T9PoMJD0m+rCgMKbH5eSmdoIbO/HGc2683gCKovDrOaNZrrk4ttGK9NftABaqG50+fTmaJlGUSrKzK7n82qFY+4zG/+g6pF/lI6uFHg9kG8eFRF1oTobZkbuUP/3pq7hbq7SEAAWo6WRHG9gRdp1A+jWWbqpk6SuFKIogISG+1NqtW4+SmdmNtLRknnpqjBkFNTFphKaIrcYEyrmMdrRGtLAteo+eT1xoKZMNCZvo9OxB8wdRPKNYj5ZbFRZlZeH1OtC0WqMjgC2qg/kM5jF2YxUSYRN0CTxA7rEsikY5eONX4H0yC+XKKsY7bSjv7ibglQRsgoLhgJBkbwGbH9BA82rsnr4bqUlKrAdYfOcGhg/vww2fZ6P4rHilwl8+U/jlvRDKCnY4nFCUTtU7VZDjMR5AeNwe5D12LGduJSQ7w2OZ0vi//rtFrQAN6yFqC8DkJcjiwTBoN+TdDX6bvlGoMGO+/vPbP9TFaEYRmlYDUoUVE8Fvp+ILlYrXdoECSkJ8qe/V6zSSPv4d9tFH6TPplvP6e2VSy0UjQiE+sRWPQDnXdYuXmmhsac7lQ4SzwensHbNOFMB1shqfDDpHSskHx47i1wJUfa2w7T8SkP5DSKnXN4YL2JCotdktTBozkHd/W0KebzfL3ttLfn4u117bh88/P8C11/bhv38xkbuPX877fTbx9XIvR/bW8MUXpRHpskIIVFWiaeWo6nbWr+/A1q0Bbrn3NP8MaEgN/D6Vv/xlI2+8UWhEZMeNW4TXq7tT33bbEJ56aowR+W0KQsAVV3SltLSKkyf9URth7C2D2FtwhIMHT8Y83mIRpNltiI9KIao2NVzANyQqFy7cyMMPf2i8njRpsClCTUziIB6xFY9AOdfRjovNoKetudBSJht6gBKdnl2eV268DqgavvVVaNKBotQaHYH+8wpfGocsScy/uQz5cRkVizSOvVdIVn4Wzz23GCHykHIyuQ9PxTM8iS0rynD1gLHJO7nS8iHHsq/GbxuA9INVAalKSrQSPtVcHPumCy/8JBsr6ZTM93O870GmvzCBQMBHYaH+94qidENAY1Hpcq+N3g9l1V4TEMuxPlQTKsNrQhWJGJHEyaRttHdsQxm8Szcn8tsIbL2SI/9Zw4Ct2/B5S2HiSv2wx+fpwtTmh3m/wj42DQqTIWCLPK8WX+r7oVVr2XXbSfBngG0Iqcs0HBPq3d3kPOKiEqHxEG/t6KVUt3ixca4fIpwN0XWiIXKSk7CXCaOP5e2du/F6iZUTWxW91lOCosD48f2ZNSvHGCNc1Lpc+/H79hnpvo88spyCgjIAVq7cy49+9HemTfsW7Yq7Mt7ZnhmLVyCjwpRjxvTmq68K8Xq3Ax2A4fh8Coe2lmO3Kvg0FSn1DJyQoDtwwMOZM4HgCJKlS3fy0Ue7ueWWwQgR+fS0MYSA4uJjscWrTSH94Ux+lzqWnJw36uwjgmvaste3oFgUpEVBCxOi0QK+PvLyiuq8njr1yrivwcTEpH7iEShtlcJq0jqc64cIZ0N9D1Ci07O7Tu6K53MPao1GQCpslinBtRlmzaqtNa01P3KQ5qpi3zJpCNk1L6xk2MMPB8+wkvfeg0l9v0+fxEQeGXSQ4oR7CGhefBmL+PO8F3EUDCC7d0e6P7sNl89FJ0sXPJMnMGinlW7V5Sy39SPj2+9gs/kQovbv1YEVnVG9KkIToCpUvB6g8p3NdJ6UWkd7hiXShnX3BCE0vWLUJnjigTP40s/we17E9vZ3UYL9QRW/pK86iIy/dqagYCZS+vQIaLCtDAEBhVlUZrwD2Zlg08Cn1J5cIa7U9/JVxeDvZRgbla8qJm3CmCZ+0ibngktOhMYrUMxo5IXLxfQQwZmURH5UH8vsxJ/xfvUm5i4pwu/TsNstEQIUIlNfDxzwYLXqVuh2u4W9e49FnGPZsp38/e96XakQAk2TdVJl3e4CrrrKw8GDvThwoC9SWtE0yYYNh7BaLdxxx+V8/HExgYBuVb9u3TcsW7arzvX4/RpLl+5EUXRxGG9KbrdRPTi68UjsjaqkbOleePBKXK77WLSokLKyU8Z8FEWgqhp6GazG1IdGGoeOGNEz7prQyZPTWblyb8RrExOTliFegXKppbBeTFxMDxFipWcnZSaxZVEVj7+awk7VQYI9UoBCrfmR2w0fHEghM7g2K3aFEwM+pgO1a6O65d8UPjBUNw2yqcjfD0TJ2IYVP44MN+9kDGDJgW1MuX4TXfb3wjNxEDfbPmPi4xOwB47zvNXDnq5jsVjsgA9RNJyST0bzrn8j37OkIjWbXpcqFaRXUvnPClBEdIZtkLBSHRGUokJQMcaHX1rYTgaPM497srfwbZsf6ZdYLBoppUegKIvsbBdlZYvwjUvl2NsWpA+ETSKzNgMqpG+l57s7YNWNACSPSI67JrTrhEEc/+NJw9io64TzP/BgoiOiIx4XEqNGjZIbNmxo8nEXkmmNiUk0oT6VqantDQEFsGhRIQC5uVmGAA21E7FYFB54IJvc3CwWLFjP229vNcbLzu7B1q1HUFWpi0NF6G7rkmBKbgWwHYslGU3LREpbxHwsFsEzz1xPVZWXd97ZwuHDp2IK2WgUBbR4u7bcNxje24sS0LBZFbKyurN+wyFk8HghIDHRatR1ut2lxv0YMaInM2asaJG2KgsXbiQvr4jJk9PNKOg5QAixUUo56lzPw6RhznZtvpBMa0xMogkZEx1MTWFNpYOcHEjHw5ZFVRSQwqhchyFAx43Ta0WHWzy88EAVw3NT+LhkMd27P2yMd+ov75P8t66gAhaJ9sDrKD98Gz82ZvB7iko60G2Jix990oWJ2gTsNg3txpWIj25BaBawQP9n+vOv7xVS8ekmsn9+HcInUC0BLFIiAhajwtNwsBUBUKz6OSOQEbo0VBcqhcBnhyfnwe5hgjkd/snwf6+CT8bDiptAtaMkWIy6To/bQ9kiPRMr+TsVFCdMaJEa4UOr1lK+qpiuEwaZUdBzwNmuzZdcJBTMKKfJhUusPpVARBrqa68V8Mc/TiIvrwivN2BEAPv0cUSk/X788W4mTRrM2LF9mTZtOYoiwSrp99BpyjcnceLLWgEKHVDVTMBWZ05SShYv3k5hYT2RyiApKQlUVXnDjmvChW8oR7w0hgHbTvDkzelktktk3LhF1NQE6qQBAxH3KDc3q96a26YydeqVpvg0MWklzCinyYVKtFHRI/lZAGy+vhDVqzEYhWmvZvGnP0FxXhUDvSls0xxswcEXfRxc64R7nFN57z04fTqP9u0nM/aGMezO241UJDVWwYKs6+iInQKyKSrpAC4X/TxdmKBOwC7tSH8ABYm0+dH8AmkTuHq+yZzSTmSvyyHLp3dWUaSFUH9PoahY0o+i7uwMqiXobBtA7/0Z7mxbK1ZlbVIuioREP/zP4kS6DenDsEF3U1j9ElpBNqhW0IRR1wlE3KMeuVlkpbdMZDxtwhhTfF6AXJIi1MTkXBKKZJ6NIIrVzgXA7699bOnzqUybpjvZahpBY4TImse33vqOMZdx4xahaRKhCHrcVsPx/R048aVGuACF4cQSoKBHM2MJUItFBAWixG63MHXqKObN+1I/VzDtN27sCjIrlb1ZqcwQNeQPTiM/P5dFiwp57bUCAgHNuMZY92jmzGtNEyETExMTk3qJbrnSFGL1kQWQPg1d8mlc7yujZvoR+qoaczWFJ5Us9tgdhmkRwD33TAWmGqJWahJNgT9Pg48yBgADoKRELyzt0oUTWRNgvR3VL1FsAQITV6NOdPFVwVSuyl5Ir35bmIeNP2e/aJgZKdagnFQ1hN1C2k96UfrpByA1Pa3ow0mAorvZynAhClLo/UFDsVNN6MK209oa1DuKIT+LrKx8yio2UBZMuw3Vdca6R32d5oOnSxlThJqYtBKxxGasSGZTxFF97VxsNosRCVUUgaZpQQEq6pgWhRMSbJomQYNv8hKA+AVoQzz00Ehyc7OMGs0//MGNqkqEgOHDuxvmSCHS07sgJXTtmkRFRTVFRRXGtl5DUzkUnJlPSlwnq5kZjOrm5mbVuc9mL08TExMTk1jEEpvRkcx42oKEU18fWWFXCHg1AigoFrCoGmiQqGg8Mb6KIbMcETWjIQzBpms+HCeCG8IEKBMm8LXdzuPzILtA4Mk+hCPjagrIJjtjE2MoxIKEYA3p4/MGMKIArprUk9yePShbVIavzJI9l0kAACAASURBVEfpU5VI/80Ii6T9/V9z2uY36iuZtoD22+6Hyi5Yv1XKyR1pBNYILFL3FbL2t8N+X4STbV+nE8d3nPTIr3ufW7LXrsmFjylCTUxagfrEZqwoXVNEaH3tXFyu+3j66Xz27j3Gddf1M4yGYpkWLVy4kVde2URaWkeGDEmNOoOgJQRoQoKeBgvwxhuFRtos6KmzW7YcwWLR276E9v/rX2+PEOvXX/+GcQ2/+cm3mCFqDJfgnOSkiHsSbcrUUum3JiYmJiYXD/WJzVhRuqaI0Pr6yI74LIv3nq7i73tSyMkB5e9HjHPfOSuF8CDgwkOHeOXwYdISErgrox1pNkBCwAoF2dQRoNjt+oEZ2yGjgH1kA9lkU0B7TumpuYCCxmT+RvuMU7w57KdMy+4BRXDkjSNoNRpSBpNtA4LTr18Bj70AniTILkAM28Pl//VrI1rpcXvYPK4A6ZNY7YIhv+pn9EeNFpbRLY1ao9euyYWNKUJNTFqB+sRmfZHM5rJ161HWrCkB4O23t/LUU2NISUmoI8J+9avVzJmzNvjqUIyRmiZA9ahr3bTaK67ogtPZm9mzP8fnU+vUf2qa5M47hwKSgoIjtGtnZevWo8Zcnc7efPbZfRFCMrO6OsIlGMAd473Q8ab4NDExMTEJpz6xWV8ksykU4cCFgxwgpC0Xb3Xw0zW62Fr5NrzxVBbXpdQVYb/as4c5paVBE9qTLO0I6b+H7AJdgBZ1iC1A09nOPB7Hhh81GPe0oqJLTwhVf3aiih/yHiPadcDpuI4SV4l+H0IPhwma4mqSrrZ7keMKOfXXSVhe60X11L44pur7OZwORuRn13EFjhVZjiU2zV67JuGYItTEpInEU9NZn9hsbpRu4cKNwXpPjYSEWjfY6B6Wf/97EYsW3RUxvttdyty5a6OHDKPpEVC9vrOuyVBFxWmg9j7UGiTV8tFHu9A0aURDH374QwDD+KdOhDMpUmi6q6sZt3uvHh0tE+QPHhCx3cTExMTk0sHtDvXgJGaKK9SfNtvcKN3ChTBtmu6RkJCg9wN1OiEvL2yndA/PtKti8CMp9HXUju/2eJhrCNCw/YMRTm9JD3AdNARo+m67IU6zMwqw4ceCFjQOAgUJaKgINKRhLySB9MCnkffBq6FJEEI/Rtj8VPjfQeQ+hvTr09j1sN5uLW1qmnGvGhKWzU1tNrl0UBrfxcTk0sHtLmX27M9xu0vr3T5u3CJ+85vPGDduUb37hcTmM89cX6fu0+nsfVZGOW53KdOnLycQ0Os9a2oCzJrlwu0urdOzcs+e43Xm53Ltb8CRtqkR0NqfpYRevZIjtv/wh8MB/Vrnz78JRan7T00goBkCNES0mG4I18lqfFKiUlsnamJiYmJy8eF2w+zZ+p/1bR83Dn7zG/3P+vYLic3+z/SvI44cTgd9Z/ZtsmByu2H6dAgECK7Nen9QtxsmTw7ulO6BeYXsuW4f4woLcXs8xvGuqip9bQ4pRVkb4RxX8gpO12x6dvEZAnTe4/DAqzDvcfBsd6IGJaiKBSXs13oLkhpLX6BW3/bu/l3jWgfNH4RQBBYhEZYA4paPgoN2QPoj1+byvPK470d9Jk0mJtGYkVATkyDxmAY1paazpVNCXa79EaJNSli9eh+ff36ARx+9KiI1NrxlSWgOOTn9sNkU/P7o5py1AvTyy28gMTGxwXYrQkDHjpHtVtLTu3Ld3UP5eOlOJt15Oc89N97YVll5Gq2ehqDRvUKjxXRD5CQnYS8TMetETUxMTEwuDsL7atrttVHGcFwufbuq6n+6XPVHQ1s6JdTl0s8bQl+b4fPP4dGXPChTqtBSa8CmIQX4NA1XVRXOYDQ0JyUFmxD4tdrc2GxLAYdKfHzuknTrovHwHSn8I6ETGQXV2PzBTip+GFyQBBnA9nRsn9yExdoRddxiyNAf6F7W8XJsux7m2KeH6XxDTwbmzDTm6a/0I6UETSAQ0P0I7B0Aa8eARUT0Cu06uWvc96MlUptNLg1MEWpiEiQegdlaNZ3xkJraHkUR+qKBvtBpmsTrVZk7d22dKKfVqpCa2p7Zsz835imEQAi9lvPxx6/hwIFilixZg6Z1ICFhJL988RbyVu+BBkSolEQIUIDsWwfyp2uT8U3pxeLCSnb/6iMenDiEqTcMJienH4qi1BGiof6eDOkINgvWu/qSee/QuO+HMymJ/MEDYtaEmpiYmJhcHMQjMHNydIEaEqrhbU9am9SxutCUG3WxJYdXoRWk4FVg7mUFyB/r7vMogAS7RSHVZmN2SQk5KUEXXQFCAUUVPG4fjPVkJp//y0KXLioTJyaQPiCLfuVLWJI91Gi1ErAB2QXYlk1EzH8MNIuuGz+8Cv7wS8gookPJvXxzXz80n0b5a7Bx6bv0vL8PaRPGkJKTgrCp+u8UtgCcSoK//gQjJzgYmRU2QVJm/OuraUBkEi+mCDUxCRKPwGwN59X6zHXCWbhwI9OnL0dVNYQACBejMmaardenMn263i/Ubrdw331ZqKpm7Ov3HyE9vZwnnriR9u2vpMe3+zKjcw1nFG+dsWLVfQIMGtSJJ58cQ+XtvfEdLkMtrISfrmWdX2XdC5th+feZesNgFiy4OTh/fZAIM6POifDiGCR6im1TxGR0naiJiYmJycVFPALT6dQjpI3VhDaFeGpMF671ML2mEPU+DfEjXbxJIcGvoO1KBkXqYi6sIqWz1crPd+8mICV2ReG+7t1Rpe5ki0Xi8+0gaUMVI0c8wcSJ7enQoTvFxTPorXmZnmHjz/NexFEwgIJsGMBgxAs3gGbBEI8BO4k776bPXWn437gOzbcPVJCq5OS73TmZdxKWrSVtwhgGf5DI7iUvI7M2whv3E1GUGgrMavKs3IJN8WnSGKYINYlg2/H9bK4sZkTqIIZ16lfn9dnu21rzCyceMdcQ8QrMhtJsm3oP3jpczINl1QQQJISZ64SPc/JrC9Om6bWgEBKDkWm5MZEYqbc1vgD7T5QZIttqPcapUye44orLmTJlComJicwuO4rv8Bnw+GprU4CU3h2455bLeemljRHDW62KYX7krq7GXiY4s7EC/Kr+1Deg8srrBVR+VUZOTj/+9a/7cbn2U1XlDXPoBev4NCSYKbUmJiYm9RAtiBoSSE3Zt7XmF++2eIhXYDqd9W9r6hzWrnXz8ssuNm7M4ZlnnEYKcPg4ANNeriIwRQMRFJ8hwSk0GHIictDguvqNz2e8dcavUVQE9lQFn6ZhPXCAU19/TcaAAUyZMoWEhARKSmajaT4UNKzBnp/vZAwgxWLhpdVjUOUhQAQbsgiETXDFD36BI82BJ8ejp8bWqMF6UwX8Vg6/fgD/hl6k5Awje+7DVFW5CARGU7o+LAfXBmiYKbUmrUaDIlQI8Z14B5JS/r350zE5l2w7vp8Z7v/DrwWwKVZ+nnEnf9y+1Hg93/kzQ1g1Zd/Wml/4OVrKKbU5dZwNza++/Wft+hJf8nAQwjDXSfaV8+NX/0LFFugyPJ8xnmtQ1dg1lbVE2+pFbpMarHGX0D+zC5YzJ+jf38u3vpVhCFCA1CIP4h+7wGEHuwUCKlgtPPf67WS2S+Svf91sCGGAn/xkRG1LlWBq7JwbfCx9ead+rKKw+f2dbAzsMGpsZ868FoCBAzuRl1fE5MnpZN471EypNTFpAubafGkRXRM5fz7MmBG7RrIp+7bW/Bqaz9mevyGB2Zz5xcLjcVNTM44pU3zcc4+dJ5/Mx+XSD8iZ5sGfUYVtSQoPXOVArbSBFBDyawg9wBVAQlT/E8L+lLX/rdl/msH2DiSe2Uu/rVu56vLLDQEKcPBgDqpqR1h8BLBSQDYAzw0cyHBrEhvmlCG9EoTA7YSUX/YkJxiFDKXGlr5cSMVbZ0C1gEXlVF5PTi7eZ7jX9nU64TFo1+4Q5XnldJ3cNWbrFROTlqSxSOicOMeRgLnQXeBsrizGrwXQkPi1AK6ywojXmyuLDVHVlH1ba37h54jllNrWgqa++dUXHd1cWUyy9xBKh2F6P69gJPD95V+w6dcJaAE4YIXu95c14Goboj4BGkTC6X0WivYVA9spKurIjTdm8Ic/rDfSjmfc+j6aT8Vms/C9Z6+lvOIMk8cPZOoNgwEiUmoTEizk5mZFnMKZlMQ/7rqShcs7krd6D+2P1rDs9S0xa2ynTr3SaMUSOtbExCRuzLX5EiK6JjIvr/4ayabs21rza2g+rXH+s52fx+OmqspFSkoODkftpKqqXFgsPkBFSh9XXukiJ8fJog0efM8Wgk3D51co2joIeUcxCBnZayJqOU5nO9mygAKRTREZkRstQLaH3SUl8C8XRV26MHHcOJ4vK9PrRYscTJjgZODAfK680sXlD2TQy9GXx7p2ZWpaGqRB4geDeXnJbjZmSfZkKuRn9Yg4hZ4aO5ZDP1hL+apiLBX9qVhUt1cq6G1YQq1YQseamLQWDYpQKeWgtpqIyblnROogbIrViOTl9MhiS+U+4/WI1EFntW9rzS/8HM1xSo2VxhtPL9D65ldZJDm5zYb4QUe2perRUf29z5j1gzv40cTRADhsSTj8FQyvXMnJhDRmDbkGZ1ISi7fa0AKAJtACkm921CAUkA0FQ20wcOppDq1O4szOWIpVEO6Cq6rD+MUv8iPqRX0+FU2VCFQyvAozn70pYoSQaAxFMMPvy1ufrOODVUXcPiGdqRNHM/WGwbjdpXzyzvY6NbbNTZs2MbnUMdfmS4vomsjJk3Xn1Vg1kk3Zt7Xm19B8mnJ+t8eDq6qKnJQUw0k21nvxzs870IO4sorUsSl4PEUUFo5D03yowkbi4A8YkzYBgIO2UajCppdzCjsPPZSD0wmLAlXg03ThKDXKv3UYvfaEepORQq1WbMKPHxuPM69WiIYaeJaU0PVfS+jfxcOJCVn/n713j4+qvvP/n58zlyAxzIRwCcglQCgaLkkQtVNWGwtUaqu9ULW7rfRiRVtsy6rd1t1HHw9/3/1u6fa2tLUXcduu2O1+hbK21ioIqVOpTlUuCYYgEIQAQhBCZsAgcznn8/vjzExmJnOfyf3zfDx8QGbO+cznfE7wM6/zfr9fb/7x2DGMSL1ocy2BgIOWFhf797v41zmw9aH4z1i8bDLM3ceNZ7ZRPX5Z3LqcXN8T2Zy8ajGTly3G5/Fx7v8193KvTSXKFYq+Iq+aUCHEGCnl+cxHKoYS88qrWOf6UlzUbuaYSUmjeLkc25fzi5DMKbWl6yhbTrwGwHvGTMEX7O51XrI0XvaeS9mqJZU4jXzW5FNVvPitM+hByaqN23jw8avobJfs/ZfRGCG468mtzPrzJMqu1Pnxvt9jSANH8Cz/35z3c+sk83vlHR+q4+ffbSIQMLBZLVyqPQWvlkAQc78TmPbpn66Gd4IIJB/4UIjAxP2UVl3g9YdKkaHY3TAiQFuAMiJ9QEMhI9rKBcBut+D3hxBCUFExutf6ezzHWbNmC4GAzo4dx5g/fwIu11R+s/VVPnvrsxgh2PyTo/A0fOama5PW2BYrbVqhUPRG7c3Dk2Q1kfPnJ69xzOXYvpxfuvc8Ph8bOjoAqC8rozMY7CUqPT4fS5qbCRgGdk2jsdbMvEl8LSpOU9R8enw+Nozt4JrnArykn8PQJGt0jas6GjGMSLRT8tihTWil5gPiZW0lzJLf52rRzN1X3cbiyeaAKxc4+eUujaBuYNEEB7nQ80ExabY1Yh91NNFMHX8/+hAlF0MIM0eKOpriRWh7O+Pdm/iHcVu5aamOsL/G1+UPaGEuAcOAOi92uyNOQEO8+Pb5POhtH2W6EUD3PYKvtBGHw8XJ9Sc5eM9BALqe7wLMSGcy91qfzxMV5Zpmp7a2UQlRRZ+TkwgVQswAtgFOYFz4te8AUkr5ULpzFUODeeVVvcRmKkGZy7HFnp+nu5u1HW/HRdNinVJbuo7y1Zd/SlD2FNkLBPaEWs1kabykaNWSqo9o7Gcdf7GEYKAEDEEgoHP+dRsXjvVENvWgxO0+ypTxfoJGCAkY0uDg+RPxFyoFIvyefXqQiT+YRsf+seAsQfgCVF9XDpPbCGoljAue5avv+TvWtRxALBhLxU8mM+YvGrYj5znwylngDJEIaESAAuF2L+af9fWTGDNmFN/73kuEQgZf+cpzUZEZIVULm6e3tcZFbp/e1hqN9ibW2BaSNt0fxlcKxVBE7c3Dn8SayHQ1krkcW+z5eTywdm28GIz9fI/PR0NTE4FIjcmpU2hASYKodHu9BAzD3CvCfTUJ/z32NZfDkbLms9dnhVNmA4ZBE7XUCBtSSkLY2CVr4z7DAHQp2X3hAosjF9nqQDxYi5jrxbjmHHKBL24Nri0rY6HYzyfOP4iFAJoo4T1T1nHokAVDGkjDCtr7+QdOgPEirxyfyOG/nGBGhY+blupcViIJGSEWas20MhdN16i3ORmz9STPNh1kwV74RbNg/ry6OMHu9bqjgtowAni9bhwOF2c2n4mb35nNZ6KptonutanGyAafx6dqRxV5kWskdCNwD7Ap5rXvAIcBtdEp+oVsoml7OtsIxQhQAJmkljRpGm+KVi2pRFjsZznmh9CsJaCbkcU7PlTHovMTuevJrehBGR2vrELHIjQMqSOBZ4+/RuW4eo6LMRx7/lC0lYquS3yvW5nw6S7efu+1oFkoERqfuqyTvxw6hIFEQ/C87ywHHNdx8rKZMM7C2euAXx6AV94AWoHLsY+fR+CMLboeixdP5eWXT6DrpugMhfRo7WkgoLNhQ3OcgEzVwubWZTX87pF2ZNDsJ3brspqU9y7ftOlcTZ8UihGG2psVA042BkBur5dggsmBQbyoBGhwOrFrWjTqGemnmey1VDWfyT5LhMdYVLkEo+xpHju0iV2ylsPa/Oh4C0Qr35YPYCOIpeO/eelsIy++6OLYMdD3OpCTu2G+Ly4F1yYE66qrmex9niPnw2lLMkBb598ISbNsVAqJT9/DfdpPOXksiObWuOj9POe1NQjLTkJ6kFDQzujXb0PbNwN9l5Ov2OA9dx3ke18HWxCCNsnOyg5cn+gRe05nA5pmj0Yxnc4GAMavGB+OgJoTHb9ifMp7l2qMTPg8PpqX9KT21jbWKiGqyJpcRehCKWWjED2pflJKrxCivLjTUihSk000rb6iGquwxEVCNUSvWtJkaby4SpO2akklwmI/a8yVOnXfvsT1vsXc8aE6MxLIVGb9eVKv8W6edi1Pt3uQQJd1LHd1dKNzEUuVhtVuwfCHEFZT2I4JnGFe51a6S67g4fe8j7pRVTz3jJ2ze2HUQgfrr5hKcHSkwXT4zyveBcs+MErRbLW8/9YpbP/1aaRhtlcZO3Z0VOwGg3pG86NULWxm/d1cbI92E9x5Ftuiccz6u7mpx0i23lmQzpRKoVCovVkx8GRjQtTgdGILu8FH0CBOVAK4HA4aa2t71X8mey1V3WniZ9mAuyZNYmVlpXmuYxla6bW9xvtR5WlCp4KIsJB87DE3v/mNC6sVLBbQP3zK/ICYqpfIX53OBkTrAuSeuVC/jz/WdLJchtCERJM6N1ue5dRRPztehPHjJO+/8nIum2Dj+RMfRUp44em7mMEy9D+Y7deC/3iABU2mALUYIINQ1wzE+GM7HC5qaxt71XOW3tEOB38Ef3kfvP9lSu/4J6DHdCiWVGNkwuv2YgSSmxwpFJnIVYQ2hq3ho//3EEL8HNhe1FkpRgz5pFhmE02bV17Fj9+3OmNNKMSn8UZfS9KqJZUIS/ys5Yuv6f0ZScZbPuUathzfSdAIcaFkMmbVCLBgLHdvvIWmZ7ZysfptxlxpCukxgTM4A2eR3ZO5cHQOLd8qJeDX0TaG0H/eBbUV5q4lJRw9Cq+5GVV1ORYxF2etzvbHO6LmRhLJM88cjArPRAFqs2m93G9TXYf7Qjf6ggrkggr08M9pxeXec+A+Cg1V4MpOhKYzpVIoFGpvVhSXfHp7ZmNC5HI4cNfVZawJjRyb1WspalITPysqPjOMt6ByOc2nv2eaFul2du1qQA8/z777btgyWeNoggmRLiVur5eakzXw4A/BLzHs8Mb3j7Bk7lZky2xorqdkoocX34KKCnj/MguP2gWfFbdjI0hQ2mj8yg08c/+1SOmAGh/ypg6a2iBoMwWoZhcsWB7vfgumiEwUjl6vGz7yR/jI7wELXu+16cVlaw24J0ODE7K8584Gp9mHNMHkSKHIhlxF6D2YdSflQogngWVAJ3B12rMUiiTkm2KZbTStL2pUU/URzeezYo2WRGkVq06/GxXWK2+cyazpVfyh/VTcOTbNisNWyn9sbiTg1zEMkEEdy66zGLVjAYOyAx4Cv93Ou8+FuKQvAKx0t0VGMHdOPRRpUhZ+VfQI0Wuvncy6dcuzdgXOJcU2VV1tLmulakIVil6ovVlRNPLt7ZnOoCjuuCTCr1BS1b3m81mxUcETJxo4fNiFxWKuxcqVwNjR/OJUfD2oXdOosNn4/VNHmRYAYQhE0ODK5lL+981fcsePJnFcb+evFsm4O7pZsuwUW20fYrY4hJ0AGhIpgsxnD6/P/TA0O6DOi7BJWufCgz+AVYfL+Oxt1VlHGnNJsc03rTaZyZFCkS05iVAp5RGgWgixApgJbJRSbu6TmSmGPYWkWCaLXg5FYsXrrDE9rUvKAqahgEVYMKSOQDDHOZX6sdX8eN/vOVspwToaQiAsMHNWG6HzF7G2NXPphb/xzlkH7+pXEzEh6hGckT97HuNarRoWiyAUMrDbLTkJUOj9UKAscIYnTnmSisVkdbVlV+qmED88huO7/T1OuglOxP1hfKVQDEXU3qwoJoX09uwPE6T+IBJZnD49XlgD8HwltvkdhJDMYx9fLDuM09nAvW1tzJpu8AOrgU0aYA3xoTH/Az/6Gsf0Y/yFF6kwJvABWwNoT3FIzOYr8icIJFKAgYWmUD00mdFE6z4nFk0jhMGb8zWu+Uw1jhwEdWKKLa01tLvbk4rFZGm1kddtFTaCncEeJ90EI6JEkyOFIlvyatGiNjdFMVAplvFEhHVshNgiNN5XOY+/vf0GB7zHOeg7gSENyq6Eef/Wje91q1kzWn2ei/sPcPavB7GXlzL51ivp2mlFhiKj94jOy8tsdL8TREozAvqRj8wGBCdPnueuuxbmJEDTzT1ZdDuxrnbqwpJoH9W9/zIadEGJ3cq6dcuj7WByiZgqFCMZtTcrikEhvT2HI7HOv2aE2IFlQR3/vK6RpfLrcCGA/s7PmSW/T8vcuTz3g23c0nQcrW4PNC3kWOioKUAZxxKxlO3+FrY8+0nqbnkOq6abTvgIdvhvZf8jHzNdeAV85COANpGTb8Fd03qnEmdDRExninQmptXaKmzm8X7DdI7SQCvRqF5XTduaNmVEpCgKaUWoEOLBbAeSUn6/8OkohiOp6j6Heoplsp6hkWt12EqjbVeWT+ldI5qO2Agx0uCSHkA3dAwkQsqoId+YK/VovWjgLR+dfz2EvbyUCTdeRfebVjRNoCcZ/50LQcAUoDabhT/96RDBoFksumuXmf67alV+WXyZotuJdbVt4w8QfCNE1+v2cJsX05l38+bWpE7ECoVC7c2K4pCq7jPbtNrBis/n6WWwE7nWG27wYBhumpoaWLTIldO1xUaI2etg9pEDMN1sayIk1NLEPuby/Nwp3DT3P7AS5K3TkhesVsaGxnGjtoyfrbHz3JlPom9zwvIOgnYbsnU2smkhTbXvR65uQxwtxWaDP32g2dybyzV2fakS7oNVq/Jbk0wGQolptdHjwz4SGOZ5ZzafUUZEiqKRKRL6wYSfZwJjgTdjXlsI7ALURqfoRabI2FBNsUxW21h2pc4az88JGEFifX6ePfYqP37f6qyvMxIh7myVXGix8eFbp2MbdSRuXAksm3w1o2123j5ykovt7TDvevbOuYSwWXinxU7EGFjToKZuHO3vdHDhoIVIVFQIwc03z+YPf3gj+tm6LvnSl/4E5CdEs4lux9bVlnXp2DQr5fN1jlnMC9M0wejRNqxWDTDinIizIdnDAYVimKH2ZkVBZKr7HKpptT6fh+bmJdE6yNraRlpbXSxZArNmeaivX4LNFmD2bDurVzfy059mL0QjEWL/LB/iai9i5iI0aUc3AgSwsoc6JFA/4UYOWX6L8/B2DoSCVH5lDm/5avnmQhsHrtSQa5ywz8EbD36aP39yCsvXliKDGqttgje/a/BGvZebb4E/CMO0DpYG+nwvX/qSKfbyEaLZGAglptVqdq0nEgoITaCN1hBWgUTmbESk+okqEkkrQqWUcRudEGIj8I1w/UnktaXAilw/OHweUsrt4Z+dwO2Ym+hMYLuU8s3UIyiGAsO1tUay2sYp4/0EjRCJnU5CUs/puueVV/E5ywru+tZWQkGDhzfuZv1TK3jmsu281X02epw3eIE7Sm9kY/MbzJ5xFXfeeSdt73aY9ZV/P4ZVG7cRCOhYrRoT5lg5fcoIi9BILFVy/jIvNrtGwG9ExzUMyerVzzJ//oScRVyu0e3I8Ru7d9Mq9hHEIBg0ePrpA1itFu6+eyErV9ZmPY98jY8UiqGE2psVhVJI3edgxut1YxhmdNIwAni9btxuF4EALFjgxmYLYLHoSBlg7lzzvVzqXddt83HfpWZ0i8G9soRt1X/gz8f+yKZLc2jFbE92JhhkqbiKTTtbmDlzMnfeeSe7L13C7fVSccLJmsMOAhaw2GDKyekQ7Oppv7IHtK6D3Kj/laNiIk2hGghp0OTEMGD1apg/P/d7lauBUOT4jg0dnPrPU6CDDEo6n+5EWAWT7p5E5crKrMWk6ieqSIaW4/FLYjc5iG5Ut+fx2f+e5OeNUsrtUsr1Sd5XDEEikbFkPTqHMpHaRotFRCN1kWtNcG7HKiw5X/fx3X70oMTQzfTU47v9/MPMG+OO6T5+jp88/iiVlZXceeedjBo1innlVdxZvZTP3HQtjY0rueWWOYRCBn/+nw7OuG1x50uL5NzCwyz4t4t8NFFsvQAAIABJREFU4OapxLQYxDAM3O6jKefX0nWUJ9q209LV+5jIHHIR3Ze1jUfXZdSh1zBA1w2mTXPkJCKTPRxQKEYAam9W5EQkqhdxfR0udZ8RR1iwRB1hI9e6d28DwaCdUMhCKGRn376GnK+7c4oXw2JgAAHD4MXge5g87ZtRAVrDPpa3P8ITT/yQyZNNAVpSUoLL4eCh6dNZtdhBYyPc8uhJ9B828eiCLgI2U2eGbOCrP8L3vvJRFlT+G/8hHuTeC+cQX6+FVlOwGYb5wCAVPo+P9rXt+Dy+Xu85XA6mPzQ9a/HncDkYNW2U+dw68nTdAKlLRk0blZOITGV8pBjZ5GpM1CWE+JmU8suRF4QQa4GuXAYJP2ndmfDyIill7G/lOSHEQinl7hznqBhE9HXdZ1+lXmbqX5qqZ2jkWgupCYXkBj6+4Hn+YeYH2HPuEM37Wti64xUuG1vG5z9yD6NGjYqeu379LjZvbqWubhLPPHMQXe/tiAtQOsOsMx09J8DnPjqNOz5ay+rVz2IYBiUl1pQpsPm21snmev1+HcOQaBo5p+HGjhNZt1zPVyiGKGpvVuREX9d95tNnNKtxfT7cXm/SvqLQ2xHW4XDFXKuLsrJGDMPN/v0NOaXiRmhwOrFrGgHDwK5p3HDQxpSdQR6fOxX3FS9x/b77efGFIOPHW7n11s9QUlISPXf9Sz42t3mpm2njmepD6NJsv/LAD6CuCZrqoK7mZWz4MdVegG8uPED9Vz7B6tWmAC0pSf3AoC+ijdE03liDojz6gap+oopk5CpCbwe2CyHuoCc1RwCfzHaAcGrPuYTXlia+BniBpYDa6IY4fVX32Vepl9mKrGQ9Q2OvNSJkk869uzttn9OIyH3yuSZC7znHr/Tfob9h1k8uDE3m9I43sJWPZlzDHFq7j1PSVcKezjba/qjzf+7/GwDPP58+Y+6dQxZa/qWUhd/2U7+4mnmrqpg/f0KcsE42z2xTrJM9IEj10CBW1FdUjKaz82LODxYiY69btzyv8xWKIYzamxU501d1n/n2Gc04rs/HkubmqABsrK1NKUQjhkQReq7Vhc8H06a5cTrNnxPnnk48uxwOGmtr2bDXS8VTNoI/a+NIyKDKrvHJ7xxg054g48ZJli7Veffdl/H46nB7vXiP2fjuxUMwVfK8H2qs+6ijiSbqaJ07l9a54Q8I1RM0SpBaAKvVjOSuWmWm4MbOK1l9ZSbzoQjJzk1VrxmbxpvYqiVbImNXr6vO63zF8CXXPqG7gbFCiE8CM4A387CEXySl3C5EXFTGibmxxdIJzMpxbMUgIjaaeOENS9EjlslSL4sxdjHqWNMJWU93N0sOvUlASuwdgsbZM6PtTWKjr2VX6rR0/dU0JAqXbPqOvU1zy1EuG1vGuIY5lIwahcNWGv2spl+UApakc/rgB2fi9V7inXeCvPHGWQwD0GGx733RucUK61TzzMZ8KNkDAiDtQ4Nkoj5bVC2oYiSj9mZFLsQKLSh+xLKv6k3dXi8Bw0DHTIV1e705ty1JZlwU66CbTDz3EqatDh6/ycGKS+3o0sACHPEfYdf/djD+WitLl+qMGlXCCdsiloVFszQAOyCgRuzjB/IBbCJIEBvPl/+Kl0JzeOdoCW88/GkeMOpZuNDNtdc20NBgzi32gUGqiGc20cZk5wJpI6iF9AFVtaCKdOTbJ/R3+ZwnhJhJvHtfhLFJXkuaMC6EWAWsApg2bVo+01D0A7Ei7OIBOy3fKiUYMIoqEPoq9bIY/UuTCdmIED8230HgCsyNVErcF7opC5yJE61fnfsx3B3NcY647544R9dLh/nw1Tfz7Ts+QWv3ccThMfzmJ60cuyQIXLCDLdEWyUTTBA0NVTz00PW9BNsdH6pLeo77QjcBKePm6SotzSrFOlVtZl+1XemrBxIKxVBC7c2KTMQKLYvFbNUVChU3YtlXfUYTU2EbnLmndCYzLmptdeF2w7FjvcUzxAvTdetg82bw+2G3dPJpNI5zhBe1v1DvqueOf1zJu+++zAnbIv7PmQlcMrrMPVwjWldZRxM2EcSCgYUQX3O288Pp/4AnAEsOw4GAiyNHXHz5y8muIHXEMxvzoVS1mX3VdiXb6KxiZJKzCBVCfAD4LuGnrcC3pZRPZXn6whSbZGK6D5hPYHsRNkZYD7Bo0aLk37gVA06sCDu7FwJ+HSPcA7JYAiFVXWahFKOONVHIisNjWPJxU/hZ7RYsP18MC8ZiF4KGslL2nNobJ1p/2LIZI6YnaOAtHxUt7/KRq2/mm/f+I6NGjSLgGc2Sj2/A7w9hGKNAgLCAxSLQdYnFIrBYNHQ9vs1JtuvWUFaKvUOYkdDwPGPXKN26pHpA0Ff1mqoWVDHSUXuzIhtio5RGOMNGyuJGLPuq3jSSCpuuJjQTEeOiSCT0xIkGli0zr99qNYU59Ijn2PXy+4nWZhoGvKE5uN8yCldtM/VL61n18CpKSkrw+OpY1tzcI0DDWAToElpEPRZRAjIQNU+C7NctXcQzU9Qy1bl9Va+pakEV6chJhAohVgCPAd/A3OSuBn4phCDTZieEWAhsT/G2l94bWwVwOJf5KQYPsSJs3ALoKLFEI6HFFAiFpHCmo9A61kQh+8dfHI9G6gjo3H3UYNpNldFay7KY9RJCYEgDCWgIZlws4/J2qK19b9QFF3qif+YXCWH22JSCu+9eyLRpjug6p6rBzLRurtJSGmfPTFu7mvLcFEK3Lx4apPs8hWIkoPZmRbbERikTI6HFdMjtq3pTl8ORl/iMkGhc9LOfuaIiE+Duu2HatHgRGFkvTesR75oG733vfmpqtnDddTVRF1zoSRuOFaAacPekSUwbNYoGZz011MeZJ0WvL4t1y7XdSjbn5jtevp+nUAAIKbN/YCmEOATcLqXcE/PaQuBJKeXsDOcmtte9B9OFb5uU8ndCiF1Syqtjjn8UeDSdA9+iRYvkzp2JRn6KwUJf14TmO5dU4jKbY/Ilm5rFyOc7bKX8eN/vCRohAid9XH10DJcbExk9+mqWLZsTZ/KzZEkkEmqOYbVqfPGL9axcadZ59Mea9+W6KRSxhPeJRQM9j8GG2psVudDXNaG54PN5koqxXI/Jl2xMlCLrVVEBa9ZEoqb7ufPOTYxbUM7om25i6cSJUXEcMVDyG2YrFzAjPl+cNImVlZXU0Npn1xNLKrMhhaLY5Ls35ypCDSllr96iqV7PMNajwKaYhtibMJttvxn+eZuUclm6MdRGp8iGbNxu+6LtSCK5tJNp6TrKs6+9wDH361xuTORHP3qXYFDrJWDXr9/Fl7/8p5g2LOaTbZvNEn7CXdw63GTz7Ot1UygiKBGaHLU3K4Yi6UyCcjmmUHJpJ+PxwMaN+3nnHVOArrvqKoJWay+33vUnT/LlgwfRIydKc2+uE638kAejqbh9cT2gDIEU/Uu+e3NOmxOmBfwDCR/8IKlTeZISfvK6FLgnbAEPcDewVAixNPz+PTnOTaFISjKToGyPaek6yhNt22npOpr350fGKLtS56GHrs9KDNre9uN/5QS1M65i9OirCQY1dF3iD4R48rmm6HGdnRcxjPgHSWZ9j57UGCgRj+c4a9fuwOM5nvTnTGSztgqFos9Re7NiyJHMJCjbYzweWLvW/DNffB4f7WvbqcHHQw9lFwl2OvdTXr6J666bzOibbiJotTJnH6x4wmBnY0f0uM5gMBoFjSCBGrkHKf29rieRxOvL9XpTGRApFIOJXI2JbgN2CSE+hVl3shDTPe/qtGclEGtgEPOaN/E1haIYZON2m+yYYkT58hnjwIEDbNy4kcrKSu6880727DnD2u/8Dd0fAgu85HiZlq75zCuvYurCEiw2QSgQL0QtFoHVqkUjocnqcBNThNetW86aNVtyanNSDCdhhUJRMGpvVgw5Ek2CIgY9mY4pRh/SfCKF+/fvZ9OmTUyePJk777yT3Zcu8dT2U3z7AYktCJb/7sDXWInD5aDihBNNF+hazN4cgtdFPcLa25QolsTrW7euJw042+tVhkCKoUCufUJ9QHX4aehMYLuU8rE+mZlCUSSycbtNdswTbdvT9gvNJr02XauW2PMiY82YoXPo0I6oAB01ahQu11S+/ngNTzzzGmPmhxg9x4hGHP9L38y8f5Oc2FxC12s2pJRYLBqPPHIz8+dPSDu/xLYmmze35tzmpBhOwgqFojDU3qwYiiSaBCVLS012TKY+pNmk16aKFCbWUHp8PtxeL1WnT3Noy5aoAC0pKcFVUsKPTlcSCp5CGEBA4nV7acXBmmUO5Kw6tJvM6Kg8UIalIsjqu+upn5fclChC4vVt3px731VlCKQYCuTbJ1Q9FVUMKbJxu008Jl2ULzGKuP6pZchZ53sJsXStWiLRRiBsMHQaTWvlgQeWxbngAty+dCEvl75C0DCic4kI3MuvlNT8i877313MZW3j40RnOhGZ2NZkxYoaduw4lnObk0KdhBUKRXFQe7NiqOFwuDLWRCYek64PabIoYmdnb0GaGCm0Vdh6RUZbazANho4cQfvLX3iwvj7OBRdgwfJKmr93Oi7i+Fu3+flGiwPLfofpuPu+2Dmkv+bE61uxAnbsyL3vaqZ2LQrFQJNWhAoh1mY7kJTyocKnoxjpDCan1XRRvsQo4sP/8weu+OSlXim388qr+JxlBU//uZVbl9VwfLc/aa2m338aw2hByssZPfrqOAEaO5eNbx/lvH0SL+8J0up+l7e7Srh0XjJuAdz+hYXMu60q7rz1ZzvZ7PWxwulg1biKuPeStTXJFD1VKBQDj9qbFf1NLuY9fU26fpqJfT3vu89sqZKYxupwObCsq+XIZi/VK5wEO3tHRt2TwX/kCIbbjRw3jtE33RQnQCPj1DbWsneDlyacvPG6g2PHzBYuhmH2Hl25sveavbTeR1v4sxeviheKya5v/vzBs/4KRbHIFAn9BtCFWWMi0hwnAbXRDXEGWgAWWoOZi/tstqSK8sVGES02Qdm8YNK0XY/nOKs+vo1AQOeZn73FunXL46KPDQ1VtLcfRtNakfJySkoWsmzZnKRzuWAfz/ffvYDfcxLj3pcQQR1plCAEdIyycOF9FojZnNaf7eSe428B8PyFdwCiQjR2rR566ProOX3VdzVb+uIeKhTDELU3jyAiKaENTmdBPTLz/vwCazD7QsCm6qcZG0UUoqevZ2Iaq8cDy9Y4CAQc2HfAtnX0qqGsOn0A7S9/QY4bR0m4DUsyWnFw0+MO/H7zs4QwDQKh589YXlrv48I9zUzB4MLzGi9RGxWisWv1UMy/3L7qu5otqt2Loi/IJEK/B6wAyoFNmD3HmtKfohiK5CoAiylYI2OdfrcrbQ1mOrLpw1lMYqOIUxeW8F/6ZoKG6JW2mxgx7ey8GBd9HDv2Itu37+BTn3ovp07N4Pbb61LO232hm4CUGLvOQlBHhq33pIRgwOhVw7nZ64s7f7PXx6pxFf2+VtkyWOelUAxC1N48Qoj0nAwYRq82IMkopliICKJjx3KvSYwdo1AToVyIjSLG9vVMTGNNrLt8sdPBl2NqKE86T3Jo0xb+vqaGU+9/P7ddcUXKdY+MZcTsyRF0vfd6tW32MgUDCyAxaNvsZfEqR7+vVbaodi+KviKtCJVSfgP4hhCiHrgD+LMQQgJPYjarbu6HOSr6gWQGOqkEYLaCNRuhGjuWRWhYNAsYes5Oq4liLxtTnUKJjRrWdU1Ieq2JdZeRCJ/LNTXqgtvdbed3v9MJBt/ipZdPcaK8nduXLuy1Zg1lpdg7BP6rx2HYNETQQBpm2k9iDafHc5zRfzoE1XaoNaOfK5yOAVurbBis81IoBhtqbx45uL1eAoaBDgQMA7fXm1IMZSsWshGqsYLIYjHTSiG3mkToLfZyEbD5Ehs1TJXGmqyuNFJDGXHBfbe8nE1XXUWwu5sdB9vYs7mUlYscveYfGevSJVOARiKh5t6cULPq83HoY5eYuE0gpSSERvUK07l2INYqG5KZOCkRqigGWRkTSSn3AHuAbwohFgKrgBfCm9561FPYIU8urTayEazZCtXYsZAGt0x7LxMvK885wppM7PUnqdJ2k9VdQnwbllOnZhAMvoyuS3R/iCeeeY2XS1/ptWau0lLWT7yMh2ccR/uOBaPpEp+uvYFRl0b3ctqNRBRtNgv1G5Zy143V0VTcgV6rVAzWeSkUgxW1Nw9/GpxO7JoWjYQ2OFO32shGLGQrVGMFEWCa60zLPaU2nYlQf5AqjTVVXWlsG5ZTN9xA8ORJdEAPGTz6qpfHv+HoFaF0uUwDpNWrzfWyWOD++8HpjB87GtW+ymD+TwSf3zKJq2+pjKbiDvRapUK1e1H0FTm740opdwP3AvcKIZYAjwL/BFiKPDdFP5JLq41sBGu2kdXEsZZPuSav9N5UYm8wkFhnmawP6He+8wqXAiGwaljqLydonEu6ZrL7KFdcaMaollwIWXjt6Jt8bO61UYMjl2tqXEQRdD7WFmDVbfGmRJ/9bC0AK1fW9moTM1DrN5jvoUIx2FF78/DE5XDQWFubVU1oNmIh26hWoiBKZq6T1fzTmAgNNIkCNVkf0LUdHczUX6dWNtPUdRsHAtOTRig7O83op5QQmuPDfYWXuz5pwx0Mgs+8b7FR7dfnSro/MorF03vWvgYfWz9rGhwtWtkTcR1oUyjV7kXRV+QsQoUQVcAngXsw+5FtxjRJUBSJgTIIyrbVRjaCNdvIajH7TA60qU42JArQSB/Qdc/czuqnmghdXcGR+U7KzzUmXbP6imosmgVvq6TlX0ppDp7mOfkMmiYoKTHrKBsaqrBaNQxDx2rVeqXpmu1gQmiaRn39JFyuqYOmHnMo3EOFYjCi9ua+Z6DMWVwOR1aGRNmIhWyjWsUUjwNtqpMNiQI00gd0W7Wfdw8+iNCCBO/7Df98spGGht4X09Bgpizrc3zw/WZetRm8ehA0oCRcy9vgdGJFw5AGVhEf1Y5GqP0GNRYNo74WXIOnTlS1e1H0BVmJ0JjN7VPAQmA78E0p5eY+m9kIpVCH2P4ik2DNRVyOlD6TyQRohM4aB7I84oorWVx9a9I1mVdexc1Tr+GnT+7GCAHSNMY0jJ46yoaGqpTOfG73Ufz+EIYBhmFw333PRtuy5FOPOdCOygrFSEbtzf3HUDFnySQWcolqDQXxWAySCdAIU4I7OUIQLDqaFuBHP3LjSrIoLhd8/vPwi/NesBmEXYcwRE8tb8PJ6cj7a2GuF7nPCT91RB3tvW4vht8AA6Rh8NhqL9p8R951osrNVjEU0NK9KYR4UAjxGnAYuAb4NlAupfyg2uT6hmRprEOVeeVV3Fm9NCdx0tJ1lCfattPSdbTP5jUQpBOgEDYdEgILUCI07pgwJeVYy6dcw7gFoFkBYapMTRPROkq3+yi6biAl6LoRTdUFs+5S03r+2eu6jApXu92CxWKOU1ExmrVrd+DxHE85j8gDk/984znWeH4+7O6ZQjFYUXtz/5MsjXWo4nA5mP7Q9JzEic/nob19LT6fpw9n1v+kE6AATmcDmmYHLFgsdhYsaEg51sqVYN/vhKAGIUCYX7IjtbxuN+h7HcjfTEffawrM6Oc0ONEtGiEghMYuwxmNQtvtZp2p3Q43VPhoX9uOz+NLMgOTyAOTI986QvOS5rTHKhQDSaZI6Hcxe5FtxuxFdgdwhxC925JJKe8o+uxGILkYBA03hkoUOFcyCVAwTYcaZ8/EfaGbhrJSXKWlKcebV17Fr79wDxun7eb86zZqpkyms/NiXB1lKoMfl2sq99/v4vvffxkpJSUlPY6969YtZ/PmVsaPL+W++55F12U0xTdZVDQXR2WFQlFU1N7cz4xkcxafz0Nz8xIMI4Cm2amtbcThGPoh0kwCFMDhcFFb24jX68bpbEh73S4XuH/qYMPOWqjzUj/LRmcw2FPL25DaeMjhcvDWP9ay7ftemqSTwyWOaBr0unWweTM0jPdx6b5mjugGWknqaLxys1UMFTKJ0Mcwm10r+oli1kgONYajqMlGgEZwlaYXn7HMK69i3m1VcJv5c8RUCNIb/Hg8x/nJT14BwGrVWLduebQmdM2aLfj9OobR80/e70+dmjuSH5goFAOM2pv7mZFszuL1ujGMAKBjGAG8XveQF6HZCNAIDocr6+s1U5gdgPn74fGA+7dAQ/o6W48H7v2JAz8OLFZ4ZJ35vsdj9jr1+2Gc4eVazGakhj+1uBzJD0wUQ4tMfULv6a+JKHoYKTWSiQw3UZOLAM0Xj+c4GzY08+tfNxEKGXGmQsmEY6T20zAkQkBn58Ver8disYiUrVJG8gMThWIgUXvzwDBSzVkiKamRSKjT2TDQUyqIXARovvg8PvZu8PK1XznZqzviTIWS1XRGaj8Ng/De3Pv1JpwE0ZAYCEtqcTmSH5gohhY5u+MqFH3FcBI1/SVAlyzZwKVLoagBUSZToVS9OCOvRyKhQoDFovHIIzenNSgaqQ9MFAqFYqSQS0rqYKe/BGjzkmb0SwbflhoPUMuBgCOtqVCqHqGR1/1+aDUcfF3UcrXFy92PpBeXI/WBiWJooUToMGG4uJQOB1HTHwIUeqKXEQEqBFFhmarnZ6pU3djXKypG96oxVSgUCkXuDBeX0lxSUgcr/SFAoacmU0iwYrBQeDliN2s8U/X8TJWqG/t6RQV0djpoaHBk5ZCrUAx2lAgdBgxXQ5/BTjLhnyhA297tYM+Jvnk4EBvVtFg0vvCFOlaurAVI2/MzVaqu6tGpUCgUxWOotHUZbiQT/okC9NLuS3S4O/rk4UBsTabVqnHt5518eaX5Xrqen6lSdUdKqxzFyEOJ0EFAoVHM4WjoM9hJJvxtb/t7CdBsHw6kilymez9VVHPt2h159fxUKBQKRQ8+n6egFFTlUtr/JBP+J50newnQbB8OeHw+s8dnxOE2i/cTazIbwmOvXZtfz0+FYriiROgAU4wo5nAz9BkKJAr/Z197Af8rJ+JScPecyO7hQKS2M1XkMt37yaKXqeo+FQqFQpEdxWhLolxK+59E4b9z405eKn8pLgW3w92R1cMBj8/HkuZmAoaBXdNorK2NE6Lp3k9Wk5mq7lOhGKkoETrAFCOKOZwMfQYzsRHrWOEfOOnj2NHXqZ1xVVwNaLYPByK1nakil5neTyRdi5a+JlNEV6FQKIYCxWhLolxK+4fY9NtY4X/Meow33nmDmXNnxtWAZvtwwO31EjAMdCBgGLi93jgRmun9RNK1aOlrhkttsmJ4oUToAFOsKOZwMPQpFE93N+4L3TSUZd9vM1uSRazXub7Es6+9kFSAQvYPBzJFLnONbHq6u3HPKGFq1STaug9Q1qX3y+9GpoiuQqFQDBWK1ZZEuZQWntacduwk6be1jbXs3LjTFKDXzexlQpTtw4EGpxO7pkUjnQ1OZ07vJxIxJbqhwsdktxcf/SMIVW2yYrCiROgAo6KYxcHT3c2SQ28SkBJ7h6Bx9syiCtFkEetr9an4XzmRVIBGuPCGhRPuEqobLBDeexOjhZkil7lENiPr4JcSjBALOndScXBbv5hV5RqxjZu3iqCOGNS9VgwFhlNbkoGkGGnN6UhWd3vxYxd5qfylXhHQWFprwD0ZGpzRrblXfafL4aCxtjZlTWim92PxeExToll+H/VGM0c0A62kfwRhIbXJKoI6chiIe61E6CBARTELx32hm4CUZlqMlLgvdBdVhCZGrJ3nBBu3pm/DkiwyCMmdazM508a+n+5LfGQdDACh0WWfyJjAGfZ0tgH06cOOfGtRVQR15FD4vbYXN8VBoUjDcGhLMtAUI605HYmptaerTrNl05a0bViS1XICSes7I/+lIvb9dBFft9usBV1geLFhgNEjCIE+/fKfb22yiqCOHAq916MZndferESoYljQUFaKvUOYkVAhaCgr7nfV2Ii185ygaevLGfuAJosMAgU512b6Eh+7DlIalAdOY9OsOGylfd7GJ99a1EIiqP1JMvE/XPrz9heF3+uSsj6bnEKhKDrFSmtORWxq7emq02w5lF6AQvJaTsJ/z7a+M5FMEd+IKdFev5OgoWHRzC/7tgpbnwu9fGuTh4q7c7IIXl+mgA9HCr3Xoxmd196sRGg/ob6s9i2u0lIaZ8/ss5pQMIWo7W1/xghohFSRwUKca2O/xF8K6Gx4/lB8D9CYdZgqzyMdi6ivqC6KAVaqCGyy9OJcGApuvsnEf9mVuurPmyOF32v/hb6Yl2Lkor6s9i39kdbscDk46TyZMQIaIVUtZy71nYnERnx1I8Deji1cH3OtPaZEDsoqapnSaYqmYgi9VGmUia/nOu5QcHdOFsGjprVPU8CHI4Xe64tczGtvViK0HyhGGxZFZlylfSM+Ixw4cCCuD2g6AQqpI4OFONc2NFRhtVvQAyGkVeNXVRoru+NTj3vWYQLQY3RViAHW+vW7WL36WQzDoKTEGo3AFiOVdiDdfLMlWQRvyni/6s+bI4Xf60B3n0xMMSLp63pFhUlfpzXv378/rg9oOgEKqWs5s63vTIbT2QDCTkj6CWHlgY6J/LTSFzeOyxVxxHWE/zMp5Mv/yfUnObT6ENKQcTWmxUilHQruzslEPJP7NgV8OFLovb7Ixbz2ZiVC+4FMUSgVJR385CpAwbyvbePbuOXeauaVx0Qrk0QLs/0dcLmm8vmNt/Do1gPIq8ehLxibVf1rbDqxKK3ij/7RXOjOrm7W4znOffc9SyhkAOD3h6JplMVKpc225nWgSBbBK6vQi+JsPRivty/nlE+0XKHoCzLVKypTlsFPrgIUzPs62e3lyw1OHNNjRGKS+s9sfwccDhevV/6GV089x27qOCBrskrpjf3yf6LCyc/cDhrIrn2Lz+Pj0H2HkCEJgOHviaQWK5U2NoI6GP89JI3gFSkFfDBeb1/OaSCcvJUI7QfStWFRUdLBT74CNNv7Gjm2s1VyoeUFHv77j/KZm65NOfbKG2fx+JTc61/nlVdxwT6y0vopAAAgAElEQVQ+7CJ8MWsXYbf7KLouoz9rmhZNo8w2vTJbUTNYTYpSRfAKdbYejNc7GOekUPQF6eoVlSnL4CdfAZrtfY09VrcJRj09m8XLJqcce1HlEr5xelzOKb0Ol4NWHCxbYpoX2e1m6m4mIep1e5Exe7PQRDSSmm16ZbaiZrD+e0gewSs8BXwwXu9gnFOhKBHaD6Rrw1KMWr2hyFCJ/uYjQCG3+7qns43OVsnefxmNEYK7ntzKrD9PSvnFv5D613xchBsaqigpseD361gsgkceuTk6t2zSK3MRNYPZpChZBK9QZ+vBeL2DcU4KRV+Qrl5xqJiyFJuhUiObjwCF3O5r7LFSSh7bdAjt2tKU0c1cWrYkEnHP1XXzT7c7swh1NjjRSjQMv4GwCGY/Mjt6LdmkV+Yiagbzv4dkEbxCU8AH4/UOxjkVihKh/USqL6vpoqTDlaES/c1HgEYiflMXjkl5XxOjgvUV1VxoeQEjBBgCPSgzfvHPt/41HxfhbPqYpptrLqJmKJgUFZPBeL2DcU4KRV+R6svqUDBlKTZDpUY2HwEa6QF6wyJbyvua2CfU2eBEtwmklIRssKtWZkyxzdTSJRUR99xIJLShIfM5mYRmpvTKXETNSPv3MBivdzDOqVCUCB1g0kVJhyvFjP72VUQ1XwEaG/H7+r99gP1vneLWZTXRua3/8yHu+/BG9KBOSTQqWMXDf/9R7npyK3pQYrdbqLiukrUdb2cd6cy6pjTPKGohdXy5iJqhYFJUTAbj9Q7GOSkU/c1QMGUpNsXs6dlXtWv5CtBoD9ASjV/8vyuQf32H6mXjo3Nbf/Ikqw8dwpCSkkifUJeDUU/P5rFNh9hVKzk8X+OGgzbaf9ue9XVluw497rmmAM2mJhQKq+PLRdSMtH8Pg/F6B+OcCkVIKTMfNUhZtGiR3Llz50BPQ5EjxYqE9lVENd8U3LVrd/Ctb72Arks0TaBp5hPUSAoqC8ZywzefI/SzfWCAZhH833+9kYceuh7oiZBWXFfJmrGXotHKTHWbT7d7+GHLZgxpYNdsfM6yguO7/X0iIPI1rBmM5juKoYcQYpeUctFAz0ORHrU3D02KFQntq9q1fFNw17a3860jR9ABDdBEeG8Oi02A9zc1EQx/H9aA/ztjBg9Nnw7ERFEP2tA/2pb1dZ3c9hKHbr2EDFoQFkHlFyqpXFnZJ+IhX9E/GM13FEOPfPdmFQlV9DvFiv72RT1tvgLU093NsfkOrHYLBHQ0TaDrBoZBNAWVGSUYV1eAzQIhHYstPioYiTau7XibwKl3U9ZtxkY9AX7Yshldms61Z1sN7vpWT0S1mKYyhRjWKEdUhUKhGNwUq6dnX9Su5StAfR4ff7flEgsmCvbWSDQh0KXEAAKGgdvrBUCPCchoQsSZCkVSbNt/286RNNcVW08LcGjTY8jAnWCA1CWnHj3F6cdPF91QphDRPxCOqApFBCVCFX1CpvTQQg1doPj1tIUI0CWH3iRwBVh+vpi7jxrUT3KwZs2W+BTUslJK6sbh/8VitF2dPPLx2qTCLF3dZmL0d/nURRgxm+f5122EggaGTkGmMskil7nUdqrIZ28S10StkUKh6G8yRb6K0dOz2LVrhQjQiDj7oV3w+m8mUfLeMta0tfVysC3RNPyGgUUIHpk9O2ldZ7rrSowiT5z4WWTtLrB9CgKA1ECKgkV5svuXi+hXkc/eJK6JWqP+Q4lQRdHpL+OhYtbT5itAId5xlgVjmXZTJasqJzB//oReIqNx9kzclRNpuC11PaartJR1Uybz+JkO5sguygJnIHxsYvQXwB4W4kII7v3o9Ty8aXfG+st0DwlSRTyT1XYmE1L5REyHuyBLXJN165bHPaRQbVAUCkVf018tHopZu5avAIV4cUZAcuuBUUz/xGTml5b2crDNxtXW4XJgWVfLyT/uZfLNTVBjA0zBnlhPC6DNP4zxg6/D88sRWz+MDJFRlKcTQKnuXzJxnGycfO7/cBdkiWtSva6atjXZp1wrCkOJUEXRySVN1tPdnVerESieKVEhAhTMyKXlFBiAJfwzJE9BzcbV1tPdzddOvMUlw+BvcjSv79zErxfdBsDpd7uwaBYwdDMSOuUalk+5Jm4drm+cl1bQZXpIkCrimWhYAyQVm7m2+EglWodKG59sSFyTzZtbVRsUhULRr/RXxMzn8+Cd7Mb55QYcjul5z7cQAQpm5FJYBNKQCEtPD81kDrbZuNp6PPCVX7Ty7W/fRNAWYM8eO/X1jbS2uti5s4H58+2AGQmtrFxJZeVKvNPdOD/TAK01Gdczk0hMdf8SRT+QdJxc06RTzWeotPHJhsQ1ObP5zLBrgzKY6VcRKoSYCSwN/3g1sElKuT38nhO4HXgTmAlsl1K+2Z/zUxSHbNNko2msUmLvyGzAE0uxoq2FCtAIQgiQ0vyzQCKRVYSGAZy1jWPLidd49tirhKSOhsYt09/L8inXRK859toz1V9mekiQzs02duy1a3ckFVK5tvhIJlrLrtSHRBufbElckxUratix45hqg6IYFKi9eWSQbZpsIRHTYpkbFSpAo4iEPwvA7Ya5c93YbAEsFh0pA+zd6+ZrS2uYG5zMn2dv4/7/fJEFC3rEWfTaXWRcw0wiMd39i63tbF/bnnScXNOkk82HmtYh0cYnWxLXZPyK8fh2+IZVG5TBTH9HQj8ppfxu5AchRJcQYoaU0gv8O/CN8N8RQmwCbuvn+SmKQLZpsrFprMkMeNJRDFOiYghQj+c4D/9xH8H3lCBrKwjleB3JiNSEXjIMNGkwLniWc35JUOoA6Bgc9L3F8inX5DV+pocE2bboSCU2c2nx4fEc59gxH1arBhjRcfZ0Hsj7/kZdhitG09l5MTqvgUz3TbYmydK1FYoBQu3NI4Bs02QLMRYqRpuXYghQj8/HwaeOMj0kQYIMyYKjWg0NsGlTA8GgHSkDWK12Dj51A98ONGPDIHRQ8NaDn2DBuspIlm5OZBKJ2d6/VOPkkibt8/i4dOwSwiqQyOg4Xu9v876/kei6rcJGsDMYnddApvsmW5PS+aXDOgV5MNGvLVqEEBIoj9nMDgO3SSl3h+19r4459lHgUSnl7lTjKRv4oU1cJDSLViSxFBoJLZYAXbJkA/6AjmHV0H6xmJK6cRmvo6XrKBu37+b86zbu+FBd0tRTT3c3T759gjGBU9w+oYotJ17jD+2euHFKNFtB7W2KkepaSC1nbBquxaLxhS/UsXJlbXQ98rm/0Xvi1zEMiaaBzWZBStB1Q9VfDnFUi5a+Qe3NilgGMhJaLAG6pLmZWa8bfO8BGBWuxcx0HT6Pj71bOmiqhUVLKnE5HNH2LJFaUY8Hdu70UFfnZsGCBvZ+czKBXxzBAkhACNBG5V9LWKwazILSqWPuf2JrmXzvb3RMv2HWLmkgbMJ8QKBLVX85xBkqLVqim1yYscCbQoilwLmEY72Y6UEpNzrF0MZVWmoa9eRRE1qIKVGxUnAjaaSGLtEwWHrQz8O3mQI0lchr6TrK53/1KLv/uQQjBI9+v5nHnvog/6VvjhNcrvIqXDPmAHOi5/4pnI4boZC2NMVwJ4bCWq/EpuGCwbRpjuhY+d7f6D0xzIdrkRY5AFIW5hg8FBlOdbWKPkXtzYoohRgLFdLmpVgpuG6vl4Bh0DIXvv4DeLC9nI99vCqt86nP42PPkiZ0v2S2DVb/sIN7PzY7zkm3sbYWl8uBy+UiEupcsNLHnl8KZFCaGb+ysFrCYrVMKWSc2Ei4RDJq2qjoWPne3+iYRvgFA2QgHAQrcM2GIsOprrYQ+lWExm5yQohVwFoppTdcc+JNOLwTmJU4Rvi8VQDTpk3rw9mmR325Kw7ZGPWkIiKkWrqO8kTb9qzuRbEEKPROR334lrlRAZoqirens42ze8EIAYYgENB5elsrwYbMqaexJS0aoihtaQaSTLWj+QjlyJjpIqEjpf6yv1yqFUOf4bQ3D3c3z/6iEBETafPi8/hod7dndS+KVgMKNDid2DWNgGFweL7Gez5ThcPhSBvh9bq9SL/EYoAMwtw9ks2LzxAwDLNkKNxTNJl5kYjfnId8LWHGtOA82vhEx0wTCR3Ka5YLxaqbHg70uztujAHCLCnlN8Ivj01yaOLGB4CUcj2wHsyUnz6ZZAbUl7vBQy73IlcBmulBQ6rax0i9qtc+jvP2Sn5x/HWuC49TX1HNuAWNHLOCEZLY7VZuXVbDf+n7o9fgsJX2EtV7OtvQpRH97DnOqXx17sd6t1dJcBsuxH24r8mldjSfMQdTTehAUIy6acXIYTjszf3VgkSRmVzuRa4CNNODBpfDkbTlSmyETw8YND92jOnuMTgbnKaTbokg5JeEbLCvXnDv+PHs8PmikdCKE07W/tasDXWFNYPX7UXqPb/uZYvKqF5X3bu9SkLkazA/LClmi51kYw6mmtCBoBh108OFfhehYVe99UIIpxBiF7CE3uk+AIP2kYj6cjd4yPZe5CNAsxG3ydJR6yuquVhSScvYJRhC4+dBg7++uZWxB7by4/et5tdfuIeN03pqQsuu1Fl+YhHn/BdAwrqW/zVdcIXG/fNWcOt0F/UV1Vg0C0a4N+hB7wm2nHgN6HHGTXQbXjdlMmtOnMzLfbi/KCSdN9cxR4r4jJCtS7VCAcNjby7EUEdRXLK9F/kI0GzEbbKWK84GJ9hNoalroG3o5IjRibAJ6tx11DfWsXdLB/tr4adLKqlphasaJ3JwVIAx7XbW/hqCIR8HNC/GT50sXmU6zgqriArRC7sv0LGhA+hxw02MfFX7t9H2UX1QPywpVlpwNmMOtmvva5zOBjTNHv19cDobBnpKA8aA9QkNp/rsBB4CttF7Y6sADvf7xLJAfbkbPGRzL/JJwS3kQcO88ioWV9/Kbu8lQGAAXnslZYEzbDnxGg/Ov415t1XBbabY/arnZwTD4jIWXRr8sGUzM8dMYl55FTdPvYan2z1ITIfcp9s9bDm+MyqQN5zr4pKUSEy34c1eX97uw4qhTyF104qRy1Dem3NtQaHoO7K5F/mk4BbyoMHhcvD6byp59blTzN4P179kvi4Dko4NHcz5+Ryudzm4HlPsNt3YhPRLZmGaDv07HRiA1ZBcuk/DN98Uj5Wfr+TUo6fMg0Jw6tFTnH78dFRcdjTuxHhuBdTtxph7gDPb2jAC09XDkhFKIXXTww2tvz5ICLFKCLEt4WUvMDPcjywx7ccJbO+XyeVI5MvdF6/8kErFHWAy3Yt8a0Aj4jaX2stIbWpL11HumDAFKwKQCGlgNS5x/PL5HJU9n/+bU2184eAeOq3lKceUUrKnsw2A5VOuwa7Zet6jx5zI093Nr86eI5IUZBWCFU4HdiGwAHYhaCgrTICuP9vJTW1vsv5sZ9bnxK6Jov+ZV17FndVL1f+jFCkZTntzJOVvxr/OGJTRpZFEpnuRbw1oRNxiyb720ufx0b62HZ/Hx6IllWz8jMAb81stgdP+YPTnk+tPsu/2fUh/T5qtAKxIbEgsgEUP980EKldWoo3SeowbYox2fB4fHZ+ZD7/6HDzwA0TrAsYvq875GtJxcv1Jmm9q5uT6k1mfE7smiv7H4XAxffpDI1qAQv9GQndiNruOZSkQqT15UwgxM6YJ9sx0FvADTbHcRRWFk+peFGJClGsUKTF993P1dyOEQEiQQvCm871IBL80ND7d3c3h86f47MnzGLYZaBXTmde5lTGBM3FjJhPA106Yw1879iHDclMIDVFaxcOnThOJpQrg82PLWTWugvmXjUpaE5qtsVbkuBe4gl9fMDfp5y+8A8CqcRU5rYl6YKNQDEqG1d7cF2mEivxIdS8KMSHKtV4xMX3X8odqhB2evwmWbwFrCEJWeGBRJz/1+Zj+ZDcH7zmYdCwBSGH+RSsxxWOktvOKr1zB8R8cBx1AIqwCW4WNow8fRfoBwwIhjcrTP2LylxdT2pjapTfbPp5et5fufd28/d9vA9D1fBcAk1dNzmlN1AMbxUDRbyI03G9sYdhBD0x3vbXhJ60AdwO3CyHeBGYC9/TX3BTDj2K44ObyoCExfffpc28TkpeH+4ZZwqJREJTgvtDNjrfbMUQFCA0D8NkrGRM4Yz5tFRbWzPsEvmB3VCRGBF3ACBLr+OGzVXD36YsEZNRwjhIhWFlhRleTuQ9nKw4jx3Vay2kaNw5ET+LEZq8vowgttHa6kB6kCoUiO9TerOhPiuGCm8uDhsT03SPbzhC6WbJvLtz/H1DbBE11cKBG4vZ6+eAvzyYfSJhurlf+ZHacqU60n6YwnV7NYw3kNX/j0BrCApSwa66FyuULUl5DtuKwV8/NGM5sPpNRhBZaOz2YTZUUQ4v+btGymxS9xcIW8ev7cz6K4Ukx27BkS2Jt6q1jJ/DH0xeRUmJFIIRGSMpoWuxbb19Ek+Xm3iQNHIEOLMLCR6Zdy/Ip1/QSaxFBl2g56bVPJCAlBgINWFp2OQ9Pmpi29jNbcRg5rss+kfgGMbDCmXnjKaR22uM5zpIlG6LtWxobVyohqlD0EWpvVvQHxWzDki2JtanVy8ZjEV4MKTkwF9rmCXNv1jQanE5KJl/gAhfiB7HBpLsmUbmyMk50ta9t7+mnqUnQDEBipkAZZjqvIUCD8qXlVD1clVa0ZSsOe/XcjGH8ivE5r0ku6cAqiqooJgNmTKRQ9AUDIUChd/ouwLwzWzlrG8e44Fm+Nu/jHBdjommxZVPn49m5kU7beByBDsYEzmAAJy8mr7eMFXQARliOjgl0YMXMALIgWcIZ2k69SVmaNNtsxWHE5ddvKQ3bK1kQwIMTxkWjoOnSegsxxnG7jxII6Oi6JBDQcbuPKhGqUCgUQ5SBEKDQO323tQZEk/meRQh+PHs2ncFgtJWL75+g80+dyGDMI18dLr15qdfYiWJu3CqNtx/xg6HBq9cibAIZBKEJLq+7PFpDmkq0ZSsOEx15CacIT31wajQKmi5aWUgLFuVArSgmSoQqhg0DJUAjxKbvPtG2ndH+Dqb4TyGA3ce284X3LGde6YTosY8vup3ftv2Zl945i8TM5Nl55hB7O4/0SpGNCLotJ17joO8t9nuPATAmcIbl7+6iJWihzH+KP771NgKwa7a4MRLFYiZx2NJ1lI1vH2XvuA8SAmwIvjBuLCvHlkejrJnSerOtO01GQ0MVdrslGgmN9PpUKBQKxdBioARohNjUV3d7O6Gwi/zsFknJn87w5Y9X4ZjuiB5b95c6jn/3OGf/eNaMNhrQtb0L3w5fXOQvsfflmc1nQHaZm7mhcVnDWS6+MA6pS45/97iZklsSHz1MFIuZxKHP46NjQ4cpQAVggUlfjI/SZopWFpJOqxyoFcVEiVDFsGCgBWgikWhjpIYzlbh89cyBaFQTQIZTZLeceC3aBzQ2PXfL8Z0EEtq5nDvXQmwFSKxrbmw9aaJYTCUMI8cfHn0lgTFOEBo6MM1mj0vzTZbWG3ndYSvlx/t+n7cpkcs1lcbGlUlrQlWtqEKhUAwNBlqAJtLgdGLXNGa9bvC9B2BUqIvmR3y9hNq5refCJkNhDDPy17Ghg70bvDThZNFKB67wOXE1mgIgxMV394PxPpCWuDEi0cNUYjGVMIwef8noqT+VMGraqLhzkkUrI6/bKmy0rWnLO502nVBWtaKKXFEiVDHk6S8Bmktkb155FV+d+zF+++YLnOw+GxWXsfWXezrb8BvBuPMEYNEsPHPsVXRp7oDPtL/CR6ZfBxCuC5Xh5i/0OjfqiyAEDpspGLeceC0qhrMxCIqIyzGBDjRpIIXALrReLV4S03odttKo2BVCYEiZ9LrTESswU72vakUVCoVi8NNfAjQX8eNyOFhXXc3J3x2jJHQpaVqp1+01hV4sGgir4NQvO9CDktlofPc/q7n/i0EmcKmnRlMDU21q8Mq1YNHNFw1hmhsJ0zUXoGNDR1RQZpPaGhWXMZt/smhkYrTSVmGLM1CShuwliHNZ41Tvq1pRRa4oEaoY0vSnAI0ILItm4b0TrmRsSVlSE6HI8ev2PRWt4UzWbqW+ohqBiLZbAZhcOo5F42bzdLsn+pqOwdPtHqzCgkWzII0QJMhQTWjcMu06Si2X8eQRN4aU/Hjf7wF49vhr0SMtQutVA5ooriPidUzgDPM6t/JOyWTuueJK2k554mpNE9N6YyOjQko0oSElWZsSxQpMIQRS/v/t3W2QXNV95/HfuT3TPMiirzTBCBuQGAacgHAjeex1Zzepzo5Uix2bcq0NyTqxU5VaRGEnjtbOhqJqU3mxm6jwVhKFmKWQU2HX7FKbENe6nCwhxYzTGydplxHIQ4Qd22OhQdiMgkdz24pA6pm+Z1/0w/TjPPT0feju76dKNeqe7rmH0zCH3z3n/I+VtVaXXTZSC5vsFQWA+AszgNYC1oiR+ehOzX4gqcmpXcqkWkNQvlDQp777XU28w+q9I9Llag1ybtZtHmJ1+fjl2nFgh37w2Gsqz2v6+sTKd7XymNXCqCnv0bSVN1in/N6SlT7wV7r2jrs0cvFtevX3X5UtWc0dLq8aWnh8oXYNkzAtAa9QyMvzcnLdrFKpTC281iSkt//q21v2mjbPVtbPjFrHyiSMrLGbOme12se1frGNS4vZK4puEELRt8JcglsfsHx/RV9dOClJevqVr+vhn/xkSxB95tXnagFUkt7hXq9P3fahln2e/278Z/Tkqa/Unvvo+M9o/Kpr9fSZxveXxzNf//Ka2/T3Z78p367epTUy+vkbs7r/1g/oibnpcnirzEDmFmZV8kuV10nvv+E9Lfs265fqfuq2D+nhl75UV/jodbnFH+rpb/+DrLUtS2ubl/XWz4x+6rYPNRwzU5W/cKHt2aX1AbN+9L90aaUWNtkrCgDxFuYS3IaAVbIq/fdF3fyk9MnfW9Ajv3BHSxD9wsKCLtnyES2f+V3pvu9t1y/dPdEQmFKZlK7/9evL+zgrbviPN2jb7dv02uNntXKpvObWkS0Xwl2xGrtrTOf+7znZFavKiWyS4+j6f32Xbvq1n9L8kfmGGcjXv/h6+bUqv3bXLzdW3i0U8pqdnZLvF+U4SU1celZzh0uNFXGt9OrvvSprbcvsY/Oy3oYKwUcnasfMbGQ5bX0f1/MvrYZN9oqiG4RQ9KWw94A27/GsWrGlDS01vSX19ravuf/WD+jt28aUW5hVdldad+3OSJIeznxCz7z6nE6fP6vZc+Uz4n2VBzdrbW2MU2Um9X+/nNPbt421LJHN7krrxcWXa4/vvO7dDddv3teZW5htCL9Gqiyt9dddzns+ebX2/sQv66ria7rnre33nB774aJ+5cz3VZJ02YLRzM3jtSBaDZgXL67I1i83cpxa2FxrrygAIFph7wGthZ+LvqyVHCuNLEu3nbDK/azXdja06pu3Sd868Bal3tH6mpseuklX3HSFXv/i67r6w1fXqs7u++u0XvyCp/lvrui6v6mEVL98M9j6lQDqqPx1xdGZz5R0xRU/aAlpV3/4ahW+Wqg93vXxXQ3X97ycfL8oqSTfL+r1Z+fkF3fX7bkpz57a0saW1l7zS9dIUssxM9JqsaOFxxdkV1oDbX0f1/8PkHFWZ2+3UnEXw4sQir4TVADdyHEjz7z6XMN+zRGTaLu8VZIScuTL14hJ1MJfu2vctTtTC5/119u7Y4+emJvWi+dO1ULnzsu315bkGpnajKVvff3uyS/qkZ/8lZbKt+NXXdvxn2ut0Jowjt5/w3t0y1XXNRQZare0Nn/hgqa+e0pFa5U0Y3pfsvWssvyFC/rkme+rGnEvWavc+Qu1EFoNmF/4wqwef/wbWl72lUgYfe5z728Im5nM9YRPAIiZoAJovlBQzvNqx6jUq4afhS8s6LU/fk0rK9LKqPTSPqNPuE3LW/MFffQZKX+N9OKt0qgx+viucvjL56VcTspmpUxlOH7bobfVwmf99X4qk9INR+b18t+qtg90dNdoeUmuX12SW3lDSfrOJ76jfV/d1xLStt2+rWNoc92sHCdZmwm9+uCECp8rlZcdJ4x2/fIubd+3vaHIULvZx+a9ms1ht12xo+ZAW9/HC48vyC6Xl/Te/LmbW2aQCZ/YDEIo+kqQAXSt40ak1WB453Xvblu59uTSaT3z6nN6+sxzKvklJZyEPnD9v6i9ZiPXaLZvbEJJZ7T2nluuuk5P269Lai1M5FtfJxbn9LGJA7XrPTE3rX1jE/rYxIG2P7/dcS3tQutaQVaScucvqGitSpKKTeGy/jX1K4kSUkuxo2rA/PjH08x2AkCfCDKATs3Oquj7SjqOZtLptkE0lUlp18d36cVnFvSttPRI3Z7QfKGg4zMLuv0XF6Si1dGk0T/8z121faP5vDQ1JRWLUjIpzcysBtFO3Kwr57LVmc3t+7Zr4Y8X2r+4VF7SuvvB3bWquPNH5uVmXe1+cHfbt6RSGaXTMw17QrfNtC6XXSvISuuf69lS7Mi0L3ZU38fMdqJXCKHoG0EuwW133Ei7sJW/cEG5S1cqO/7+hpBVDZgNy3X9kq65YkdDNdyNXKNeu+I/pcrSWEeS6gob1c9Stgu81TY0B8nmfZ3tjm9Z60gXqRwmkwumMhNqWsJl9TWXLRhdslaOpM9d//aWoFrFbCcA9Icgl+DmPE9F3y/f4PR95bz2S2zzhYJyb/OU/fQu/Wrd96sh9sN/6evWS1LCl1S0uuvbl2v3v62cHZorB9BSqfw1l1s/hLYr/mNL9ftBVdu/aS5bXbbaroqspLbBLpXKKJXKNFyzOfitN/u43l7N+u9XZ1jbLdnd6PWAzSCEoi8EvQe0eVnquktOm/YzVgNm3c1EJZyEzr65pJNLp2tVZ40xcjpUjP3yfF65hVndvP06XSi9KWl1pnWt4j/f+dGrtddK0hNz0zr75lJD4H1y7iv6+38qFzRKOqMdiwZ1K7Ntm2ZuHm9bcGgzrwEA9I+g94BWz/WszoRm3dYlp2vNllZD7At3SL8wKgVXvIwAACAASURBVDkrkjNidPGViyrkC0plUhobkxxHsrY8E5rNNv78Hxz7gV7/4ut6yx1v0cqPyhtKqkFtreI/50+cr71WkuaPzOviKxcbZibPfPaMFv9iUda3ci7rXDSoW+vt1WQvJ6JkrG1e1Nc/Jicn7fHjx6NuBgIWl3NAjyz8k/7Tawu1o8D+y7W79OCut9beWzsjU0bXv+VqnbnwQ1nrN1SdLfrLcoyjT+/9cG0f6Mml03rye1+pVdyt5xhHP39jVm9JXl5rV6d2NhwjYxzJmNqy4JJfqu0fNZWf267aLRBnxpjnrbWTUbcDa2NsHg5hFSFaa0+oJB2Zn9eTf/Gy3vkN6cU7pI9+4EY9uHt37b3VgPrBv5AO566UffENyS+HxsTRtA4eTunSpXIQfeQR6dCh8s8t5At65bOvaPFLi62NSkjXf+Z6jbgjtfDWqbpswzEyifJ5oXbFlveQrtjVqrPVYkNtqt0Ccdbt2MxMKGItzCq46y05HRtJ1PY0+pXH0mp4rc5KPn3mOc3/89narGh91VmrcnXbwvKF2nsP5x/VJX+57TV96+vJU1+RkVGyLjC2a2f9cl9VjnO5WCrq8kRSf7vwUt0rN1btFgCAdsKsgptJpdascvvT3xnVvs9Io8vS8qi0/ZZRafdqeD06MaFLXzuv2//bguzFNxoK8Lz8RU/FYkq+LxkjLVbyZi04vum3v2hJ5SNcnMbzMtfbl2llNfbBMflv+HKudLT45bqAa9RwjAtnbWLQEUIRW2Efw7KexZVSbZuHU3l8cum0PvX3j2jFljRiEnr/De9RyS81LMttd1RKdSluNTiux8qq6C/rmVefawmM1RCcGt1WW6qbcBL62tlvqWR9JYyjkcpsqDFGP3djVl88/dU1lx4DANBO2MewrOe648t6eUWSLyVWyo/z7ynok//rG7rthNVL+4z+4OwulYq2pQDPxIddJb+6WpSouhS3FhzX40v+RV8LX1hoe/SJl/M0Oja6uu9yxOjc0+dkS+UKs2bU1KrNXvcfrtP3//D7nLWJoUEIRSzFLYBKq4V16ovvPHPq/2m5clzLsi3p3KXzq0GwcsRJdV9nfYVZqbx385+LF2WMkTawLN5KevrMcy0VeesLEFX3ep59c0l/Pv+12qzoB294r665YkdtCe9PXbt3zaXHAAA0i1sAldoX3/nyzIJ+59O2Mjtq9Z3fKurmDgV4Zm5fPZ7lVhU0f8TTK96oSo6jhO+3lqJvZqWFxxcaCvo0FyCq7vW8+MpFvfb512qzotfee60uv+Hy2hLeH/vQj7E/E0ODEIrYiWMAldoX1vm7ptfsvGx7y5EnVdVltKuVdFdqlW0dGf0o+VZ5ybfKLZ6Vu7wo35bXB1lra68r+aWG5bPNFXcLyxf0sYkD5eNizhyvhdP64FrfFgAANiKOAVRqX1znjt9aUHG5XA3XLku3XEzqnR0K8GQy5T+14HjJ10Xf0SNmQj/unNfPOq9JJSsZI+OYchVco/KyqOqxoMu2Yfls89Eoy4vL2v3gbhXyBZ39H2cbzu3krE0MK0IoYiWuAbQqs62xquud171bT595Tiv+ikbqwt5aAW+1ku7q7dUfJa/WS1f/G5VktGCMPn/NlbIXTuvsm0v68ny+9jpjTMPy2U5Vfdud/wkAQDfiGkCrmsPbO+/cpRP/dUG2aDWSNHrnna3VbJvVgqMvjcjXVXZZz/zEOd156NNKvHibzL6XdPPNf6jl49eVZzSPvVYLoSZhGpbPdjoahWq0wCpCKGIj7gG0nb079ujhzCc2Ffbqg6MvKyPp/GVvU0mOfEnLVjpjrtKDdTOa9VV1m2c015t5BQCgW3EPoO2kMintm7ljU2GvFhwv+VrxHb3ouHrXu55U4vYXpdtPyCqh5Rv/RrsPPrg6o3nJl3GMbv7czS0zmp3CJrOdQBlHtCAW+jGASusf67Le+1Kj21RYviCzbY8OnX2ztt+0/gzSbq8BDBqOaOkPjM2Dox8DqLT+sS6dVIsJvTrm6m8WU/rpn86rVJqS7xflOEml0zNKpTINr2VGE8Ou27GZEIrIxSWAbjbsNRcF2up5m/kLFxr2mwJoRAjtD4zNgyEuAXSzgbL+bNCk42gmnd5UEG1WKOTleTm5brYWQAGs4pxQ9KU4BND8hQv6k396VX8392VdeWlh3UBZDatn31xqKAq01fM2m/ebAgAQhTgE0EK+oBefWdCvXbOgF2+16wbKalh95eJFFX1fJUlF31fO87YUQlOpDOETCAAhFJHZagDtxTLV/IULmvruKV2yvrRzSnsX/0pu8YcdA2X97GfCOHKMI2tLSjgJztsEAPS9rQbQfH71yJNMl9mtWqm2dMnX74xKn/ld6du3dQ6U9bOfCWPkGCPfWo0Yo6zLeZtAHBFCEYleBNBeLIXNnb+gorXyZSTj6EfJXbp6xesYKOuPRLG2JCNT/kbAy9rZFwoACFovAujUlFQsSsmkNDPTXRCtVqo1vjSyLO3/hvTy7U7HQJnzvNrsp7W2OjKve8TnVrEvFOgeIRSh68US3ObzMbtdCpvdvk3JBaOitRp1HH3s2ht1z1t/puPPqq9sayp3Wq2kkvW3vBy3k17vPQUAoFkvluDmcuUAWiqVv+Zy3YXQ+iNORpJG73nfLn0ivavjstqs6yrpOCr6ftPYbLe8HLeT2rmilWNY0jNpgiiwCYRQhKpXe0A7nY+5WZlt2zRz83hdQaB3rvn6+iNRUqPb9PBLX+q6DRud3exV4AYAoJ1e7QHNZsszoNWZ0Gy2u/Y0H3GSXSfcZVIpzaTTynmexkZHdXhurlaYaLPLcTe6nLh2rmhJ8ou+vJxHCAU2gRCK0PSyCNFa52Nu1mYLAtWfvzl+1bVdH9Gy0dnNXgVuAACa9bIIUSZTXoK71T2h0ubP08ykUrUZz9u3bevqiJbNLCeun611ko7cLHtPgc0ghCIUQVTBrQ+DUem2DZuZ3exl4AYAoCqIKriZzNbCZy/UB9LN2Mxy4ubZWmZBgc0hhCJwcTiGJW42O7sZh8ANABgccTiGJW42u5x4s7O1AFYRQhEoAmh7zG4CAKJCAG2vl8uJAayNEIrAEEDXxuwmACBsBNC1xWE5MTAMnKgbgMFEAAUAIF4IoADighCKniOAAgAQLwRQAHFCCEVPEUABAIgXAiiAuCGEomcIoAAAxAsBFEAcEULREwRQAADihQAKIK5CrY5rjHEl3VN5eFDSEWvtC03fOyVpXNK0tfZUmO1DdwigANC/GJsHEwEUQJyFfUTLPdbaY5JkjPlTSc8bYw5WBrSHJD1grfUq339K0t0htw+bRADtzsml05wRCiAuGJsHDAG0O/k8Z4QCYQkthBpj9ks6Xn1srfWMMdOSPiLps5Imq4NcxTljzP7q3VjET78H0KiC4Mml0zqcf1TL/opGnREdzdxPEAUQCcbmwdPvAbRQyMvzcnLdrFKp8JJgPi9NTUnFopRMSjMzBFEgSGHuCd0p6fNtnh8zxhyQdK7peU/SgcBbha4MQgA9nH9Uf/SPf6nD+Ud1cul0aNc+sTinZX9FvqyW/RWdWJwL7doA0ISxeYAMQgCdnZ3Syy//pmZnp1Qo5EO7di5XDqClUvlrLhfapYGhFFoItdZOq3UJz6SkZyW5Kg9s9RYl3RRC07BJ/R5ApWiD4L6xCY06I3JkNOqMaN/YRGjXBoB6jM2Do98DqCR5Xk6+X5RUku8X5Xm50K6dzZZnQBOJ8tdsNrRLA0Mp1D2h9cUMKndYT1lrp40xh9q8vHngq77vkKRDknTDDTcE0k50NggBVFoNgtUlsWEGwb079uho5n72hAKIBcbm/jcIAVSSXDcrx0nK94tynKRcNxvatTOZ8hJc9oQC4Qi7MJGkWrW9+6y11buvzct9pPId2BaV4gnHJGlyctIG00K0MygBVIo+CO7dsYfwCSBWGJv706AEUElKpTJKp2ci2RMqlYMn4RMIRyQhVNKDku6te+ypdWAbk/S90FqENQ1SAK0iCAJAA8bmPjNIAbQqlcqEHj4BhC/MwkSSakt2jtSVex+v7EnZ2fRSV9J02O1Dq0EMoACAVYzN/WcQAyiA4RFqCK3sNZluKve+v/L1lDFmvO75cUrAR48ACgCDjbG5/xBAAfS7sM8JfVaSZ4ypPu1KOlj5+72S7jHGnJI0Lum+sNqG9gigADDYGJv7DwEUwCAILYRW7pyaNb7vqVLUANEjgALA4GNs7i8EUACDIvQ9oYg/AigAAPFCAAUwSAihaEAABQAgXgigAAYNIRQ1BFAAAOKFAApgEBFCISn8AHpy6bSemJvWyaXTgV4n6msCANCtsANovlDQkfl55QuFQK8T9TUBRC+0wkSIrygC6OH8o1r2VzTqjOho5n7t3bFnyz/zxOKc9o1NtP1ZQVwTAICgRBFAp2ZnVfR9JR1HM+m0MqnUln5mIV+Ql/PkZl2lMq0/K4hrAugPhNAhF8US3BOLc1r2V+TLatlf0YnFuS0Fwo0EzF5fEwCAoESxBDfneSr6vkqSir6vnOdtKRAW8gXNTs3KL/pyko7SM+mWINrrawLoHyzHHWJR7QHdNzahUWdEjoxGnRHtG5vY0s9rFzCDviYAAEGIag9o1nWVdBwlJCUdR1nX3dLP83Ke/KIvlSS/6MvLeYFfE0D/YCZ0SEVZhGjvjj06mrl/zeWzm1ENmNWZ0HYBs9fXBACg16IsQpRJpTSTTivnecq67pZnJN2sKyfp1GZC3WxrwOz1NQH0D2OtjboNXZucnLTHjx+Puhl9ZxCr4K63JxRA/zPGPG+tnYy6HVgbY3N3BrEK7np7QgH0v27HZmZCh8wgBlCpPNNJ+AQA9KNBDKCSlMqkCJ8A2mJP6BAZ1AAKAEC/GtQACgBrIYQOCQJodzhbFAAQFAJodzhbFOh/LMcdAgTQ7nC2KAAgKATQ7nC2KDAYmAkdcATQ7m3k6BcAADaLANq9dmeLAug/hNABRgDdGs4WBQD0GgF0azhbFBgMLMcdUATQreNsUWwURwQB2AgC6NZxtig2qlDIy/Nyct2sUqlM1M1BE0LoACKA9g5Hv2A97B0GsBEE0N7JpFKET6ypUMhrdnZKvl+U4ySVTs8QRGOG5bgDhgAKhIu9wwDWQwAFwuV5Ofl+UVJJvl+U5+WibhKaEEIHCAEUCB97hwGshQAKhM91s3KcpKSEHCcp181G3SQ0YTnugCCAAtFg7zCATgigQDRSqYzS6Rn2hMYYIXQAEECBaLF3GEAzAigQrVQqQ/iMMZbj9jkCKAAA8UIABYC1EUL7GAEUAIB4IYACwPoIoX2KALq2k0un9cTctE4unY66KQCAIUEAXVu+UNCR+XnlC4WomwIgYuwJ7UME0LVxbiMAIGwE0LXlCwVNzc6q6PtKOo5m0mnO+gSGGDOhfYYAuj7ObQQAhIkAur6c56no+ypJKvq+cp4XdZMARIgQ2kcIoBvDuY0AgLAQQDcm67pKOo4SkpKOo6zrRt0kABFiOW6fIIBuHOc2AgDCQADduEwqpZl0WjnPU9Z1WYoLDDlCaB8ggG4e5zYCAIJEAN28TCpF+AQgieW4sUcABQAgXgigALA1hNAYI4ACABAvBFAA2DpCaEwRQAEAiBcCKAD0BiE0hgigAADECwEUAHqHEBozgx5ATy6d1hNz0zq5dDrqpgAAsCGDHkAL+YLmj8yrkC9E3RQAQ4LquDEyDAH0cP5RLfsrGnVGdDRzPxVsAQCxNgwBdHZqVn7Rl5N0lJ5JK5Whgi2AYDETGhODHkAl6cTinJb9FfmyWvZXdGJxLuomAQDQ0aAHUEnycp78oi+VJL/oy8t5UTcJwBAIPYQaYx4zxow3PecaYw4ZYw5Uvo53ev8gGoYAKkn7xiY06ozIkdGoM6J9YxNRNwkAIMbmdoYhgEqSm3XlJB0pITlJR27WjbpJAIZAaMtxjTEHJO2XNCmp+TfcQ5IesNZ6ldc+JenusNoWpWEJoJK0d8ceHc3crxOLc9o3NsFSXACIGGNze8MSQCUplUkpPZOWl/PkZl2W4gIIRWgh1Fo7LWnaGHOwzbcnq4NcxTljzH5r7QshNS8SwxRAq/bu2EP4BICYYGxuNUwBtCqVSRE+AYQq8j2hlbuw55qe9iQdiKA5oRnGAAoA6A/DOjYPYwAFgChEHkJVXv7TvAt+UdJNEbQlFARQAEDMDd3YTAAFgPDEIYTubPNcx9JsleIIx40xx19//fUAmxUMAigAoA8M1dhMAAWAcMUhhDYv95FaiyPUWGuPWWsnrbWTV199dYDN6j0CKACgTwzN2EwABYDwxSGEemod2MYkfS+CtgSGAAoA6CNDMTYTQAEgGpGH0EplvuZlP66k6QiaEwgCKACgnwzD2EwABYDoRB5CK041HYI9Pigl4AmgjU4undYTc9M6uXQ66qYAANY2sGMzAbRRIV/Q/JF5FfKFqJsCYEiEdk6oMWa/yqXdJyU9aIx51lp7rPLteyXdY4w5JWlc0n1htStIBNBGJ5dO63D+US37Kxp1RnQ0cz9nhgJAhIZxbCaANirkC5qdmpVf9OUkHaVn0pwZCiBwoYXQyt3TFyR9ts33PEnHWt7UxwigrU4szmnZX5Evq2V/RScW5wihABChYRubCaCtvJwnv+hLJckv+vJyHiEUQODishx3oBBA29s3NqFRZ0SOjEadEe0bm4i6STUsEwaAwUYAbc/NunKSjpSQnKQjN9uxCHLo8oWCjszPK19gmTAwaEKbCR0WBNDO9u7Yo6OZ+3VicU77xiZiMwvKMmEAGGwE0M5SmZTSM2l5OU9u1o3NLGi+UNDU7KyKvq+k42gmnVYmFY+2Adg6QmgPEUDXt3fHntgFPJYJA8DgIoCuL5VJxSZ8VuU8T0XfV0lS0feV8zxCKDBAWI7bIwTQ/hXnZcIAgO4RQPtX1nWVdBwlJCUdR1k3PsuEAWwdM6E9QADtb3FdJgwA6B4BtL9lUinNpNPKeZ6yrsssKDBgCKFbRADt7OTS6b4Jds3LhPup7QCARgTQzgqFvDwvJ9fNKpXKRN2cNWVSqYbwmS8UCKXAgCCEbgEBtLN+LvbTz20HgGFHAO2sUMhrdnZKvl+U4ySVTs/EPohWUagIGCzsCe0SAXRt7Yr99It+bjsADDMC6No8LyffL0oqyfeL8rxc1E3asHaFigD0L0JoFwig6+vnYj/93HYAGFYE0PW5blaOk5SUkOMk5brZqJu0YRQqAgaLsdZG3YauTU5O2uPHj4d6TQLoxvXzvsp+bjswqIwxz1trJ6NuB9YWxdhMAN24ftoT2ow9oUD8dDs2syd0E/o5gEYRquJ4JuhG9XPbAWCY9HMAjSIQplKZvgufVc2FigD0L0LoBvV7AKXQDgBg0PR7AO3XIkEAsFXsCd2Afg6gEoV2AACDp58DqNTfRYIAYKsIoevo9wAqdVdo5+TSaT0xN62TS6eDbyAAAJvQ7wFU6q5IUCFf0PyReRXyhcDbBwBBYjnuGgYhgErl/Y1HM/dveE8oy3cBAHE1CAFUKu/NTKdnNrwntJAvaHZqVn7Rl5N0lJ5JK5VhfySA/kQI7WBQAmjVZgrttFu+SwgFAERtUAJo1WaKBHk5T37Rl0qSX/Tl5TxCKIC+xXLcNgYtgG4W52QCAOJm0ALoZrlZV07SkRKSk3TkZjknE0D/Yia0ybAHUGnzy3cBAAjSsAdQSUplUkrPpOXlPLlZl1lQAH2NEFqHALqKczIBAHFAAF2VyqQInwAGAstxKwigAADECwEUAAYTIVQEUAAA4oYACgCDa+hDKAEUAIB4IYACwGAb6hBKAA3OyaXTemJuWieXTkfdFABAHyGABqeQL2j+yLwK+ULUTQEw5Ia2MBEBNDgnl07rcP5RLfsrGnVGdDRzP0WOAADrIoAGp5AvaHZqVn7Rl5N0lJ5JU+QIQGSGciZ0GAJolDORJxbntOyvyJfVsr+iE4tzobcBANBfBj2AFgp5zc8fUaGQj+T6Xs6TX/SlkuQXfXk5L5J2AIA0hDOh/R5ATy6dXvf8zqhnIveNTWjUGaldf9/YRGjXBgD0n34PoIVCXp6Xk+tmlUpl2n5/dnZKvl+U4ySVTs+0fV2Q3KwrJ+nUZkLdrBvq9QGg3lCF0EEIoBsJl+1mIquv20iI3aq9O/boaOb+wK8DAOh/gxBA1wuYnpeT7xclleT7RXleruE164XYXkhlUkrPpOXlPLlZl6W4ACI1NCE0igDa68C3Vris12kmMswZ0r079hA+AQBriiKAFvKFngax9QKmJLluVo6TrAVV182utifEWdJUJkX4BBALQxFCowqgvQ589eEy4SR09s0lnVw63fBzq8H3U7d9SIXlCw0BeKMhFgCAoEUVQHtdnKc+YJpvvlMX//pfqXBnofHnfvNWXTPzV1L6G9o1NdkQMjcSYgFg0Ax8YaKoluAGUZynusz1g7vfK1mrP5//mg7nH60VH6oG3z/6x7/Uwy99qWUGthpiHRn2agIAIhPVEtwgivOkUhml0zO69tzvS7/+e3rtt0uanZqtHYNSDb6v/XZJZ38xLX3z1ob3V0OslGiZJQWAQTXQIbTbANpNZdnm9wQV+Pbu2KNrrtihkvVbAu56wbcaYv/9j7+PY1MAAJHoJoB2e75l8/uqxXmUUE+L86RSGV3+7btkyxOaDQF3veBbDbE33vifIylYBABRGNjluFsJoJtdRtvpPUEV5+m053MjVWnZqwkAiEq3AbSbJbSd3hdUcZ5O1Wc3UpU2lcoQPgEMlYEMoVtZgtvNvslO7wkq8HUKuFSlBQDEVbdLcNvNJG4kPHZ6X1DFeToFXKrSAkCrgQuhW90D2s0Zl/vGJpRwErKVgkFh7LXsFHCZ6QQAxM1W9oB2e76lm3VlRoysb2VGTCjnYnYKuFSlBYBGAxVCe1GEqOvZRGsbvwIAgC0XIdrSTKJt+goAiIXYhFBjjCvpHkmnJI1LmrbWntro+7caQJvP9NzMbOKJxTmVrC8racWW9PBL/0e3pK7TLVdd13JMSrtrAQAQR1sdm7caQOvP9Nz94O5NvdfLebIlK1nJrljNHZ7TW/a/Rdv3bdfy4nJLoO31+aEAgM5iE0IlPSTpAWutJ0nGmKck3b2RN/YigG7lTM99YxNKGEe+LclK+pZ3Rt/yzkiSjKSkM1r7metdi4AKAIiRrsfmXgTQrZzp6WZdmUR5Oa586fzXz+v818/rNb0mOZJz2erPXO9aBFQA6K04HdEyWR3kKs4ZY/av96ZeLMHtyZmexrR92kobPkal/pzP+vM/AQCISFdjcy/OAe3JmZ5G7Zfi+hs/RqUaUF/+zZcbzv8EAHQvFiHUGHNA0rmmpz1JB9Z638WLF7ccQKWtn+l5YnFOJb/U9ntGanuMSrtr9SQMAwDQA1sZm7caQKWtn+np5TzZlQ6bQR21PUal3bV6EoYBAA3ishzXVXlgq7co6aa13rS0tLTlACpt/WiT+oq6CSeh9771x7Xzsu1t94Suda1uKvMCABCQrsfmrQZQaetHm9RX1TUjRjvft1PJXcm2e0LXula31XkBAJ0ZG4NqrsaYQ5IOWmvvbnruXdba+9q89lDl4V5JJ0Nr6BoSVyS3Ja5Mbi+9UTxferN4IeqfE4Ifk/TDqBsxpOj7aNH/0XmHtXZ71I0YFoMwNl+pK7ddqSu3v6E3zr+hN7oeU3v1c0LA76fo0PfRov+j09XYHJeZ0OblPlL5DmwLa+0xScckyRhz3Fo7GWTD0B59Hx36Plr0f3SMMcejbsOQYWzuM/R9dOj7aNH/0el2bI7FnlCVl/s0D2xjkr4XQVsAAABjMwAgILEIodbaaUk7m552JU1H0BwAAIYeYzMAICixCKEVp4wx43WPx621L6zznmNBNghrou+jQ99Hi/6PDn0fPsbm/kLfR4e+jxb9H52u+j4WhYkkyRjjSrpH0ilJ45KmrbWnom0VAADDi7EZABCE2IRQAAAAAMDgi9NyXAAAAADAgIvLES0bxtKgcNX1tyQdlHSkuh+IzyI8xpgDUq1QCH0fAmPMfkmTKh9TsbNyBAV9H7BK/x6oPNwp6RT/3scfn024GJvjgbE5fIzN0QhkbLbW9tUfSY9JcusePxV1mwb5j6RDdX93VS7NP85nEfrn8LykA3WP6ftg+3u/pMfq+1fSfvo+lL4/1PT4N6r9Td/H9w+fTej9zdgcgz+MzaH3N2NzdH3f87G5H5fjTlprvbrH5yp3RdBjlX6tHUBb6fdpSR+pPMVnEYLKndbmg4Dp+2A9JOmBusf32tWKoPR9sA42Pa7eWZXo+zjjswkJY3M8MDZHgrE5Oj0fm/sqhFb+gz/X9LSn1elh9NZOSZ9v8/wYn0U4KksczjU9R98HqNLnDb9Qq3+n70Mxboz5jbrHB621L9D38cVnEzrG5ogxNoePsTlyPR+b+21PqKvyP1i9RUk3RdCWgWetnTbG3N309KTKd6H4LMIxWfkc6p+j74M1qfLZiNW7eOOSPFve+0DfB+9uSc8bY35O0p9o9a43fR9ffDYhYmyOBcbm8DE2R6vnY3NfzYSqfPevWfM/OHrI1m0srtztqG5E5rMIWOWA+HYbu+n7YI2r/Ev1lLX2BWvtn0l6oHIXlr4PWOV3zgMq/7v/oFaX+9D38cVnEzLG5ugwNkeGsTlCQYzN/RZCm6d7pfK/kAhY5T/y+6y11buvfBbB22/bVxej74N1TuW7q/W/RF+QdEj0feCMMQ9J+tPK75p7Jc1U7nzT9/HFZxMRxuZIMDZHg7E5QkGMzf0WQj21/oONqVwVDsF6UOV/6ar4LAJU+Q97usO36ftgtfufi+rSEvo+QJUZnWer/5NRudN9t6T7RN/HGZ9NdBibQ8TYHCnG5ogENTb3VQjtsNTEVedfCOgBY8whlc8gq24AH+ezCNykpHuMMYcq/T8p6W5jzEfo+2BVKu21/YVK3weut35+/QAAA0RJREFUZZlbpc/5/R9jfDbRYGyOBGNzRBibIxXI2NxXIbTiVGU9ftV4XXlm9Fjl7sd00/KH6qZwPouAWGuP1f9RuQz8U5W7TxJ9H7Tppv7dL+lY5e/0fXDqj5mQVPsd9FTlIX0fX3w2IWJsjgZjc+QYm6MRyNhsKoeK9o3K/od7tHo+zXSHtfnYosqyk+fVuMHYVbks8zSfRTgqd1sfUHnvw2P0fTgqpciry0ymq79Q6ftgVX7vHNDq751qwRX6Psb4bMLD2BwPjM3RYGyORhBjc9+FUAAAAABA/+rH5bgAAAAAgD5FCAUAAAAAhIYQCgAAAAAIDSEUAAAAABAaQigAAAAAIDSEUAAAAABAaAihQIwYYw4ZY543xtjK14+0ec332j0PAAB6j7EZ6L2RqBsAoMwY85Sk/ZLuVvnA30lJTxlj3m2tfSDSxgEAMIQYm4FgEEKBGKjcPT0g6UZrrVd5etoYc6OkJWPMn1hrX4iuhQAADBfGZiA4LMcF4uEhSUfqBjlJUuXxscr3AQBAeBibgYAQQoF4GJfU6W7qsyov/6l30BjzbGV/yrPGGLf6DWPMU8aYper3gmowAAADjrEZCAghFIiYMWa88tdTHV7iSXKbnhtXeX/KTZJ2Svp85WcdkuRaa3dYa424SwsAwKYxNgPBIoQCEbPWVge48Q4vGVd5sKv3lLXWq7z3AUnVinznJE0aYz5ijHGttdO9bzEAAIONsRkIFiEUiIdTkg52+N5BScfXea8kyVr7Z5KOqHz3dckY81jPWggAwHBhbAYCQggF4uEBSb9Rv39Eqi0H+ojWXrrTcDfWWvtZa+0OSe+SdI8xZn8A7QUAYNAxNgMBIYQCMVC5S/pnkp43xhwwxrjGmAOSnpf02TZLd94lSZWB8SGVq/Sp8t4Dldc0LxMCAAAbxNgMBIdzQoGYsNbeXSle8JDKB2O/IOneyiDYbKcx5nmV77T+adOB2Q9V7rB6ko5xhhkAAN1hbAaCYay1UbcBAAAAADAkWI4LAAAAAAgNIRQAAAAAEBpCKAAAAAAgNIRQAAAAAEBoCKEAAAAAgNAQQgEAAAAAoSGEAgAAAABCQwgFAAAAAISGEAoAAAAACM3/B4Zq98A/O9L2AAAAAElFTkSuQmCC\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": 0.496322,
     "end_time": "2020-04-01T01:27:18.355668",
     "exception": false,
     "start_time": "2020-04-01T01:27:17.859346",
     "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": 0.469922,
     "end_time": "2020-04-01T01:27:18.854363",
     "exception": false,
     "start_time": "2020-04-01T01:27:18.384441",
     "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": 0.028883,
     "end_time": "2020-04-01T01:27:18.913256",
     "exception": false,
     "start_time": "2020-04-01T01:27:18.884373",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Profiles of NO3 and Dissolved Silica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.601787,
     "end_time": "2020-04-01T01:27:19.544274",
     "exception": false,
     "start_time": "2020-04-01T01:27:18.942487",
     "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": 0.031116,
     "end_time": "2020-04-01T01:27:19.607417",
     "exception": false,
     "start_time": "2020-04-01T01:27:19.576301",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# dSi:NO3 Ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 0.399453,
     "end_time": "2020-04-01T01:27:20.045454",
     "exception": false,
     "start_time": "2020-04-01T01:27:19.646001",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb2f88f74c0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IvociRylfqaFT290O03FiGwJsyM1wCl+xpqApl1x6s0gwwvp/TeBEhxG+K8buX/2U8ikTi+J/m1KwND+KSMHSkZ/eJec7gsm0l6wVzuTqZ/v0lwDJw/JS3Clo/mo/w+YM0x8K6XUyU5/t/jhbF+6n4eFZRbNjL4VF86OIFDod+eld8rEjOJjOzzdsNMaMzKieNlKlsdv4/dVUVtapTL1IAUmX0W5NgOOFVWdhGytZ/9d3Of3bY7X4IYdL86OIFDT1j+5d8nVGcGMn164AphpjphpjZgAzczymguf3VzNs2BwFgSJ50r5gUyr1eVCNB4wD1gsxH7t/U07jlMas8xM6UyFdpPlRRApWat4berOX4x9cTmjwjcqCKWI53xFMprl0SGlJNsut7fgMEZH8i0SCNDw8C7t6HGbCUqouuRu/vxp/tZ+hN5aw+6UotBqw7n+plBl/tV9nKqRLND+KSFEYu4ZQdCrWRmErhEIPUVX1Z21UFKF87QiKiBSVUN1K7DW3wYNfw15zG6G6lYAbIK5bdyV8JAinbQJvDDxxjC+RTpnRmQoREektNv9sDfa6+fD05wCw1i1iKMUnnw3lRUSKR2MVxKLuWcCYdW9flAwQr14IsVL3cSVx+NxzjP72heldP52pEBGRYtbUVEtz8zKonUHLz0YBI2Hl2QCYL6woqiKG0kaBoIhIFww6eRRbPWsBB0ph0DnJhIrGKojHAOPeTpQwtOoLVJw7Kf1ctVEREZFi1dRUy9q1M+GNsXBPALC4c56l9OVLGHfLzUoLLVIKBEVEMkQiwXR1XtaMJVwfxjfEx/qr14MDmAR86yes71fHgEgd5Z85k63/vRqi7sRoSj2Uf+bMDq/rr/YrABQRkaLT3LzM/aShyo0BUwufGIZf9in8/oo8jUyOlgJBEZGkSCRIY+MUHCeKWXMmXHcHNgrGGKxj3UDQY2DXcTiOeyZiWHU1E+onEFoSAqD8svKDBnyRYEQ7gyIiUjTKyqbR0rIcqhqgXwxaPYDh+E8fT8UMBYHFTMViRESSwuF6HCcKJLCrx2FbrdssPmHdBxjAm4CqV/F4SgkEatKBXclxJexZG2Jz/aMHLKWdqh76ztx3OrSXEBERybemploaG8+jqamtUHFFxQzGjLmP4885heMv30tqR7BleQt/n/B3zWVFTDuCIiJJgUANHk+puyM44Q1siYEobiqMxf1/iVL6P/k9ThkzFNaMddtC7Hfa7v/TSHbsWMyEubM7nJkI14dxWh1wwGltay8hIiKSb+mzgODuAOIGgamPFRUzaFzfCLSkn7O3YS+rJ69mwgsTNJ8VIe0Iiogk+f3VVFbWMWLEfKouuZuh3xjadhQidTjegX3Pn8C6C+KEloTcthA2436A//1Ep6W0fUN8bnopgJO8LSIiUgDSZwEPcBugbFpZxyfGUVukIqVAUEQkg99fzbBhc/D7qym/rBxTasAkU0Mzgj0bc695Sj0Zf0mTj/vUXzstpR3bEWt7rCd5W0REpACUlU076G2AihkVnHjJidkXS1BbpCKl1FARkU5EIkFCW1di7Xjc4C8OeEkFg8ZnKL+snPLLynn38Sdo2fJXWH86TH6RoVecgt9f3aEwTKAmgKef+gmKiEjhSaWBNjcvo6xsWvp2e2N/NZZ+Z+9g20NhjjnlOEbdXKW00CKlQFBEpJ109dA/ToP4WLBe3D+XyR1BA2XTy9JB3vCbxxBp/CaOE8XjKaW8vC5dGCYV9FXWVaqfoIiIFLTUWcCDiUSC/GPCeTiVUeKeUhhbB6iPYDFSICh5ozL6UqjS1UOrXgHfJelS2ekzgBa2P7zdTfP0OPSv9HLCxQ8SO+8hysqm4fdXs6l+k3t+MAFOtK0wjPoJiohIMUvPkU9/BueFT7H5ojWMn6NAsBgpEJS8ONBuiUghSFcPHfc25o6bKP3JHbS+3ckDHcAx7FvlsG/VSbCtlMi/Xs2AAeMJ1IzFU6o0UBERKU5NTbWdpon6fEPg95+FO74DwI6VhqYhTeopWIRULEbyIlwf7rBbUkgiwQibFm5Sb5w+qn310LEPTehk2czSVgI0uVP4h/PTjeZTaaAj5o/QQoeIiBSVVCuJlpblrF07M91XsKmplnXrZsH/npN8pDv/NS9rztNI5WhoR1DyIlATKNjdEu1WCrjBYLoPYDVMeGEC4fow8XCcPQ174PT1tDyzCzYNb3vSkJ3pRvOA0kBFRKQoddZKYsCA8axb922sjcPkF2Dl2aTOznfaVkIKngJByYtCLprR2W5lIY1PcisSCRIO1+PbM5n9m08g9GAIm7CYFwJw4XOw+VSwHihxGHqNn/LKug6N5EVERIrJwIFV6abyqduhupXYP14Mx4Vhlx++/FsGbfsKQ780WmmhRUqBoORNoe6WZO5WmhLD/s37iQQjBTlW6VmRSJCGh2dhn62BZ/dAPJZuFWitB5ZeDBjwOpz6w36MuujKfA5XRESkW5SUBHDTPt0dv3jjKYQuHQ/7x7qLn8bB9DOc/ie1jihmOiMo0k5qt3LoFUPBwtafb6VxSqPOC/ZBobqV2Gtug99fALHSdBAIgHUgYZKtJbyU7DstX8MUERHpVm7RtGMAr/uxsQrbSnLOcz/amId3H3+CSCSYz6HKUVAgKNIJf7WfY047BpuwBVvQRnpe7O/lEPO5q59ZbPKaB0wc43MK6pyriIjI0cgsmlZZWcegk0e11UfDuBGEidHy9F5Wz1+kYLBIKRAUOYBUiiheCq6gjfS8SCTI+7Ffg8msDpqS6iloYeJqTnnkH52mxqj6rIiIFCu/v5phw+bg91cT2xFrixoMeEdEIF4Cb/0T3H4VG378l7yOVY6MzgiKHEAhF7SRnhUJRlh/17vwyLcgkWom354FXxy+uoR/BDZwQmR0VpGYdPXZVgcMDPn8EE6bfZp+j0REpOgEagJ4+nnSc5qzszR5j7soun/5KXBLPkcoR0I7giIH4a/2M2zOML1570NSAdzuXw+FRAlZS6ApXuj/6Z3wo2th3Ovp3oGZwvVhd8J0gATseGIHDTUN2h0UEZGi46/2c/KVJ7tn5RNgW45N3uMenj9p+il5G5scOQWCIiIZ0u1DgLbgr+OOoP/jJ+IZvwH3IH0pvrWTs9JAAzUBjDf7eTZmddZURESKTiQYYcvtW7KLpmHh5Pfg2h9zwteUZFiM9K8mIkUjEoz0eKpuun1IqwOOWzYbD8ljgm23yz9zJuVj6wiFlhBdPYR134hho+/gKfVQWVeJv9rP6LtGs/ZbayHhvrbxGZ01FRGRohAJRgg9+ypUNhD9fWV6LnNZKEnAWa/AiA2Ew/XqoVuE+mwgmGoSHQjU5PQXN19fV6TYpc/cRZ2sYKu7+av9nPzbd9nyQCM88xlwvGAzdwYtnuMShLYuYdCwfoTqXsY+9GXYnwDrxdnvEFoSwl/tp2JGBQPGD2DL4i20NrUy9PKhSjMWEZGCFwlGaJiyGtuaAN9oOKMBGE8qQ6bklBjxbRaeuQCWn4dvzCAYltchyxHok4FgJBKkoaEGa2MY46OqKjerGJFIkMbGKThOFI+nlMrKOgWDIl2UTtnMaOfRE0FVJBLkPf//gxOnuy0iko1z2xrrgrPDy9b/bwxbr7wL7r4NoqkWExasIfRgiPLLytPj2/ncTpyow97X9jJg/AAFgyIikldNTbU0Ny+jrGwaFRUzOtwfrg9jW627GBoDXh+bvMeCJ0G8NQyxEwAPRD3EVp4C5+byO5DukPNA0BhzFjAR2AkMttbWJq8HgIuBjcBIYIW1dmNPjCEUWoK1UQCsjRIKLclJQBYO1+M4USCRLi6hQFCka9Ipm8kdwZ5KsQyH67E2AcdF3NYRngSm1GBP3gAbRpE+LxgvgRc+mewz6MXNmXEb7dqETQequQpgpfgVwvwoIr1fU1Mta9fOBKClZTlAh2AwUBPA9DPY1rg77TmptkkJNzhsLks+0oKFeDies/FL98lpIJic5GZaa2cmby81xqy01r4CLAJusNaGU/cB03M5vp4WCNTg8ZSmdwQDgZp8D0mkaOSqnUc8HoanPws/vgoSBkoMp/znMLbcmdzxS52UNxb67Qdv3L1WAsYYbNxmBaq5CmDzJRiE+nqoqYFqrWsdsb4+P4pI7jQ3L+twu30g6K/2U1U3gdCzrxI9Zi07bx2BjcbdoxIW2rJk3MVRFUIrTrneEVxE9uR1RWpiAyZmfA6w0xhzVnIS7Fbl5ZcRCj2EtVGMKaW8/LLu/hKd8vurqays0xlB6VMOdS72cM7N+qv9Pbqb1tRUy5Znfw8/vhMSXtxmSckJLgZZ1UMdL/x1kltI5hN/Y8wtNQwY+OEOgWpv7kcZDMKUKRCNQmkp1NX1TDC4YcMG5s6d2/0vXFgKYn4Ukd6vrGxaeicwdbsz7pz7SeCTRGrcwjF7t29i170nk10+1NKvol+Pjlk65zgODz/88BE/P2eBYDK1JWsyy1jdnIqbCpMpDEwFun2i8/urqar6c14CMr+/WgFgL5SLapbF6FDnYgvt3Gxz8zJoqMpoIm/BMexetbtdyWyS93vdyqJ/m8SAgR/u8UC10NTXu0FgIuF+rK/v3kCwubmZ+fPnc88991BaWnroJxSpQpofRaT3S+3+HeyMYHuZQeGLb/2URP043JVQCx7LqbNP7dExS0fLly9n9uzZNDY2HvFr5LKP4ERgozHmrOR/X0xOcAAB3Ikt0w5gVE8Nxu+vZtiwOQrK5Kilqlm+M/cdGqc0qmF4hs7OxR7O/bk2cGAVVDWAN5UCmtwBTBzsWe6uYWhJKKuPYEpv/v2oqXF3Ar1e92NNTfe87t69e1mwYAGjRo3iZz/7GZdffjnr16/vnhcvTAU1P4pI71dRMYPKyue6FAS2N/DyNdAvCiYO3jgDvvunPrUImm+rV6/m3HPP5bzzzmPXrl38+te/PuLXymUgOBJ3QttorX3FWvsocENyJXRwJ4/vNNnYGDPDGLPSGLOyubm5B4cr0jWdFQMRV+pcbKrpevtzsW33ezDG4PMNyccw00pKAjDuTbjqTvfsn8dCKVASI+t8YHteCD0U6hDsRYIR3p33rtuTsBf+flRXu+mg8+d3T1poPB7n/vvvZ/To0Xz3u99lypQpvP7669x7770MHTq0ewZdmLplfgTNkSLScyLBCJsWbuKkky6FO26AC56Bzz3Lyeecn++h9Qnvvvsul156KWeddRarV6/mzjvv5M033+TLX/7yEb9mLs8I7gTC7c45vALMwK2E1l6nFRWSVdRqASZOnHiAd2UiudPbi4EcjUOdi/X7qzn99DtZt+7bWJtg/fqrGTBgPH5/NZFIkFBoCduirTSWXsDE8ilU+w+84hiMRKgPh6kJBA76uINxA9NjcD7/LGZUE+Xbfkz0mLXs+O1ueHU86TSY1E5h6qbjVgrFyQ72Gqc0JhvTu4/tjb8f1dVHHwBaa3n66ae58cYbefPNN6murmbp0qVMmjSpewZZ+LplfgTNkSLSfSLBCJsXbybaFOXY0cfS/LtmbMJi+sFxN17KrucnQKyE9c8nGFAX0a5gD9m5cycLFizgrrvuwuPxMGfOHG644Qb8R/heJ1MuA8HOJrNUessrdJzYhgAbenpQIkerNxcD6Q6HOhcbi+3AWgdwcJz9hEJLAGho+GesbcUC/8QvWbz1O8yeMLfTIC8YiTClsZGo41Dq8VBXWXlEwWBm4OqLTWb3ayew44EExFLvp032E5zkRwvGa7CmrWJoeqc4GQQeP/V4hs8brt+Pdl5++WWuv/56XnzxRcaMGcNjjz3GhRdeiDHm0E/uPTQ/ikhBiQQjrJ68GpJdIXb/3+70fbY1wa6nLURN1gKo5rfu9cEHH/DTn/6UhQsXsmvXLr72ta/x/e9/n1NOOaXbvkbOAkFr7SvJNJdMQ4AN1toVxphF7e4LAI/kZnQiR6evFQnpToFADcZ43N59WEKhBwHSvT7dkiwO3+Z2mt5+jcgZ8zoElvXhMFHHIQHsdxyWhEJHvCvo91fDmrE0XNCAjW5NXj14UGK8hlO+cwrxXW19lNrvFCsIzLZu3TpuuukmHn30UU466STuueceLr/8cnw+X76HlnOaH0Wk0ITrw+kgMJt12ydNfgFeOxPiBlLI+hYAACAASURBVE9pSa/LdsmnRCLBr371K+bOncuWLVv47Gc/y6JFi/jwhz/c7V8r1+0jVhhjRmY0wj2LtnLZG9vdN1KlsUX6BndHMPV5jEjkfzGmBGtj6URMDzB433IaGv6Xqqo/s4ax6VTQIRnBgwUeCoW4rLz8sIPBVCuLXT+fhI12llWXkRaaeTVuee/O98C4n2/75TYq6yq1U9yJ7du3c+utt3LffffRr18/5s2bx7XXXsvAgQPzPbR80/woIgUjUBNwo4T2waDHcc/Rf/4ZGPkOpW9ewLhLbtIc1w2stTz33HPMnj2b1157jbPPPpslS5ZQ012V2DqR00DQWjvTGDPbGBPGXdG8IeNMxBXAxcaYjbgH52fmcmwikh9updDsfkR7972JwcOAAZXs2fsqFpsOv6yN8mroWc7bFiPqOHiNwdCWpQkQt5b6cPiwAsFIJEjDw7Owq8fBOgfo7HzaAXYGLdhU+qhtS5MZNmeYJsekPXv2cMcdd/CDH/yADz74gBkzZvC9732Pk046Kd9DKwiaH0WkkPir/Yy5ewxrZ67Nut7vzCitI99xb4xbw/B/uwp/hea5o7Vq1Spmz57Nn/70J0aOHMkjjzzC9OnTe/yYRK53BLHWLj7A9TDJA+4i0ne4BVr64Tj7SQWEbgc/h71736C5/79Stu+JjFDRsjZ6TDoV1LE2eZX0c0s9HmoCXUtTaaptonlZM4mRG7AP3QYxH5iEWzHUSYefGa9OxrW2ojGmxKR3BHtjUZgjFY/HeeCBB/je977Htm3bmDZtGrfddhtjxozJ99AKjuZHESkku1fvTrfUTWltOBau/imDHvgVQ6d+/IjaT0ibd955h5tvvpnf/OY3nHDCCfzkJz9h5syZOeudm/NAUEQkU6pAy+bNi2ne8SSmXTB4kncXCbJ73Zwe+yulnklZO4Jxa/Eaw2eHDKE8mSoaCUY6pGZGghFCS0JEW7cR67eZXfeegjvLnYy7r+ilY2ed1EzYLl3UWE69/jRKAm3nI3pDKmgw6DaHr6k58oqg1lqefPJJbrzxRt5++23OOeccHn/8caq7s+O8iIj0iEgwwtb7t3beNSnuofTx71Bx2ficj6u32LFjB//1X//F3XffTUlJCTfffDOzZ8/muOOOy+k4FAiKSEHYufMPeLDpOccttllC2bFD2b7bZKeH7nqG5049l4b4qVRGfw8G1tnRHGd28ev3Y+whwuK6T3DVd0ZADCiBoZcPZdCEQaz7z3XY1mRQZ4bStrNnkxt8CbCetmud7gK2XSsJlDBszjCAdP/Ava/tJbQkBED5ZeX4q/2dBqWFKBiEKVMgGnWbxB9Jf8CXXnqJ66+/npdeeokPfehDPPHEE3zhC1/oa5VARUSKUiQSZP1d70K8rX+rN+AlEU6kb3+w9oM8jKz47du3jx//+Mf893//N3v27OEb3/gG8+bN4+STT87LeBQIikjehcP1WBsD2sIvd08uwfbtD6evp70xFh5Zx/jxD+GMbQTcOvv2jbH8Z0MVTlUD9jfDsNHhGAzELFvv/QdbPSYj3dOAbZf6OXIDxH2w+VSw3vZflbbGgcldy4wU0Egwkt03MCn0YIjRPx3N+qvXpyuIVtZVFmwwWF/vBoGJhPuxvr7rgeDbb7/NnDlzePzxxykvL+e+++7jG9/4BiUlmmpERIpBJBKksXEKzqY5QDmpedBX5ksGgu78t2/tHiJB9Q7sqkQiwS9/+UtuueUW/vGPf/D5z3+ehQsXMm7cuLyOS7OziORdIFCDG2S5q41t4Vei44PfGIu99nYSMR/4LoDbr3WvP/dpzLPnY+NevNZi8bYL4zzgtEvv9CZg+u+gYQKsGwMbRrdddxLJYDBT8rmD34exbzH6ln9JT4JZfQMznxGzNC9rdu9LFH6/pSFDwOMBa90dwa4UKwuFQnz/+9/n5z//Occeeyy33nor11xzDQMGDOjx8YqISPcJh+txXhsF//ex5BU3E2b/urZz/GDASbDlqeX4q6d3/kICuMck/vCHP3DjjTfy+uuv89GPfpRf//rXTJ48Od9DAzoehBERyalUy4ZTT70W93xeKnzz0OlaVUOVW9DF8bof75oFV/0Inv48xHwY680IAg9Q3CVVZ/Szf4CZ98PodZBIpYMacDxwwTPw+afgnBch0JLxPGDnEHipmvd+GEqng6b6Brb/q2p8hrJpZe59Xgq6kExtLXzrWxCLuYHglVcefDdw9+7dzJs3j9NPP53777+fb37zm2zYsIG5c+cqCBQRKUK+tZPhl1+DeGo+zpxHU5874IvT+k9/pKm2icbzGmmqbcr5WAvd3//+d/7lX/6FCy64gP3797N06VL+9re/FUwQCNoRFCkKxXK+7HClU1CcKB5PKWPG/IxYbAc+3xBisR0EAjXs3fsazc3LGDiwik3PPovZdiJ4E+66pOPBvPUhUpOVTaZtmnYBoCUBeNOFaCAO/eJw3nJ4+nPw+88ln5WsQFoSx5y3HMatcdNQr/xE+rVcHnAM+5YPoeF/G6j6cxX+an+6b6BviI8df9xBtCnK0MuHUjGjggHjBxTcv2EwCEuWuJ9PmAD/8R9uAAjux9tvhwsv7BgMxmIx7r//fubNm8f27duZPn06CxYsYPTo0bn9BkREpNtEghHW/2sCWj/iTgLtKoamb3gcmHUXx4YuZe0NbnuJluXugmnFjIqcjrkQbdiwgZtuuonf/e53lJWVcddddzFjxgx8GT2PC4UCQZEClz57VgTnyw5XOFyP40SBBI4TJRbbwbBhc7Ie4/dXU1Exg0gwwpbrPoMTtVivgxnzNp63zwDrTReSaR8AplYvTfl27LaT3FRPk4CPvAJf+6X7sB9/B2s9yedaGPYuXP9D7Lg17rN/86WM4jEdX9tGbTrVM/VfJBhJnwnc+9peBowfkL6vUASD8M//DK2t7m1j2oLAlEQi+4ygtZbHH3+cOXPmsHbtWiZPnsxTTz3Fxz72MUREpLhlHXHwJOe8DlVD3esDnE8Rq/snoCV9T/Oy5j4dCDY3NzN//nzuvfdefD4fc+fO5brrrst5JdDDodRQkQITCUbYtHBTOuUw/Yc543xZb+H2ECwFvHg8pcmzgp0L14chZvA4HjyOF8+Yd6AkDiSSIVzq/yBz5rKAHbUeSmPgtZh+cOLsBIM+PpD+676CTXjSAaQF7KlbMA1VmDfGuruFf/0k2cui7VtIwP7N+9P/XqmxFvq/2ZIlbUEgdAwCwT0rmDoj+Je//IVJkyYxbdo0SkpKeOqpp6ivr1cQKCLSS6SPOHjBeE3nrSNMAnxx9o7+HwZ+dlfWXWXTynIz0AKzd+9eFixYwKhRo/jZz37G17/+ddavX8+tt95a0EEgaEdQpKB0tvuX+sOculao58uORKqHYDhcnw4CN21aSCBQg9+fnY+Y+XPwlno5+V++wJZno+5WljeOGbaJ2M4R+E4ZwAmjBvL+M+9DHIzPYcflYU6cXcJpb4x0f35j+9PYOB9n9D6M72xszOeGgt4EvPwx7EuTwBfDlG9NfvXMQLBdT0HHsLV2K9t+uS29W1vo/2bBIDzwwKEf5/HAu+++yaJFc3jyySepqKjg/vvv56tf/aoqgYqI9DKpIw6hJSGioSg7ntqRHQwaC6dthuqXYPWZxM9vYMx902he1kzZtLI+txsYj8f5xS9+wS233MLWrVu58MILWbhwIR/60IfyPbQu00wuUkCydpJaHd6d9y7D5w1Pnz0rpPNl3cXvr8bvryYSCdLw8Czs6nGYCUupuuTudDCYagJ//HnHU1peSvll5e4uW+KdZExmGHrJGZzx/U+mXzf7XOUU9+IX3A+bNiVTUse9Dj+6Fp6b2jbXPXMBxvFC1MKW05IXMwvNZAaESQ44+x1CS0LpFNBC/jdbssQtCJPJ44EvfAFWroT33gPYSiIxj0suuZ+BAwewYMECrr76avr375+PIYuISI5s++W2Dq2QALfl0qbh7n/GIfSwl/K6AX0uALTW8vTTT3PjjTfy5ptvUl1dzdKlS5k0aVK+h3bYFAiKFJD0TlLyD3DLihYiL0aorKtMNy3vrUJ1K7HX3AYxH9YbZ/1Lmzh91lgAGv65IdkEHvDCoAmD2u26eSn/zJlZr3ewM3k+3xCM8WCthXGvY8a9Drh9CM3y8yBm3ZVPJ1UxLbUD2D4YpO2ahdADoXQD+UI7E5gpFOp4zeeD88+HwYN384tf/ADHuR1rY0yf/m3uvvu7lJX1zZQfEZHeKFWxu30GzoFaIbky5kDrxUYp6HZIPeHll1/m+uuv58UXX2TMmDE89thjXHjhhRjTvu9wcVAgKFJAUjtJ7857l5YVLe5OU4H3nes2jVUQi7ptIRwPu39dTuNjjZz01ZOw0YzAKwFrv7mWMfeMyarSmTqHd6ifUyQSZP36q7E2TvsDEAawn37OnepGr4O7v50MCoGEt+3xH1oDaz/kjjUja9TGbHpXsFAFg/D733e8Ho/HmDWrlnj8+0Azo0Z9iYULFzB9+qicj1FERHpO+4rdp7c+T2zlKQRqAviG+DAe4y6UOoAHTInBxm1GcOgGPYV49KGnrFu3jptuuolHH32Uk046iXvuuYfLL7+8ICuBHg4FglKQemu7hK7wV/sZPm84kRcjBXvGrCeUf+ZMQj9Yjd1v3fQT6wbBAKbUtO0IAjiwbtY6ql6oIlATaNsx9MCp153KqEUHDl7aKpW2OwWfbFRPzAe+mNta4vZr4blPu/evGwVvjXM/f2ucOwgOcJi+gNXXQzyeecUCj5JI3ASsB2rweBZz+eVnM119gkVEil773b+sit2vjWLddfuxsXfcADBu3WnBA6fOPpWSQAmBmgB7X9vL2m+uzdopPOGiE3r9e7Tt27dz6623ct9999GvXz++973vcd111zFw4MB8D61bKBCUgtOb2yV0VaGfMesOqWDfN8RHbEeMQE2AqroJhJaECD0UwsYtnlIP5ZeVU35ZORtv3EjkhbbKnDbhtm3Yv3l/W5DowJbFWzh21LFUzKjodEEhEKjBmBKsTWSMxkv0tSn4Yj73fGDMYhuqMFUNsPw8iPqSLSSgbQvQ07ZSam2yMI2h/LLyXPz4jkgwCJs3Z155AZgNvIwxH8brfQbHOZ9+/Uy6WqiIiBSv9rt/lZV16YrdjhPFNH4EG/NCwp1X0xzYt3Yf4x8fn77kO9FHLNR2wHz7w9sJTA70yjOCe/bs4Y477uAHP/gBH3zwATNmzOCWW26hvLxw5/gjoUBQCk5npfd7YyB0KIV8xuxopYP91GF0D3j6uUH/GfecQfll5YSWtB1k81f7GfyZwURejGTVavEN8bF/8/4Or7/1ga0MGD+A1ZNXQ9x9/VPv8FJy4V8IBGooL/86TVvvS7egL/EOovSsdcR9Fm8sDr64GwQ2VLk7hDaVFmrIPCt4zMhjOO360wqyWXx7waDbCiIaBVgD3Ag8DZzMhAkP8pOfXIbX66W+3n1c+ybyIiJSfNr36w2H6xk2bE66Yrdv+mTW/yqBs9/pkOESbYoC7pzdUNOQfUwjqbf1DozH4zzwwAPMmzePUCjERRddxG233cYZZ5yR76H1CAWCknOHSvss9NL7XdWX01sPpcNhdMetkpoZ9G/75TacqJNuyxCoCeA5pq2QDhbWX72ek688Obu7A7DnlT1suHGDGwQmX3/Ld1qh5Nd4xs+n2f91jsODhwQeIJ4IY8Y8S8ntm9nzxlcYOO4RGLcGNo5wi8aYRHJHMIHbftUNBvdv/IB1V71F+cNvUP6tifj9hVvQZ8kSiEabgO8BDwKDgIXAVfzHfxzLOee4j1MAKCLSe2Tu/mX2601V7GYYDKiLsGXxFt5/4v2s55YESmhqqmXzb5qwsU+RVS07qbf0DrTW8uSTTzJnzhzeeustJk2axLJly/jEJz6R76H1KDWUl5xK7QS9M/cdGqc0ZjXhTkmlRY6YP6Jo00K78n32ZemmtZlziuPu8EWCEd6d964b8LXbFa6sq2TQxEHu4y04HzhsuX1Lh1VMm7Ds39hup9B64Bf/jvPaSAIttXje+BDm4a/AG2PbhjFuDYGv/NhtK/HGWLdYTCJ578T/g4mr4P/7DaWTQm5w6Bhs1GHrH1+msXEKkUiwB35aRy8SifDyyzcDpwNLgKuADbi7gseybFk+RyciIj0l1a936M4fcVLdc7BmbKeP2/nczg7X9qwLsXbtTPafsRRKUmfr3Qm33/B+jLlvTK/YDQwGg3zyk5/k3/7t3wB44oknePHFF3t9EAjaEZQc60raZ2/YSctXemuh/+xS/QABTr7yZJofa2b/+mTA5oHdq3ez/ur12SmjpR58Q3xsWrgJ3xAfe1bvyX7RBB2YUsNJXzmJLYu3JK8k0zlXfgReOxPPrLsxP70SGy+Bkjj2R9/BjFsDQDz+vvv4hir3bCBesBZWftS93lhJyZwXia483q0o6otD1ep0yk1mGe58i0aj3HvvvcyfP5/3338fj+fLOM4CYETW46ZNy8/4RETk6HQ27zfVNmU1ed/7yDBCs6JYJ8G2HzRSWVcJkH5euD7szrvteGpWuZ+MWwNX/hR+9B23mJs3zrBaHxXnFmcQWFsLy5bBpElv09Awh8cff5zy8nLuu+8+vvGNb1BS0nfCo77znUpBOFTaZ28pFJOP9NZ0Dn/MYnyGqvqqgvrZHeyMAYDxGKKhaFsQaOD4qcfjK/O1VSrzcIDeRmD6GQafPzjdcN5f7eeDtR8kU11SuaNuIRjzh/OxMR8Gg4354Ldfwh7f4r7OecvdSa+qAbwk00szCsTESuHt4Zg7bsKuHgtVq2HcW3g8/dIpN/nmOA5Lly7lpptuYuPGjUyZMoVFixYRjX6EJUvggQfchvLGwPXXw4wZ+R6xiIgcrkgwwupPrnYXRL0w4cUJbnXPmWsBaFnewgcbPuC9H73nVgPFPYaRLsoWtZhSw+ifjHYrhjpt8/Nxk4/Df3OELVtwM2SWTUsekTCQMGz95RYqzs3993w0gkG4+GJ4770Q8H2WL/85/fody6233so111zDgAED8j3EnFMgKDl1qGqYXd1JK/Sdr3xU/QwtCaWDLBstvH524fowNnbgXgs2Ydn5zM62QM9CdFuUluUtbQ86QBDoDXjpP6Y//cf0pyTQ9mft1NmnsvO5nRnBpVsIxg7JPgfBXyZhUpnyz57vrnqOW8Nxc19h9399tMO4+/cfwxmX3E34c/X4fJOJxXZ0aMqbL3/+85+ZPXs2K1eupLz8TO6441muvvrT6Wa31dVw2WWoKIyISJF7+1tvt2XFJGB1zWqIZj9m6+/WYhPHpm8bj2HflhC21V1xta2W3at3M/ru0az79jpswuLp56H8ux+w/h8/dYPA79zhLoJmKC0trt3ASy+Fhx/eDdwO/BBoBb7Jxz8+l7lzT8zv4PKo1weC7XunSP4drBpmZiPTA+2kFcuuYWffZ2ctEwpx7Eers0DdN8R38J57lvSKZcrexr1d+nqJcILd/7eb3f+3Gwx4jmn7vaisqyS0JMT2t5aTGLTR7Q+4cQT2pU9grQeDSQaBybOAsRL4xVfh679h1FXnwLlj2bx4Mzue2gGOxfQznHpFJX6/v6D+prz22mvceOON/OEPf+Ckk07F5/sl27dfwpw5XtaudYO/VNBXXa0AUHKvqamW5uZllJVNo6JC29AiR6Optol9DfuyL0bbP8oSP+FV2FoJsWPAwKDzILKlEWhrC9G8rJlBEwZR9b9V6bk7tHUJzk+/6fbQjfloO9RvwWM57YrKnvvmulEwCLNnx/jLX+4H5gHbgenAAmA0X/lKPkeXf706EOysd0ohvXGTbJFghPVXr8cmLMZjOP3O0zsNkoq1vcTBWiZ0dfwH2wktv6w8K9UjX/3sDhSox3bE2lI7DfQb1o/Wd1uzn3yYzdn7j+0PFva9mTEZJhvRh5aE0kG3W4H0w1AyGjt6Hfz0Soz1ZrxSZtlRD6w6G/PGR2GCe6i+5bnkrqTXMOT8Ew5vkD3svffe45ZbbuEXv/gFfr+fWbMW8/LLV7J9+zFYC62tcO+98OCD7i6gAkDJh6amWtaunQlAS8tyAAWD0iP6woJDU22Te2SiSwzcfj2DgjezZ+lQdv3RATILxljizXHWzlzLmPvGMGzOMCLBCFu/PB6iH856XDoY/PDrMPZYoDAnlNpa9whEv36Wl156nERiDrAWmAw8BXwMgI9+VEcjenUg2FnvFAWChSuzpYA11g0cOpF5/s54Dfs37ycSjBR8MNhpy4TDCGQPtRPqr/ZT9eeqvKfMZgXqrQ7vznuX4fOGEw/H048xJYb+Y/rTuqk1uz3fYdr39j5OvfbU7EAw2eQ99GAovahgE9at8Ek/9rxwPgOT5wNdFmscjMfS/4xB7HtrX7IaqPu9AFn/bu8/+T47n9uZ953ocDjMokWLuPPOO3Ech2uuuYZzz72JL3xhcLJXYLZo1G0hoUBQ8qG5eVmH2731TbrkT29fcEgVXNv6860HPCrRweQX8YzfwMDtJ7M74Va7bmsakBHcARuu38COP+6gtLwUYpC1C5j58fWxhOpW4r+osCaUYBAWL4YnngD4CzAbCOIGvk8BFwAGjwe+/GX41a/yN9ZC0asDwQP1TpHC1NUCK5npfqGH3D+IqV5zhRwMpr+/A1TEPFTw1pWd0Hw0oW+/S9n++2xZ0ULLn1raevoBNmazz/4dQRAIgOP2ORpz3xialzXjK/MRa47h6e9hx9M7IIF7+N0AHovxWXafvo2BK8dCspm88Sbgs88w5CsDOG3Y9VnBdup30JQkg8nkWJ39+duJbm1t5Z577mH+/Pm0tLRwySWXMH/+fIYPH843v0mnQaBIvpWVTUu/MU/dFuluB1twKNadwswjJWu/tbbTStlpqaybUigtKyXwxTjeSZ+GutkkNgwBuz258NrWDzdTYleCHU/sSLbLddrdn/G544HGKrioe77H7lBbC7NmQTz+JjAHeBKoAO4Hvkoq5PF64cUXtSia0qsDwVTvFJ0RLA6HU2DFX+13i4/EbdGkiGZ+f6kzgr4hPrddQhfOO+ajEumhHGiXsrKuknfnvesGew5dX7k8TKbUpH9XBowfkB6L8Ro3eLM2+bUd8DjwrTsZussP5lNgvUAC57PP4LnmZ5w2oR6/v/PfwcHnD3YnxxSbPPOYQ47j8Nvf/pb/vPFGdmzZwj9NnsyKO+9kwoQJgLsS+tBD2c/xJYcYj0NpqXtOUCQfUm+8i/GNuBSPAy04FOJO4YYbNtD8WDNlF5Vx7KhjsxYzU20fIsEIDZMbOpyfP6DUXBuF6D+ibL8bzL1nYqMJNwjMkkrF6dgkHqf99czPLXg8lH/mzC5+pz0vGIRZs7YSj8/DDfwG4J4BvBroD7jz4eWXZ5+Xl14eCIIbDCoAzJ/Dre55ODtagZqA+2bfsZgSUxCB0aG0//42LdzU5fOO+ahEejBZjd+dtjRQX5mPXS/vwje45wOlU646BX+1v8NYLJahVwxl/8b9tKzY6a5eWgd2+TFVDVAaw8bA8UHJxDMo//MK6DcWqjv+G0WCEaJNHbfZDpS63BPq6uqYPXs2r7zyCowaBYsX8+bZZ/P3k05iQvIx9fVuwJfy0Y/CnXe23acKoZJvFRUz8v7mW3q3Ay04vPfenVmPe++9O/P6u7jhhg3pPrdt/W7btCxvYcMNG/AO9HY9COxM3K3I3XnWjQVPHJwSOg0Gs9JCbcY1w5h7xuT9PUjK7t27ufnmHxCP345bLefbwHeBMgBKSuD//T8FgAeS00DQGHMWELbWbjTGjARmWmtvSN4XAC4GNgIjgRXW2o25HJ90r6Ot7tmlILJd2nqxOdxdvnykfnamQ+Ebg5sGmpHuuZ/9HZ5n+hvsvu77x9rTsKfTIjzGl6Dk/Jc5Jh7BvDAOG01gfXE3CBz3Jtwxh4ptP2HQyaNYf7WPrdG2Jrvtg8D0a2d+H/1ys/Dw6quvcsMNN/Dss89y2mmn8eEFC3j94x8Hj3u+Y1lzMzMq3BLeNTXurl806n68887sKqFS2Hrz/FisKXlSnDpfcGgf6HQW+ORO82PNh3xMIpwgET5YHuiBZBy89xiMz7gtkJz2jwE87a9D26SeuSuY8fPywoDx+e+3F41Gqa2t5dZbb6W5uRmv92IcZwElJadz110wfrwWQbsi1zuCU4GZxpjBwArgioz7FgE3WGvDAMaYpbj1XaVIHU11z64EkeH6cHqlyyZswaeGdqbQdvm6KqvwjXFTNG3roQO87gwCAcqmlbljyQgC+cgq7Cfr2fL0cVDVCD/08GrDpUSqNvCxcW9TCphxaxh04Zs037kRJzos/TuaqjSa+rfI+j49MGjiIAaeNTDdsL6nbN68mblz5/I///M/BAIBfvjDHzJr1iyW7NzJzLVtleKmlZWlP6+uhro6TXxFrFfOj4WYkid9zymnXJX+PUzdTsnHQsWxI49l//qOi6UHdoAUzgNyj0MM+a9NnFbzRcL1YeLhONt+vY3oe1HSgV68feZO6uukAsH21dwMOOS1T7G1lkcffZSbbrqJ9evX86lPfYrFixezbNlHeewxuOiitkqgmgcPLdeB4EZr7agD3DcxNckl7TTGnGWtfSUXA5PudzRn2roSRBbimbkjUSi7fIeSuUPbviBMV4LAbuGBE798YvoMxYAvbWLzz9aAk/yz4ljw74C7Z7l9j3wx7O3XMvaSm3iGz+JNTmzWxlm37tvYYWdAyQ+AYzBe47bfiNv04kP737EDtTTpLi0tLSxcuJCf/OQnAFx33XXMmTOH448/HiC9+7esuZlpZWXp2ynqD1jUeuX8qGqhUggyU0Z9vrKs38uuLFSkgsWBA6soKQkcsO7EgTKZIpEgobqV0FhF+WfOzKqi3TXtq3e2DwpTu3jJ65Nego+vonT/NQAMmzMMgPiuOFvv3drxNb0JSKT66WamgkKHlCsLVbgingAAIABJREFUoQdCPb4g2pkXXniB2bNn8/LLLzNu3DiefvppBg/+HJdeali3zn3M4sXuCYq+3haiqwrijKAxZiqws93lMO4KacFPdNK5o9nt6kqQl+/dtMM9/1jMOtuhrayr5M3L3jzMVU2OuFUEAA5s/+12xvxsDDv+tp61//MibKmgbTsQqJvifrRebMxiGqow497CADF8eInDmrHY1WdC1Wq4/XqO33Qdx+z+uFuSO2PxYdicYTn5Hdu/fz933303CxYsIBwO8+///u/Mnz+f0047rcNjZ1RUdAgApfcq9vlR1UKlJ0UiwS4XBEwFeJmBn8+X3W+3syqjPl8Z27c/nH6O237gmHRv6tQY9v4fbP/3j0DMiymF8ofXUD5lIv/4x91s//NquPZ2iEXZuvBv4HiB9r1sUzJ3/zrZCfQaRswfwTs3vdP2GI8D417DJPyYzy3n2LFe9n3rKra2JggtbGD0XaOpmFHh9ht+0O03nCVhwZNIjiszLbTzwNPGbM52BYNBeOSRNaxadSN/+cvTDBhwMjU1DzB//lfxer2ccw447dJbly1TINhVOQ8Ek+cgBuOec1iZXNEM4E5smXYAB1odlSJxpLtdXQ3yUq8fCUZ4+5tvA+Rklaqptol1316HTdjDbgpfDNoHuZ3t0AZqApRWlB5eIJiaS1IlrjPvSp1jyNLJJJSAtd98K9kL6RPtHmvcD1531w9fnETVq8Tw8Ubp55k2/EpO+NtbhK4d506Evkvh2/dxzICRlJy8HUr2gy2Bkji+ie8Bw3psxzYYifCnnTuJPv88v1iwgM2bN3PeeeexaNEiKisrD/7cYFsKKCgdtLfojfOjqoVKT4lEgjQ2Tkm3CEsFZgfTfoc6Fgtl3W5tfY+mplqArFTSbDbdmxpIjmE/LP8yxD4KjhcbjbP1j39j69ZaaDgTtn0aoj63WrUD2emXne32dRaAudcmvDiBva/tbfccC2+cifXFsMNeY+9fq2C/A9aDdSzrZq1jwPgBbr/h+irevrKBfasydxENDF8PG8dkv2bW1879ucqnnmrioou+RyLxIDAQY25j796rqK/vz9SpcP75HYNAgGlab+qyXAeCr2QecDfGPG+MmY478bXXfuJLPWcGMAPodLVceo+uvgGPBCM01DSkV7hCD4Wo+nNVjwVmkWCEdbPWpSt5Oa2F37ricHS2+9d+h9Y3xJf1Mz8YzyAPzh4nO9ukk6dZp/2kk+z/9+FX4bVKsibL9ETaCa+Fq+6EXX4SVa/yzLgRLOc/uGr455hUUcGmt8dgY++4rxHzwI+vYqtNYHwJ+LfHYP3pMPlFYmM+AUzqyo/ssAUjEWruv5/ovffC+vWMOfNMnn/gAaZOnXro5wZhyhS3KExJCVgLiYRbIKauTsFgETvq+TH5vIKbI1UtVHpCOFyP40SBRDowO1Qg2H6Hur19+9awdu1M+vf/p4O8iifdm7ptDBaqGsAXg5h1i5MdF8F+54eYmM+9H0/GRzjwhHjgILDf14Mw9hh2LxlMW3DmuAGm9UDMQkOVOxaPAwk3yLNOWx0Ff7WfkrO3wCsVbV/K48C2ioyv20lQ6k0OPe4u3JZflr2b2p127drF4v+fvTOPj6o82//3OTOTACHMQAgMYQlLApoICRWtqRqjsoiKUqnaVzSuoOICFaulLuV9LVKpWFywioqCiFZ/tMqismkMaloEM2xBSQQDSAZDyAxhSebMnOf3x5k9kw0CBnuuz8ePmZlznvOcc4a5z/Xc931ds2Yxa9Yz+Hxe4D7gUaTsGtymrg6Ki+vvO3KkkQ1sCZSmN2k9xFA524muhBZd9gL6KmisMeZJKYdJKYclhwklGPjvhavAFZFJkh79B++kHi+MtAjT6WFd0VxEZP/8lhAAWWuz6PdEP7LWZqFWqU2TQL+ITPfx3WNztkAFigKdcjtFZgiFgHOK4fnJiLsWgjlqxVRohJiljBiz0+PFMOZDxPjFmIDB/xjJY5V9GaUuwO0uwjJsr076TCBMin5cH0iPCd67Dr4+G+beg2VHbksvXbNQXFxM/pgxeB58EA4fRjzyCPnvv98sEgh69s/j0cmfxwOqGvq7oOCkTNnAKUBrxEf/OEaMNPBfAZstD0WJA0xBYtYUUlImMnDgy3TuPJJu3cY3smVk0IqPT0UIMx06nEm/fn8OZh9Dc9Afp+XIlcgrVsDsqWil6aAGPlNC44pwERYNOhyGIQ64YF3MYwdj3PBV1OU/SvFbd1Ex/wf/JxLMPqRZ1a0gLF6dBGaW6AuiJi8oGkq83mLjLnLz1eilHHqpJ0j/cVL26hYSRzpGHq/e9ZD0uL0H/Wb0I7vg5Cy2ezwennvuOQYMGMCMGTPIyxuLyfQNMAfoWm/78nLdID6A8eNh5cpWn9bPGj91j+B36OUtO6kf2JL8nxsw0ChseTa9rNBPTAIm4ycLliRL6HfaBOkvpP9ssoFAPSGY6jXVuNe5yVqbFWw4B3QiF6ZsrSQotE9vT6fzOmHuZOaw4zAdszviPeStH9dMMPDFgahVavBehWcYRZwgfcZ5qAM92Gx5OLd08Te4CxBeGFQK3wwiEFw7ZHSg9pcd2HSlhV+cl41S1g5tywCY+lf6q3Hwuodds9+CzD8h4hTk0+mITWfTK/N2fpgmdRN6IZCa2Z8pNFH5dEcSOrpb7d6Wl5fz6KOPsmjRIjp17ox50iS0q68mvl07LukSK+kTG+E2EdEZwUCpqIGfBYz4aMBAI7Bac8jKWtvsHsEAojPUgf6/cARURSsrl+D1uqipWQ/A0aPbOXJkG6mp0yLmsPvFEqoe76f32sV5+c+oarrTl77BEf2ZNeEDs1d/7VPAIun08ofUvjMYz4osPz2UYR16MhQ+xy7Vxyg+C7z+zKLwIUd/CKNWoTl+gZL9tU4CAcasgP67iN/+a7pc0p0jh03suLIOPB0j5iRcKX7qFy4UoxCx0Kr4EHGmk9Z6I6Xk3Xff5Y9//CM7d+7kkksu4amnnmLYsGHMmweTJulxLhbOPhvGjjXaI44Xp4wI+hveH5ZSjgh7ewCwUUq5RgjxVNQuNuAfp2p+Bk4NTobASqDm3blQr/U/mT2C7iI3pfeXhgiQaBt+Oq2JQH9m2ZQyar6q0c3io5RbrTlWBr44kB2TdgSvhXZM49i3x+h5d0/KppSh1Wm6r2BgMdQEaHoGNX2u3rgejtj30F+ame9m/4L9OmGLM5OYl8ihMj2bp8QrqHN6cVl8GR5NI64snpd6vsPRNzczSLXoZvKqGRxZkLkNKQVkbkVmbsfcbxBZ507CVeDCkmQJzjuaAJ/I9+ngwYM8+eSTPPf880ghuHHKFJ7/05/YLgQFLhd5Nhs51uaPH20TAUaP4OkOIz4aMHB8sFpzmk0AYyEjYxE2W25QFEZVKyN6WVNSJlJYGBnjDxz4V/DvffvmUbHm39Q8fhN4hU6l6iTnOHzsT98CDPHTOhAmH1y+AjlqFcLSE9MPz7OjnYcBs/JhS11Drn36K8Wrl3xmlgRLUKUq9QzgqFWIzBK0zG8wmayRhCmzhLrMb6lYNpqKhXbwdCVasU1avEA8kZnAsIzlBV/S9YJB9L5q5El5tiooKOChhx7iq6++YvDgwXz00UeMGjUKIfSrMHGiXgL60kux97/9dqMU9ERwKjOCG9C9kMIxTEoZ6MbdKYToH1Ye0/90kMY20HycqMF8+DjRZPJUWTC4ClyRJZE+Tml/YGNEOvozd5H7hMjx4U2HQ5WYMcpfUyamkDA4ge+nf0/1muogYaxcUhny3oOgqnWPCT1o16cdliQLNcU1fHv3txHzauwehosH6YRNAU1DU8A0syeFA1U8uzR8gEfTeOtwKmdlFzEovF8j2+EfTc8iBkqJrKmh48Y6n+O9v7W1tTz//PM8+eSTuN1ulFGjkLfeyhK7nUlCkGO1togAhiPaJsIggKc9jPhowMBPhKZ6WE2mTmhb+gZ770zZerV20CNz3Q3+DJ0/w4YJpVM1PQ5ZQWgIaUJDQ1y+AvnAHADWbBtBraOCy5YGwqxE+HOBwk8DZfATDWHxQvZmXR87swSeeQiKhyCyi5GZJfr7287AF+gPDGQFAbnsMsQzD8SQe/EH+Bo/FRB+sbXw7GWcCr/9B4lX3oA1tXWtS7du3cof/vAHVqxYQa9evXjjjTe48cYbWb/exF/+ErnQOXQoKEqkMIzdDv/7vwYJPFGcMiIopXQJIQ76G9lBX+0M/1ZNAK4TQuxEV0xrSK7JwGmKEzGYD6C1yGRj4zeWsbTl2SLM04Xl1PUHNnbu0Z+lzUmj9P7S4Dyd850tqul3FbiCYjgIsN8Wm0hac6wkP3iY6s9q9ayb2UvHyw/hXhcqLQUQ5lBj+fEK+1hzrJRkwI4Z39PHo+ltgmgs3baB9GsvJE5R9IygojAuOZmPMlV8s3+P4hiCku2AzO0IEUd6+vOoalXMUiJrjpW+0/viXuc+bn9Kn8/HW2+9xWOPPcbu3bsZPXo0afffz4vt2qGhE9UCl6tBEhiuCGoQvP8OGPHRgIG2C3vVU+yZ2g1UC9Ki4ntzDxCmQNrJDREkzgeHrIhsBzJORapAnJkfr0nAQ0+2bfsNF00dS1xduPNfbBJYk+ilLP8IvYb8i+SBW4O5vCPDutAh4x+A7kcotmUgps7WlUkVCRevBVdntNxCRGGunwQGjhHVA6j5+xdluECMgGEOuPkNlMHfYdmRS/ni8lap5vqgpIQ/PP443/zrX8TFd2TSpKd4+un7aN++fVAMra5O56VC6NOKi4O//13/b+dOGDMGFi06oWkY8OOU9gj6VzBjrmL6zXLnncr5GDi1aA0D+NYgkw2hOSTTmmMl+9NTU4YajcbOPfqzyiWVEZlLqcoWXavoexUgcbGyjOrAQvj1Llh3IVy4DvPYfmSdOwnnQicVr+q+fIG4U0/Yp05SNqWsnlF7gJBbhu1FHViIzZZHCRlcumkTA1I1Zps1LFJfJR2V9WfKq25gbdakYKllBiUM5HlkpgeRuRUhzNjtd5KYOLRBEhjA8fpTfuly8crSpXzx179SunUrZ599Nq+//jqXXHIJRW43r27aFCSqSXttzFzsX/HMcLPQqV/ToQfsTBlhxeMxVED/22DERwMG2ibM2y4CdSdoAqnCukVJiK3fknL2eKo7rYJDVj1rh0knWmZ0EphZArOncvTbu7jgf/Ipycjm0k0jGefQsKihLjyI6gX0QxMaVy+1YMLGk5SQTKios/3RwpDgJ+jZyoA9hU/CmpE6+dtwDmLYf6KOEcgNNuQXKEGBgf4+fcuOXMqu9qF5dp1YNZfbzf3/938snDtXT+2NG4fn2huZN+MitAfak5+vL4LW1oZxUj88Hqiqiq0SauDE8FOLxRg4TXE8vX6tYQDfGmSyITSXZJ6qMtRoNHbu0Z8lj0vG9ZmrwcxlU/cv1r1yF7lxXOyol2X0rr8A3jlP3/Gd/8F7nhnrZN17MNBrLn0yOFa4sA9AzfoaHBc7gpnBcEKOuRZmL0aI96go+zMDBnRgayZ8PHs1Vzp2o2Q7MGWWMKDqcTL65JGTqrOm8vICQA0ZTkgfquqktPRepPShKPGNek619B6/8dln3D51KtrGjdCjB1c+Ppfz4u6ifXt9pTXHamVtVhYFLhdJe21Bsmca4kY+40D1B2GTz4kckI221RpUATWIoAEDBgycGsSKjZZhe9EsPoSq9/n96qOOeJfv44f4vvR+ZwHbzl1J+zdBeEAqAve0bXTN3K7Hn8xvOOvKw1hTreQAa7Oy2HDAiektJxwLlH5G20Xorzdfvx04Cx+gvTwR1t2PvLAQ7nzVL7gt8Qb2ynYgFKmTwLDsokQiK3qil55G21YQ47U/Fg3dTULHsVhTz6d8cTmaZ9dxL8DX1dXx0ksv8cQTT1BVVQXDh+uNfXY7+MCb6eLll6289hpcfHF9EiiEIYZ2MmEQQQMtxomYqZ8oiWoNMtkQGiNaJ0PkpqVo7NxjfZYwOKFe9i6Q0XPOd+r3r5HVveh7Fd0fGcgyHi7oBFQH3z/8YSeYHPt6BoR9yqaUUbO+JjSWJ5SxDCfkSDOsHI5cNQq7GsdfLfD72VBwVm/GZD6NxOsPnVqEh5QuI24iUDYDkgMHlhKoVdW0umZ5TjWFXbt28eijj7J48WLo1AnuuQeuuorlIp4PH6hhxgxrMKsX6AmcuThk/6BlupBSBuO/ZpKYznYhtluNwGfAgAEDxwG3u6jFSqIQuyqIjBLK4kegzO6PdGQh9ndDrrgSoQk0j4Z520UkT7qae1QHmcWSbUMFz489E19Zu6DRvc2WF3yGyMizkXPNINxr7XrVzCsVSF8oIxfsC4yroySlMwB3vAy/fCdd3+adG6iOy6bDrVMx48EUIHF+uwj57GTwCQQmCGQAzyxB/tjNb2URjQD59MH5X0BVVyhLx+foQ3FuMYm/SDzuBXhN04JKoLt27WL48OGMf/RR7gLqpNRP2SvAYUNK3QppVZTFo8kEEyZAfr6xKHqyYBBBAy1CWzBTP1kZuYaI1skUuTmeOTYmqBJNDqPLLTddugmtVgsuALZkdc+WZ0OYRai0U8Kh9YfomN1RVwf1I3lccvD4sa6nNcdK2py0enYRgeCi92GC9GghmW2/+mc7r+T/vt1Bt1+n04+57NgxCdAQwhzhIWW15tCjxx1UVITLjIV5PwpTszynGkJVVRUzZsxg7ty5oCiYxo/H99vfQke/LLdXog13UpvtYuEGGzlh1zfc/sG0zYYUIpgRtAjB8xNsVA0yegQNGDBgoKVwu4vYtOnSIAmLrvxojCTGqgoixW8Yn7kNkbkNuS0TsWoUeE1BUpRqtTJ3fDYFV7iY5FeBdieEbC0oyahPMMFviRTeIxiC8MRzwzM9qQBy/faCgf7B9oVZPHjrbKZuW0FfR+dQGarfLkK8cTNsGEbAXoK+uxFDnoe/TdFLR6MyjzoU+OV6OGSDHWeApm9Ts76GmvU19H6oN2abudnPL5988gkPPfQQGzduJCsri5UrVzJy5EgAPF+4eW2Pkx/2wQ+v2aEk9niKAi++aIjBnGwYRNBAi/BzN1OPRbR+KpGb1s5CBs8j7LdfmJt//6w5Vuy326l4uSI4RtUHVVS3q6b3Q7057DhM8rhkUiamRMw9wnswbKyGLD+2pq7H+/RDKMVnIbO3YLKOhDUmpAcw19F50Av4yr6DtDkIYUZKD7Ec6+32fPbvX4CmeRDCDEik9CKEQnr6Cw2uFBe53Q3aOhw7doyps2bx+uzZeI4c4ZZbbiF5wgSerq2NHMQnYLQTaZK8blLId2cFx4q0f7BCRnawRzDfbifHaqVICZnDG2TQgAEDBpoHl8tP3PChabU4nQuDv/VNkcSYmS+/YbweR0z0GH4hicsSUTf0iojN0SrQ4bYW5QXl9Z4h9r64N+b8RVgsk0BuIRReCDe8EwrdCVd3wVySServBoLXBGYv4m+/08lgZgnylgWILUN0AbeAwbwjG72bMDC+BsmVUJmsv6/4SJQj6XHd2ZQu8EY85wEcdhwma2VWk9d/0Zdf8sQjj7CjoACbrQ+PPbaQ6dPHoyh6WWpREf7WCGuDvoBC6JnAuXMNEngqYBBBA82Gu8hN7e5aPSvklQhF/OzM1GPhpxC5ORnqqNFG8UD9VoEmYM+3635+gayi1M/HbDMHg4S7yK1n+1SJsIgG1UoDpLvI7eafLhd5btDWH+Hf720jO8uLGL8IHwqvcw6p85MYsX49csAcyNyKppmoqHjNTwJ1ghdd6mm15pCWNofKyiUkJ48jIWFwcIW2hAwWlJfXI3tFbjeXhom6rM3SCZzP5+PNN9/k4Ucf5ccffoCcHOInTuSOX/8agOf8+5iF4Fa7Hed++MBXgRTgpb5KaKT9Q+QDREA1zRCMMWDAgIHmw+0uorZ2N0IoSKmrlDmd87Hb87Fac6JIoqd+zIhZxRLDtH4QMKKBScRA9DOEJcmCulett130cqYA1uXC8jH669x1UDO6A5PmZDDj+i0ItZtOHFUL8p3r4Yk/+fsSdZGagN0FAPu76V6EPosuD2Pxwk1vwtx7wRuHsAg6XiA4VqJFCLoFEKj0aQh79uzhrj/8gQ/ffluvjLn9btxFf+Lpp7szenQohhUU6Iqg4TYQ4Rg7Fs4916iIOZUwiKCBZiH84R4z9JjYI6ZiZlvopWttNLcvsaFzDxJok964HQgE5TMblmJuLXXU6Dllrc2K8MkLiLi0VPBn96zdVC2r0sXF/OQ4cKxD6w8FSz6lR+Jc6Iy8HmGlOQElUI+mMaREMGuqJNuThWKaje+yj/GN+pSvM7N5y17Fh1fX8QzfgTQhhJmamo0EmGx0aWjgOGVlU9A0D273OrKy1pKaOq1BsgdQ4HLh0UJ+hJ9WV+P68ksefvhhtmzZQvLgwfDgg5Cdjde//bTU1KAQTIBYFtndrNy0P3iMPFvzFw8KCkI9hIZgjAEDBgw0jfBsnw69705KX5Dw2cKye4HevWjEqgo6UdP66GeI7fnbm9xHaa/bQGVceozle/bw6p3w6p3w8sBeFLnd1P3wIx3oBvij4Oe/gm0ZyJ39dLuI3ELE+MX6e1NnI1QLmHzI89ZBl2rd1D6zhHYZZjqWjaeq90wqumyGvzwFnB2ch6mTCdslNhIGJ8Scp8vl4i9/+QvPPvssXk1DXHcdcvx4aJ+IPFZL3TeRMSwpKZIEhnsDxsXBQw8Z8e5UwyCCBpoF50JnSCjEv5AViwSeTI+/1sLxKp4eTwYv/H1hFvSY0IPEoYmUTSlr9Dq1RhayoTmdqE8eQPXKat1v1iToeV/PCAGaRucUVZqzqfsiPFoXfEBmsUTxgKIJpGZBLL8SsepKmK0gM2GzzGBLj0Vc1e5bDh1aT1XV+8Fxu3QZXb/fo4HV32iyF8jWFbndrD90CNALaMw7drDk8cd5ZN06BgwYwAXTn+PzC88CRV+3NQsRJHjRZUHhKqGxSkwbQ3gPoSEYY8CAAQNNI/z3HhR/24AWQfis1hjZvVOMA+8foLastsntet7Xk5SJKdjKyyNMHqpUlQKXi15dPHT2b6urg5rg5TtgS7ZODDecg4ZAHrKiqBbQdGuLY2eW0378/OCYtQM+oC5tBXLpZfD6b9Ef8EIqpr6jPqqWVVG9sjriWaWuro65c+cyY8YMqquruemmmxj7+9/zPwcOUufTQFXAYUPTwOUKnVdVVYj8KUpk6achCPPTwCCCBloNJ9Pjryk0l9ydLOGXhs49/H2JpF2fdqhVapPXqTXUURuaU3PGjuUXGIBzoTNYGiqR7P3bXl08KNzUyARoughMwIMQ6pOzbDYxRHQnUxZzeOivUOL7Q60EKVCkQFH1ypbtmaAIQXzieaSmXMO3394dMd+4ODvR2GsZhk9YMEkiHgbybLYI8/k8m40it5s8hwOPlLBvH+K116j75BN2d+3K888/z/cZVzJbfB8x/q3+fr6GEE0Om4vIHkIjMBowYMBAU4jO9qWlzYnpGXui2b3jQfC5I7wtowF4uii0u6krA54aAECSxRLmNQg9N3npt9FLWfouENkgQ31/wpkSYRx/+PNr6ZD/V7CoejWXxcuX2YlcSohYAjoJfOaBsFlIEJK4YdV4vu4a8QyR+MtE3n77bR6cNg3nnj388tJLmTR9OkXJySzcD75n06CDCg5bUATG4QiNnJcH8fGhhU6D/P30MIiggWbBnm/H+bqeFYx+uA/gZHn8NUXyWkLuYqqC+d9vLuGKdbyGzr2h95tznU5UHbWx+9HY2A35BQbtJ+Y7I3oLpU+GLyCixOslLWqVWu+aRgfrAYk9ecY5BUkdIvMtBn6wmpp/dsU534nXJ/Ga9TYHCahScm9pKcU1NdyYeA3COR8pVYSwYLfnAyGhlySLhSll8QyQT3O22MSEtGuDwT/HamVOWhpLKisZl5ysWzqUl+NxuWDhQli6FGk2c/F99/H+n/9Mp06dSP/XJrAR9NoV6MIuoPf0tTZpi+whNGDAgAEDjeGnzvY19pwSfO5oggRKYFN/jWljf+T84joyOnSg5MiR4OcZ26DHg3vweqCPuAYuXY385FLQFLB4kZeugXdu8FtQCLjsECJzG2L2VDRHNhuHdiL+l3Y8R7oSrx0IHbgw1/9HIE+ogPDi7bkJsSVPzzbGCf54eBWrBs/hQEkJIj0d5emnKR42jDu8XtQKv4jc3U74XXaEEui4caFDGQudbQ8GETTQLFhzrGR/mt1iE/ITRXNIXksykbGatptLIgM/9LW7a+sdL3VaaoNWCbHeP1leiOHztOXZjus4DfkFWnOseolwVCO5sPjFg8wC+632CM/CANEOXo+oYL3Z+TFS1iHQQHpQBxYy6O/TmJD9I703+HBkQ0lm6FiqlLxUUcGC/fGsTl+OVvM5DrKIIwPCev+EEGhSspVMtstMBqn9ON8/RpHbzZSyMuo0jbXV1SzbuxfTP/8JL7wAx47B6NHE3XorM4YPp1OnTgBc0zWZWd7qIOG9wdRbLyc1hF0MGDBgoE3gp8j2QdPPKV6Xt0lhtsDHn+Xqxa2FbjeFbnfENtkOMNWBkKCgoH06gt1T/smeQ5kcy/6WjMyP+CGlF+Z1F+Ea3YGtF3/PZCQyswSRWcJBhjOy5qV6x7aM2IG6YVhwFlL4EBYv2vD3Yfj7lH3Sjz+W7KTyyW1gtyMeeQQuuQRNUVClDJ2aAMwSsl1BIjh2bH3lT2Ohs23BIIIGmo3mZKha0+PPXeTm++nfB8spGiJ5LclERhOz5pLIiF4/k9CVU/3CL4HjNXTuMZvPT5IXYqyAFMu+oaF9XQUuLEkWRJwIZgSFRQTFYJyvO+sFNPutdtr1addi78WtRw4z2dmdmduGYHZkIoZuY3fvDvzfZxOpGpTFukGZNIRan8YDn/VhU49L8aIRt38TN3fvHuz9U6TEJARCynpiLQUuF3Wahubzwccfs/yNN+DAAbKTPuKmAAAgAElEQVRGjmTQ/ffTJS0tZOPgz/aNzUsB4J8HKrmmazJPXai/jiXsEng/KUnvhzBWPQ0YMGDg54vGniP2zdvHnll7GtxXxOvevAJ4+3pYMabh4ziy9eSf8Plzd5rCmkO/YfF4gDOBsTAG/T+OcgNuNAQmJBqQzSb9mP7xAuWh6sg3oM6JVngR5WkeunTcQ93hLmgvj2G+dyFrvtmKJTEeJk2Cq69GxsVh8o9hEgIpZUA6AjMCudWGVPQS0Iceavn1NHBqYRBBA20S9WrqFRokeS3NREaTsOaQyOhevx4TetQjP20Bx9unGU3c0p9Lp6a4Bgj1CJbPLNd7AQPwl4HGUo9taB7hYjE+YaHn1rmIqbMRKvgsEnX2g9yQuZlrsTCV2ZQQgwxKkD7B+q+AKzQw6aIvQLD3z4zC6LI07ANV8odEirVcZLUiiopg3jz4/ns480x47DFyRo3i74MGBbeLzvbNmZPCbVUpEeIt0cIuSUn6PgF5bMUfDOfMCZFCMMpiDBgwYOB0RHjFDRBcPG3oOaJySWWDY8WnxpPxdkZwvB2pRzDt2EED9nqUZMKcyTD5WRAa+OL89oBRuGKZ7j9YmpuHb8wCFFQE0IUqILSW+z2p7KM3v6IIMWY5Ysxy9nABn753E3XvrOVf/AuB4Lpz0nA8NpFvE88hMMCYrkmc26lTcJE13AuXl6xGjDuNYBBBA20SETX1CnQe3pm+0/s2SGqON8PWXBIZnXWMRX7aAsK9AoUisCRZGtw2PKBFEze1SmXQ3wdFbB9+DaLLQGPNQ5gFUpMRpvXhYjGKhIschzCpCooGqBomRyZKpgNQuZk3WMAtOhkMLF1K9O/El0mwIxFG7kcIjTizQr7dTr7dzsLNLuZPtrFss1VvRl8L+IPRa6+t5+FZk/Ht+Df06gXTp0NuLgiB06PLjgeygLt3h7J9dXVw7706uQsvAY3udwhkCANy2JoWua/ZDFLqYxqlpAYMGDBw+iBaBVxflNQrgxrqi08el0z1qup6Y3njIX5TBlZr6NllIla+O3aMWXsiM4ghYvcDR8cU8Gz/HKyO/nh+1YGSfkcjtr1yGTzwjP73ORt64uBBssb8BQU967iO8+lKFXVY2E1fykjnPP6Ngh679v3rc/71ykaOUMsoRnELt5Asd3Nfxw4hBqnCwOI+TMsPi/0lOvnbYlTCnHZokggKIe4A3pVSHhJCXNPQdlLKf7bqzJqJcE+yn6I2/L8d++bto3JJJcnjkkmZmNJq40YTr8ZI4ImiuSWvJ7Ovr7VgzbGSNieN0ntKkT5J2ZQyEgYnNGn10fO+nghFL/ForcxrhNQZem/eikP9uAAzZiRezMRfnIrvTS2YEdSyt2HWux84m40MYQuPep5loziDDNNWsqUDhxxKyfkZcO5BeCGNc0aqzLk5lPUr+NyKb7OfwA1wM32HizvaHeSlB2fyySfvQefOMHkyXHmlzsz8sMfFRWQBzWYw+etfhNDH07T63n7R/Q5xcZEZQUUJ7RsgiFIaHoE/F7T1GGnAgIFIHO9zS0RlkOYPbDK0eBqrDSMwfsVrFdR8VQMSvCaYMhtKHQ4KsrMjKlYchw9H7H/FMpj6jH6gczakoOHEN+YuVmZeRlbvO1i614oqJWbg9h49+K3jMJKawNSIL8zBMyYOC168mFnPL7mP54lDJZstqNJChbsv2/5Txuuvw/79cG7fjkz8/jkGoCuXytw3GYlCiSMHdifAKjuOXlbQNdqCcTO6EsZY6Dw90JyM4CxgA+Dw/x0LEjjlQc7nOxLhSZaVtdYggycBDalh7Zu3jx137gAIrni1Fhlsi8TrZPX1tTbUKhUpZaN9lREZwDqNPc/sAZ8EkyBtTtpxZV6jM4wBNVHNJ1m1dA83qwep1eycyWyycbCZbK4eXMcZs6eCIxMtexvPZ1xCLmbOZiO665HKw+32MeNv/fnLPQ9iUTyoioWpYjYlMhNTF5U556RCCcws0FchA+WatZfuQ7tpPaveWciq25diNrWD4RNhytWQ0CGYXRQKWIQg326n4J+hLCDAhAnQp49e8jllStPefuEZwkCPYPi+0RlBwyPwZ4E2GyMNGDAQiRN5bomudEGEMoKNaROUX59Awaiu5O7owcaPKnh5QI0ugiYlC51OcqzWIDmd1NHLpbt1Ic8VY/RMIIQsIUyFF6KMWc4VLMf8wxo+Sf+AQnVg0K923/X72PFJjX8fSddsM4kDl9FL3cDiI2n0P/gJFq832Cfo+Erlb3/7EacTBg6E31+Xytm1F0LNf6DsIDK3EK5cwWW+OFa9Oo2Skl8AMG5y6PxiVcIYC52nD5okglLKLmF/p53c6bQMPl9NTMNoA62HxkQ/omvfK5dUtpgINia5fDoQr5aa0x+PmX1L0RzxnPBtEOjMRJpA81Lzw3dA6D42J+se/T1Jm5MGcQJvnW4B8efeB6jTrQcpIZPtZBInBLurFqFkbkbJdGCSClbtHBYWTeUX59+KFCpmEcfIrMuwP1CA16sihIZEZSgOSsVgXrhTP7do5c6nlu5j8uLH4NZ3oLYWrriS4WMeZc2HPfF22BHKVr7TG5PHzPMTdM+j3btDZrdmc6TH0eDBoRJQgJkzY5e/BDKEgRLTwYMjy0fB6BH8OaEtx0gDBgxE4oSfW/xuSV4kB57oRo4vIRjPA/ZFAVIGeiVMQM06Ll5h1G1dKDmgE7UrWEZu1X+Y98hNpD+pt2J0As4BztmgH64wV/87oM2p5a5DAAoSTfOQqm5gWuqI4PRSJqbgKinjx+e8AHR7U9Dvug6kjJjGNMDt7oXDMZ9vv/Uwbx5s3AiWTu0YevFYbjtDYdDcmwAF4rwce+JvxP/iIxQBJnxkZxfwzTc5PPhgpBJoYPE1PCNoLHSePjiuHkEhRCdgOFAtpfy0dafUfJhMiSjKwWBGMGAYbaD10Jj4SHTte/K45BaN3Vrm7j8VWjr/U3W+zcmmBrZxLnTi3rmVo5921DOCFi9kbQcuxO0uwulciNM5Hyl99bLu4UEvJUaP4ZZFdtZ/VMHX2fBNhs43BbrX/B09euD0eNhYlc0NWJCoeLHg+OISSv70W6YOSeWFFwoYMkQnn0OGwKZNuv+gWcTxS/to7rFn6R6AM8N7+bz84Q/z+bL4MWTNj3DhhXD7HZCSyprfD2TuJCtvbYBCKuGzZFiRgqZAcXuYsiAUyITQM3fhCCd4TVlGxNpm2rTIsQz8fNFWYqQBAwYi0dhzS3hMyyiJ9Bcucrv56r0yMr0SkwR8sKz0R+7q3Js737cyQHNzb+0mfCaNeEVhjimLqkIruy9w4dE0LmMZF2mF4BnDR+IiRsilPMAz4AH7qqsA6c/6hdrhcwvg4af1ueUWCkpzf6DjGMFlWDCjYWnguVeN2wWiF2gmUM1Uri4jZYRuoHTwoJ25c/N4771VdEyMp/tdY9h/1QSKRTuKbu7OmVqFfxAzCWV/4OhZn2I2e/B64+jXL4/PP4+9+BldCWMsdJ4+aJQI+nsfzpZS3h323lBgbdjrA8AwKeWhkzbLBmAyJfykBqI/d7iL3NTurkWY6lslACQMTtC/QV7A7H/dAhyvwmVbQUvnfyrPt6lsqrvIjXOhE+frTqQ3CRQPXPER4rJPsV86N0zds5ZA+iw86x6xyqkorB6WVi8LOSwDHu66H4+mYRECr5R6WaSAQ+4iEo9+CWQx1V8q6vBlU7JeN7bdujWHzz/PwTzETUF5OXm2jIh/63lhZHT3BS6UwVbk5s/QLA9RWLgDOg+Dpx+H7EyQAuak49tspaoKLiOFzx9NCZaxKIr+//DSlkD5ZqzSlliWEcezjYHTH209RhowYCAS5dcn8F1VEmlrPKRf3yOYDSxyu8lzOFClZEgJzHlQgEd/7jF9kMYlcaWkDZDMtoBUwWsBRxa4z9zDrPu7ouxzod2iB5A6n8Y9813IRVZMQ2xc+cxyJqMruIhDG1jdew4HKr9C1OpzkrmFsOGc6LZ6Cs+MAzysGBOwlegJPMAqRnFn4nfYbHnc/a0JyXrGJCVhM5vJs9nwDkhDWmoQqr64mzwijaqqKmbMmMHcuXNBURh64yTExbdS3PcwKIBXY9NQUFcqmBT/YvXNQ9iqraWsrIC0tDz+/OeGg5jhDXj6oqmM4J3AzKj33kVvjL8LQAjxHjAP+G3rT69p/FQGoj93RKtj9ZjQo55CpKvAFSEI0lJi0xL/v58asUo6Wzr/WNu3ROzoeMpKY+0TvLe1WpgnYBydzxhC3/G/wWrNobx8pr/sOrCBiMi6F7hcQc8+j6ZROFBlUlQWMgdYm5VFgcvF+vJa3vdWgAnOlNvI/+pVLI5Mxme/ygOZd/A245Em4L5SGFiDucBOUi4RZHNOWhpV3EAeNnLQA/dFDgfqtm3gewm0LdCtD9zxBJxzIcxNh69VcOhlnyZzqFQlPl7P/plMuo/84MGwYEHzSluiLSOOdxsDPwu0+RhpwIABHcEFzByNuPMV1mYlBJsgFjqdePxlIJnFoNVJFH+f/a7VlaiXS0oyYeps3di9Q9bnPHjWq8RvGUBZj3z+8fkISsYrIDWQCtpGG5oP2Gzl+ppiSAz593U6/CED+tzIjh3r9Ah75QpWMYLOhVlU26CzCwovhBVXeGKeRwmZPFCTia8GQFcN3X5U/78AFEdvRveEPFsZWbf05s2vP2fmtVdQU1NDznXXUXTNNdR1+ZFsOY9aXzbfKBlYzAoXXmEn8Ro7vapCcfx8cjj/fOMZ++eMpojgL4A1gRf+lc7+Usr0sG1mAqtPwtxajFPRf/XfgmjfvHZ92tW7ppYkS4TSpCXJQvnM8mZf/7YoCBMLDZV0Ho9/Yfj2ZJQ0W+zoeMpKw70YhUmQ/kK63j8QuLchjqcrs/56LFZ/X4PNloei6KWYQpix22/Fbs8Pzi/PZgt69gUM262p9bOQOVYrOVYrdy91wxlOUCQjS/YSN3UmQrUQZ1EZOfsztmdm6hEsXsKYCnxXOfnImoTngE426zSNe0pL0aREEYIHevViSXEx6vPPQ2EhdO5Mj4cfxjliBNJkAq8EqwqLdRU3IeCOO0IrluE9e9HvNVXaEm0ZcbzbGPhZ4LSKkQYM/FwR3Z8Xq18vegGzwOWKUOwMwJENWhwoqh4b00YkY8aFKiUlGXDVoBmMNK2BrRnw+9/TQ7XwK/kNH97QjTXnWRj9WzvPf2fFY9IXAnvZrsfn+wTQw+6fKoewvnow1xydTp92yykUuay4MguuBI4q0E73x8Xrn5C/XvQKlpFLIYXksoIx9V6Dv5rluj0s3z2AFR+V0um7m3G793LFFVfw20ce4VaPhzO0rcwWU7FIFVWL492Kt5hw+aXk5AWuRdt8FjNwctAUEXQDnYFAScv1hAU9P+obpPwEON37zdoaGst2BcsK5zt1g3EBXa/pStmUshZf/9NBEKaxks6Wzj98+/LygmaLHUXPwbnQWc/UNpqMugpcaHW6F6PUJKX3lJIwOAHLsL1grgVpBpOPrje2p/eEyPtlteY0WnadY7UGs33RjfEFLhdJe21UFVqDpGpokhXT3HR89+7Qo6xq8fcvSIY4BGdllrCVDJ2bCvAhWXbgAGahLzQAeP3/16qqmPW3v8GyZXqUveUWuO464tsnYfbV4vOvyPZ22fjBHFLozM8Pm39YGUtA1CUvL7KPrzE0pwzGKJX5r8BpEyMNGDjdUeR2RxiXxxRk8VePTCkrC75em6X3k0cvYObusFC+WF+8zs+wU1HxCr/iM77MvIj2Sx/A+skX1J35Ee17eljwXQVvOS+ABC8je+j/xMWqkeCJA6lgRjKm+gBXfaIw9DE7YyMEwiby7/JjyJRFOukzXQGyjrntLwIuCqUKJVCeAP2PABomFC5VurJa/sjlLGOqv7z0HDYwhC2M8K8vnYOuLKOTQQn/WQ/bbkfKnXTufA7XXruI2267iIKUcrRdu8gWDixSxeQXX7u117fkWBt0vjHwM0dTRPA9YJ4Q4jfAucBDwG+itvkFsPEkzK1FaEv9Zj+HzGR49sqSZNHLQP2oV1Yo4ce3f9RfS92OIPz6n+7X42SVsIaybnUIoWCxJDVrDsIsdBLukwiT39TWKxFxguxPsyNKV4VJBP2OpCb1+3hDIcxeDI4hkL2ZxCtvwJqaW++YTZVdB7J9AQSCcZ2modUqiMVZyK1WFAWysor433EFLH52GKvsA7ncchCz6gWLl75ZH/AMZSzp9BovHeoVHE8DRnfpwvKDB3USePQYvPcu/OMfes3lmDFwUz4k6aKNe5/thVaWgHK2i7kTbAx+1EruqlC/Xyw0R/jFgIFGcNrESAMGTjcEFxYtFoprani1oiKYJHvd6eRTvwdfdKZvSWVlhEBLye5ryBk8LWIBM3eHBd/VZewKeOm+8z1TOs1GAueyAYt1LQdGOQCo+RHsiTC14yd8L/1VJiUZ8PFlIEVQ0VMAePXnn5xpVshws3Czi/mTbaiZY5G3ZoVIHxChDBPAhz1QyhMY/qCL6WMD2c2eOLc/DrWhzUeaNiB9odfXmItYsW0gvPwyFBdDSgo8/jh7Nk3k9dd78tZbMGe1jXhFYbOWjSosCOnFbIpjyJC8k3QHDZwOaJQISinvFEKsRl/1lMCsGKa4TwET6+18itFW+s1+TpnJwLzDz6f7zd0jywoD8JNAADS9bBR+HtfjZJWwWq05pKXNobT0HqT0UVY2BQBVraqXhQufQ+3uWipeqQiZ2gZ8beskzoXOiGxl+gvp7Ji0A3wgzEL/d2HLg7OeQGZuR4jmq+021c8YCMYagFlDDnHBVitnnFHEk09eSlych7PPszC16HU+nL6NMd/tRMl2QGYJihScZ9rMy/SKaJgv3qni7aDCRx/CG29AdTXk5up1nr16gw961SQy7MceLFuWguYDsd1K1SBYuBu8/qcGrxcWLqxP8hYu1N0lDIN3A8eD0ylGGjDQFhGrhDPwfnBhkfp8ySNlsLQzOtM3LjmZDtVvcn9AoKVqA/v2JZGSMjG4gFm+uJxdYcmDyjU74ZoQTzt61BExT4GuOxbYQDqyET4zulufhuZXHVP8cfaL1ft45b1SNgyReJ5U4IU08BFJBPGflA86VHXA804vzvgwgWzhYkSJjZyb/dejxMrBkhvpPGBdcC4/VlxOt25vAVCxD15+8wh8fBfCakXed5++UGq24Ot4AD7oiccDVYVW1k7KosCVSqJlIL3UDYbQooFm+QiOEEJY/X+7Y2xyp5Tyk1afWTMRnm1qC/1mbSkz2RpwLnQGs3+aR1fECmamFBEkIsIk9DJR/wpX5ZJKEgYn/Gyux/GUsDYnE6qqVf7SRw1Nq6O09F6k1GL2DAbm4C5ys3/B/uD9oIFsF+hKrgEDXB+SrYePoJDBAzxNJsVsYyh3HUmlylUeMxAHpbSJ3c8Yvk0gGNdpGpom4IxDMOVbsrssxRJXh6JomJFkn7+W1TKby375FHGoekZTWEhLHkFctUKdDEl3lm9aAa+8Anv3QOZguOBlxORu+jXzCswvpvPuQynQFVZGibMsXNj4/SkqgvnzQzYRZrMh6mKg5WjrMdKAgbaK6JLOQAknRC0sEkkCM9jGMDaRa7kWSCWDElZ2X8uO4rPptKk/znNquLP7UlBDvGvv3jmkpEwMxmVLkiUieZA8vD97mjHnfzIOM4LJv/oRsUjg9YBqUXjhHrC6YGf3jty9+Qg9p5Ryk0fyWwtMnaWxvbOK5eGhpD7xHd+1P4QWIJUSKE1kTfbZlA50001uwiI11FkKC8kifazVX7UykTFj4Pbbl/Daa+NYtmwiI0f+AkuHv7Hsg31I07eY8/O553e/41lXqILL/GUy0hSKi6FKnlRgRMxzNPDfhWb5CDYQ3AKfrW3os5MN3xFfvWxT6rTUn2o6QNvJTLYG9s3bp2ee/L/Awiyw59ux59uDP6Q1xTWoThWJ5OCHB3UyqEH1mmrc69ykzalvK9AUTvdSUohSXY0D+6It2C8dVm/lLVKURSClD50UNtwzGF22W3pfKVKVCIt+f8LhKnAFCbrmhVfeK6V9HzubZQbFZKBIuNcvwhIeiKMD9Mrua4P9jF7Nw9+2v82x5G48u3cvHimJE4Ln0tO5uXt3nKrKsgMH8F1QBYCDXqgizCtQZLNdZLKQ+fQ/8gGJh9tzfq+7Ucpz8D27D27ZCbsd8PJLsG0b2PtB7itQ+RtYZuPqIW7so1zgsJH/kDXo7Xfzzfo5h5vAv/66Tg7NZnA64e67Q58XFIRKRoWAW281soEGjg9tNUYaMNCWEUu8JeDflzvMQly8EswIKsAYlnO9aSXJvm8wI/GVLeK7DS+xd/knyMQqBszNwadWkmgRVM/uTY/M0rCjiXoVSmlz0lCrVP+zRi7t99VSUfEaNTVfE1jVronLpFPCIGy4ONTxcn5lHqsvmuZZcZ/h5p039vBc5gFKMv2T1Grov+gwt3t01VGpwrAtgtxzbeRPspKT8wvm7dvHnTt2kME2snFwVuYYcnLOZsd0FxY0TIBEY83TLooOWYNWRMuWTeTo0YmsWXMUTZvJRx/9BcRhxOWj4ZZbkF270r1zZ17u1o0llZWMS05m8EMpFJxriJYZaBhN+Qg+2NyBpJRPn/h0WgZfja/NZZvaghJmaxApd5Gb0ntLI7JNXUZ3iRgvoEgZ+JUWFkHisERqNtSAFjIWb8n1aOulpM21e4hQXa3zUvHRf3AmPUB6+lxSUkJVYuGiLBZLEmVlU4JZt8ZKNsOzg/bbdPIXbe8B+sKEz6ILrngtsDFLcgEEy2iEEPikRCNSRS06QK/0nMkFmDEj8WLmvdpBlOwJrZ/WScldO3ZEtjz4l2JLyAx5BZJNCZnECcFF5jFM+uMYfGe5MG21MWaMG+/la+Gv8+CLz3X5zgemwjf3Y1ndB68X4uLhoSus5ORY4UJ9/Hnz4N579fJPkwmGDg0JtXz6qZ4ZfO01eP99ffv580NN/OEWD+FiMgYMNAdtPUYaMNCWEUu8ZdPVofi/+oM0CgeqJFksmKoWMKBqdsQzibZlAHum9gD1JhASqQlMUiBVKHP8BnvmJ8GMYK9ek3EtiKxQUqvUiORBSspEPWvoLmKz82MmO7uz2ZNBnFdfJL3Qag2EHQBKMuB34w9Sq6E/B0nABI6hEs+bgnhF792feF06548IxeaJKSm0O7aBHnumYhZeTLyF272Wfsnd8IWGoZ2m9zYE4pQy+CA/9n8VzfQsaPtQlKt4bMEfmdWnjjp/PN9WZKHy9RTGjUth4kQgxSCABhpHUxnBkVGv+wNdgJ1h7wUa4U95kDMlmlAOKsGsS+2gpbjd9bMuAZyqTNNPqYTZUiLV0DVxFbiQvshGwIMfHcRd5MaaYw0RnUDdhgbSI4lLiUOJj8wAtuR6tOVS0pDJetN2D6HMsA/MXsguRkovpaX3kpAwOLLkM0yUJSFhcIt8BcPvdXQ2EPTvYrul6bzyXikbsyTfDVaYZ7eTb7cHm/DD1dXybHrGNs9mwyQEmpSYhKAqbii/ZzZDwshcNKLNcMPxDZmUibO4PCmJXIuFoYmJzPx/TnyznGCW+PZXs+q5f8BX70G7dnDLbXD+jSjLBvH3q1MY/GikFUNA6TMpCe65J7IX8N57dV/AABksKAh9DqCq+nvTphkWDwZOGG06Rhow0JYRrT6d8qIrom8vdYPKtBE6UdtUWVBffnfTUPCaQROg+BCKhk8qeC2Cr61nkrt8MR2HrKbH8PN0gpfnbrRCad6+fTz7dSWyMJVB59zG5uRd9awmwlWmC1L0BVMJCAWkV4AmKRmo8GBqGr9PUxk7PfLZ6ot9qymrXE0/0wE0vIAP7e83UrzORe0RiCe0mDpIOcyv8uGmmyR/XvAuH6+ahuOlXYgzM7hq5Ks8fP1otmyBvsv38e3oUnxS8patDPYmsOpO/ZgTje5kA02gKbGYiCAnhHgXeFhKuSvsveHAuJYe2L8fUso1/tc24Dr0ANofWCOl3NnwCGBKMJG1Ngvnx5txdp9MRZfN7N8U+wH9VGSaWmIOfrLQEJFqyFjccbED6YlUnHQXuandXav3lqlhYiReGRwvSHTqwsig1Mli+nPpYeUWLbvGbbm01uVqvt1DIDPs/HgzFd0nQ0YJAFL6cDoXNvg9aUqpM2I+YfYQWl2kpUT4dVfOTaB9HzsXAPP8kttudxEpFLCXYdzcvQ8QKccNod4KAQxNTGTB/sFs1cIIYHj6L7oBPuwtsxBc0aUL9rg48u06Wb100yaOnaXBsaOw+B/w7rsc9XgxXT0W3003YbF24fZtWeT/wRokaOF2DwGlTyHqK4L6fCHRl6Ii2L1bLw1VVf1ziyXUC2hYPBg4EZysGNka8dGAgZ8KLXkWClefdufRYPxPTh5HdfWqyJ2zNiIstyARCAv0+ks79h3sxvftPEx+4iDS04MjcbeQsDYLUhqv2Jq3bx93frsDEoDR1Wxf3BvL/yighBZJo1Wm56yOzGhecyCNtz9UkcU2dlZYGbgIwk//i32rqdkxhl6oHMNEvDDDS7fBO/+DRBBPHRBaTC2bcpRZ214lbt489n71FfTsCdOnI3Jz+WX//mxZCXfeCdyggib1NKJZg2wXlFhZssQgggaaRrN6BMNwaXiAAz1QCSH+AdzdwrGeAh6Ofi2ldAEIId4Drm1qEGuOFVfK58hdm2nsAf1kZ5paki2qt28rZipjEamGSLBzoRNZ57cW8CtOQkglFJOG9XITh1aD9MmIH+bwH9RD6w9R9UGVLvqhSiqXVNJ3et/jOpe2UFrbEML7+aJLN2MFPj0TeiGJ++71i8D4EMKC0zkfKX0t/p5Ew5JkicjIOl9zIjUZcY+je/3y7Xbc7iKKHZeiyTo8WPic2ewQZ+FUVexOZzBbqEpdFFuVkipVZW1WFgudTl6pqCCYLA6XcwsjgxnbINuhWwaWZEqWVen9ggv27+fm7t2p83hg+XK9blHP0lUAACAASURBVLO6Gi7M45xez3DHPf2p6uVXkLskTLgmfBW2gGDPhKLoJM/r1UVfFAXi4/XtwoO2yQRjx4LdHtlDGD6uQQgNtAJaK0a2Snw0YOBU40SehaLjP0D5zHIsw/aiDqyid++HqKh4Fa/3oL5DZgkdX15E1x/+FHxeGAD0mVnOLk9Vi7x/l1RW6n8E4ln6YYYuymLsn0KKpjMLQrEnUoXTv02ulXtSG44pZZWr6YWKCT2LWNHxWnr/+9eoiOBhqzFTd0Z7Xsn5hk83vgLPfAY2G8MeeYStl1yCqihBYjp9iX9ghw1UBdDAq+ivgXEtTtEY+G9ES4lgtRDiRSnlpMAbQoiZtNAw17/auSHq7WGBIOfHQSHEL6SUXzc1XvABfcsA2DQU75U9dUGk8G1OcqapOdmihrJyQVERk8B+mz1mr1dzEYtIlc8sbzYJDifMSI1DKQtJXz4BdUOvesQsvE+temV1MDsVEIo53qxrWzWZb8hkvanAl5IyMVjyWVu7m4qKV2gqqxj4ruwdZqFwoBpU7nSu3QCbsrFfNgS1SvU3pwOCkChM2D0O7/Wr0zSmf/89d5iW0kXWYULDjMoQHGyVmbx/4AAA851OpvTqFeKYEly7LbDPSp8CKy/m2vnrahdlGyxgVaGDl/ajKznWpRbQSeDsqWBRdd/4qbPRG+mBY14fG99diZz3V9i7F4ZkYfvtS9R8MYqvv7Ry/z/h1lutkA/EyADGxcGcOZG9fXPm6Kb1AfP6QACeOTMUtAHOPTfSMN7wEDRwEnDCMbK146MBAycLsawfWlI50xiObDlC2ZQy/XnEXAuzF6MM/o6ePe9jz55Zwe30ss/IB77jed4bl5zMqoPVoXRcYTK3X2VlYmroWSS6rzxShVNHY1UmackjqKl+Liic1qfHLdiv68+eWXuCh13aVbL0zFlUL1yil6/k58P11+Pq0oVPzjyTApcL12c2ps+wkpzs36nEClOzGDvdxcBjNhy9rIybrGcDjcVOA02hpUTwOmCNEOJ6QiUqgvoGug3CX+JyMOq94dHvAS5gONBkoLNac+jpeok9U7uBamHPQpX2y74gZcT5oW1iEKTWElVxFbiwDMtFiY+dLQpsFysrFyEq4pNUvFzB/gX7T6h0NZpINfSjmDg0kQoqgtslDk3U7QYsPl2e3+JFZm1EHTiI1BHT6h0n/HhZa7P4fvr3VK+pDgrFtKX+vtZCrNLN5gS+wH5udxH79y9o9HviXOgMGsbXmmHxbHjvrBKe2fYqPPAkqB6cfy0mfc7AYD+mMIkgGQy/xxGWDsCq6mr20Yu/EqbiSXbEHFQpcRw+HBJ98cHs11WefVfPvMXFWbnvPiuzVoT2ue/CrsxJcuCRkmyHTgJNfsW0bIfeVM/mLfDSS3z1TQk9+p7BiNde485rruGzv9t4bJtO2Hw+3Q93wYIQMQvPAHo8OtlrTm9frKDdUGaxKQ9BI5gaaCZOKEaejPhowMDJQEPWD6HKmVpA4vW6mhwrgIiFcUXoOgUaIM3gGIKWuR2z2cbAgS9TWbmE5ORxEeJrATRVWRTr9/z68gQ6r+rKy8lH2ZTQntuuS2Bifv19AguPsWJB9LjhlUIHnuyG6Z+JtB+5nO8nriIteQRKwrm8O8nF+XXdOPLefl5s9y+WO1+DD2rhiit0KeykJACuSU4mx2plyz+s/PHO0DHHj4fKShg3zsrEa/3nmR+aj7HYaaAptIgI+lcfuwghfgP0A3ZKKZc0sVs0hvlLZcLfs6EHtnBUAQOaO+jhz6WeftBMoEoqV5dFEEGIJEit0TNYT4r4g9WoAwsjs0V+oli7uzZmVi5I0vxefdEZneNBNMFt6EcxIqOk6K+tOVbSl7aj9L1XkFkbUQZ/1yzDcWuOlb7T++Je526T/X0nE42VjEajoawihH2fAt8FwCxhiAOUzGJkcQbC/x2XHllPkRWod49zrFbmpKXx6K5dVPqb5LZGqXhuJxOzEHj9hnoWIRiXnMynB9yoUi818X1tQ/OEjNdtNp2wLVmil59MzLcy1p3NQqeTioFHURU3UgOvBdZ3L4c/vgL//gLMPRDiFSbdfguP3qb//Ig8PUgFjN2jzd1jrsI2o7cvJyeSMELjmcWGPASNYGqguWiFGHlS4qMBA62NWNYPOVarvjAfzNpJ9uyZRfv2A2IStmhELIxLqZNBIf2Ca5uD8dVqzWlyvIYqi2L9nmfgpvjiTSR5NB6Mg9/PPsrzfasZ684KCsQ0FQOit1m9ugifT68UYt4EePt6fcMyM/0st7DobhOvlTpQvV7Mlo+xaYs4sNMJ558PEyZAaijLOb5bN54aoP9zXxL1a1JZCStXxr4GLVnsNPDfi5ZmBAGQUv6/49lPCNGfSDW1ALrEeC/mMpIQYiIwEaBPnz7B95NHpFH9XA2oeiYreURao3OJFto4HuIV3XeobkgNZs6iMzvCJHTxFer32qXNSWPHpB1BWWRhFsHevpZmLBsiuLF+FG15tgiFT0uShfKZ5djyziL7r3e2WPimLff3nUwEyJ3T2YSDedj2VmsO7iI35QXlwWsV/D4FakSETqQ2Z4NFDEUMfdVfbykRcWb2DrOwOMVF3iQbqX7vv4IUyLMFqyopcru5r7QUT8A13Y8SMoPKnwK4wx5SHA2Ixny3JoGnV7uQDhuWUisyy433LBembTby8qyQ4aZqlIvBNhtfrD5C2epKcgYkM+FtO2WXOPn/7J17fFPl/cffJ2laoGACXaUUtVwKKIhF6Nw6FDspujk3L1Td1MFQKVO3yURaKiogaAVvOHVKQRAU57h4/3mjnZ0XogwqBQSBciloKdTahCK0TXOe3x+nSZM0SZM2adPyvF8v5pKey3MO5XzP53sdVnyUw2fnU/rIv0CJBR6Ghunoo3owfnzTWhyCbdUqbbSD3e4uzDwFXTCGzFUwuqaKBhNZlMZUEiytsZGhsI+Nx/FqIyWSUOI5+sHRcRrgxImtbttWVq4PSAh6Zi855vxpNYI3BfU+4iuLw9vzvOGQBXudNr8vyqY5X3eNcBmn5LJPba1mqzxtgOdxS0uLSErSMoX4ZCyuhfSH1x3jhasFbNwIS5fSUFaGOmIUUb1eouH+7hClYkDhtn4JzZq4TZwIH7n0zPFXB+jNiSqReNIqIdgGRvswkJ5pL6B5QZshhMgH8gFSU1Odb7eJE8bCO59TuaGU+AnJJE4Y61dIeTbaaLA0NIqgwAWMr5RLb5EdgaDf1H50O6dbs3PYqmxNB1UgYYr2Ut6aiGUwTXE8B5M78vEdD2CqbnJXFQEQqfV97YEj5fPo0ZUtFsh7E+yuv0+KTqHnhT3R32TipquiiDMMpaBPHwY8/z+G7vkF+suGMiGmlPoDmhFenJzMX/fuxSYEeuD2fv3cmr64omv845ioEK0ozYyN2QzP/NkIdUai9DB9mZWnzykBoaIoOrYnJTO9RBs7MeJrWDgDzrKBzVDNwDk/8vXX/+brmrXottm5PvMvvPPO/dTXx6PXw7PPNjeiDsE2aZJ34x2K7p6BRhY9XyCkMZW0E222j+DbRkoim0joOh4MnqMfXO2HZ4fP+PjAupb4diYnAWP97eqGvwiet+f55lUmhqBDoNJggJIU3McppWsNx+x2LWNlxQr3pmPejqsMSsWuGtALYNznzoigANactxPufgG2b4ezz4aHHmLw4OspnnQuzLCijLZw20Umnk9v/i7l6ALqzMbxo6/b4kSVnD60mxBUFGU0UODjxxaaG7Y4YF8gx3Y+QC9KJ7bnNViKLJQfKHcTNp5CyrPRxrdPfdus42JL+HpoeYvsOOa8eTuup6BMmJTQ6i6nwRZJO4SbW0OZOpW9d+1FiODux+lMsAXy3v5+k3KTtJETjZHkmi016Lb/yLjhyVwWvZd6kQADEzAMUriw5xHqalTnIPgXjxxxRv0agCVHjrDy6FEWJydjUBTnz/TAP4cOZWRsLKsqtC6xniIQNMNRVwdqo7Nkq7DQgIpQoAGV9ZWVzrSg84u1QKWq2ni3/h0OPvQy1Fog/ZfcOG0ur/5+XMA1duEc5xCIUfT1AiGNqSSchNM+SiKftnTaDOk6gsxC8myU4sAR/fNXx+eLUDiTfWVxWK1mEhOL2LAhnU8+SXN5nhu5a3kKI2wWticZuCTFxtILmsRtWhrceqtWDiGEVivvmRnizGzZbKUipYLb7dEMFY8zRinhtvtjUA2fsX9DX5Z2X8MXBQXQuzf8/e9w5ZUYoqK43dCP6dFQv9tI9AEjk+5sdllOsrICHwshRyRJWqI9I4KpQKpL7UMqaMXxQoh1iqIs9NjeBPy7pYOWb/jcWc+mKGvh3icR9Wi55Y4uinXN5+kZ4gxNjTaUpqLkYOvzfKZcOiI7UQoJU/x3AvUlKAMRdIHWA7aEZzSqtffjdCWYOkHwPebDUqRlfAm7cIrEAxsqsV3Z5Ni3CcGmmhpA82VE63QkxsRA43eg+SDqVZUqm42iUaNYVFJBeTncdnYCWYlN9YNmMxS9DqS7G4u4uEYRONyKOsoCxw3QoEPRqejQ0WNzPFGDrahC5asRgv/o/stL6lLKRTmxZ4+i7u/TiDlvOH+9MEU7V4QYo5bW4esFIlLWL+myhMU+SjoHoeq02Rba2jfB810kMTErKAEYSrxF/TzF9p13NonttDR4rshIUZGRO9O9P+snTdKamPnNDBluZaWthFpVRQj4WhnBgIb9VH7zJC9b4Z2joEQbOPeOO/jmt7+F7t1RgNv69SNrmJGRAToc8/MDiwhKJIHQbkKwMV3FiaIoY4C1joG5wH5FUQa5DMkd1FJrbPuPdvZcVQu2SaC7GTGkFOoEqApCbRqEjqqlgjZr7uLIP/dIi2xrk5PWiDFPQRnIMYKpBwxmzaG+H6cD/prAeN3ey7wkZ7e0KAVF31RPmjwhHoNiaVbnpwMyevdm7oABALxfVUVd4zYOgZhuMsFOIx/+ykh9PWyPhpGFTcPWfaXPVFWBcr4V8VgJGFQ+sulgcTIYbdi2mnhrlxHDqFjGXv0Bny96jEcatmDqlsw9t61i4oLf8l+rtVm6UGdApoFKOoJw2EdJ5yFYR2I4aE0Wkqtj3V8GVnvjWnfuwFNsv/lmEUOHpjltXkvOvkAyQxwNdJyW+sdT1K99jT+u0TJsfnMVjJo8nMoRd1N29KjbfN9A1gCaCJzW2DXUUSsoxaCkLbR3jSDgLGbPQOuuRqOxmwrcoCiKo+X2NH/HgMb0znq99sGuwDfDAK2NvqJvjGoJnB0xmzV3qbKRlKt1ZoodGet8oDmiMr4eZP7SJ1x/5jh2S/g6XkuCrrXpo77wPF/l+kriJ8bLaGCAeBst4Xd7xxxGq5mDD+9BrU/SuqV5qSctsmqpnBU2G+9VVWEXgmidjrkDBpBm1I6xIeE/bCWFmF4/p8pm8zkEd9UqLX3lk+MWTg0ywddG5/dFRRA3zsqhiy3ofqjFblC1fFKhajMDX9V+pwVfU//VLD776l3i4/sz7tfLmT59EhdfrP17/IWpczoPZBqopKMJlX2UdB6CdSSGg2DLSnyNeoikLCJHBG/lStiwoUls19ZG8/jj6ezbF1wXaFeh5u29zdFAp9ZmQ7z1HqxYyYYTVVxyCdx2O5xzDvyDDLITEpw1/P4cpt5KKjy7hq5fL4WgpG10iBB0LWZ3+c7i+V2Lx7F51sHrtP8ocNY9Z/HdM981e6j5etA5/iG3lBrhL33CV8TRX1SwLekYrRma6u383obcO7x71k+txI6MjYiHelfBtSkAoKWrJA2GqMeAbl7rSV1rMTyH+LqmvKTooklJcK8vcY1y6fXw4hdWbFdrkT7G6ODZZERvGy9+YcL+GaijtzI8Zgc3/mYrJfZR7BQjEHYFtpqA74A5wAqgJ3/+cx5PPnk33bt3b6e7F35kGqikIwmVfZR0LoJ1JIb8/EFmMvka9RCuLKJgZ7l6pvl/8kkad95ZyJtvFvH44+ns2JGGXt+6LtC+3tt+fsYZPHj4ME88+CDf79+PMmIk/HkucecfJK7HZvZ3v4Lsc+5sqj30kzHjK2MnmK6hEkkgdIgQDBWKwXXWksv/V7WHlGvqp+Ph5u9B5y/C1tI8wGb7B9hwpS1RvbaOa/AlXP1do6RteNYp9O07WUtXGbEDnphJ77J7GXDtNX7vt2eBfkv1Ja5Rrk2b4M0eFk0EOiJ90/eiKgLVpoNNvRkevYMnmIEBGza9gRk8wR7bAPrFzOcw/wQa0Onu5rHHZnPPPXFhu1cSiUQiaT+CKSvxNeohHKOjfIkif+JwXJyVWxQLW3Qm9kUbSU/XxPbQoWns26c5RQNN//c8j+v4sYZalacmWTh13dd89tlMNm7cyLBhw/hVfj6rk5MRisLbnM9Fff9KbpL/LDHX2r+qKu/16sF0DZVIAqFTC0FDnAHFqmiRQY/gYM2mGk6UnGDIP4Y0y113Tdl0zXGvPVTrddafWwqEj3mA0LqGK22N6rWlw5Yv4ervGiVtw1O0AU21ISP3MeCWoRi9eAk9W4u7fg6kvsRhJOfOBZJNYNNpIlAooBNNovDsU4xiKwZs6FGpt9XT/e1XaHh5F4etVi6//CYuuGAB1103UEbNJBJJ2MkvL2d9ZSUT4+PJSkzs6OVIGmnPucGO6N4wu5XRtRb+b5GJVQlGVqzQOnh61rhbzVbs00v4k6ryR72ObotTSEtr6gAaTPq/NxGqxpmoVXVEoXJQfMuTpU9Ss+gdYo19ueaRR7gnK4td30TxSk0JRKmoDTrivjVpUzB84Fn7l53tu149mK6hEklLdGohqI/VM6poFAfnHqS6oLppLmAjol5Qub7SLbpVsaqieYOORs8OOm2Ye7+p/dxS89xSIPzMA2xNw5WOHMLuS7j6u0ZJ4HhLu/UUbQkJk0hImOS3NsQzipicvJjS0ulurcZTUgrZtq2IrVvTMRjS3IybYx2bD5mw242w0wj3pmC61IL1kAFxVykIlSidgnrOSbYqo6gXUXz+sY0XXxRUlH+BbvRolj35JFMuvbS9bp9EIulggh0nEGryy8uZtmcPAB9VVwN0OjHY0fcwnIR6brCvCF96Olygt/KIvQSDULG9qeNeUqhDO7drxAxc3tlU0CsqZ1VZAJdSiwDmxzrw1kn60CEj/yEBlYco5TWgO8Tfx8ll43jnjBg+/PprJpekoMtPQb3AgnLcwPpMCyPP950O6ln7t3WrrFeXtA+dWgiC9iAaMHcA1k+tTYKuESVaIX5ifNPPgCMvHgFVqxXsO7mv82EBaCLILuh2Tje3h5u3OX/+RkE4fuZoQNOSAQj1wzRQw+NPuPq7RknLuEWRXUaIwHD6Fn4IKVtJGJ/qFH5+Zw56RBErK9c3SwUtL8/liivSmqXOuK5jZJSO85UUSn7zI4yrxPJpPLybCPtjUa6ooG/6CY6cUcPOr+q5bkkCtbsPcfa5A/hT3jym/u53na4BTLA1JRKJpIm2jhMIBesrK5t97kxCMBLuYWfBXxfrtDR4+lYLDUtUFAEClRQsfI0RRWkeMfM3nsnbe1EwA+h/+tMa1q9/gj08DtQBdwAPwIRTiF4HsAO1qgqjLMTsS6IOUB8roaCbyqclOgpTUryKQW+1f7JeXdIedHohCM0FTc1X2jw1VzGz96692lxBu7aPWq+pP120zi0i6C1619qoXagFXiAEa3haI1wlLeMWRbYLjiw5QsWKChDaZ110Ct+/lcQnQ8taHLPgGUWMj5+I1fqpWyroq696rydwXQdCZeSww5TM+F478E+rtZTqg7GIy4/yXXkpPJIPX35J3Zln8sDzzzNn6lRObDqB5XkL1nSl0/xe+DPsEomkZULdlbo1TIyP59vPqhm1FbaOgonXxrfr+dtKJNzDzoKvGa4OLphkomSl9r7WoOrYpjMRHaUNep80yX1bz3e2Hdvh1J0l6FTtvejCj93fi/yd25FKWlhow2pdxk03zaayshqj8TKs1hfQ64cwZgyYrtvHR42tKgRwRmIDhYUw/X8WNkWrqECdqlJksXi197L2T9JRdAkhCP5Fl63KhnCdwabgjHolTEpwCkh/hc4dIepaQ1ubz3SGa+wMOD2StapmFYSWqgza/1frVZav3csrN2ljIHx5CcF7a/HY2JFun9PTteJ3VdX+6/COOtdRp1KvKBRnHtd+oGjrUC6tJOWiQ2x9Og8+/BBiYxkyfTr5s2aR3rdvp/Vot/RSIZFI/BOKrtRt5cayWJLvVaBeQLTCmNGx0HkCghFxDzsLLc1wdRV338aZuKnK6Dfbw/E+YzbDkjvLmGxX0QENdSrbVlm4xMWO+Tu3EIIjR97g5Zdz2bNnDykpOubO1TF8uJnt278nNXUIaWlwRckJqG7ab+uJE1wDFC83waO6gGoFZe2fpCPoMkLQH261cHqFhFsT3KKFrem26VpnGElRtEBTIrpy3UIkYEwzkvyWniMry6lZmwB2rf7UERG0GxS2pAjsQL0fL6HzeB6txb21GleUpv9uV60UlVlIH25CvziFZXMr2DKzgp0XaA1qEMCJE5z1/np2mpeB3Y5y/fXE/PGPrLzkEuda2tOjHcpUTjkYXiIJDs+GVB1Zv+7AUmRBZ9Nq17GJThdRC9c97Ir2O5AmLg5xlwSMDfC4RUVQbDdxEzoEKnYUviuuxWq2Ou+dr3N/9tlnZGdnYzabGT58OMuW/ZFBg1ajKCpQz+9+V0RSkrbxxPh4Zx2r43PRSrBvM8KMFBhlgRITVTcbA1+8RNIOnBZCMJQPY88OoiggGvyPiGgvHMbBtY0zNJ+N6O27rmJMIgWr1UxpzATUtMFQ8yt+Evdbzp6q3XtLkYVvUw3siylFr6pE63Skt7H+rqhI654mBNiGWPlLbQnqAe3Yk+tSePkPQIrQRm2erIf178Lql/m23srNN9/MtTNnsttobJam2l4e7VCncsrB8BJJ4Hg2pEpJKXSKwY60DV0hohaOHgBd1X6HoyYuPR3mRhuZUZ/C5VTwaypI2HyEr355lO1TUkidZHSe13HuXbt2kZuby1tvvUViYiLLli1j8uTJfPnl/6itXYde37xDd1ZiIvv2wevfV3LdT7QOt+Z0MBigfqfWpC0mRjolJZHHaSEEoelhbDVbKcsra7UgdKv9Ut1T/TrSW+nLOJTllTWL6ABhj/J0FY+lp5c8oH3MVg6+sQfVPh6euwtsBqqibZw91d2jWWiNdRsMHwhmq5VVFRXs/PFHaoXgtn79GFmWyKFDWkoogDLGQoNeRaAVre+84DAMq9LGQxT8B158ESoqUFJTWf7EE/xp3Dif52uvqEA4Ujllob1EEhgtzSLtKCIhKhlpyLrD4EhL0+zJqlVGBhZbiN6sRZgb6lQ2LbGQs9LodDweOXKEuXPnsmzZMmJjY3n44YeZPn06PXr0wGyGCRPSGDy4kDFjipg6temdwGyGVatg+fJE7PZEnomGawpdz62txbOWUSKJBE4bIQhQnl/O3r/s1Zp1xDRFx4IxMp5ppq4RwY70VvoyDqZ0E4peQajafEDHGsPpZe0qHktfXnK/+zivPQn4G6g6EHqEjWYG23MwfEuYrVbSt26l3qXedVNNDVFPw7mlZfz+90WcfXY6tiuSWNTYFEkAP4j/ctn2/2Pjkh3U7j0Mycnw2GPoUlM50sKAWwidE8UfMpVTIuk4AplF2lF0dFQy0ugKUdL2xuEUtJpNlIzXYa9VaRA6ioWJ+nr48MMa3n//MZ544glsNhtTJ04la0gWg385mB49egBNzsodO9LYtSuNYcNg7NimbJbaWi0jB9ydmdIhKYl0urwQdB0Y7+wcijZAvWJVBUdXHg1KsHh6KCEyagT9GgfF/b/h9rJ2FY9la7zkbl06lcZh7aIBJTqqzQa7yGLB5tr0CEDA0AkFPDbtzxgM9UA0O898BY70AWDQvo/olv8o/9kkOLMvnHnfZI5kTEZVlKBSUsMt7mUqp0TScXhrSCWJTIK1310lOycUOO7dtlUWZiw38U1DD/S653j66XlYLJXceOONzJo4i+OTj3O8/jglT5U4bZ2nszIuDvLy4NAh7TuHafY2zkIiiWS6tBB0fXkFnKMjAC2aR+tSJD09lJHwcPVlHCxFFk38Ci1y6bjGcHpZI9ljGUyqZ2u85E0RWBWi7PDXZ+B4b/oMSsdSNBAI/PfFbLU6U0e374CXd9XCQEDvspECo6t3YTDUo9fbgXpGUUJU5fk0vPgi+z/6kMqecMcdcPU1OnokJRGVMDrolNT2EPfScyqRdBzeGlBJIhNv9tub4POWBRUJ7ysdiTHNyMU/P4OJZ63n0FO5VFWVMmpUOosWLeKnP/0pZXllWOotzWydq7MyLg6mT9cEYFRUU1lGVBRMmSJTQCWdiy4tBN2iM67oYcizQ4gdGesWEYwkwdIavBkHt1RWncL3b36PIc5AYlb4enBHal1HsKmerfaSK47/UWBQGYpSzg/33kZV/YGAo2lmq5XxJSXUqyo6FGx1wEABDQqKuQ8pF9uI7qXVCI4wxFBb+zSCeqwnolj79C7UFx8FIYi7IYPnb/6EuF52onTRXJDwK4xBpqRCZIt7iUQiCYTW1Hx3BrxlbADNsqA6a3ZOKPnkk0/Izs7myy+/5Pzzz2fVqv/j17/+NUpj221XW6caFOb1/56flxvISkx0Oivz8ppq2gGmToVzzpHZLJLOSZcVglazldpDtShRWn0cjow6BfpN7ecUQpEoWEKJQ5QdXnSY79/8nppNNdRsqgEIuxiMtPvZmlTPYL3krhFY1Gh6l91Lt+6DOFJvBzvY61W2fVDBJWlGt4ifpzBbVVFBrao1fLELAQa0jp9CIHadwQ36JHJzGzdOTOQ/+9eS/fh8vnplO/YT6zj7qqs4fPPNVPXty1yuYVqvfUxOvr7VLz+RKu4lEokkEFpT8x2peEb/vGVsgEtDO3DrEXA6snPnTmbNmsU777xD//79Wb58N6yQ0QAAIABJREFUOZMmTUKv17tt57B1H719mLlnfc/Oc2pYsUd7Z8pK1N6ZPNNEZQRQ0pnpkkLQc8TDT67+CVXvVWnpEY2D5B1EomAJBZ6G4uDJg24/r1xfGVYhGIkEk+rZWs+xZ+RswLXXAPDdoq2oQtAQBTP6VvDn8l5MLy2lvnF8hOtAebPVyvKKCqfvQqcqqA2AXkCDDt02E+l/0X6mqiqvvvoqf501C8t338FFF6GbOpUxQy+h3FaBiqBUOZ+fJt+CMcgooCdd9d+KRCLp+kRqZ1Rv+Kvr8xb985WxoYvRodZp2UBDnh0S0c/vcNUylpeXM2fOHJYvX07Pnj3Jy8vj7rvvpnv37j73MaYZWdbjIDtdBsQ/9mUlIxOaooKypl3SVeiSQtBtxAOCXhf14uzss0+baIY3QxE/MZ7qj5qeavET4ztwhR1DoKmebfEce4ucma1Wpj8hGPkVbB0F3wwXrK+spF5VvQ6UL7JYtChgIxdH9cF87znYhlvQbTPx/F+1eoUNGzaQnZ3N1q1bGZaSwskZM7BfeCFR6HhvegLCloB+jIVnpgZeCyiRSCRdkUjujOpKS425vEX/knKTvGZsdJYsDs9rdp2FHOi6PYWk1Wpl0aJFPPXUUzQ0NHD33Xcze/Zs4uLiyC8vZ/2ePUyMj2f806c4uu4w3S7/lsGPDnbaercB8QL2LY9nfGHTjFtZ0y7pKnRJIWiIM6DoFIRoGutwOkUzfBkK0CKB8RPjT7tooINAUj3b6jn2/F0rslj4ejhsH6591gGjevbkU6vVGRF07d6ZbjIRpShOMfgFP/Dss+dQ9UkS6X+Bbt2+4vLLc9iwYQMDBgxg9erV/P73v+fLmhqKLBYOvW1i6TYjqh2UXUaqhgFjA15+UJjN0isqkUgin87SGbWlxly+on/e3nE6y3uP2zXXqVptY+P7m6+a+vLyfCor1xMfP5HYshudQtJusLP5z5t5/JXH+f7777nppptYsGABAwdqzdryy8uZtmcPAOc8Ws2Q1wQKUP9Cf76yruLC57XfFUca6GNfVrJveTzi3UTq9aGZcSuRRBJdTghazVZKp5ci7AJFp5C8OLlTPAhDiS9DkZiVeNoKwGBweo63D0YpGYPh+nHQ8rg9n6Io3WQiRqdz1vypwNPffss/hgyhymZrViOYZjQyJSGBJUeOOGsEq86ycNNNFu6//35Wr16N0diNhx/+GzNmLCImJsa5X5rRiDkVVrbDTD7H/CTHeRyeUolEEhnYbJWUlFxBfPxEEhOzgK7bMCUQOkNn1JYac3XFem3PpnbCrg19dxXC5fnlTkc2V73Lnj3TAKiu/oiffNgbe91P+Fj9mBftL1K+uJzLLruMRYsWMWbMGLdzra+sZPjXMGorZBQ6vlUAAZ+MdXP8ZiUmMjIhkfGFUK+XYyEkXZMuJwSdniUVhCKwVdnCfs5InNPTd3JfABImJUTMmjoLRmMayXUb2HtvLcKmp/QVO7GFVr/30Z8oSjMaKUxJYXppKZtqtKLzOiH4qqaG54cN83q8SQkJrDx6lHpVxXDiBNsff5yh+fnodPCHP+j5wx/qOOOMpdTW/p6YGPcXm/aqX3AM2LXb3QfodlaOHz/OsWPHsNnC/8yQNBEVFUW3bt2Ij4+nW7duHb2cLkVt7SGqqw9RXf0RALGxI7tMw5SuSiBCr7NE+gLF9ZoNcQZKp5e6CeHy/HL2TNOieNUfVRMz5XvQ36SpuRE7+ZzlLBYH+YZvGKwMZt0T67hu+nXOTqCu3FzWkzNnVGOwaU5Z0EqIAJRxn2MyTXLbXtYDNiFtZMdgMBg488wzOeOMM8Jy/C4nBNu7zX24B223dT2ujXEkgWPbfBbCdiDguXktiaI0o5HRPXs6hWBLpBmNvDdsGAuffprP//lPXjt+nD/96U9MnRpPXd0TgOo3bbU96hc8O6d1Zk/p8ePHOXr0KP3796d79+5eXyAkoUcIQUNDAydOnODQoUP07du3zU2NJN6prFyPzVbVlPa+fTAH393DgGuHt6vNikTHaThpzfV2NaEXCK7XHDsy1r3Z3dyDbtvWrUwDfsYB/V6WnPE4X1Z9QEKPBB6/8nGm3D2FPhf38XmeS7+OYn8DKCooeigZqdDvhzqOXLIX/ZwJpHeQPY10pI3sGIQQnDp1iu+++w4gLGKwywnB9k6baI9B2515PZ2VYB0KrqJIN9LKm7EW4j43kTW26d5PSkhgeUUFNiEwKAqTEryLdLvdzurVq7n//vs5fPgwV155JY8++igjR45sbGTzTEQ0POhKntJjx47Rv39/evTo0dFLOa1QFAWDwUDv3r2JiYmhoqJCCsEwER8/kdjYkc60d2Y8RnVDDJZnNjPk7W4kTghTIbELkeY4DTen2/UGQiDC2FMIeza7q1S/ZznL+Uj9iB5VPZjGNK49eS3Jg5J9ikDHuKZxqQb0jbadKIWlU2DnyBhouIAl36eA9ySd0x5pIzsGRVHo0aMH/fv3p7y8XArBQGlPb1qkDdp2rqdO1V6y4gwduh5/+Juj157H8EawDgWHKFr0f1bevLiETQaVTTU6+DzFKQbTjEaKRo3yuV4hBB9++CE5OTls27aN1NRUVq1aRbpLqC3SGh50FU+pzWbz205cEn66d+9OXV1dRy+jS9Gt2zn07n2uW41gSkohB9/dQ3VDDNi1pmp71y4l9iJd2J8np5uj8nS73pZorTB29DbY/9p+Xjn5Ciu+XIFAkEkmN3MzZ6C9HFe+Xknh3d1ZX1nJxPh4Z8MXs9XK+JISrTlbjI4NbyWTtNnG24dMfLMcuEDryF11kzFsjdU6O9JGdizdu3cPW0pulxSC7UmkFW4b04wkL05m71/2IuyC0umlxI6M7fB1eeL2YPaYo9eex/BHsA6FtDQ4uccCBhX0gFBZX2pxiwo6Grp4smXLFnJycigsLGTQoEG89tprXH/99XxZU0NeWZmbcOwMDQ86IzLVpWOR9z/0GAzxpKR86Pad0ZjGgGuHY3lmM0IIMDQgUra0aq5esGmPkeY4DTWe96OrX2+wBCKMvf1O1dXVsebkGhZsW8APP/zA9Vdcz18v+Ct9yvtwbPUx577fXd7d2RHUMfohKzGRIouFOlVFBepUlU+G2sidkESqGWJWQv0uY6cvb2gP5DO64wjnvZdCMAREWj6/rcqGUJt33YokiiwWn3P02vMYoWZisomPanQgVGjQMTHZv+E/cOAAs2fP5l//+hdxcXEsXryYO+64g+joaK9Cl53GLpGKKZFIws+pU3spL893RgMdGNOMDHm7G3vXLkWkbEE3cl/Qaeatie5EmuM0lPi6H13ten2J/0CcAi0JY897OHLDSN4ve5/Zs2dz8OBBJkyYwMKFC7nwwgud+8T0j6Hy9Urir4sn5wYLuJThv3jkCFmJicQZDM7GMCoQZ9AypbpSeYNE0lqkEOyCtJcXsi1tyNNNJqJ1Oq9z9NrzGG3BkZYaZzA4x0BkjTXC5ymsL7UwMdm9RtCVqqoqFixYwHPPPUdUVBT33Xcf2dnZbvVRnkJ31TYLK68wynENEokkIBoajjvb7HuKwcQJY4m9SNfqZ3hr0x4jzXEaKnzdj2CuN9Ib6fgSu4E6BRwZS44xEJ7buN7D/9X9j7tuuIsd5TsYNWoUH330ERMmTGh2zMELBzN44WAAErdvB+A378C4T+D4lXYYA1U2Gzo0EahD++ygq5Q3SCStRQrBLkh7eCG1piWtb0PuGKnQlvq+UBzDH/7qDx3ROke6iQ6IaYzaZY01+hSAp06d4umnnyYvL48TJ04wZcoU5s2bR//+/Ztt6yl02WrqUuMaJBJJmDnVDVZfR9nP3ybxtqxmP25LmnlnTnt0nUkXqtm6bb0f4W4sEwqR6SZ2a1UqVlVgTDMG7BRwzHlW61Wsn1qbla2Y0k0ciDrAC/YX2KRu4mz1bF5++WVuuukmdDpdi+vLPucc7C9V8fcntc/K5pOU9y8n/UZtlm9HOY0lkkim5X9ZIURRlEGKomQ1/lmiKEqGy89Mjd9nNP53UHuurathTDOSlJsUNq+ixVLU1Ia8cYxBsKQZjeQmJbVJwAVzDKvZSlleGVaztcVtHULvgQMHGF9Sgtnqvo8jWueabuJIT/WG3W5nxYoVDBkyhNzcXC699FK2bdvGsmXL3ESg2Wolr6wMs9XqFLrzBw6kMCWFSalaHYNeDraVBMC0adPo3bs3iqIwZswY8vPzvW6Xk5PjNnR52rRpKIpC7969nX8mTJhAcXGx13MoitLsj+cQZ0nLhMU+fns2LL+Vurv+FtBzLxgcDseB8wd2eDdMq9VMWVkeVqu5xW0dM+mqP6pmz7Q9lOeXh2QNbb0f3sRUa/Bm5xwi88ADBygZX9Lq3wVTuglF31irJKBiRQVWs9UpgtHjVwT7u8ZDhw5xx4I7uK3uNnbH7Gb+X+az58AebrnlloBEIGjvAzO29gK0EfEA5geOsGqWkcX6Jlva0SUkkshA2kiN9o4IZgohFjk+KIpSrSjKQCGEBVgI5DT+fxRFWQtc387rkwSIyZSutSGPgDEGgWA1W9k6/itEnUCJURhVeKH/uYAt1B86onWuEUFvnkYhBO+//z45OTns2LGDiy66iFdffZVx48Y1O6ev5jfO83rUMwzHSlle5KYRSToORwrVli1b6NOnDwUFBWzYsCHg/TMyMty2X7duHWPGjGHt2rVkZmb63VbSakJvH4UCQg8NhKVW3FfaY3umOAabnVK5vrLZ51BFBduS9hqKCKuvqGKoupca04wk3JrAkSVHQIBoEFiKLCTlJgWUheTtGqurq3n00Ud5evHTiHrBDcoN/FH5IxffdDHdunULeo1DbuzHnv9ohYIC6HWshk9esLJ8uZGiIiNpSUEfUtIFkTayifYWggsVRcl3GDPgB2AQUAykunwP8IOiKKOFEM0ltqTDibQxBi1R8cE2RJ0dVD2iroGKD7ZhTLvE5/Yt1R+6pqW61gi6isX//e9/ZGdnU1RUxODBg1mzZg2ZmZk+uz8F0vzGUc8g51NJfGGxWCgoKKC6uhpT4+9tZmZmM+MUDJmZmaxdu5apU6eSkZHhPK4kpITePioClAaIsoc1ddNV+AHt+mzylp3izx55zqSLnxgftrUFQyhKOnwJvlCm8SZMSuDoyqPNjuVNBHs6BFyvsVtaN5ZtXMbDv3kYi8XCtaOu5YaSG+ir9gVbYI4Lb+Ubp/adQherw/6jioLmpB2FhV02oyynkADSRnrS3kKwt4cx6wPsb0yB+cFjWwuQgWYEJRFIpxpjkLIVDEPAprVLJ2UX4FsIBlJ/6GsUxL59+5g9ezb//ve/iY+P55lnniErK4vo6Gi/Swym+U1r23BL2g+zuWO70W3evJmMjIyWNwyQzMxMcnJyyM/PJzs7O2THlTgJvX086zBcsYLev+yLMe2KkC7WgadTqu/kvu06Oy/Y7BRH9C/UNYLQ9mduWxvp+BJ8oewbEOixfDkre/2sF+/se4f7/3Q/ZWVl/OpXv+LRRx9lwMkBbtu3JFbzy8u5a+9e7EKgVxSeGzKE8U+f4vCiw4CWGtoANKBjKyYMBllOEWlIGxkZtKsQdDVyiqJkAXlCCIuiKCY0w+ZKFTC4Pdcn6Vq4eguHj0+l4sm7EF+NQLnwaxLGP9fi/r6Eni8qKytZsGABzz//PAaDgfvvv5+ZM2dyxhlnBLR/MM1vgm3DLSOG7YvZDOPH0yEdXk0mE9nZ2UyYMIHs7GxuvPFGRo8eHZJjZ2Rk8L///S8kx5K4Ew77qPSwcebfFYYP17pn+BMqre0C7emUAtq1iYzRmEZy3QYqN5QSPyE5oLUnZiWSmJXorKcLhbOsI565/iJuntcUym6tgRzLm7Ny04lN5OTk8NVXX3HhhReybNkytxfxQMWq2WrlL3v30iAEAA1C8Je9e/loncFtu6gzoii6bCTjEowsmySjgZGEtJGRQ7t3DW0scs8ABgshchq/7uNlU6+V0o0GMgvgnHPOCcsaJR1HW0ZSuB5jW8UH3F3Rl21iuLPebtTNz2H5TREm050hjWSePHmSp556ioULF/Ljjz9y++23M3fuXPr16xf0sQIVny15ZUNVEyJpHUVFdGiH14ULF/LTn/6UJUuWsGjRIgYNGsTatWvbbOwGDx5MQUGB23cFBQXN0p337dvHoEGy31ewtNU+Nh7DaSMHmQbR36o5vfwJlbZ0gfZ0SiVMSiBhUkL71QiarZRebUetT8L6rJ3YQmtA5/Q3CqE1aw/kmVtenk9l5Xri4yc2G+cRLL7WH6zgC1XmiOdxXH8vSqNKeeiNh/j4vo8ZMGAAq1ev5ve//32zJjCua/fXtbvIYsHeKAIRgAJ2Ifj28m6c9UK9c7uz/9yPBQul3YtEpI2MHBvZ7kJQCLEfyG/sgrYFGE/ztBcAr25EIUQ+kA+QmpoqwrZQSbvT1pEUrsewq3U8goEZPMFudYRWb5cU2lTWhoYGXnrpJebMmUN5eTlXX301eXl5nHfeeV6392fYWoM/g9+ZW7t3BdLTNS+nw9vZESlJrjUP06ZNY/z48Rw4cKBNtQvejFekF8J3JtpqHxuP4bSRw5RhomR8idNp5E2oWM1WDr6xBzVpMIzYEVCdnSu+nFLhbCKz85ad/PD+D/T5dR9iR8QG7PRyPb+vDpatjeq19MwtL893znSsrv4IaD7bMRhC4ewLVRTT13F6v9KbOfPn8GbJm5hKTTz55JPceeedxMTE+D2er8ZpDtJNJgxozdpQADsY9DoGPzqYM8/43jlg3jFfUBJ5SBsZOXTYHMHGlJfNQC6wgeaGLQ7Y1+4Lk3QYwRb9+zuGgkoUNkazlQO6kSGdGySE4N1332XWrFns3LmTn/3sZ7z22mtccknzmkPXofPTS0t9GrZQ0x6zJCW+SfPo8NrRKUlLlixhzZo1FBQUtKkgPtQ1FRLvhNI+OkSCN6HS9AKfBFGPwRMz0Y3cF3QX6ECiUJ5iIXlxMrYqW1DPJ6vZyu47d3Ny60kAjq0+Ru/Le7tdlyHOQFleGYY4g9vxvZ3f8360Rly5ikt/z9zKyvXw9XDYOgpGbaWy93q/QrAl0WxKN6FEKQhVoEQprXL2hSpzxPM4B987yMvrX+aZZ55BURRmzpzJrFmz6N27d0DHc22cVquqrKqocLOXaUYjU7ansGSTBVFtQOltY8pFJtLSjbDQKAVgJ0DayMih3YRgY7rK9UKICS5fW4BBQogCRVEWeuxiAv7dXuuTdDyhGEnheowoJZqLEn7NnQmhE11ffvklM2fO5NNPP2XIkCGsW7eO6667zmsn0Pzycv7SWMyuUxRUIZzzBjdXFJJo2R3WjquhrAmRBI+jw2sk4c3TabFY6NPHW/ahOwUFBRQXF1NYWBiOpZ3WhNM+OkSON+dQWV6Z8wUeutG77F4G3DK0zc8kbyLGTSzUqey9ay9CCGcE6cekf/tNm3QKuVOq2/fHvzjuvK4GS4N2XLvQUgZ1oIvRNY+I1qlUrq/0KkZ9RfW8XZO3SFhSrvf5BD3LbqZ6xplgM4DBRs81xyDF+30zxBmcg9cdx3XcQzdh6MiJamVuVKgyRxzHqa2r5Q3lDf719L84fuI4kydP5qGHHuLss89uto8/oZtuMjnnAApgRUUFkxIS3Oz4pFQjK3OMzojSpDtbtXRJByJtZGTQnhHBzcB+j+8yAEcdxH5FUQY1psaAZgC7fMfQUKcLdmZCMZLC8xjpIRJZe/fu5b777mPdunWceeaZPPfcc0ydOhWDweB1e7PVyl0uxexCCKIUBUUILlB2MrLiXg6I1qfASiS+KCgoYNq0aSxcuJDRo0djsVjIy8ujT58+ZGRkUFxczP79+8nMzGT//v2sWbOGrCz/KWrr1q1j6tSpLFmypFO1xe5EhMU+xvSPIWVtilu6putLt6cQGHDtNRjbYIesZisVqyqoWFGBaBBuaYKu51J0iibWVC2CdPjtj/j+Cv9pk04h54H9hN15LVsv3YpocFFFqpeIaJ0KKlQXVGP91OqWDukrkyIU8/mivr4UGvaDqkCDTvv8O/d75ziHomiRPsf6K1ZVuI1scKzRIXiFXbQqmheqzJGeF/Vk5707mf+P+ZRby/n1xb/m0Ucf5YILLvC6vdu16hUSbtXqSl3P76ptbUI0G6cUaRElSedB2kh32k0ICiGKFUUZ3ej5BK3jWZ4QwlFVORW4QVGU/Wizk6a119o6ipby4E9HQjGSIpRjLY4dO8ZDDz3EkiVLiI6O5sEHH+Tee++lV69efvcrslhQRZMpi1IUnh0yhCqbjYtrP8Z+pG0psBKJLzIyMliyZAkLFy5k8+bNzu+2bNkCaB7Pf//730ydOhWLxUJmZiYLF7oHnAoKCtzSuFJTU1m7dm2nS3npLITLPkYnRPt9uQ9lCrnz5b5Wdb7Fu4oj13M1WBr49qlvEWhise68992OVVnZPG3SVUhqEcxGFJz1fcLuERrTNY+IHpx7kOqCajeR2FJ3zVDM59O21Tduq2+2res5hE6g6BWEot0fx710PX+oonltyRwRQvDhhx+Sk5PDtm3bGDNmDC8vepnLLrvM735u12oXHFlyhCMrK9j+SgKp4xMosljchKBOUbyWd0RiREkS+Ugb6Y4iROftt5Kamiocf4mdkbyyMh44cAA7oAfmDxxIbpL3tJLTDavVTEXFKgASEiZhNKa168yZH3/8kSeffJJFixZx6tQpbr/9dubMmcPBg/0CWoND5NepKrrGGUdZiYnOa2trUxxJaNm1a5fPJj+S9qOlvwdFUbYIIVLbcUmdGoeNbI+ZomV5ZRx44ECTSFNA1615AxKnYKzTIoNDnhsCV73rbKQCMHToEjch6JoyaauyYYgzsPevexE2AXrod3s/el3YS0unrNOihmf+4UxiR8Q2u+ZAGqR43i+/HVeDuLd+x3d4nKP/X/tzYusJ4ifGEzsyNqQdTkNBcXEx2dnZFBYWMnDgQB5++GFuvPHGZp1AveHNadCgg5W3wvo/6licnMz00lLqVBV9oxPVYT8lHYO0kR1PuOxjhzWLkQQ3QLyjaU+DY7Wa2br1lwhRB0BFxXKiooqYMCEt7DNnGhoaWL58OXPmzKGiooJrr72WRx55hHPPPTeouTf+ZgKGIgVWIpFIAsFfk5aW6vKCwS3100e6H7hEg1QtolTzVQ3DsrI4tbkblQX7ic8YRGLipBbr5VDQREQDHMk/wtGYo/T/a3++ffJbhCr4/vXv6X9XfzfB5BCS/hrV+BJ9oZjP529b13O4XrMjfdVXZ9b2EICu9v+HhB+4//77efXVV4mLi2Px4sX8+c9/brETqCuOa3WkEasNgoYoKB6l1dBX2WxO+xn3rYmqlUbM6TL6J5GEAykEO5BgBoi3hlCJt/L8cq0AXxXOwvtwGh+LpQghmmYBCWGjtLSI+vq0sM2cEULw9ttvM2vWLL755ht+8YtfsG7dOsaOHevcJti5N/5mAoYyfVUikUi8Yf/RzsG5B511cc4mLaoAnYC/vQ2//Yjq6o84tbkbUV9fGnQXT1cbE0iaqSHOpa5aQMWKCnpd2Ivvpg9ArT+H75bp6L643CmEPOsJnWmgPmoBHXVzap3KwbkH6TmqpyYOvTSQAZoNlPeVBtoeostxDtcmPo41JOUmdUjzL4cwrq6rZrWymrd0b6HT68jNzSUnJ6fVNaU7h0PRrG6Mu24I6mc1zOhbwe7hwukUTzMaYaeR8RM6Zui4RHK6IIVgBxPoAPFgCeV8oL1/2es0umpd+IeTm0zpKEq0MyKoKAaSk9NbNXMmkHTSL774gpkzZ/LZZ58xbNgw3njjDa6++upmnUDDOfemPdNeJRLJ6cHJb05S/U0VWp6motWdNTQKIhV4+m4YdACAwzP6QcOBgO2Fv4Hm3rZ1RLr2/m2vW42faBBUrq90Ez6un4UQmhhsrJdz1MK5Nn5BB0qUQk1xTVOXERWqN1RT/VG1+2JcGrBUrKhA1AuUaIVRH48Kuu4vXETCGhwcXH6Q1adWs5rVnOIUV/a4kjmz55CaE1wGmusopa9qalhRUUGDEETH6Ci8J4XnSGjmFO/ooeMSyemAFIJdEKvVrA0Irk8KyXwg1wJ8Rde6eUWutCR6jMY0Ro36uFmNYLAdwlpK5dyzZw/33Xcf69evp2/fvrzwwgvcdtttREV5/2cRri5lwaScSiQSSXDogAZ6XFLLWTeN1hx7NgEoWgfLraO0zRqigrIX/gbUu0YFXTNKHMO/nSiaoIufGI/1U6tT+Hh+9kzltJqt9J3cF4BeF/bCVmWj9lAtR5YecTu217EKjQ1kbBU2RF1jV+c6QcWqimZNbTpqBqvnGqB55LI1BJMlZLfbWTJnCXOXzaWSSn7Oz8kii4E1Azkx6wTlvctJzAqsbs+1Zl7F/a+mXlUpsljITUpq5hSPhKHjEklXRwrBLoazEUnSYG1AMN3aPh8oRvO8KnqFIc8OaZMhClT0eEud9NYhzJ+o9OVNPHr0qLMTaLdu3Zg3bx733HMPPXv2bHH94ehSJr2eEokkfAjQC/S3vk7ipKsAnMJMidbR85IYTKZ0vlutDyoC5XdAfWMjmLPuOUvrDtrgvSldr5/2InlxMsY0I7EjY91EiudnB56RSEcdotVsdY5YUPQKKGiC1xEx1Cuc9feziDJFYUo3UbGqwue1RcIMVscags3u8SX2Aj2OEIIPPviAnJwctm/fzrmcy33cxyhGuW1Xub7SrxB0HY3lGBDvGP7h+G1QgCh0HHrbhDm1ud2TIyIkkvAjhWAXw2IpQlXrYcQOeGKmNiD42mtabdRC7R0NpehpSVR6ehMvuugE8+Y9weOPP05tbS3Tpk3jwQcfpG/fvm26Jn8E4oGVXk+JRBI2FDvc/TT9MrShdY6X98r1lcRPjCdx0nIAflIYXE25zwH1jemaQhUcfvywe1ROjyNAiWJQnCLQcbxAmrDp7i62AAAgAElEQVT4q+HzjKK5Nojxdl0VyysQNoFiUEiYlBDoHW1XgplV6E/sBXKczZs3k52dzccff8zgwYNZMX8FAx8eqN0jndIYSdaInxjvc82eo7EWJycTrdO5RQSjgN/o+vHe9ASWbjOy0odjWI6IkEjCixSCXQyTKR2dLlobTTByHwNuGdqmAcEQWu9oKEVPS6LS4U0sLLRx/PiL3HzzXI4ePcrEiRN55JFHGDp0aNsupgUC9cBKr6dEIgkbQk/v2inYVqZiTbcCuHWkjB0Z2+pmKK77WM1Wag/Vam/5znNrtXvCLpwZJb4ifYHir37Om5j0t/ZRRaM6NAU0EIKpF/Qn9vwdZ//+/cyePZvXXnuNn/zkJ/zjH/9g2rRpREdHYx3f5CD4cfuPTQ4EP9FARwTQjpb6+VVNDZP79qWivp7/q6qiAVAUhYSSBOzbjDIbRiLpQKQQ7GJE+miCUIqelkSlEIKKijd55ZVcdu/ezcUXX8wbb7xBWjtZmmA8udLrKZFIwoNC9fNxVIsDKFEKPUf3bOoi2ob6cVesZitbL93qnOuHHhBad05voxracr5QZqlEQgpoSwRzvS2JZM/jfP/99yxYsIB//vOfREVFMXv2bLKzsznjjDPc9nP9ewukLtB1NJZeUZyNYRRFQUULEttUQUWChehoo8yGkUg6ECkEuyCRPpogVKLHn6jcuHEjM2fOZOPGjZx77rm89dZb/Pa3v23WCTScRFLnN4lEchrTmNEnGgQ1m2q0D41NU0LxXDq86HBT2qAdjOOM9PlVn7BF2jqDgAslgV5vS6LRcZyTJ0+Sl5fHo48+yokTJ7jtttuYO3cuiSEa2u46GutQbS2fFRzhgq2wbZRg1wgFGgSiQcd7eSaeWQxVVTIbRiLpKKQQlHRqPEXl7t27yc3N5Y033qBfv37k5+czZcoUn51Aw0kkdJ+TSCSSZijQO6M3A+YOCMlz6eTuk26f1VqVpNykNh9XEjz+RKPdbmflypU8+OCDfPfdd/zud78jLy+P4cOHh+Tcrg1iHKOxPt9QztUzjmCwgc0Ab91zFksORyGKTdh3G6mqgtzckJxeIpG0AikEJV2CiooK5s2bx9KlS+nRowcLFixg+vTpxMbGdui6TjfPtUQiiXyUKCVkItBqtnJyr7sQ7HdbvzYfVxI6hBC899575OTk8PXXX/Ozn/2Mf/3rX1xyySUhO4dng5jClBTSjEbO2mzjQAOggmKDy3ZFsfLDJJkOKpFECLqOXkBXwWo1U1aWh9Vq7uildCrMZsjL0/7bGmpqapgzZw7JycksW7aMO+64g9LSUmbPnt3hIlAi6UimTZtG7969URSFMWPGkJ+f73W7nJwcxowZ0+z7goICJkyYgKIo9O7dmwkTJlBQUOD8+fXXX8+ECRPCtn5JmNDR5jFArliKLG6dQeOuiQt4vpwk/GzatIlf/vKXXHXVVdTX17N27VrMZnNIRSA0bxBTZLEAWokEUToagHpVR957JhYvhvnz/c/Mle9UknAjbaSGjAiGAOfsPrUenS6alJTCiK3RC2agbLhpyyB1m83G0qVLmTdvHseOHeOGG27g4YcfJjk5ObyLlkg6AQ7js2XLFvr06UNBQQEbNmwIeP9FixaRk5PDkiVLWLt2LT/88AMFBQUUFxeTkZERrmVL2oF+Wf1CKtQ8a6HPyT4nZMeWtJ7S0lLuu+8+1q5dy5lnnslzzz3H1KlTMRgMYTmfa4OYaJ2OdJNWe2pMM7J9SgqbllgoFiZ221tOB+1M71SSzom0kU1IIRgCnLP7sKOq9VgsRRH50Ap2MG24ac1MQSEEr7/+Orm5uezdu5dLL72Ud955h4suuqg9liyRRDwWi4WCggKqq6sxNb6MZWZmkpmZGdD++/fvJycnhy1btjB69GgATCYTWVlZYVuzJIwoOEc66GJ0IZ+XJ2uhI4tjx44xf/58XnjhBaKjo3nwwQe599576dWrV8jO4VkLCO4NYly/B0idZCRnZeDdQTvLO5WkcyJtpDtSCIYAt9l9umhMpvSOXpJXghln4IrZ7H/cg7coo9VqxmIp4ttv0/nkkzSv+wY7U/DTTz8lOzubL774ghEjRvDuu+9y5ZVXtmsnUIkkULy9LLUnmzdvbpVnMicnh4yMDKeBk3ReYvrHcOHaCwHCKtRkLXTH8+OPP/LUU0+xaNEiTp48ye23386cOXPo169t9ZqezzFftYCAs0GMJ8GOjeos71SStiFtZGQghWAIiPTZfQ5aM86gpfRNb1FGhu90pnXU1kbz6quFzJ+f1mzfQI3Drl27mDVrFm+//TaJiYm8+OKLTJ48Gb1e36b7IZGEC38vS+HGZDKRnZ3NhAkTyM7O5sYbbwzKYBUXF5OTkxPGFUrai+iE6JDM7pNELg0NDaxYsYI5c+Zw5MgRrrnmGvLy8jj33HPbfGxvzzHXWsA6VWXuwYPMHTDA6/PN1UmclmYMuPSjs7xTSVqPtJGRg2wW0wZci5mNxjSSknIj+oHlSOEZOH9gwGmh3tI3XfEWZXRN64gy1HPBH9+gbrC12b6gib/cXO8isLy8nKysLM4//3yKiop4+OGH2bt3L7feeqsUgZKIxlfjhPZi4cKFrF27luLiYsaMGcPgwYMpLi4OaN/9+/fTp0+fMK9QIpG0BSEEb7/9NhdccAFZWVkMGDCAzz77jDfeeCMkIhDwKvriDAaidTp0gAoUVFczvqQEs9Xq1vzN4SQ+8MABSsaXYDVbgzp3Z3inkrQeaSMjBykEW4mjmPnAgQcoKRnfaTpbGdOMJOUm+RWBVrOVsrwyrGarM31Tr/eevumIMqIDRadgiDM40zoEehp0UWwdk4T6WAlx4wIzBMePH+eBBx5gyJAhvPTSCiZP/jlfffUa9913Hz169Gj9xUsk7YSjcYIe3BontCeZmZls2LABIQQZGRmMHz8eSwDGdtCgQfzwww/OzwUFBSiK4uysJpFIOpYvvviCcePGcfXVV2O323n99df5/PPPGTt2rJv9biuO55ir6JteWsri5GQyevd2fl+vqqzaZmH8eHjgAS2LaNuq5k5iicSBtJGRgxSCrcRbMXMkEqxR8PTiDcdKYaHvVs/GNCPJi5NRdArCLiidXgo7h5OSUsih3vcwU3mCnfoR6LqpVJ3l/x9YfX09zz77LMnJySxYsIBf//oXrFqlZ9KkL/n224mdRmxLJI7GCfMHDmzXlBdfLFmyBMCttbUvRo8ezdq1a52fMzIyEEI4jyGRSDqGPXv2kJmZSVpaGnv37uX5559nx44dXHvttSiK0uYonCeO55in6Kuy2Zg7YAAGdCgCotDBVpNb9tBWGp3EegIuRZGcPkgbGTnIGsFW0hmKmVvTJdRbqmdarv/cfluVDSEEqE37JKWlMXTAcPZZS9B7tJP2RAjBunXryM3NZd++ffzyl79k0aJFxMdv4MCBj/HVOezzz82UlhaRnJzO2LEyfUQSWfhqnNCRmLz8G7RYLG5pLgsXLnSmyXSVYniJpDNz9OhRHnroIfLz84mJiWHu3LnMmDGDnj17um3X2oZw/kgzGpk7YACfWq3uoyF2GhH3pMAIC+JrExf+2ejW/C11kpHhk2Q3WYlvpI2MDGREsJU4ipkHDpwfsTNuvBkFV7wNc3emegbhxfO1TyAen//+97/8/Oc/54YbbqBHjx689957FBYWkpqa6hTboG8mtj//3ExNzXjOOusBamrG8/nnMlookYDm0Rw8eDDr1q1j//79FBcXc/3119OnTx8yMjIoLi5m3bp1gFbrsGbNGjdjNmjQIBYuXOgcsGuxWNi/fz9btmzpqEuSSE5LTpw4wUMPPURycjL5+flkZWWxb98+5syZ00wEQuvsdyB4s+VFRWDfZkS8koR9mzYb0DN7KJBSFImkvZE20gMhRKf9M2bMGNEWLBst4uAjB4Vlo6VNx4lULBst4r/d/ys+1n8s/tv9v27XuWSJEAaDEDqdEN27C7Fxo/t+/u6LxbJRHDz4iLBYNga8jyc7duwQV111lQDEWWedJVasWCEaGhoCOpcQQrz00iOioEAvPv4YsWGDXrz00iMBnVci8cbOnTs7egkhZcOGDSIjI0OYTCZhMplEZmamqK6uFkIIsW/fPpGZmSlMJpMARGZmpt9jAMJkMomMjAyxYcMG588zMzNFRkZGSNfd0t8DsFlEgO3pLH/aaiMlHUN9fb14/vnnRd++fQUgrrvuOrF79+6A9m2v95qNG7V3B72++TuEpOshbaTvY7SXjQyXfVS0fTsnqampYvPmzUHvZzVbqVhVQcXyCoRdRMRw9XDhbcaf2QzjxkFDg7aNTgcLFmjdO70ew2qmonAzlIyi18U6SmMmOFNig42Gfvfddzz44IO89NJL9OrVi9zcXP72t7/RvXv3oK7LERGMiqqnoSGaXr0KZXqopNXs2rWL8847r6OXcdrT0t+DoihbhBCp7bikTk1rbaSkYxBC8Oabb5Kbm8vu3bu5+OKLWbRoEWmBzl1oZ1qaMSzpOkgb2fGEyz6edjWCzrq5WhUaNXCocukjEW+DfouKQFWbPuv1voe5W61mtq6+C3HPI2Cr50i0gMcHw4gdXuv2fGG1Wlm4cCGLFy/Gbrczffp07rvvPuLi4lp1XWPHpvH554VhrRH0JqIlEolEIgk1GzduZObMmWzcuJFzzz2Xt956i9/+9rcoitLRS/NJWpoUgBJJZ+e0E4LOujlHIFQ5/TpapadDTAzU1WnRwGef9f0wt1iKEF+NAJsBVD3YVJSSMYgRuwJqklNfX8/zzz/P/Pnzqaqq4uabb2bBggUMGDCgzdcxdmxa2KKArWm0I5FIJBJJMHzzzTfk5uby5ptvkpCQQH5+PlOmTCEq6rR7PZNIJB3AafekcRRTq/UqSpRCwpQEEiYlnFYv+WlpWjF3SykdZjNs3pzOyFFrwWADm0CJjmLI9VOxDRyGyZTuMxqoqipr1qxh9uzZ7N+/n/Hjx7No0aJO0WHJajVz8I09qPVJIe2+JpFIJBIJQEVFBfPmzWPp0qX06NGD+fPn8/e//53Y2NiOXppEIjmNaFchqCiKCbih8eMEIE8IUezxs/3AIKBACLE/1GswphlJKZQtjVtK6TCbtaGw9fVpXHDBcyx+ajN9K0aR8KsLGu/ZWJ/7fvzxx2RnZ7N582ZSUlL44IMPuPzyyyM6xcWB1WqmpGQ8atJgiHoM6HbaRYwlEkn7Ewn2URJ+ampqePzxx3niiSeoq6vjjjvu4IEHHuDMM8/s6KVJJJLTkPaOCN4ghMgHUBRlDbBFUZQJjQZtIZAjhLA0/nwtcH04FuGtbk7iTlERzuGw27al8bkljdx5/vfZvn07OTk5vP/++5x99tmsXLmSm2++Gb1e3y5rDgUWSxGqWg8jdsATM+lddi8Drr1G/r5IJJJwExH2URIebDYbS5cuZd68eRw7dozrr7+eRx55hOTk5I5emkQiOY1ptzmCiqKMBpztyxoNWgGQ2fhVqsPINfJD4z6SDiA9XRsKq9dDVBQcOuQ+b9CVw4cPM2XKFFJSUjCbzTz22GPs2bOHSZMmdSoRCLjPLhy5jwGzh0oRKJFIwoq0j10XIQTr169nxIgR3HXXXZx33nl8+eWXrFmzJuJEoLfZwhKJpGvTngPl+wBLvXwfpyhKBvCDx/cWICPsq+piWM1WyvLKsJqtbTqOo45w6lQQApYu1VJFXQ2ExWJh1qxZDB06lFdffZUZM2awb98+7r33Xrp169bGK+kYjMY0UlIKGThwftCjMSQSiaSVSPvYBfn000/5xS9+QWZmJtHR0bz77rt8/PHHXHTRRR29tGY4ykEeeKDJ1lutZsrK8rBapTKUSLoq7ZYaKoQoUBTFM5UlFcgBTGiGzZUqYHB7rK2rEOpOl2lpWoqo3a79qa/XPo8eXcc///lPFixYQHV1Nbfccgvz588nKSkpZNfSkRiNaVIASiSSdkPax67Frl27yM3N5a233iIxMZEXX3yRyZMnR3SGjGs5SH09bN5sxmYb3+qZwRKJpHPQnhFBXIvbG72c+4UQBWjeUE88DZ9jvyxFUTYrirK5srIyTCvtnDhHY7h0umwrrimiBoNKXd1qzj33XO655x5SU1MpLi5m1apVXUYESiQSSUcQCvvYuK+0kR1EeXk5/9/e3UdHVd17A//uCQkvKnMSHi6KL5QJQqFqdCbXEu61ps3E1lttuZoorbLoVUlc+lS9VTJEBREwYaKLyrVXTGilWmnViXqrVdRMmvC0EpVkJC0CApkQW7haJDkjQiAks58/5oVJMpNMkpk58/L9rJWl5+TMmT376PzyO2fv/SspKcEll1yChoYGVFRUYP/+/bjtttviOgkE+sf6jAzg8su98+XR568ZTETJJ6aJoI93BbRSKaXvDujAYS+A5y7oIFLKGillrpQyd+rUqVFrYyLylcZAWuRqI/qGiC5ZYsdFF+Xi0UdvhaIoePfdd/HOO+/g8ssvH/W5m1wuVHZ0oMk1tmGsRETJYizxEWCM1MKXX36JFStW4OKLL8avf/1r/PSnP8WBAwdQXl6OSZMmad28sPhi/Zo1nn9edlnAfPkwagYTUWLSqo5gOYClAdsqBge2KQDaYtaiJBCN0hitra149FEL3nnnHcyYMQMvvPACfvSjH0GnG9s9hCaXCwWtrehxu5Gh06E+Jwd5ei7KQkQpj/ExQfT09KCmpgarV6/GkSNHsGjRIjz22GMwGAxaN21U+peV8syXV9XGIWsGE1Fii/kTQSFECTz1kXzLYBtCDH9R4Fk1jUZAn6fHjPIZIZPAcFcF+/TTT7FkyRJcccUV+PDDD/HEE09g7969uOWWW8acBAJAo6qix+1GH4AetxuN6tiHsRLRGaWlpcjMzIQQAiaTCTU1NYOOqampgclk8h9TW1sb8nx2ux2FhYUQQiAzMxOFhYWw2/kVHUmMj4lBSgmbzYZ58+bhpz/9Kb7xjW/gww8/xO9+97uETQKD0evzMGNGOZNASkqMkR6xLihvhqcQbuBf/UZ4iuQ6vUHPN0/C4CumS5Fxpki8Zw5Aff3govJdXV2oqKjAU089BQB44IEHUF5ejszMzIi2JV9RkKHT+Z8I5iss2E4UKYWFhQCAlpYWZGVlwW63o66urt8xxcXFcDgcsNlsMBgMaG5uRnFxMXbs2AGr1drv2KqqKlgsFlRXV8Nms6GzsxN2ux0OhwNmMxevjATGx8Swbds2lJWV4cMPP8Qll1yCN998E9deey2EEFo3jYjCxBgZQEoZkx94ApoE0BXwIwGYvb9XAJTAsyR2CTyBbshzmkwmmarU7ao8WHFQqtvVsF9TUSFlWpqUgOefFRVnftfd3S0ff/xxmZmZKYUQcsmSJbKjoyMKLT9ju6rKioMH5XY1/M9AFA27d+/WugkR09XVJQHIrq6ukMfYbDapKMqgY3yvbWlp8e9ra2sbtC9ahrsOAJpljGJWLH+iER9lisfISNu1a5e87rrrJAB5/vnny2effVb29vZq3SyimGCM7P9aLWJktOJjLMtHOACEvGUmPXdBBz+XjbImlwuNqop8RUmYOWrhloloavIsCZ2f73ny51sVzPdEMD8fcLvd2LJlCx5++GF8+umn+O53vwur1YqcnJyof448vT5h+pxopFyuJk3n1zQ3N4e8E2mxWFBeXg5lwJN4RVFQUlICi8XivztqsVhgNpthNLJ+ebTEa3wk4NChQ3jkkUewefNmnH322aisrMS9996LiRMnat00ooTGGBkftFosJi4k6oIlwcpEDEwEQw0Dra8/kxx+9VUdTKYy7Ny5E0ajEc8++ywKCgo0+UxEycTlakJrqzY1uBRFQVlZGQoLC1FWVoabb755UIByOp0hg1ZhYSGWLj2zVonD4YDFYolqm4nijcvlQlVVFX7+85+jt7cX9957Lx566CFMmTJF66YRJTzGyPihSfmIeJGoC5aEUyZiYHHYxkbP/rw84Hvf+wiPPHINrrnmGqiqii1btmDHjh0jSgJdriZ0dFTC5Rpm1RmiFKSq2tbgslqtsNlscDgcMJlMyM7OhsPhmVLmdHqmmYVa1EJRFKgB34VOpxNZWcFK2REln56eHvzXf/0XZs2ahYqKCvz7v/87PvnkE6xfvz6iSWAsyiexRBPFK8bI+JHSiaBvwZI0IKEWLPGViZi5ZmbIYaEDi8Pm5wMdHR1YvHgxjEYjWlpasH79euzduxc//vGPR7QSqO9OTnv7CrS2Fow6GWQySclKUbSvwVVUVIS6ujpIKWE2m1FQUABVVf3BzRfsBnI6nf2GwxgMBnR2nillZ7fbIYTwr6JGlAyklHjppZcwd+5c3HvvvbjsssvQ3NyMLVu2YObMmRF9L99opN/+oR3Vy3bivbrDET1/4HusaG9HQWsrk0GKK4yR8SOlE8E8vR71OTlYM3NmwgwL9RmuTERgcdjXXuvEK688gNmzZ6O2thbLly9HW1sb/vM//xPjx48f8XsPdycnnAQvUskkUTzS6z01uGbOXBPTIS+hVFdXA4B/KWuDwTBohTSfuro65Obm+reNRiNsNpt/22w2Q0rpPydRomtsbMQ3v/lNLFq0CGeffTa2bt0Ku90etT/iGlUV2X914/H7gcW/kjj5g/1wNUU2UUvUEU+UGhgj40dKzxEEknvBkiuuOIk///kpLFpUAZfLhSVLlmD16tW48MILx3Re350c39juwDs54Y77/uyz5+F2nwQg/cmk1l8ERJGk1+fF3X/TvruYVqsVxcXFgybDO51O1NbW9guAVqvVP2wmUSfDEwWza9cuWCwWvPXWW7jwwgvx61//GrfeeivS0tKi+r75ioJPWgXST0ukuQGclkHn+o/1PViiieIZY2R8SOkngrEWq6GQfX19eP755zF79myUlZVhwYIFaG1txebNm8ecBAJD38kJZ9y3y9WEzz57Fp7V0QEhxmkyLIAoGdntdmRnZ6O2thZOpxMOhwPFxcXIysryr5BWVFSEoqIimEwm2O12qKrqfwJSVlbWbyU1g8EAq9XqL7irqiqcTidaWlq0+ohEY/L3v/8dt912G3JycvDee++hqqoKn3zyCZYsWRL1JBDw3IBeWnwxkCGGnOs/1vdI1BFPRNHEGDnAaGpOxMtPItVIUtXtctu2ibKhIU1u2zZRqur2iL+H2+2WW7dulZdddpkEIHNzc+Uf//jHiL/PUML5nAcPVsiGhjTZ0ADZ0CDk3r13xrSNRAMlU40kKaWsq6uTZrNZKooiFUWRRUVFQWsmVVdXS6PRKAFIo9EobTbbsOcEIBVFkWazWdbV1UW03alaRzBaP4kUI2NBVVW5fPlyOWHCBJmRkSHvv/9+efToUe3aM4p6wERaYIzUPkZGKz4Kz2sTU25urmxubta6GWHp6KhEe/sKAH0A0jBz5hrMmFE+5vP66rAcPHge1qx5AfX19Zg5cyYqKytRXFw8okVgImW42jBaLhtMFMyePXswd+5crZuR8oa7DkKIFillbsgDqJ9EipHRdOrUKWzcuBFr167F0aNHceutt2LNmjX42te+pnXThpWItY4p+TBGai9a8THl5wjGylDz6kbL5WrC229/G5s29aC+XmLKFAUbNmzAnXfeiYyMjLE3epSGG/ftG1oaTiFRrQuOEhFRYnK73XjppZfw0EMPob29HYWFhbBarbjiiiu0blpYErXWMRElDiaCMTKS5CccR48eRVnZMvzmN6eg0wE//rHA8uX34NJL74lQi6MrnEnCfHJIRESjUV9fD4vFgpaWFuTk5OCdd97BNddco3WzRiTYyp9MBIkokpgIxlAkVkjq7u7Ghg0bUFlZia+++grXXpuGJUskpk0bj4su+l6EWhofgi08w0SQiIhC+ctf/gKLxYK3334bM2bMwG9+85sR18qNF1z5k4iijYlgjI12qKNvJdAVK1bg0KFDuP7661FZWYkLLvgyaYdORmM4LRFRqjh+fBfa2izIzrZq3ZSo+/TTT7Fy5Uo8//zzUBQFTzzxBO6++25MmDBB66aNmm/lT84RJKJoYSI4Bq4mF9RGFUq+Elb9n9EMdZRSYuvWrbBYLNi1axeuvPJK/Pa3v8W3vvUt/zHJlgD6RHo4LRFRKnG7T+Fvf6sCgKRNBru6urBu3Tps2LABAPDAAw+gvLwcmZmZGrcsMpK51jERaY+J4Ci5mlxoLWiFu8cNXYYOOfU5wyaDIx3q2NzcjGXLlqGxsRGzZs3Cyy+/jKKiIgghIvo5RpLMxlo8FhwlIkokR468mnSJ4KlTp/Df//3fWLt2LVRVxeLFi7FmzRpcdNFFWjeNiChhJN6g+TihNqpw97iBPsDd44baqA46xtXkQkdlB1xNLgBnhjoCaUMOdWxra8OiRYvwz//8z/j444/x1FNP4eOPP0ZxcXHEk8DWgla0r2hHa0Grv51ERJQ8pk69QesmRIzb7cYLL7yAOXPm4P7778eVV16Jjz76CM899xyTQCKiEeITwVFS8hXoMnT+J4JKfv9J3MGfGA491PHIkSNYu3YtNm7ciPT0dDz88MNYtmwZJk+eHJXPECyZjcengkRENHI63XhceOG9SfM0sK6uDhaLBR999BGuuOIK/PKXv4TZbNa6WURECSslE8FIDIfU5+mRU58T8jyhkqxgQx1PnDiBJ598EuvWrcPx48dxxx13YNWqVTjvvPNG/RnDMVwyS0REieussy5JiiRw586dsFgsePfdd/G1r30NW7ZswaJFixJyJVAioniScolgOHP7wl3ZU5+nD5lIhpNk9fb24rnnnsPKlStx+PBh/PCHP0RlZSXmzp07tg8ZpuGSWSIiIq10dHTg4YcfxpYtW5CZmYn169fjrrvuwvjx48M+R5PLxVU3iYhCSOhEsK/vODo6Kke0ouRwwyEjVcR8qCRLSok333wTFosFu3fvxvz58/HSSy/hX//1X0f8PmM1VAyRWSUAAB4eSURBVDJLREQUa52dnaioqMBTTz0FnU4Hi8UCi8UCZYR19JpcLhS0tvrr8NXn5DAZJCIKkNDjKrq7P0F7+wq0thbA5WoK6zW+J3VIQ9AndcFW9hwtfZ4eM8pn9Eu0PvjgA+Tn5+P6669Hb28vXnnlFWzfvl2TJJCIkk9paSmEECgtLe233+FwBF1sqrS0FJmZmRBCwGQyoaamZtAxNTU1MJlM/mNqa2tDvr/dbkdhYSGEEMjMzERhYSHsdvvYPxglvZMnT+Lxxx9HdnY21q9fj1tuuQX79u1DZWXliJNAAGhUVfS43egD0ON2o1EdvKgbEaUWxsj+EjoRlFJipAmb70ndzDUzgw4LDXdlz5Hav38/iouLMX/+fOzduxdPP/00du3ahRtuuCGiK4ESERkMBtTU1EAd5g/fwsJCOJ1OtLS0oKurC+Xl5Whpael3THFxMaxWKzZt2oSuri5YrVYsXboUFotl0PmqqqpQWFiI4uJidHV1oaWlBcXFxXA4HBH9fJRc+vr68Pzzz2P27NkoKyvDggUL0NraimeffRYXXnjhqM+bryjI0OmQBiBDp0P+KJJJIko+jJEBpJQJ+zNnjpANDWly27aJUlW3y0hR1e3y4MGKiJzz888/l3fffbccN26cPOuss+Qjjzwiv/zyywi0kogiZffu3Vo3IWJKSkpkSUmJNBqN0mq1+ve3tLRIz1e+R1dXlwQgu7q6Qp7LZrNJRVEGHeN7bUtLi39fW1vboH0jNdx1ANAs4yD2JMqPyWQasj+15na75datW+Vll10mAcjc3Fz5xz/+MaLvsV1VZcXBg3K7qkb0vESphDEyuFjGyGjFx4R+Ijhx4hzMnLlm1PP4QtHr8zBjRvmYznn8+HGsWbMG2dnZeOaZZ3DHHXfgwIEDWLVqFc4555yItZWI4tPAOqKxVl5ejsrKymGPa25uDvk7i8WC8vLyQcPyFEVBSUlJvzueFosFZrMZRqNx9I2mlOFwOFBYWIhrr70Wx44dw4svvogPPvgA3/72tyP6Pnl6PcpnzODcQKI4wxgZHxI6EUxLO2vMCVuk9fb2oqamBrNmzcLKlStRWFiIjz/+GBs3bsS5556rdfOIKAZ8qxO3r2hHa0GrJoGuqKgIWVlZQeczAJ5AVVZWhsLCQlgslqBDU5xOZ8igVVhY2C9AOhwOFBcXR6bxlLTa29txyy23wGQyYefOndiwYQP27t2Lm2++meUgiFIEY2T8SIpv3ZHcVRjq2LHcnZBS4ve//z0uvfRSlJaWIjs7G++99x5effVVzJkzZ8TnI6LEFWx1Yi1YLBZYraHryFmtVthsNjgcDphMJmRnZ/uDndPpBOCZSxGMoij95lc4nU5kZWVFsPWUTI4ePYqf/exn+PrXv47XXnsNDz74INra2nDPPfcgIyND6+YRUQwxRsaPhE8ER3JXYahjx3J3oqmpCVdddRUWLlwIKSVee+01/OlPf8KCBQvG9NliyeVqQkdHZdirrxJRaMOtThwrJSUl6OzsHHIFs6KiItTV1UFKCbPZjIKCAqiq6g9uvmA3kNPp7DccxmAwoLOz079tt9shhPCvokapqbu7G+vWrUN2djY2bNiAxYsXY//+/Xjssceg53BNopTEGBk/MTLhE8GR3FUY6tjR3J3Yt28fbrzxRixYsABtbW145plnsGvXLixcuDChVgL11U4caSkOIgpuuNWJY6mkpCSseRAAUF1dDQD+pawNBgPq6uqCHltXV4fc3Fz/ttFohM1m82+bzWZIKf3npNg7derveP/9i9HWNnj1umjr6+vD5s2bMXv2bJSXl+Oqq67CX/7yF/zyl7/E+eefH/P2RIPWc5yIEhVjZPzEyJgngkKIaiGEYcA+RQhRIoQwe/8Z/DlrEAPvKqRPSR/0xex72pWe+/eQdyBGcnfi888/x1133YV58+bh3XffxerVq7F//36UlpZi3LhxI+qPeBDJ2olE5BGsjqgWysvL4XA4hpzwPpDvLqbVakVVVdWgJbadTidqa2v7TYS3Wq2w2+0sFTEGkY6PPT2f4+TJA/jb36pilgxKKfHWW2/h8ssvx2233Ybp06ejsbERb7zxBr7xjW/EpA2xEA9znIgSGWNkfIhZIugNYmUAcgEMzLKsAF6WUtqllDXe7bAE3lWY9eQsHLjvQL8v5sCnXQfGF2LW79OC3oEI5+7EV199hUcffRTZ2dnYtGkT7rzzTrS1tWHFihU4++yzR9Uv8SBatROJSHu+1csGzoOw2+3Izs5GbW0tnE6nfyJ7VlYWzGYzAM+QmKKiIphMJtjtdqiqCrvdDpPJhLKyMv9xgOfOqNVq9RfcVVXVX3+Jhhat+BjoyJFXx9jK4e3YsQPf+c538P3vfx8nT57Eyy+/jPfffx9XX3111N871uJljhMRjU3Kx8jR1JwYyw+AOgDGAftaBmxXDzwm2M/AGkkHKw7KhrQG2YAG2ZDWIA9WHJQHD1bIhoY02dAA2dCQJg8erBiyDkcwPT09cuPGjXLatGkSgCwqKpL79u0b8XniWSRrJxIlmmSskRTIV78IATWSpJSyrq5Oms1mqSiKVBRFFhUVBa2ZVF1dLY1GowQgjUajtNlsId/fd04AUlEUaTabZV1dXVhtT/U6gpGMj1JKzJ4Nb+yDPHCgbNj+H60DBw7Im2++WQKQU6dOlU899ZQ8depU1N4vHqjbVblt4jbZkNYgt03cJtXtrFNIyYsxUvsYGa34KDyvjR0hRB0Ai5TS4d02e7cLA46xAjgqpawa6ly5ubky8FGub6iGu8cNXYYOOfU5wLzdaG0tgNvdA50uI2TNQVeTC2qjCiVf8T8NlFLif/7nf7B8+XLs27cPV111FaqqqjB//vxIdAURxYk9e/Zg7ty5Wjcj5Q13HYQQLVLK3JAHJLhIxkcAuPTSc+WmTedg6tQbkJ09qgeJQzpy5AjWrl2LjRs3Ij09HT/72c+wbNkyTJ48OeLvFY+C/d1AlIwYI7UXrfgYDxPaFAADx1QcBZA90hP5hnf2/2LOQ05OPVS1EYqSHzIJHJhA7nLvQllZGbZv3465c+fi9ddfx3XXXZdQi8CMFIMaEVFcGVN8HD/+AsyfH/68l3CdOHECTz75JNatW4fjx4/j9ttvx6pVqzB9+vSIv1c80+fpGSuJKKHFQyIYrKhGyMH2QogSACUAcNFFF8HlauqX5AX7Ytbr84YsOh841v/gqYN47I7H8O7ud3HeeeehpqYG//Ef/5GQi8CMRLBkmAGOiEhTI4qPwOAYGUm9vb147rnnsHLlShw+fBg/+MEPUFlZiXnz5kX0fYiIKDbiIbvpDLIv5JKd0jNZvgYArrhirgxn2OdwlHwFXeld2OzejLfcb2HSwUlYu3Yt7rvvPpx11lkjPl8iCjbxnYkgEZGmRhQfgf4xMjc3NyJzP6SUePPNN2GxWLB7925885vfxIsvvoirrroqEqcnIiKNxEMdQRWDA9sUAG3DvbCv79iYyx4cO3YM699ej1txK7aKrbi96Ha0HWzDQw89lDJJIBA/xT2JiMhv1PExUj744APk5+fj+uuvx+nTp1FbW4umpiYmgURESUDzRFBKacfg4S8KAPtwrxUnz4b47a3Ax5eMuOzB6dOn8fTTT2PWrFlYvXo1vn/997Hnkz2otlVj6tSpI/oMySCeinsSEdHY4uNYHThwADfddBPmz5+PPXv24Be/+AU+/vhj3HjjjUk9V34gFo0nomQWD0NDAcAphDBIKZ3ebYNv1bShnNwvIdt+ApGxGLNenxDWsFApJV555RU8+OCD2L9/P66++mq88cYbuPLKK8f6GRIeJ74TEcWdUcXH0frHP/6BNWvW4JlnnkFGRgZWrlyJBx54AOecc0603jJuce48ESW7WBaUNwYUzC33Tmj3WQrA7C2qWwKgNOwTuwHZk4bTzRcE/XXg3bw//elPWLBgAYqLi5GRkYE//OEPaGhowJy+ObzjR0REmohafByB48ePY82aNcjOzsbGjRtx++2348CBA3j00UdTIglscrlQ2dGBJteZvwNYNJ6Ikl3Mngh672A6AAyqfSSlVOGd3D4aQieCzmnz3c1znnJiEzZhu3s7pk+fjl/96ldYsmQJ0tLSeMePiIg0Fc34OJze3l48++yzeOSRR/DZZ59h4cKFqKysxNe//vVovWXcaXK5UNDaih63Gxk6HepzcpCn1/vnzvv+PuDceSJKNvEyNHT0BDDluilBf/XJ65+g6mQVtsqtmIiJWHbNMqx6bRUmTZrkP4arZRIRUaqRUuL111/H8uXLsXfvXuTl5aG2thb/8i//onXTYq5RVdHjdqMPQI/bjUZVRZ5eH6I2MRFR8kj8RFACX/z+C3S+0+l/mvfll1+iqqoK63++HqflaSwUC7Fk/BJcverqfkkgAN7xIyKilPL+++9j2bJl+POf/4zZs2fj1VdfxcKFC1NqEZhA+YqCDJ3O/0QwXznzdwDnzhNRMkv8RBAApOdp3j/s/8Dzzc9j9erV+OKLL7Bo0SIsv3E5lP1KyLt5vONHRESpYN++fXjwwQfxyiuvYNq0af65gOnp6Vo3TVN5ej3qc3LQqKrIVxTk6fl3ABGlBs3LR0SCFBKNukZ8t/q7uOeee3DppZdix44d+N3vfoecohzMKJ8xKMELXERGn6cPegwRUSKrqamByWSCEAImkwm1tbWDjiktLYUQApmZmf6f4uJiOJ3OIGcE7HY7CgsLIYTwn9fhiNoilhQBn3/+Oe6++27MmzcPb7/9NlatWoUDBw4g50c/whOHD/dbICUVuVxNmK4+jbuUw0wCiVIIY2SCPxEcN3kcDv3bITz+58fR+vdWXJp1Kd7a9Ba+973vDTnEhQvEEFGyKy4uhsPhgM1mg8FgQHNzM4qLi7Fjxw5YrdZ+x5rNZtTV1fm3LRYLsrOz0dbWBoPB4N9fVVUFi8UCm80Gm80GAHj55Zdj84FoxNxuN1avXo3HH38c3d3dKC0txcqVKzFt2rSQC6SkGperCa2tBXC7e6DTZSAnpz6sUlRElNgYIz0SOhE8JA7h1hdvxQUXXIDNmzdj8eLFSEtLG/Z1XCCGiJJZbW0t7HY72tvboXjnO5nNZrS3tyMzMxM333wzjEZjyNdbrVY4HA5UV1f7A6LT6YTFYkFLS0u/15aUlIQ6DWnsr3/9Kz766CPceOONqKiowOzZs/2/C7VASqpR1Ua43T0A+uB290BVG5kIEiU5xsgzEnpo6FdffYV169Zh3759+MlPfhJWEgicWSAGaeACMUSUdCwWC8rLy/0BzkdRFJSUlMBisQx7js7OTkyZcmZFZovFgqKioiGDI8WXCRMmYPv27aitre2XBAJnFkhJAwYtkJJK0tOnQAgdAB10ugwoSr7WTSKiKGOMPCOhnwhecsklYV2sgbhADBEN57777sPOnTs1bcPll1+OJ598csSvczqdIYNRYWEhli5dOuRrfd+rZWVl/v0Oh2NU37eknTlz5iAvL/jTLS6Q4hkWeuDAfZCyD0LoMGvWk3waSBQmxsjkiJEJnQiOGzf65nNJaCJKRr4J7IHzFgIpigJVVfvts9vt/eZVm81m1NfXDzpvqHNSYsrT61MyAfQ5MyzUDSkFTp8+qnWTiCjKGCP7S+hEkIgoWkZzlzEe+AJRqKDkdDoHDYcJnAivqipefvllzJw5EzabDWaz2X/eUKukEcUrV5Mr5OgfRcmHTpfhXyiGw0KJwscYmRwxMqHnCGrJ5WpCR0clXK4mrZtCRNSPwWDot8JZoLq6OuTm5oZ8rW+OhNVqRXFxsX+/0Wj0r4JGlAh8K4S3r2hHa0ErXE39y2To9XnIyanHzJlruFooUQphjDwjoRPBns96Bn2xx4Jvuen29hVobS1gMkhEccVqtaKqqmrQ8Ban04na2tqw5jFkZWUNOqfdbo/rekhEgYKtED6QXp+HGTPKmQQSpRDGyDMSOhE8dehU0Lt80RZsuWkionhRVFSEoqIimEwm2O12qKoKu90Ok8mEsrIy/1CWUOx2O5YuXYry8nL/PoPBAKvVCpPJhJqaGqiqClVVUVtbi6qqqmh/JKIR4wrhRBQMY+QZCT9H0H0q9nUAOa+AiOKdzWZDTU0NLBYLHA4HjEYjNm3ahKKiokHH2u12ZGZm+rd9AW1g/aOysjIYjUZYrVaUlpZCURTk5uYOKr5LFA+4QjgRhcIY6SGklFq3YdTmiDmyGtWYXT0b00umx/S9Xa4mqGojFCWfQ0qIEtyePXswd+5crZuR8oa7DkKIFill6Mkb1E9ubq5sbm7WuhlElOAYI7UXrfiY8E8EoQNOHz0d87fV6/OYABIRERERUUJK6DmCAKAbz3H/RERE5FkptKOyQ5OF5IiIEk1CPxEcf/545NhyRjXun0M7iYiIkoevXIS7xw1dhg459aP7+4CIKFUkdCKYcW5G2F/yTS4XGlUV+YqCediN1tYC/2IvrB9EREQUXKLcOA1WLoKJIBFRaAmdCIaryeVCQWsretxuZOh0eGda/aDyD/Ec3IiIiEZrLImcr25uItw49ZWL8D0R5LQRIqKhpUQi2Kiq6HG70Qegx+3GTuQgh+UfiCiAlBJCCK2bkbISeQXreHb4cA32778bUrqh040fcSLXtrwN7jdqgKu2wV26Oa5vnLJcBFH0MEZqJ5rxMSUSwXxFQYZO538imHtuAeadWw9VbUT6vm9BfXo6kO9i0CBKUenp6eju7sakSZO0bkrK6u7uxvjx47VuRlLp6zuO/fv/L6TsBQC43adGlMi1Wdrw5TMXAJDAiz8GxDgoG/P7HeNqcsVV4qXP0/vbEW9tI0pUjJHa6u7uRnp6elTOnRKJYJ5ej/qcHP8cwTy9HkAesHseWn/YCndPOyeWE6Wwf/qnf8KhQ4dw/vnnY+LEibzrGSNSSvT29uLYsWP44osvMG3aNK2blFT6+o5Byj7/thC6fiNghkuUjrx6xPdKABIZH9zcL4kMd3GWNksbjrx6BFNvmIpsa3akPt6QuHAMUeQwRmpDSonu7m4cOnQoavExJRJBwJMMehLAMzixnIgAYPLkyQCAw4cP4/Tp2NclTWXjxo3DhAkTcNFFF2HChAlaNyeppKWdA52uE273KQiRhosv/oU/kQsnUZp6w1T8repv3i2BaUUX9vt9ODG0zdLmP4fvn7FIBhnfiSKHMVI76enpmDZtmv8aRFrKJILBcGI5EflMnjw5al+0RFpISzsLOTn1QReKCSdR8iVsoZ7mhRNDzzxVPLMdi0SQ8Z0oshgjk1NSJIKjXRGNE8uJiCiZ6fV5QeNiuIlStjU7ZOIWTgzt/1TRsz0aI53vx/hORDS8uEkEhRAKgJsAOAEYANillM7hXjfWpa0DJ5YTERHFm9HGx6FEKlEaLob6ksjPt3yO9Knp6P2yF66mkS3ONtr5fozvRERDi5tEEIAVgEVKqQKAEMIGoHi4F6lqI2sCEhFRMhtVfBzOSBKlcJ7IBR4DeIafpk/xJH89/+hBz6EeHN95HP+76X8x++nZmF4yPaz35nw/IqLoiKdEMNcX5Lw6hRBGKaVjqBcpSj50rAlIRETJa1TxMVLCeSIXeIxIE4AA5GkJuOFbdPSMPmD/3ftx1qVnhZXQcb4fEVF0xEUiKIQwA+gcsFsFYAYwZKDT6/NCToYnIiJKZGOJj5ESzhO5wGOk25v1+ZK/ILWQpVuG/WSP8/2IiKIjLhJBAAo8gS3QUQBhLS0WajI8ERFRghtTfIxIA8J4Ihd4zKAngjpAjBOYPH8yXO+5AAnoxo/syR7n+xERRV68JIJZQfYNDHwAACFECYAS7+YpIcSuqLWKhvJ/AHyhdSNSFPteO+x7bc3RugEaCDs+AtGLkZMw6axJmHTOie4Tx04sOHF8yGP6Thzzbp/Th77eNHfauBM9J46d+H8njodzniTB7wrtsO+1w77XzqjiY7wkggOHvQCeu6CDSClrANQAgBCiWUqZG82GUXDse+2w77XDvteWEKJZ6zZoIOz4CDBGxgv2vXbY99ph32tntPFRF+mGjJKKwYFtCoA2DdpCREQULxgfiYgoKuIiEZRS2jF4+IsCwK5Bc4iIiOIC4yMREUVLXCSCXk4hhCFg2xDG0tg10WwQDYl9rx32vXbY99pK1f4fTXwEUre/4gH7Xjvse+2w77Uzqr4XUgZZ11kDQggFwE0AnAAMAOxSSqe2rSIiItIW4yMREUVD3CSCREREREREFBvxNDSUiIiIiIiIYiBeykeEjUNkYk8IUQ3AGtjPvA7RF9DHAFAIoNI3L4j9H13e+Vhm76YJgM27aAf7PoaEEGbAv2AK+z4M7KPYY4zUBmOkdhgj40NEYqSUMqF+AFQDUAK2bVq3KVl/4PmfvAxACwAjr0PM+78k4N8VeJaLN7D/Y9L3ZQO2u3z9zb6P6XVoAWAO2GbfD99n7KPY9TVjpLb9zxipXd8zRsbBTyRiZCIODc2VUqoB251CCKNmrUliUkq7lLIKwQsa8zpEkbcv/cVBvX1tB1Dk3cX+jy6r986aTyc8d9cA9n1MeO90DiyQy74fHvsoRhgjtcMYqTnGSI1FKkYmVCLo/dADv3BVnHk8TTHA6xATWQA2Bdk/hf0fE5kDvkyz4FnCn30fA94/MDoH7GPfD4N9FB94HWKCMVJbjJEaimSMTKhEEJ5H/+qAfUcBZGvQllTG6xBl0jPeu3jA7lwAdWD/R11ggBNClMAz90QF+z5WcuXgOnns++Gxj+IDr0OUMUZqizFScxGLkYmWCGYF2TfwQ1P08TrEgOy/8IAZgNMb/Nj/MSCEMHgDXLZ3+BfAvo867yIEwSa3s++Hxz6KD7wOMcAYqS3GSG1EOkYm2qqhwcbhK0H2UXTxOsSQdwhAqZTSd/eT/R8D3j8yaoQQihCiBUAB2PexYJRS1gbZz74fHvsoPvA6xBBjpDYYIzUT0RiZaE8EfY+dA02BZ6Uoih1eh9gqB7A0YJv9H0Pe4S7N8FwH9n0UeSe120P8mn0/PPZRfOB1iC3GSA0xRsZONGJkQiWCIR75KwjdKRQFvA6xM2DsPYQQBvZ/dAkhSoQQdQN2q/AsS86+j65cADd5r0GJd7tYCFHEvh8e+yg+8DrEDmNk7DFGairiMTLRhoYCnlWJDAFjww1BJkxS9PE6RJl3zoN9wMpcRnjGhrP/o6cZg8ffmwFYvP/Ovo8SKWVN4LYQol+hYrDvw8E+ig+8DlHGGKkZxkiNRCNGCm/BwYThHQt+Ezz/ERrg+RIINmmSxsj7CNoMz+N+O4A633+EvA7R5e37FvSf6KsAKJRS2tn/0eXt/1zvZjaAHb4x+ez72PDe7bQAcACo5n/34WEfxQ5jpHYYI7XFGKm9SMXIhEsEiYiIiIiIaGwSao4gERERERERjR0TQSIiIiIiohTDRJCIiIiIiCjFMBEkIiIiIiJKMUwEiYiIiIiIUgwTQSIiIiIiohTDRJBII0KIaiGEFEJUD9hvFEIEresihCgRQrR4X9cihCgKcoxBCFHnPabNW3SXiIgoITA+EsUGE0EibTkBlHiLgA5JCGGDp3joUgCZ3n/fJISwDji0DoAt4Jg6IYQhoq0mIiKKLsZHoihjIkikLTsAB4CSoQ7y3tk0AzBJKR1SSlVKaQcwE0CZEMIYcHiplLLGe0ytdx8DHRERJRLGR6IoYyJIpL1KAOXDHGMFUCmlVAN3erdrvL/37bP7/j0gADZHpqlEREQxw/hIFEVMBIk05r0r2SmEGOqupwGeO6PB1AHIDdzhnUdhBVAPzx1QNegriYiI4hTjI1F0MREkig9WeOYrDBIwf8EZ4rUqgIFzKLK8+zqD/I6IiChRMD4SRQkTQaI4IKWsAZAVbJUzKaUvwIWax2CAJ9gFvsYupSyVUmYDKB/mbioREVFcYnwkih4mgkTxowah50I4ARSG+F0hhp7jYAdQPIZ2ERERaYnxkSgKmAgSxY9KAEYMmM/gZYFn9bN+w1i8w2KK4J0MP8Qy2JwDQUREiYrxkSgKmAgSxYmAFc4GzYXwTpivBdAihDALIRRvIdwWAFUBK6Ep3kK6ZgDw/rMIniBKRESUcBgfiaJDSCm1bgNRShJCVAOAlLI0YJ8BQJt3vwjymhIApfDcGXXAs2R27YBjzPAESzM8Q2YsA48hIiKKV4yPRLHBRJCIiIiIiCjFcGgoERERERFRimEiSERERERElGKYCBIREREREaUYJoJEREREREQphokgERERERFRimEiSERERERElGKYCBIREREREaUYJoJEREREREQphokgERERERFRivn/gV1cjDSVn5UAAAAASUVORK5CYII=\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": 0.425025,
     "end_time": "2020-04-01T01:27:20.504996",
     "exception": false,
     "start_time": "2020-04-01T01:27:20.079971",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb2d53778e0>"
      ]
     },
     "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": 0.035961,
     "end_time": "2020-04-01T01:27:20.576924",
     "exception": false,
     "start_time": "2020-04-01T01:27:20.540963",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Chlorophyll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "papermill": {
     "duration": 0.077382,
     "end_time": "2020-04-01T01:27:20.691048",
     "exception": false,
     "start_time": "2020-04-01T01:27:20.613666",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_ee8fcb80_73b7_11ea_97c9_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_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.927753</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >163</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >6.75039</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.201394</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col4\" class=\"data row0 col4\" >0.0190216</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col5\" class=\"data row0 col5\" >163</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col6\" class=\"data row0 col6\" >0.508256</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow0_col7\" class=\"data row0 col7\" >0.503613</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.721268</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >78</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.6988</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.27128</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col4\" class=\"data row1 col4\" >-0.0674069</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col5\" class=\"data row1 col5\" >78</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col6\" class=\"data row1 col6\" >0.403252</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow1_col7\" class=\"data row1 col7\" >0.537247</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.581081</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >4</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.31522</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.44247</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col4\" class=\"data row2 col4\" >-0.0793349</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col5\" class=\"data row2 col5\" >4</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col6\" class=\"data row2 col6\" >0.428216</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow2_col7\" class=\"data row2 col7\" >0.548664</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col4\" class=\"data row3 col4\" >nan</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col6\" class=\"data row3 col6\" >nan</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow3_col7\" class=\"data row3 col7\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.856355</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >245</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >5.71521</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.221764</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col4\" class=\"data row4 col4\" >-0.0101002</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col5\" class=\"data row4 col5\" >245</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col6\" class=\"data row4 col6\" >0.476055</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow4_col7\" class=\"data row4 col7\" >0.601746</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >0.253039</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >43</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.305866</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.465344</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col4\" class=\"data row5 col4\" >0.162508</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col5\" class=\"data row5 col5\" >43</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col6\" class=\"data row5 col6\" >0.203553</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow5_col7\" class=\"data row5 col7\" >0.491324</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-7.88312</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >12.9787</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.443416</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col4\" class=\"data row6 col4\" >-0.630544</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col5\" class=\"data row6 col5\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col6\" class=\"data row6 col6\" >0.743283</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow6_col7\" class=\"data row6 col7\" >0.538795</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >2.48662</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >3.12552</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.337751</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col4\" class=\"data row7 col4\" >0.329157</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col5\" class=\"data row7 col5\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col6\" class=\"data row7 col6\" >0.467924</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow7_col7\" class=\"data row7 col7\" >0.392764</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >1.34389</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.71508</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.339394</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col4\" class=\"data row8 col4\" >0.204204</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col5\" class=\"data row8 col5\" >40</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col6\" class=\"data row8 col6\" >0.486523</td>\n",
       "                        <td id=\"T_ee8fcb80_73b7_11ea_97c9_10c37b4d93cerow8_col7\" class=\"data row8 col7\" >0.319374</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2d5355910>"
      ]
     },
     "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": 0.475512,
     "end_time": "2020-04-01T01:27:21.204883",
     "exception": false,
     "start_time": "2020-04-01T01:27:20.729371",
     "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": 0.438144,
     "end_time": "2020-04-01T01:27:21.681819",
     "exception": false,
     "start_time": "2020-04-01T01:27:21.243675",
     "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": 0.039462,
     "end_time": "2020-04-01T01:27:21.761490",
     "exception": false,
     "start_time": "2020-04-01T01:27:21.722028",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Conservative Temperature "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "papermill": {
     "duration": 0.123859,
     "end_time": "2020-04-01T01:27:21.924482",
     "exception": false,
     "start_time": "2020-04-01T01:27:21.800623",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_ef4c2f64_73b7_11ea_97c9_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_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.0909293</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >486</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >0.875478</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.98563</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >0.00826907</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >132</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.346813</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.986597</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0676534</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >951</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.325813</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.964389</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.102266</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >704</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.33369</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.938057</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0135362</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1569</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.558456</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.987054</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.130181</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >63</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.234378</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.560801</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-0.18793</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >147</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.347476</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.760658</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.141291</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >183</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.27589</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.958012</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.188083</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >93</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >0.757642</td>\n",
       "                        <td id=\"T_ef4c2f64_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.94782</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2d11ad850>"
      ]
     },
     "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": 0.435002,
     "end_time": "2020-04-01T01:27:22.399512",
     "exception": false,
     "start_time": "2020-04-01T01:27:21.964510",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(5,20))\n",
    "ax[0].set_title('$\\Theta$ ($^{\\circ}$C) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(5,20))\n",
    "ax[1].set_title('$\\Theta$ ($^{\\circ}$C) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "papermill": {
     "duration": 0.526316,
     "end_time": "2020-04-01T01:27:22.967628",
     "exception": false,
     "start_time": "2020-04-01T01:27:22.441312",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,mv)\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.042409,
     "end_time": "2020-04-01T01:27:23.053033",
     "exception": false,
     "start_time": "2020-04-01T01:27:23.010624",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Reference Salinity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "papermill": {
     "duration": 0.069764,
     "end_time": "2020-04-01T01:27:23.166012",
     "exception": false,
     "start_time": "2020-04-01T01:27:23.096248",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_f009b174_73b7_11ea_97c9_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_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.0361651</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >486</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.52148</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.966684</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.141818</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >132</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.404004</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.964661</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0660219</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >951</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.287849</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.987795</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.109735</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >704</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.270829</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.987973</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0392882</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1569</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.883741</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.97968</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.626527</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >63</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >1.07923</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.671415</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.0411847</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >147</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.938114</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.940402</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >-0.0379645</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >183</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.99195</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.965526</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.623019</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >93</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.4524</td>\n",
       "                        <td id=\"T_f009b174_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.853064</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2f85507f0>"
      ]
     },
     "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": 0.391416,
     "end_time": "2020-04-01T01:27:23.599539",
     "exception": false,
     "start_time": "2020-04-01T01:27:23.208123",
     "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": 0.500139,
     "end_time": "2020-04-01T01:27:24.143693",
     "exception": false,
     "start_time": "2020-04-01T01:27:23.643554",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(0,36))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04467,
     "end_time": "2020-04-01T01:27:24.232468",
     "exception": false,
     "start_time": "2020-04-01T01:27:24.187798",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "papermill": {
     "duration": 0.071945,
     "end_time": "2020-04-01T01:27:24.348297",
     "exception": false,
     "start_time": "2020-04-01T01:27:24.276352",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_f0be19ca_73b7_11ea_97c9_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_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >0.0421168</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >486</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >1.22957</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.971754</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.113355</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >132</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >0.330932</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.968864</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >0.0405175</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >951</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >0.221619</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.992146</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >0.0694343</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >704</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >0.199939</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >0.991909</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >all</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >0.0280676</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >1569</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >0.712233</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.984761</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >-0.474655</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >63</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.820005</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.682457</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >0.0574493</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >147</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >0.746333</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.937629</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >0.00292015</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >183</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >1.62767</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.968032</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <th id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >0.445082</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >93</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >1.1625</td>\n",
       "                        <td id=\"T_f0be19ca_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.876525</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2f8550070>"
      ]
     },
     "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": 0.452882,
     "end_time": "2020-04-01T01:27:24.846164",
     "exception": false,
     "start_time": "2020-04-01T01:27:24.393282",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
    "ps,l=byDepth(ax[0],obsvar,modvar,(1010,1030))\n",
    "ax[0].set_title('Density (kg m$^{-3}$) By Depth')\n",
    "\n",
    "ps,l=byRegion(ax[1],obsvar,modvar,(1010,1030))\n",
    "ax[1].set_title('Density (kg m$^{-3}$) By Region');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "papermill": {
     "duration": 0.603525,
     "end_time": "2020-04-01T01:27:25.496047",
     "exception": false,
     "start_time": "2020-04-01T01:27:24.892522",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x237.6 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x21.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
    "bySeason(ax,obsvar,modvar,(1010,1030))\n",
    "fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
    "ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
    "ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
    "ax.set_title('Data Timing')\n",
    "ax.yaxis.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.046046,
     "end_time": "2020-04-01T01:27:25.590061",
     "exception": false,
     "start_time": "2020-04-01T01:27:25.544015",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Temperature-Salinity by Region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "papermill": {
     "duration": 0.053684,
     "end_time": "2020-04-01T01:27:25.691535",
     "exception": false,
     "start_time": "2020-04-01T01:27:25.637851",
     "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": 0.391069,
     "end_time": "2020-04-01T01:27:26.129477",
     "exception": false,
     "start_time": "2020-04-01T01:27:25.738408",
     "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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s2hIUFBR8f82aNeOlpaUjJBbZQ6FQ8NLS0pE1a9aMFxQUfF/0/RDEdOSCNhsMBqhUKiHri9bmdHjMJUKebKlp0Ew7jZpznhOJVtHanE1bAtJmMaSqzRTMTYNoU1KLxSJ8WhYgbmdQFoxU6vIrD1Ri4xsboSiONRz1nfVNllbGMW4bR/uu9qQBndfrxcDAwKIWjCtXrmQ1+8k5NyxZsmQ0awsSMSxZsmQ0XEJDEDkLabMZSqVy1lOe08VstDkV4gM3ebql8VljQo3u7e3F8PAwaTNp86JhJm2mYG4aHA6HUMGw2WzCBcNgMAgrI5itYMgGpGufWxsZZ6zdqYWiSAEoAFbAsPyh5Ql38BIh+9iI6lcbHR2FzWYTKhhdXV3ZLmVRUNZPHOE/e9IFIqchbTajsrJSWAtIOoO5RIFbomnU0YjW5qGhIbhcLuGG5aTNi4eZtJl65pIQCATgdruFZb4ASTBEjh7OpilqIkwmE5RK5axEW9Ogiam1lwM8eRBKoC8A7R1aXP3W1ciky2TTstJlijpXZMEUJRhjY2OwWCw0LYsgiJxhZGQEPp9PuDZ/8YtfFLZ+LmhzYWEhVqxYMe9rJQrc4qdRx2u0aG0WbYswPDwMu91O2kxEoGAuCU6nEwCECcbo6Cg8Ho/QvgCLxYKNGzdm7Pp+fxuczjcAAAbDw9BoYgNXk8mEVatWzTv7KAd30Sbi619ZP6NFgfyBLUowZFsAUYJhNBrBOSfBIAgiZ3A4HADEafO1a9fg9/uFa/O2bduErW8ymVBdXZ2WATSJArfoJGwijZaDOVHWDKK1WV5fZNUOkVtQMJcE0YJht9sBiOtX45zDYrHgrrvuysj1/f42XL78BXA+BgBwOl/H1q1nYwI6s9mctg/r+OxfoC+AmqdqIrX6yQRDo9FkbfhHPKIFQx59TIJBEESuIFqbRXvccc5htVrR1NQkZH0gvdqcLHCLr7KJxmg0ory8PGvDP+LJFW2mRCshQ70RSVjsguH3+3Ht2rWMlXL4fGfB+XjkmPMAfL6zMeeYTKa0mpIqCqXhKEzJMGoehb3FPm2TdU9Pj7BdOUASjCVLlqSllGUuyB53JBjz48EHH6xRq9VbGWPbNm3atPHo0aMVic579NFHV23atGlj9OsYY9vUavVW+WfHjh0bzp07V5JoDcbYtvif6OsRRD6QK9osqmfO4/FgdHRUaM9eOrUZiJ1imQo9PT1Ch58YjUaUlZUJMyynRGt6yCdtpp25JMiCIarJWnQwJ5uSZiqY02p3grHCyM4cYypotTsjzweDQVit1rSNXpazf843nHCecMLxmgNOhRM8yIHQZK1+tJgYjUahgYxow/KrV6+irKwMFRUJP9+IFNixY8cGADh//nzH8uXLg++884761KlTagCeVF7f0NAw8NFHH12Rj0+cOKFrbGzc+Prrr3c3Nzd7pzuXIPKRxa7Nsv+sqJ658fFxOBwO4YblN9wwvUdsJhGtzV1dXVi2bJmwqqF8IN+0mYK5JNjtdjDGsHz5ciHrixaMTAdzGk0Dtm79P0l75ux2O4LBYNqzf76zPvAJDgSlchUwAEyadBndZM05R09PD+688860rT9bjEZjTkzLEiVYCx2Px6Nsa2tTu93uyxUVFUEAaG5u9sZ/0M+G8Gu7H3vssZovf/nLA/J1CWKx4HA4UFBQIGxXJN+1eSasVis45ylrs93eArf7bej196Gy8sC81+ecw2Qy4ctf/vK8rzVXuru7cd111wlb/+rVq7QrNw/yUZupzDIJDocDy5cvFzb612azobS0FBpNamUH6SYbgqHRNOC6647huuuOTRl+kk5T1GgPm5hySxWTgjlgihddX18fhoaGhJVZyoblIoO5fBGM06dR+tRTMJw+jVIR6ycqvZgPzc3NXo1GM/HKK6/Qlimx6HA4HDAYDGkZvjEXbDYbNBoNSkuFfJwID+Zmo812ews6Ow/C630fnZ0HYbe3xDw/nTF4MpxOJ0ZHRxe1NguwJcgIpM3pg4K5JDgcDqGjj61WK1atWiVsV8RisUChUMBgEOMfnC4fm3gPGwARLzpDs0EK4jjAgzzGy0b0JMu+vj4MDg4KE4xgMIienp4FLxinT6P03ntRd+QIVt17L+qyKRoVFRXBRx55xLlv3766Rx99dFU6haOxsXHw4sWLYr5NEoRA7HZ7TmizKCwWC1QqlbCqodlos9v9dtLjmYzBkyFPshTVMycHk6K0eXx8HCaTacEnWkmb0wsFc0kQHczZbDbhgpELpqTz3ZlL5GEjN1sbHjZEdunivWxEC4boaVkWiwWBQGDBB3NnzqAsEIAiFAImJqA4cwZZHX927Ngx2+uvv97d3t5e0tjYuLG6unpzOoSjtrZ29LPPPou5Tltbmzq+ybqjo6NwvmsRRC6RC9oscviIxWJBVVWVsJ1JWZtT2RnU6+9LejyTMXgyRHvMidZmk8mEUChE2jxP8k2bKZhLgujsXy4EcyJNSc1mM8rLy+ddyhJdVpnIfHTFn6/Ayq+vxJYzW2KGnyx2H5t8mZa1axcGVSqElEqgoAChXbswmO17aG5u9n700UdXOOcXGxsbB++55546j8ejnM81u7u7i6urq8eiH2toaBjgnF+M/qmvrx9Pdg2CWIjkQjAnWptFBpNmsxkGgwFFRUUznltZeQB1dceh092FurrjMT1zM2lzNPYWO9r3tMPeYidtJm1OG/mkzTQAJQHBYBC9vb3CBINzDofDIWxaFyCVkmzdulXY+mazOS39csk8bOQSD9mo1PBwbDlpT08PtFqtsJ5FWTBEZR9lW4KFLhi7d2Po3XfReeYMynbtwuDu3RgSeT9vvvmmSa1W69555x31fJqt29vbS+64446BdN4bQeQ6gUAAHo9HmDYHg0E4nU7h2nzrrbcKW3+22lxZeSDh4JOZjMFl7C12dB7sBAB43/dC0ahARUWFsJ5Fo9EIxpiwYJK0OTMsdG2mYC4BHo8HoVBImGD09fVhfHxcuCmpyGlRZrM5bR9WicxHk5VfyphMJqEec0ajEcuXLxcmWN3d3SgsLBSagU4Xu3djSLRQxKPT6SbiH/P7/QUajWbK4/G0traWdXR0lPzmN7/pzMzdEURu0tvbC0Ccx1xvby9CoZBQbbbZbMKrZjJlC+Bv88P5hhMAIglW80vmmHP0HXqsWbsmI+ungtFoRGVlZUo7k5lA9p8VNc8gnZA2pw8qs0yA0xn+MBH0n8VutwMQ56Pj8/kwMjIivC8gk4I1U4lHuk1RZ4vRaBRqiir76Ijqy8gHWltby6qrqzefOHFC19HRUXju3LmSvXv31mo0mommpqbBc+fOlZw4cUIHAB0dHYXvvvuubsuWLcPTXfPEiRO6hx9+eN1LL71kIlsCYrEha/OKFSuErC9amz0eD8bHx4VpM+c8bdocPwDF3mLH5Z2X4fixA44fO3D585dxeedljHaNxrzuI9VHwrVZZKJXnqRJlkFzJx+1mXbmErDYgznZlFRU9nFgYAB+vz+jpqTTlXjIHnNf/OIXM7b+TPT09GD79u3C1u/q6hI6ejkfaGpqGgRgOnLkiOGxxx6rAYDbbrtt4OOPP/4dACxbtmziZz/7meGxxx6rGRwcVN59993eY8eO2aKv0dbWplar1ZF6582bNw+98cYbXeFrE8SigrRZrDb39/djeHg4LdocXx3jftsNHpj0COKBsA9stG2QCrjUfwlfqPnCvNefKz09PWhsbBS2Pmnz/MlHbaZgLgEkGJJgiMr+ZctHJ1H5JQB4vV5cu3ZNWPYvGAzCbDbj/vvvF7I+5xxdXV247bbbhKyfTzQ1NQ0m+3Cvr68f//Wvf92d7LVvvvmm6c033zSlsk6q5xHEQoa0OX+0Wa6OkfvW9ffp4TvrAx8PR2+K8E8QkwFdCNgY3ChMmwOBACwWi7CqGdnjbvfu3ULWzyfyTZspmEtArpRyiOoLyCfBSBV/mz+yS2cqTo/H3Vyx2WwIBALCBMPr9WJgYICyfwRB5BS5oM2MMWHr55M2J6qOKb2hFOYjZvS90wdwgCkZlt27DP2/7gef4EABcDl4GQ/UPDDv9eeCxWJBKBQSVmbZ29uL4eFh0mZiChTMJcDpdGLp0qVYunSpkPXtdjvKy8uFNdjabDYwxoQFk2az1PCcyTJLYDKAU5WrcOUbV8ADHEzFMPCXA6hHPVb+x0r4K/1Jp2xlCtmwXFQwly/TsgiCyC+cTie0Wi2Ki4uFrG+327FixQph/qs2mw1KpVJYMJlubY6vjtE0aKC+RS0FcyGAT3Cob1Fj9aHV8J314ePQx+h4pkNYopW0mchVKJhLgNPpFDopyG63Cx99vGLFCqhUKiHrWywWKBSKjAaT0dYEAKRSDgB8nCP4ZhAv42WMHx9H+4n2iAdd9O5dJgO8xW6KShAEkQjSZitWrlwJpXJeVlhzxmKxQKVSYfny5Wm5XiJNjS+/lJ/TNGjw1stvARBXNSNrs6hgjrSZSIaQYI4xdhzAi5zz7qjHvAC0AHzR53LOdQlefzMAH+e8mzFWC+Ag5/zJdN0fCYZVuClpZWVlRrOf0c3XiBsKFeoNQQVVjG0BgBhfuniT8XQi+9hkemcyGbJgiJymSRBE9iFtnh673S5UG3NBm6uqqtIy5Tje61XW1OmGk5lMJqjVami1yQ3GM4nRaIRSqRT2d9Dd3Q3GmNBpmkRuktW544yx3YyxQwC2QxIH+XEtgPs554xzrguLxFoAySZA7AZwKiwyLwJ4IZ336XK5hAuGyGDOZrMJtyXIdCATbU3AChmgAsAAVsTw8cqPEWTBGNuCRL50mcJoNGLVqlXCymy7urpgMBiEedwRBJFdFoo250IwR9o8d232t/lhesEU2ZFLpqmaBg1qnqqZkjCVLYNEjeU3Go2orq4WVmbb1dWFVatWCSszJnKXrP6L5JyfBnCaMXZn3FPLws9F8wDnvCXJpbo55xkrGnY6ndi1a1emLj8toVAITqdT+M7c5z//eWHrm83mjI/lj8/+AYj8/vFvPA7bLTZ8/0++H5MZjC/9yBS54DFHZRwEsXhYSNosKpgLBAJwu93CtFn2eNuzZ4+Q9QFJm++44445vTZ+J279K+slTR0LgTEGVfnMbR3k/0raTCQmJxyBo0s6gEipRryAZIWxsTF4vV5hDcZutxvBYFDY8JGhoSH4fD5hPjacc1it1qxMsozO/kX/3mQyQbVFFZMZlIO/tc+tzWiJJSDV5eeCKSlBEIubXNLmoaEhXLt2TZg2u1wucM6FafPAwACGhoaEaXMwGITdbp+zNsfvxAX6Alj/ynowJQMPcVz91lX42/wxr4neyQPEB3OkzUSukqsDULZPk/kDEBGVZQBqAVzgnF9Kx8K9vb0AxPnYOBwOAOJsCWRbBFGlHB6PB2NjY1m1JYhmZGQEHo8nYSlJMl+6dBIIBGCz2YRl/0T76BAEkdMI02aXywWAtFmUNrtcLkxMTMxZmxMNNvGd9YGHOBCaLLWUNXbKTt4v1sPn8wn7bjA6OgqHwyFMG0dGRmC32ymYIxKSc8FcWAiSmvWFuRTXoH2KMXY/5zxhIxNj7ACAA8DMI3VlwUjXtKbZIlowbDbJ5H6xm6KKyv5ZrVaEQiFh65vNZoRCIRIMgiBiIG0mbQbmrs3JBpska1+I38mzvSu9f1HaKPq7gckk+d9SopVIRE6UWcbxVIIa/RjiSz8gCUxSF0nOeQvnfDvnfLter4887ve3wWR6AX5/W+QxWTBElXLIgiEq+yhn/0SVcsiCISr7li2Pu2SItiUQ7aNDEETOkjVtTgRp88LX5vjBJtO1L0QPKVMUKtC/uh8AaTNpM5GInNuZgzQNa7Z0AZhV07Xf34b29l0IhcahUBRiy5Yz0GgackYwFmv2T85+ZXNnLtrrRnQwJ2ffRGX/yJaAIIgkZEWbkyFam51OJxhjwtbPV21O1r4Qv5P3z5/8MwBA79bD9IIp436v8eRKMEdVM0QicmpnLlzG0T/DObsZY6fiHl4HSTRSxuc7i1BoDEAQodAYfL6zACZ75kSVcjidTmi1WmGjZ+12O5YuXQq1Wi1kfavVioKCgqz9+ct1+cZnjWjf1Q7fhz4wxoRlP3t6esAYE7YzaTQaoVKphNrII5MAACAASURBVL3/fOTBBx+sUavVWxlj2zZt2rTx6NGjFYnOe/TRR1dt2rRpY/zjra2tZTt27NjAGNumVqu37tixY0Nra2uZ/PzevXtrd+zYsSGT74FY3GRTm5Mha/NMO3iZwuFwoKKiAirVzFMXM4HdbodWq0VJSYmQ9a1WK4qKilBeXp61NaN38sxmMzYrNsPxVUdEr+MHpmQSk8kEpVIpLJju7u5GcXGxUGuOfCOftDmngjlITdNTausZY7WMsa+EDy9A8q+JZsam7HhUqnIAofBRKHwsZf+WLl0q7APT4XAI/c9qs9mE2yJUVlZCqVSm7Zrx5bTRx/F1+WiXdkVFCbbJZEJlZSUKCwuFrG80GlFTU5PWP//FzI4dOzb09PQUnj9/vsPtdl9+4oknnJcuXUrZwO+ZZ55ZsW/fvrr9+/d73W735fPnz3fs37/fe+HCBTEfUMRiJWvanAyXywWtVivMf5O0WTIsz4THm93egvb2PbDbk/9TMZvNuEN9R9b8XuPp6ekR6jFnNBqxZs0aYR57+Ua+aXNW/1WGs3u7IRmTPsUYO5Xggz5Rg/VuSCalb3HOfYyx/nDjNCBl/pIZmCYlEOiDFMuGACjCx5JgiCqjACTBEFViCUjZP5G7MrJgpIv4ctr161/B1avfmjzefirG68Y+ZBdWYgnkxuhjKrFMDx6PR9nW1qZ2u92XKyoqggDQ3NzsbW5u9qby+o6OjsLDhw9XffDBB7+7/fbbhwGgoqIiWF9f78nkfROLj1zS5mSI1man00nanIH2B7u9BZ2dBwEAXu/7AIDKygNTzjObzaiqqYKic3bedOmip6dnUXvc5RP5qM1Z3ZnjnF/inB/hnOs45/fHiwXn/DTnfMqHf7hJ+s6467SEf55M0HQ9I1rtTigURQCUUCiKoNXuBCCVcizmYE509s9isaS1xFAqpx2HVE47Drf77ZjjQN1/xnjd3PWHu7AnsCfG2yabkGCkn9Neb+lT3d2G015vylm3dHLu3Lk5Zeoef/zxqoaGhgFZLAgiU+SSNieDtDm/tFnG7X572mMZs9kMtpnN6E2XKUwmk9BEq9FozLt+OdLm9JFrZZZZQ6NpwJYtZ7B27XOR4SeAlP0T1S/HOYfT6RRWysE5F5r9kw3D05n9k4L2QkhBeyH0+vtijrXanQj0BSJeN0quxB0f3yGkJn9iYgJWq1WYYFy7dg0ejyevgrnTXm/pvZ98UnfEbF517yef1GVTNCoqKoKPPPKIc9++fXWPPvroqtkKx2effVayf//+lDKFBJHvzEWbUynfSwXR2hwKheBwOIRpcygUgs1my8jOnF5/37THgGRYbrVasXr16hi9zlap5fj4OGw2mzBt9nq98Pl8pM1pIh+1edEGc4AU0NXUPBUJ5ACxpRwDAwMYGRkRlv3r7+/H+Pi4sOxff38/RkdH0yoY8UF7ZeWBKUF89AhkDg4WYkJq8u12OyYmJoTtzOXjtKwzXm9ZgHNFCMAE54ozXm/ZjC9KI8eOHbO9/vrr3e3t7SWNjY0bq6urN6cqHFartai8vDyY6XskiIXAbLVZLt/zet9HZ+fBeQV0/f39CAQCwrTZ7XYjGAwK0+be3l5MTExkJJirrDyAurrj0OnuQl3d8YQllk6nM2JYHm9ZEO1NlymsVis458K1OZ+COdLm9LKog7l4gsEgPB7PorclEO1jk/bRx3FB+5Tj8AjkwoOFeAWvANLG3RShsLfY0b6nHfYWe1rvT0a2JRCV/ctHW4JdOt2girGQEkABY6FdOt1gtu+hubnZ+9FHH13hnF9sbGwcvOeee+o8Hs+ME2aqqqrG+vr6Iue1traWMca2yZO3MnvXBJE7jI+Pw+fzzUqbE5XvzXWnjrQ5M9osIyVZ30sYyAGx/q/TedNlCrIlSD+kzemFgrko+vr6wDkXaksAiPPRkU1JRQlWpgUDkKwIEvXDaRo0cO124Zf4JUp/XDpFKOwtdnQe7IT3fS86D3ZmJKAT7TEnWrAywW6dbujdG2/s/M7q1bZ3b7yxc7dONyTyft58800TALzzzjszen9s3rx5+OTJkzr5uKmpaZBzfvGll14yZfIeCSLXcLvdAGZnGRRfrqdS6ee8U0fanHltng7Z407u2Ys3H880pM3ph7Q5veSiabgwRHvMyaaooury8z37KHvKhcZDUBQqpmT1ZMFY86U1U/4NuN92xxxbX7Wi8kB6S15EG5b39PSgtLQUFRUJrVYWLLt1uiHRQhGPTqebiH/M7/cXaDSayOMvv/yyddOmTTecO3euJJcarQki28xFm+VdHrf7bej19yXcqUu2ExRPrmizqDLLbOwM+tv88J31QVWuQqAvEGMKHh/MZRuz2QzGmLBgtqenB1qtFlpt5ktKswlpc/qgnbko5OyfKFNSOfsnWjBEBnOMsYy9/3hPufh+OIvFgqKiooR///r7Yh8b7hhO++6cyWSCXq/HkiVL0nrdVJFtEcjHJj20traWVVdXbz5x4oSuo6Oj8Ny5cyV79+6t1Wg0E01NTYPnzp0rOXHihA6QRh2/++67ui1btkSEob6+fvzpp5+2NjY2bjx69GiFx+NRdnR0FM7GC4cg8oG5anN0+V4qgzaSkSvaLGpn0GazoaCgIGOJbjnRanzGiM6DnTA+EzuAzGq1orS0VFgwYzKZsHLlSmH+r6Iti/KNfNRmCuaikLN/ooI5l8sFpVKJZcuWCVnfbrdDq9UKCyZsNhtWrFiRMcPumRqnA5cD+Hrp1zFwfmDKaysPVKJkY2xvbPxu3Xwxm82L2uMu32hqahr827/9W9Nrr71Wceutt9bfc889dQDw8ccf/w4Ali1bNvGzn/1Mp1art27atOmG2267beDYsWO26Gs8//zzrn/913/tPHnypE6v12+99dZb63t6egoPHz5sFfGeCEIE6aiaSWXQRjJcLheKioqgVs9YgZUR7HY7KioqUg4murqexPnzG9DV9WRa1rfZbFi5ciUUisx8ZYwkWkPhB+ImVVoslowZlqcCaXN+kY/aTGWWUcylLj+dyNO6MvWBORO54KOTyTIOuXHad9YXU8IBSJnBe/7jHhSECnB552UYvmaA4WFDzDlV36pC58HOyHH8bt18MZlM2LhR3FyLnp4e3HbbbcLWz0eampoGm5qaEjZ219fXj//617+e0YdrumsAQCrXIIiFTLqqZiorD8wqiJORbQlEBROz0eauridhsRwBgMiv69a9OK/1M63NcqI1NBYO6BQAK2AYNY/C3+bPmMddqphMJtx8881C1uacw2g0Yvfu3ULWz1fyTZtpZy6K3t5eMMaE7Yw5nc5Fb4qa6WldyRqnfWd9UIaUUEABPs7hOO6Y4jNXeaASdcfroLtLh7rjdWntmeOcC83++Xw++Hw+yv4RBJFz9Pb2oqCgQFiZnUjLIkDS5lT75dzuk9Mez4VsJVrXPr8WdcfrsPLASoADjtckHS7uLk4azCUbapYuQqEQLBaLsOEnfX19GBoaIm0mpoWCuSjcbjcqKiqgVM44mTQj5IJgiA7mRDV4qxvVCCCAkFznwYHQaAjON5wx51UeqMSW97akffiJ1+vF0NCQMMEQbYtAEASRDLfbDb1eL2xnbCElWvX6/dMez4VsaLOcaK08UIni1cXgQR7pb6/yVCUcPhLptXvWOCX5mi7cbjfGxsaEDiYDSJuJ6aFgLore3l5h/XLAZCmHCDjnsNvtwoKpkZER9Pf3C/PRGakdweN4HL7bfWCq8BcGDjhfd2Ys4xeNHEyRYBAEQcTS29srrP0BkBKtorQ5FArB6XSmHMytW/ciqqsPobh4PaqrD827xHJwcBCDg4NZ1ebo/namYriMywl35mYaajYTfn8bTKYX4Pe3xT4e3u2zt9hx9S+voh71pM1ETkM9c1HI2T8RcM7R29srLPvn9XoxPj4ubGdO9tHJhmDII5DjRx93oAOFTxbC8EsDHMcdAAf4BEfPD3qw5gdrpvTYJeq9myu5YEsAkGAQBJF7iNTmYDAIt9stTJs9Hg8mJiZmpc3r1r047yBOJpO2BMl0NLq/3bzMjI5HOhIGc5Feu7DdUPxQs2nX9rehvX0XQqFxKBSF2LLlDDSahkkLo3D/HmccL+Nl6H1i/v3J2iyqaodYGFAwF0Vvby9uvPFGIWt7vV4EAgHho4/z1WNOxt5ix5W/uAIe5FAUTXrNyT42VVVVMDxsgOufXJEPc+9pL/wf+CPnzuRXNxdEm5IajUYsXboU5eXlQtYnCIJIRm9vL2pra4Ws7fF4EAqFhGtzvnnMzaSjmgYNNA0atP2ztGuWqMwyOuhTlasiO3Op6LHPdxah0DiAIEKhcfh8Z6HRNEyZrMk4QwEKUHpVzNT5fPWYI9ILlVlGITL7J/vYiMr+iQ7msrEz52/z48r/vAIe4NLo47EQen7QA3+bH1arNE22uro6IhC63Trpf0jcmOT5lnYkwmw2Y8mSJcIMu8ljjiCIXIW0ObPaPJ2VQaa0OVUdnckwXNOggXanFle/dXVWvXNa7U4oFIUAlFAoCqHV7pQel0s8w9+OQwghiCAMd4sJ5o1GI1XMEDNCO3NhJiYm0N/fL9RjDshvwZiObOzM+c76wEN88oGoXbdrf3INNxXehGvHr6HgC9J/i+LaYjAVA5/gMSUc8yntSIbZbEZ1dbWwYKqnp4fKOAiCyDlGR0cxODhI2pwhbZ7JykAO5tK9M5iqjlqtVixduhQaTfLdNt9ZX6SSJjQmBYYz7c5pNA3YsuUMfL6z0Gp3QqNpkB5v0GD9vynhPmXE0lW1+OeWD9E23IY9O/bM/c3Og56eHmzYsEHI2sTCgYK5MH19fQDEGYbLpqiiBEPOPorcmSspKZn2A3u+aHdqoSgKe9kAAEdk1033Wx3+OvDXMH7PCFbApH65IAdTMpR/uRyFhkmz1un86uaKaFNSk8lEHnMEQeQcHo8HAGlzpso8E1kZxAdzarUaS5cuTeu6qeqozWab0WNOVa6KMRxXlatSuwdNQySIk/H723C16E6E7hmHX1GIi9dVIzgipsSXcw6TyUQec8SMUDAXRhYMUWVusmCImtjldDpRUlKS9g/sVJEnaWZyZyq+vv7qt65GsoLXhq6hgBcAQUzu3nHpw7T/l/3gIQ7XP7kidf3yT7qwWCzYs0dM5m9gYAA+n4925giCyDlIm53QaDRYsmRJRq6v1++P7MjJx9Fkcsp1KjpqtVpxS+ktML1gShr0BfoCkZYIKMLHcyS+l66iwgbg83O+3nzo7+8XallELBwomAuTC9k/hUIh1LDcYDAIK/Oz2+1Z2RWMFo/SG0ojWcEf7v8htim3QQFF7M4cY5LfTVTfXDqDOAAIBAJwOBwzZh8zhejhKwRBEMnIBW0uLCzMaNXIdGTa407ehXO7T0Kv3z9lCqZIyyIAKO4qxp95/wzGj41JB45Fqm7S0Pog99LJUy4//HAI/+2/idFmeco1aTMxExTMhRGd/XO5XNDr9cIMy0V63AGSYGzbti2ra8qBXSgUwn/2/Sd2f3U3vlr/1YgQJNrBS0d/XDx2ux2ccwrmCIIg4hCtzbLHnUjD8kxr83RWBna7XVgJ/sTEBKr7qqGAAuDJE6rpbH2I7qW7dm09OjoeENYCQdpMpApNswyTK4IhCtGG5Q6HQ1j2z+PxIBAIoPSWUtQ8VRMJ8mqeqkHlgUpsObMFa59bmzAjKJuLzsdYXLTHHAlGZnnwwQdr1Gr1VsbYtk2bNm08evTolA+Zo0ePVmzatGmjfM6JEyd0ya7X2tpatmPHjg2MsW1qtXrrjh07NrS2tpZl9l0QhBhImxevNrtcLlzil6RtByWmTajKmp2OyhmNpgE1NU+ht1f6N0eJ1vwkn7SZdubCuN1uABDms5ULgrFz504haw8ODmJoaEjY8BXZliCRjw0wta5fNjqN37Wbq9/cTKOXM43ZbEZhYaGwBv98ZseOHRsA4Pz58x3Lly8PvvPOO+pTp06pAXjkc/bu3Vv72Weflfz0pz/tvv7668fOnTtX8vDDD6/77W9/W3Ls2DFb9PWeeeaZFYcPH6566aWXTL/4xS+6e3t7lb/61a/UFy5cKGlqahrM8tsjiIzjdrvBGINOl/Q7VEbJBW0WFcx5vV6MjY0J9bjrQAdGDo9g88TmtA0cSxU50SoymBNpWZTP5Js2UzAXxuPxoKysDEVFRULW7+3txS233CJk7bGxMfT39wsTjEyNPk6V2dgiRBudMkV6+ulEB3MmkwnV1dVQKGijPp14PB5lW1ub2u12X66oqAgCQHNzs7e5udkrn3PixAndhx9+qO7u7v5UPqepqWmwu7v7U71ev/Whhx7y3n777cMA0NHRUXj48OGqDz744HfyYxUVFcH6+npPovUJIh/weDzQ6XQoKBDzdaW3txcbN24Usvbw8DAGBgYWrTbLidbK3ZWouSm9u1N+f9sUW4J4ZG3W2DQwvZV8AEumMJlMqKmpIf/XNJOP2kzf3sJ4PB6h2Q+R2T95WtdiFYzZBHPRRqc8yMEUbMbyj5kwm83QarXCJonKgpGveL2nS7u7nzJ4vadLRax/7ty5kmTPfe9731v1zW9+0yGLhUxFRUXwq1/9qufQoUORf5SPP/54VUNDw4AsFgSxGBCpzZxzuFwuYdose9yRNs/ef3a6Fgi/vw3t7btgND6L9vZd8PvbEl7DYrFgh3YHfn/P72dlSJ4uSJszSz5pMwVzYTwej7BpWSMjIxgcHMxbH5uZkE1RRWb/lEplzPu3t9jRvqcd9hZ7zLmy0SmUgKJIgQ1/vyFpP12qWCwWYbtyQH4Lhtd7uvSTT+6tM5uPrPrkk3vrsikaFRUVwUceecS5b9++ukcffXRVIuGwWq1F27dvTygAd95558Bnn30Wud/PPvusZP/+/d5E5xJEviJSm69du4bR0dFFr80iWyAKCwtnHczLFTTJArB4+wGf72zC61gsFuwo2RFJ4MoVONnCbDaTNmeAfNRmCubCiMz+ifaxyZXsnyjBsNlsMBgMkUmi9hY7Og92wvu+F50HO9H1ZFfkXHlqlhzAVR6onHfTtcViETb8ZGxsDA6HI48F40wZ5wEFEALnEwqv90xWB4UcO3bM9vrrr3e3t7eXNDY2bqyurt4sC0dHR0chANTV1Y0leq1Op5sYHByMjLe1Wq1F5eXlwUTnEkS+spi1WXQwlwvaXFlZOesWgOgKmtB4CM43nDG7dLL9AKCEQlEIrXYngKm7eRaLBdfWXZtM4GZoonUihoeH4Xa7SZszRL5ps5BgjjF2nDFWG/fYzfJjjLFaxljiObnS81rG2AHG2O7wr7XJzk0Vj8cjdPgJIM5HRxYMUdlHu92OkpISlJWJGchntVpjyjjcb7tjnrcctcRk9hJNzZrPVEuRO3NyT0C+CoZOt2uQMVUIUIKxgpBOtyvrQ0Kam5u9H3300RXO+cXGxsbBe+65p87j8Sjr6+vHAaCzszNho+7Vq1eLysrKIgJRVVU11tfXFxGQ1tbWMsbYNnnKVubfCZHvkDbHkglt9vvbYDK9kLS0L5pc0GaNRoOSkqTVaBklXpsTkUh7VeUqqc9MATAlg/OEM2aXTrYfWLv2OfSs+mc80FOCN37RNWU3z2KxoGBLwbQTrTNFvnvMkTanl6wGc+EP+EMAtgOIT2/sBnCKMeYF8CKAF6a51IsAfsY5P805bwkfzwvK/okTDHn0sUjD8uhJlvr74oSbI6a0wt5ix8U/uohL9/4Gfzj5t7Cf+nDako5k+Nv8uPrDq1jRt0LoJEtAnC1CptHpdg/deOO7natXf8d2443vdup0u4dE3s+bb75pAoB33nlHDUgi8N5776kTnXvmzBn15s2bI/e7efPm4ZMnT0ZG+jU1NQ1yzi++9NJLpkzfN5Hf5Ko2c87zSptT7dWScTqdYIwJ+24g0pYAmKrN8SQqp/S3+XH1W1fBQxxMyVB+Tzn4BJ9SJqnRNOA91Z/jzy1qvO/14r13LAhG7ea53nPB7/dj9erVabU9SBXS5uyy0LU5q8Fc+AP+CID+BE93c87Xcc51nPP7OefTFSZvj3u+nzF281zva2xsDENDQ8Kyf7KPjqidOZfLBa1WK2ySp9PpzGoZR3wmz2azYTPbHHms8kAlqg9VS/87GKAoniytkEswB387iIFfhuC4/3p0/l3rrGvqZRGy/qUVL+Nl1I7OO4E9J/JdMABJNGprX3CKFotodDrdBAD88Ic/tP34xz82eDweZfTzHR0dhf/+7/+uO3TokFN+7OWXX7a2tbWpp2vaJoi5kKvaPDQ0hPHx8bzR5lR7tWRcLhfKy8uFTfJ0OBwZ0+aZdig555Eyy2TEl1P6zvomHwsBPMShMqiSlkm+7Z6swrm8FZiI8rMbuW4EQHLLokxD2iyGharNC65njjG2G1MFxwcpezgn+vr6AIjzmJM97kQFc6J9dBwOR9Z6AuIzea7/cGGVfxXu+MUdkcfsLXYUaAtQd6wOaw/HllbElmAyIFQA9GnAVMFZ1dRHC04BCrDcLubPXy6zFCVY+Uxra2tZdXX15hMnTug6OjoKz507V7J3795ajUYzIfvONDc3e++++27vTTfdtLG1tbXM4/EoW1tby2699db6Rx55xBntT1NfXz/+9NNPWxsbGzcePXq0wuPxKDs6OgovXbokZBIYQURD2jwzyXq1kiFamzPlcZfKDuXAwACGh4enDeZiBpKFtTfymAJgjKHspjKsf2U9dLt0WP/K+oiWdz3ZhW/vu4b/57h0rY5NgONn1ZFyyt4KaVdWlDZaLBYoFAqhO6P5Sj5qc075zIUzeMsA1AK4wDm/lOA0LSSBiKYPwLq5rpsLglFYWCisZ8zlcgk1jHY6nbj77rszvo6/zY+eH/QgNBaKeMPZfmXDVmyFIqiQHhsL4cpfXAEP8YRG4Eu3LoX3/bihRdYqqHcVoKTaAMPDhpRKMbQ7tWAFDKFgCCGEYLhTTIO72WzG8uXLUVxcLGT9fCb8YW86cuSI4bHHHqsBgNtuu23g448//l30eb/+9a+7jx49WvH0009XdXR0lNTX1w+/+uqrpmjPG5nnn3/etX379uEjR44YvvOd79SUlZUFN2/ePHT48GFrlt4WsQhZzNpcWlqKJUuWpOV6cq/WTP5mMiK1mXOesZ25RDuU8X8W8vCV6Xrm5IFkvrO+GA+49a+sl3Q8yHHlm1cALlkJ+T/wo/SGUnhaPbAcsaAIwINGYO2SIlQ8X4OHKyuBP5aubT0hfaSK3JlbuXIlVCqVkPXzmXzU5lwK5i5xzrvlA8bYKcZYopKOZQleO21dG2PsAIADQOIt61wQDL1eL6xnzOVyYfPmzULWzpYpasTsOxzIQSFl8gZrB3EZlwEVgAkpkzedEXiBtgBgAHjUxU1r4DdxDBQ6YXhYeh8tdjvedrtxn16PA8kya1z+hQvblTWbzXldxiGapqamwegMXjKeeOIJzxNPPJGSwWiq1ySINLHotTmdaDQNMwZxMi6XC5/73OfSun6qDA4OYmRkJCPaLO9QhkLjYEyJ0VEz/P62mD+XVD3uNA2aKQnUQF8APCTpOB+PCG1E090nJytsGIAvfsBwa9w6EcNyQTtjpM2ZJd+0OWfKLKPFIkw3gAcSnJqopn/aujbOeQvnfDvnfHuiD+b+fumS+SQYs6G3t1e4j06me+aiyxqhAHS7ddhyZgvsOjs60IFlry/D2ufWYsPfb4CiKPkYYlW5CqyASQoAIOo34AEO31kfWux2HOzsxPteLw52dqLFHutVJ98PD3IwMCihxOj/N5q5Nz8NIm0RCILIfUibF6c2Z9JjTt6hXLny6wAYHI7XppRbun/jxoN4EOWu2f/dR5dfskIGpmIxmq7fH/t3Gn8MSMHcbbrb4PwbZ1aNwmUomCNmQy7tzMXThcTlGT5MFYjy8PlzQs7+LVuWKLGYedxut7BpXYFAAP39/UKnZQGZ99GRP9xD4yEoChVY84M10DRoYP9ICrTWfGkNNBopu1d6Q+mUsg0Ak1OygjzhGuBSsCc3Vdfjv7AVl3He0YgDlQ8nvJ+JkQlwcIyaR6WRyVmclsU5h9lsxp49e7K2JkEQC55Fpc2itHFkZASDg4PCp1xnSps1mgb4fGfB+QTiyy39bX7o/1qPr+Fr6PvvffBXS8FUIl1OxrI9yzBmH8PK/7FyiqZHeuBPuqHfr8e6F6f+cw59GsL3fN+D8VljwpaLTMI5h8Viwb59+7KyHrHwyYmdufBY5FNxD69DAhHgnJ/G1HIOLYDTc10/H0s5UkUevZzvO3PxZt/yh7LscadWq2POTTSGOGZ3LxEKqbzjPr0e9fgvvIzH8TW8jj+7dnBKg7d8P+crzoMpGByvOWZla5AOvF4vhoaGhNkiEASR2+SKNosM5kROmQbEWgYBmdXmZANhfGd9YBNS1Qof53C+4UzZ/sff5sflL1yGp9WDwd8O4so3rgDAFE1f9+I63Hrl1oSBHACojWoU8IJZTalOF263G2NjY6TNRMrkys7cBUz1o9nOOT8ISEalAG7mnL8Vfq6bMVYbVf5Rm6QhOyX6+vpQXFwszBiTBCPzO3NA4tp6efQxYwz+Nv+0mb/o3T2mZFJT9QSXet8UgKJIKuE4UKmBrt+KQk8ACoQAHkjY4K1p0MA0asKt/NakPXqZRJ5kSaUcBEEkQbg2l5WVobCwcK6XmBeLWZszvTMHJB8Io92pRVARBA9yqAqlASDxFgTxOmlvscP9thuKEsVknxwm2x+AyZ296N8n09uPhj7C3oK9UHBFylOq08VisCUg0ktWg7nwRKzdkIxJn2KMnQrXzPsYY/3hZmhAyvzdH/XS3eFjWTC+DuABxlg3pOlaB+dzX319fcJ25cbGxjA4OLiod+aUSqWw92+327Fq1arJASnhMsxEJRXxk7MASRBU5SoE+gIRYfC3+XHjv98D54r3wOs/STqCenx8s6z4EQAAIABJREFUHOeuncMDBQ8APHVbg3RBgkEQBEDanIihoSGMjIwsWm12OBwoKiqCTqeb+eR5kGggjKZBg3+4/h9w/ej1+Pb/+jYAwPVProg+x+uk7P8aQQkgKP2WqRhU5aqIvrMCFplumUzrh4eHcX7wPDoOdmAPy34bAmkzMVuyGsyFM3SXAByZ5rlEr2sB0BJ17Is+ni8iBSMXDMMBCO2ZW7FiBRQKMRW/drsdt9xyS0Lz0UQZu/jdvfhzooNCVvg3WPm/P4Vh1/aE08vsdmn4ivM7TtxednvKvQDpQhYMKuUgiMUNafNUSJsl/1dRU7bPD55H8c7iiCYmsiCQifV/Bcq2lWHpzUsBAIaHDZK+j00aiQOImW6ZqGIHkP7sXUelINL1T66s9c2RNhOzJVfKLIXS398vtCYfgLABKHL2T2STtUgfHbvdjpUrV04ZkBKd+Zup/DL6vGgfOz4ODL96O3735Bj0+7um1ObLo48rPl+Bmj01mXmT02CxWKBSqYR6DBIEQSSDtHlxanMoFJricZeoTUJGf58+xv915f9YicoDk5YCQ58OTfa6c0hWRKHk1TCyNi+3LU8pyZtuLBYLlixZIiyRQSw8KJiDJBgbN24Usrbc4C2ylKO4uBhLly4Vsr7L5cpKv1wi/H4/RkZGUFlZmdR8NJXyy5jzZB+7cDLT/59So7bliNSfFh3Qydk/UaakFosFVVVVwnZFCYIgpqO/vx9r1qwRsnYuaHNZWVnaDMtni8vlEvpnHwgEUvZ4kwM3eYfO/JIZI10jEb0N9AWkcX9hbS67Sdq5MzxsSKjnsjbr79TD+1Nv0vLOTGGxWFBdXS1sV5RYeFAwB2mqX6brwpMhl3KInKS5fPlyYR8aTqcTN9xwg5C146d1Jcr8Od9wIjQaipRk9PxrK9bU100pm5wy6ZIjUrMv4z7pRsV3eyPN3rJgaKwamH5hynqZpRzMEQRB5CJer1fYzlwuaLNIjzuXy4U/+qM/ErL2XCZpVh6oxEjXSCRxKv9a0VSBUfMoWAGTBpaFgMELgxj6dAhlN5UlrLqRtXnNl9Zg9ZnVs7JESAdWq5W0mZgViz6Y45wLLeWQs38iSzlECQbnHL29vcJ25mYSDH+bH87XnVJgBgAsAO/vP4HvJ69i60N/HxPQRco0w4GfdD4mfw9A/aVxXP7Jt8A/3gR2088xPHw9biq8Cd37umfc+csEVqsVDQ1Te/kIgiBEwznPiWBuMWpzMBiE2+0Wps1ztSxyn4ztnXP9xAXb39oig0/Ktpdh8P8OStOjx0K48j+vgPOpg1DsdjvKyspQVlYGNEztjc80FosFu3btyuqaxMJm0ddXjYyMYGxsTLhgiFpfpGB4vV4EAgHhtgjJBMN31jdpEM44EGLAL+8B//ZfwfzrX8JkeiHiHyeXaZb/Sbk0SUsBKIoVWP7QchSvL0b1oWoo72gH//ZfAa//d/Bv/xUqvR7cvvT2KTX52SAUClH2jyCInGVwcBDBYFBY1UxfXx8UCgW02uxNGI6mt7dXWL+cx+NBKBTKWW1Ohn5/7HcZlV4lJViDko1QYWXhZII1JE20TKS9NpsNq1atmtd7mCsTExNwOBykzcSsWPTBnNcrNc2KLLPUaDRQqVRC1pfLLEUg2kdnJsGQd9ugBKBkAGdASAkECtD3HxYYjc+ivX1XjCG49z1vpNRy1TdWof5/10eMSQP/1wCMq8LXUKHGp0fBdnNkjWzW5LvdbgQCAZqWlUEefPDBGsbYtgcffDBmus25c+dKGGPbEp2vVqu3Msa2bdq0aePRo0enbAkcPXq0YtOmTRvlc06cOJH0g6u1tbVsx44dGxhj29Rq9dYdO3ZsaG1tLUvPuyOIzNLf3w9AXKLT4/Fg2bJlwnqKSZtnF8z52/wo0BZEEqjLH1qO4d8NR4I3pmQoNBROfutl0mOJtDdRMOdv88P0gmlaw/J04HQ6EQwGSZszSD5q86IP5kQLRl9fX0bKOPz+tpido0TIZY6idubkUopsCkZX15M4f34DurqehMPhwJIlS6BWqxOeK++2rX1uLer+vg6sWAkoOVAIYMsl4L+uQ+h/3QfnmQsAwn1zcpllCLC8bMEfHv1D5MOfqwcAroDUgKcA0/hh2GWMrJHNEkvZMJyyf5mlqqpq7Kc//WmFx+NRTnfejh07NvT09BSeP3++w+12X37iiSecly5dKo0+Z+/evbWvvvqq4fjx4ya323358OHD1scee6zm0UcfnZJCfuaZZ1bs27evbv/+/V632335/PnzHfv37/deuHChJN3vkSAygazNIhOtokosOeeL2rDc4XBArVajpCS1jyt7ix2X77gM4zNGeE56sPGNjSjdVCr1yAEAAwxfM8DwsAGKonDytFiBDX+/IaH2xgdz8oAz47NGtO9qz2hAJ0/SJG3OLPmmzYu+Z050MOfxeNLeYO33t6G9fRdCoXEoFIXYsuVMQp+zoaEhjI6OCs/+Zasuv6vrSVgsko2SxXIEVVUbsXLlymmHv0QPRSm9oVQyCd9uxZUrKqlkMqCC8ydKGM74oSpXxfTIIQg4jjsi/jSFo3UAGwe4EmATCPk0CJRPXl8u88hGQCcLBmX/MktjY+Nge3t78JVXXql4/vnnXYnO8Xg8yra2NrXb7b5cUVERBIDm5mZvc3NzZNb2iRMndB9++KG6u7v7U/mcpqamwe7u7k/1ev3Whx56yHv77bcPA0BHR0fh4cOHqz744IPfyY9VVFQE6+vrPZl/xwSRHuSqGZGJVlHDT3w+HyYmJoTaEgDZ0+Z44m0JpsPf5seVv7gSCdxCoyH0/KAH+vv0YKoQODiYikWGnax/ZT0CfQFod2ox9OmQpOnlqojuyrYI0cFcqj606UBOtJI2Z5Z80+ZZ7cwxxtYwxvYzxp5gjL0Q/nki/NjW+d6MCESXWWZiZ87nO4tQaBxAEKHQOHy+swnPk310Fkv2z+0+GXO8erUx5dHHgBRk1TxVg8o7b4PB9SoQKAJCSvBx6cM+0BeIWBJEiDImNdx9Y3h3LwQUAq/8n8soLf1cVrN+MotJMLynvaXdT3UbvKe9pTOfnX6eeOIJ549+9KMZv5mcO3cuaWbue9/73qpvfvObDlksZCoqKoJf/epXPYcOHYp883j88cerGhoaBmSxIPKffNTmxbwzt9i0OZ7ZBHMxve0AwAHvaS+uPPZ78P/3b4Dm18HXdKDz4O9h/K4RV75xJRLIdR7shPd9LzoPdsLeYgcg/dlPTEzEBHPRLReZbodYTIlW0ub0kVIwxxj7a8bYVQDdAL4L4C4A68I/d4Ufu8QYu8IY+6t032QmycedOa12JxSKQgBKKBSF0Gp3JjwvF0xJCwoKsibWev3+mOPf/nbJFMFIpTwVAAx33whFkTLmw127UwtFsUL6X6WEZEyqlOryR82jAICtZ27C2ufWQf0Py/DLng6sWrVKyvqNhbN+IyE433Cm8V0nxmKxoLCwUNiXlWzhPe0t/eTeT+rMR8yrPrn3kzoRotHc3OzVaDQTiersAelD/5FHHnHu27ev7tFHH12VSDisVmvR9u3bEwrAnXfeOfDZZ59F3tdnn31Wsn//fm+ic4n8Ip+1WfTOXCa0OVVEa7PL5UJxcbE0zVEAswnmtDu1UumkAtIPgzTcJMCBAQ3Qsxr4/SbImVY+zuF8wwnrq9aY68jHsi1BdKI3uuUi0+0QFosFJSUlwgbvZAvS5vQybTDHGNsaFoq1AO7nnCs459s553dxzh8I/9wVfkwB4E8BrA8LxxcyccPpRnQwl4mdOY2mAVu2nMHatc8lLbEEYrN/qQYx6cTlcmH58uVZazBft+5FVFcfQnHxelRXH8KPfxyMEQy5PDXRYJNo/G3+SLlG9Id75AP/+bWofrwaZTeVQX2bGmCA4zUH2ne1AwBqnqqB2+3Gg3gQhn6DVJ4Zmry+4x8dGd+dkydZ5rthuPeMt4wHuAIhgE9whfeMV8i3k8cee8z56quvJq1ZOnbsmO3111/vbm9vL2lsbNxYXV29WRaOjo6OQgCoq6sbS/RanU43MTg4GKn7t1qtReXl5cFE5xL5AWlzZuGcZ6yfPRVyYWduxYoVQvxnOeezCuZk3V15YCXK/7gcrFAaasJUDNh6Gfit7JU3+V4CzgCGfx/7/Xv498Pwt/kjwVz8ABS5MifTbRBWq3VRGIaTNqeXmb7J/QOAOznnf8o5/3imi3HOL3HOHwCwB8BL6bjBTOP1eqFUKrF06dKsrz02NoZr165lJPun0TSgpuappIEcMJn9U6stKQUx6UYWjGyybt2LuPXWK1i58vsYGBiIEYxUylOjSyKvfuvqFCNRTYMGqnIVLEcsGPztIAb+cwB8LHb8sb/ND9WTKnwNX0PoWyEMfjwYW545gYxbFCwWWwLdLt0gU7EQlAArYCHdLt2giPt44oknPH6/v2C6CVfNzc3ejz766Arn/GJjY+PgPffcU+fxeJT19fXjANDZ2VmU6HVXr14tKisriwhEVVXVWF9fX0RAWltbyxhj2+QpW+l8X4QwFoU2FxUVYcmSJVlfe2hoCGNjY8J35kQHc/Ohze/HCyYT2vyzS0wODg5ieHh41rYErn9yoe+dPoADK7++Elv/Yxvq9j0GVaM59kQGqAyJp4f7zvqSBnPZgrQ5u+SLNk8bzIWzesbZXpRz3s053z7328oeXq8XOp1OSBZENgwXJRiyx51S+WlKPXbpRqRheKIG71TKUxM1Qsfjfts95TFAKrfU7tTCd9YHNsGghFIqBQGkbKJ8nopl3KJg0QjGbt3Qje/e2Ln6O6ttN757Y6dut25I1L089NBD7qNHj6b0D/7NN980AcA777yjBiQReO+99xKOXT1z5ox68+bNkfe1efPm4ZMnT0aEqampaZBzfvGll14yze8dELnCYtJmEci7gqK1WaRh+XyCuTa/H7va2/Gs0Yhd7e2zCujmMnwlWpd5kKN4dTE0DRpUVh7Abe9+E8sfWgGlWomSrSW46cObJqdayrKrABRFUruE3W4HY0xYv6DVahUWSGYT0ub0avOin2bp8/mE1SaLLvH0eDwoLi6GXn8XHI4jkemXyXrs0k1vby82bdqUlbXiSSQYcnmqz3cWWu3OhLuaciN0aDyUtBFaf58e3vfjyqLDo5HlXbygMghMAIWFhTA8LI1MlnvlDA8bMlrKwTmHzWZbFMEcIImGSKGQee6555x6vd5w/vz5lEcQ63S6CQD44Q//f/bOPT6uss7/7+dMZtKmTWfSNpAESi+0RRIgKRYxXErYlpssLgKKotv9yaVFYRcERFjh93MXFamA4HqjIGgXVNSudYFFoNVYgbiINAEbtKUt6SWZNLc5uWcu5/n9cebMLUkzuc2TZp43r5KZc55zmVzmM9/7vx+69tprl9x3333+xELr+vp6z29+85uCX/3qV7ucbQ899NDBsrKyU1999dU83QRFc7SiUpsdR6tKbZ49ezYzZsxQcv3Dhw/zwQ8OGreVNtWBAEHLIgIELYvqQIBKb3qaNhZjbiRdLn26dNAx5dvKY50sne6WAHNfnMs5BeeQk5ODadYc8fPARBOJRGhsbNTanGGmgzaPWDATzc0/YjesaNeso7JjViAQyGrv3/z58/H5zkqrxm4i6+qcGXdTrfXySOmp6RRCl6wrYfljy8n/UH68CUo08ubUwtUfV09NQU1Svd1J3z+Jk75/0qTn5Le2thIMBrPC+zeVcLpbpebnb9myJX/BggWnPPXUUwX19fWeV199Ne+SSy5Z4vV6w5dffnkX2GkeF198cceKFStO3rJlS35ra6try5Yt+R/+8IdLb7zxRr+zDqC0tDT45S9/+eC555578oMPPji/tbXVVV9f70mdjaM5upnu2pztkTlVKZYToc1VPh8ew8AFeAyDqlEY5WMx5sbSoCTWnXpdCQvvtmdH162u47Q3T+OejntofOW1jJefHD58mEgkorU5w0wHbU4nMvc48BhQe4Q1+4AHsPPxjyo6Ojqy1vvX0tISS+PweiuP6HlKd3ZdunR3dx+1M+4SZ88NR8m6aCesH4KYIeh8vZOmx5poeqIJ4RKUDZRhGdYRzzFZqK4JyGbuueeeprKysqTcqeibfcOGDRuKbrnlloUAZ599dueOHTveTVz34osv7n3wwQfnf/nLXz6+vr4+r7S0tPfRRx9tSJx54/DVr361eeXKlb0bNmwo+uIXv7gwPz8/csopp/R87WtfO5i6VnPUMq21ORAIKDNopkLWjKoUy4mYcVfp9bKtvJzqQIAqny/tqByMfcZdOroM9oDxls0tFF5ZGNdp4qmaBgYu6aLllfewPpJcfjLZ0Tmtzeo42rU5HWPudODnI6zZCmwcz42oIhAIKJvncTQJxlDNQcbzxqa69bLf78cwjEn7sNC4sZFd63cN3hG2c/pduBBSTOrw0eFw5thkSyqHKpzc+kRKS0uDUso/p26//PLLuxI9eMNxxx13tN5xxx1pDRhN95yao5Zpr83Lli1Tcu2poM2qDNmJ0uZKr3dURpxDc3MzOTk5k/K9T9RlpxSiZF0JjRsbad3SCgIiRJAuSeEFSzENT0bLT7Q2Z4bpqM3pGHPpdgZRkw8xTqZCzZzKVI5FixaltdZpDjJRb2xTwZibP38+Lpdr5MVjYLgmKAAICMtwrCFKptHeP41mWjCttTmbs2ZaW1s5+WQ1jWengjZP1siiVF1u2dxC354+Dmw4ENv2Gq8xa+0s1lxwO7PMI9fQTzRamzVjJR1jbiuwGvjVEdZ8PLruqENlzVxbWxtut5tZs9SUsozG+5dOc5DRMBUEYzI7aQ5qgmIQnyVnwWHPAWat3Q2leZg1pYMKsSczWnfo0CEMw1DWSVSj0UwI01abpZTK69nz8vKUNSBRmWbplCBMR21O1eXZFbM58M0DSWvmMx/XmbaTd6Tyk4nm0KFD5OTkKPvea45e0jHmNgAvCSFOl1LWpe4UQqzAztu/YKJvbrLp7++nv79faWRu7ty5SsYihEIhAoHAqARjIt/YVBtzzc3Nk2rMOLn4Tm5+24tttG1pi+6VFAcXwY9L2OHdgPjeLcgBbGMv2iI53SLusXDw4EGKiorIycn6ZrYazdHMtNXmnp4eIpGIcm1WQX9/P93d3UrHEsD0NOZSdTnUFgKZvGaAAZaWLJ2U64/EwYMHKSkpmZSopGZ6M+KnOSnlViHE3cAOIcQvgFeAvcASbK/fGuAuKeVvJ/VOJ4FAwJ4Rlo2C4aR4qhYMVXUBfr+fk046aVKvUbKuJCYeXTsS06OFnR8VdsPvz7KHiltRg96Kz6+bLGPu0KFDOo1DoznKmc7a3NFhR0+yUZunwow5ldf3+/1UVExeA9ZEXW7c2Ji0TyLx4aPgRwWY8+3O04HqwKRnyzhobdaMlbRc81LKDUKIXwLfAO7CFou9wFvA0rEML50KqDbm2tramDdvXsZnmYDdyRLUCobX6yU3Nzfj15ZS4vf7MzoUNH9FPk00xe8BicCC817H+stKjCDxyNww8+smikOHDilrLKDRaCYOrc2Tg6PNKpgKxty8efOUZG5YlkVzc/OQ2jwZn5OSnaw2i1hE+L/C7Hhuh12VGpaIXEHFthWTbtAdOnSIU089dVKvoZmepP3XKqXcC3xiEu8l4ziCoTIvv7JyzoS2/E+XqSAYqtI4TNNkYGAgYzVjZo2ZVHgtnbwOw+DRJR/lvQcFH6wTXFd2PCf05ky6F/DgwYOcf/75k3b+cWJZliUMw5AjL9VMNJZlCeLVnZqjAK3NE097e7uyBiTZrM1tbW1EIpFB2jzRo5GOhHD6CoUAYYE0kANh/L95G2/luZNyTbCdzAcPHuSSSy6ZtGuME63NChlJm7M6MdcRDO8Y2udOBO3t7Sxb1juo5X8mmAqCoSrF0inwzkRkzqwxqVtdR8fW5HEjAoGMGJz+08X8pQyevkby6uU5LLx74aQacj09PZimSUlJyciLFSCE8Pf19anpOqChr69vhhDCr/o+NNnNVNBmVYakam1uaWmZcto81GikiaBobdERQhoSjLD9zx2G8iONcxw/XV1d9PT0aG3WDMlI2jyiMSeE8AohviiEuEMIccVE3JQQ4jEhxJKUbT4hxLrov18IIU4/wvGnO8cLIZYIIR4Yy32Ypp0TrUowOjo66O1dhmF4AFfGZplAvPWyylSSqSYYk4EziNRJoXQXumP7BFD5GpyyEzyGwapdbhrub8CsMSftfpqa7FTPqZqXHw6H/+3999/39PT0zIx6ojQZwLIs0dPTM/P999/3hMPhf1N9P5qR0do8eXR0dCjtcg3qtHkqGnPOaKTxfE4ya0wa7m+gcWNjTGe9lV5WbF9B8Y3FGLNSPw4LKPsrXPtjxMP/StHqlfZ5zBoaGu7HNGvG8AqHZ6qPJdDarIZ0tTmdNMsbpJTfBBBCrBZCVEgpx+SiEEKswR50uhJITYb/hJRyY3Tdz4E/CyEuiKaQpLIGWC+EmIvddvmGsdyPSsEIhUL09PQAZZSX35LxmrmpIBgf+tCHlFzbKfDOhDHnq/JheAysoIXIEbjnuwm2BGP7c4B/fT2f4/7sIfyT3ewLSwzP5HWzdARjqnr/Tj/99Jfeeuutm/fs2fP/pJRFZHn2QAaxhBD+cDj8b6effvpLqm9GkxZamyeBvr4+BgYGlBtzqhqwqDTmhtPm8Y5GcjJkrAFryK7R3kovOXNy2L9hf7SePWqrvH0axf9PULT683i9lZOa7tnYaDdjmarGnNZmZaSlzaMaGi6l3CaEuAEYk2BIKbcCW4UQSa2So56+NxPWBYQQW4GrsNsvp7JXSnniWO4hEZWC4XTrKigoyPgsE1A7R0dKmTVzdLyVXsq3lePf5Mf/pJ/ev/UCxAXDgJLN3VhBGWuRPJndLKe6YIAtGoA2KDSaI6O1eRJI1GYVtLe3M2fOHNxu98iLJ5hIJEJbW9uU1ObxfE5KypCBIbtGz798Pvs37B907Iy/fRTvFQvt8wyR7jnRxtxUdbSC1uapTDqWdUAI8XdCiEVCiPuBZyfhPuYCjw+xfVLDRqZp4nK5lAztVi0YbW1tyjx/pmkSCoWUev+EEBkTLEcsZEiCZRtyMmG4jYwZctIuuM7px73y4KTcy9EgGBqNJi2mtTZ7PB4lzsZs1uaOjg6klEq1OScnZ8K/906GTOwT7xBdozt+Z//cBWLQsbHHE5DuORyONhcXF0/YOTXZQzpz5h6PDh9dA3xDStk50TcRnZfz8ZTNK4EvDXdM1GM4F7sV85tSyrdGe13TNJkzZ46Sod1TQTBUpliCuhlzzc3NzJ8/H5fLNanXMWtMAtUB3PPc+J/yxyJvEonhqIpF3JADOPtV+OQvCC2/Bjh7wu+psbGRvLw85syZM+Hn1mg0mWO6a7PKejnQ2qyC5uZmCgsLJ3xotpMh4+hxqC00qGu0qBCECZNDTpJB17qlNbZuvOmeR6KxsZE5c+Ywe/bsCTunJntId87cDmDHZN5IYv59NH9/bzT1YyjeSln/ihDi41LKwFCLhRDrgHUAJ5xwQmy7FozsnaMz2fVysRz9oIUQAmnFI3ExoTBAuAQyLEEKEGH4wG6MU/dMWiOcxsZGSkpKlDgwNBrNxKK1eeLJZm2eCvNn09HmGtOkOhCgyuejMs3fE6c2LhHH4eqr8tHW3paUMePQ8l8tnPhAPHN4sspiDh06pDNmNGPmiO4PIcT3x3risR4rhPAB66WUqd7AGEMUXh9xzo6UcqOUcqWUcmWix0kLRvZ6/ya7Xi6Wox8BaUmESxC34ex0j4I1BSz7zjKMGQa4QMzIofiSD03qDB3HmNNoNEcvWpsnj2zWZsfROpW1ucY0WV1Xx7379rG6ro4ac2zdnx2H675799njg37WMSgqB1B4RWa+F42NjVO6ll0ztRkplr1PCLFbCHFduicUQtwghNgN7BnjPd3N6Dtg7QFGXXStBSM7jblMROZiOfouu2vWsu8so3h9MVaORZgwwiNY9JVFlKwrYekjSylYXcCyR5ZTVLyWwPdKJm08gTbmNJppgdbmSUJr89TW5upAgKBlEQGClkV1YMig74gkOlytoEVvby8hQklrZiydQbgznDTOIBFn3MFE6LXWZs14OGKapZRyQ7Rz1TeEEBuxWw2/BbQBzl+QD7sY+nTs3P2t2K2MR536EU25uN9JyRBCLEn19EXTPL4kpUzsunUi8OfRXs80TRYsWDDawyYElYJhWRbt7e1ZKxjNzc1ETjqJ+xsaRpWmMRoSc/Sd3HyzxuTturd5veZ1bt9ye2zbrpt3QQg6tnXYaZeRyRlPIKXUgqHRTAOyQZszMTpmKBxt9vlSJzRMPuFwmEAgoFybVaRZSinTisxV+Xx4DIOgZeExDKrG+HNKHBtkeAwOnHyA7/7uuzx77bPIdkn7C+30v9dP03tNNGHPZzVmxnU5sZRivHqttVkzXtJpgPIWcGE0xeLjwAej/5x2S+3YqRS/xBaKMbkookKwNSW3/nRgb3QI6elSyl9it0lOHUS6Ukq5frTXNE2TU045ZSy3O246OjrIy8vD4/Fk/NqmaWJZllLBmDlzJnl5eRm/dl9fH10LFvCrc85h8759eAyDbeXlk2bQOW/uzhv/vP55XMRFiAZBw/0NtP2mjZgzMAIyYufsW/0W/k3+CTXmTNOkt7dXC4ZGMw2Y7tqsMjI3Z86cSW+QNdy1Qe381/z8fHJzczN+7a6uLvr7+0c04iu9XraVl4+6Zi6VVIfrll9soWFWA6f88BRbm3/dNugYqy8+ziA1sjeecUKtra2EQiGtzZoxk1YDFLDny2C3KB6qTXFaRLtcrcHuhnW3EOIVKeXG6PZXsFstO8t9gOPhW4MtVr+Mzrlpj3oKwfb8DZvDfyQ6OzuVdfULBAJK59iAuqGkra2taoeSVlQQNgwk8TSNyTDmEnHe+A1p4MbN7s/vjs+xel+yAAAgAElEQVS8GQoJ/if9FK0tmjCDTo8l0GimH1qbJxatzWoHhqdTz17p9U6IZic6XJu+3RQzJH1VPoRHIAcGN0Rxz3Nj1pj07+9H5Ai7O3XKmIPRorVZM17SNuYmgqgn8S1Sho1Gtw/bXk9KuRHYOMR5xnMvdHZ2KvP+BQIBJWkcEBcMlUXWKrtlUVuLG4jAuNI0RoOT0hHqi4bhIsOtlDh/CjIiJ3R4eFOTnSqi59hoNJpEppI2W5ZFV1eX1mYFKNdm0jPmJoPm5maKiooA28ir+F0F73z0HcKt4YRVkoaHdxF83+5CLVyC4huKx+101dqsGS8TO8zjKGJgYIBQKER+fr6S608FwcjaAu/6er6Tm8t9ixdPWoplIqZZQ6Dkeyz9tYsXi15kb1Fqw7dEBM7MufF6+1LRgqHRaKY6PT09SCm1NitAuTaT+Vp6p4lJ3r48ystzaGi4H9OsASDcFh60vv9vEjkQ7VQdsrV6vA5Xrc2a8ZLRyNxUorPTnq+qKpVjKhR4q0zlWLJkiZJrO4KxuqiIJQsXTvr1TLOGurrVWFYQI9fD/y6dgbtgPcteWJaSZhmPyAG4juvjtF+cNaE1c1owNBrNVEe1NgcCARYvXqzk2lNBm0tLS5Vc29HmTEbmEpuY3GL9C8aBl9j3/E+g7P/i+eVtIC8m7mC19Vlgp1YK7M3+H/ppvSKf7ctDY67h09qsGS9ZG5nr6uoC0N4/Baj0/jmpHJny/gUC1VhWEHaehPWfV3LhccWc+NE/4r0kNXMpHpEDoHfmhBpyYAtGXl6est95jUajGQlHm1U6WrU2Z55MazMkjyfIkW6MFy6F278JO5cTPPl5cAdxDDmZ8FUSV2sZkmz5zq5xzb1ramrC6/Uyc+bMiXtxmqwia4051d4/lYKhcizCVGi9nJuby+zZszNyPZ+vClF/Gtz+EDz5fzhny0Oc+O5sTNfzkBOBJFkQsa+RDtjzpbGOgxqapqYmiouLSWhkoNFoNFMKR5tVOlpVz7hT8dlgYGCA7u5uZTVzLS0tzJo1K6MGTWwebFQShTQglAO1FVBWDxf/Jr4v4bj2ufHR4hKwJOOae+dos0YzVkZlzAkhKoQQ1wshvh/9WjFZNzbZqIzMSSmVCkZ7ezt5eXlK2g87nkeVglFYWJgxg8brraSo+VEI5YLlgmAO4pFb4LlLQEoQTq7l4K5ZLf/VMqH3ogVDo5meTEdtVuFotSyLzs5OpZE5r9dLTk7mK2Da2uxW/CodrZlufuKMJ3Bf4SZECGlI8EioqLUXXPQyIjfR4Woz/4MBhEeAAOGB310scHHkhmo1NXD//fbXVLQ2a8ZLWsacEGKOEOJl7Hk1H8d2UnwC+KUQ4iUhxKJJu8NJQmVkrre3l3A4rNT7pzKNA9QKRqYLrIsuPg0j12ULhcA26qQBERdIgb1xsHE5c8nEeij9fr8WDI1mGqG1eeKvLaXMSm1ubW0F1DtaM4230kvndZ18gS+Qc0MOK377IZZ/7BYKCi5k+cduoeK3H8Rz1Q5whQELgcTt2U9FdQWLv7aYFdUr+O6nK47YUK2mBlavhnvvtb+mGnRamzXjJd3I3BPAA1LKpcA3ASmlvDDheeqg0CmPSsEwoznVKr1/KgusQZ1gHD58WJn3r/OqTnYXvp68Uzhev8GRuXBgcCet8aC9fxrNtGPaarOKrJls1mbVjtbDhw8rm3HX3NwMpfXMXv9rKK2npGQd5eUvUVKyDm+ll0WPzobzf4vjeA29cCrvf+V9Ft69kPpSRhxgXl0NwSBEIvbX6ur4Piml1mbNuBnRmBNCXA/cIKXcBiCl3Irt+SPh+brouqMGlWmWgWhOtcqaOR2ZyyzeSi97ztzDu6c9C+6QnV7pDpFz5zN4/9Ek/0ODnQpdf+rCrBl9MfVQ9Pb20tnZqQVDo5kmTHdtVuFozWZtVu1oVZFm6dDT8wYPPQSm+Qh1datjowkcSkrW4d5TFX1mG3QdL3fwh0f3UFVby5f37aOqtnbY5idVVeDxgMtlf62qiu/r7Oykr69Pa7NmXKQTmdsnpUz9DU3KCYvu3zdhd5UBVEbmHMFQWTOn2vuXbakcYHv/fnd4F+KRu+C6pxCP3MWpd9/Aik2Xs/SRpeBKOUDC726pH1N3rFR062ONZtqhtXmCcSJz2azNKhytUkql2izE27jdABEsK0ggUD1ozexlRaSWQzT/sImrnpacvBOCUrJh//4hz19ZCdu2wX332V8rK+P7tDZrJoJ0qmwH53+lv23K0tnZiRCCWbNmZfzaUyGVQ7X3T4Vg9Pb20tPTo0QwGhs3ctppT9PUlE/Fp79L4NJqfL7P4/VWDnuMBLx/GmDDfTu4894V4xpurgVDo5l2TFttdrvdShp0qY7MZas2d3Z2EgwGlRlzu3fnceKJApfLwDA8uHetouEnDfiqfEccEVTwbphrd0LIbTesfq6sjY2NjbSFBs+cq6xMNuIctDZrJoKsHU3Q1dXF7NmzlbRpdwRD5VBUVYLR3t6Ox+MhLy8v49d2xCrTgtHYuJFdu9ZTUtLIZz/bQU/POzT6Ps/3AiWxqNv+Dfvt3sZREkeI3/QwvLnNP6578Pvt44uKisZ1Ho1Go5lMurq6lI0lcBytKrTZ6XKtUptnzZqlxIhWpc0Of/mL5MknS1m8+D6WDrzCe/8QYd+9+6hbXRcrdSi8MvXeJEbEwmWBOySpqLV1+6bdu0c1c05rs2YiSMeYKxiizXGSBRTdr+YdaIx0d3crEwwnjURFKkcwGKS3t1epYMybN0+JEa1KMFpaNgPgvOTdTc+yuq4u9ob/2iuNtP13W9IxzmhSAbik5LQne8Z1D1owNJpph9bmCUalNvf19REMBpVrswpUG3OHDx9mYGApjb7P88ors2ODxK2gRaDadr6XrCsh7+S4Ezo2NNwIY7gH6KzYi0sILCmHnDk33GgCrc2aiWBEY05KuRm4MTq/ZpEQ4u+AqwCiz38ArI+uO2ro7u7O2ODoVFQKxlRIIznaOmmaZg0NDfcPKopOl8LCKwF7rBzAe541BC0r9ob/3istYCUeYS+MjxCHmf6uQeetMU3ub2hIy/vX3NyMy+VSJtYajWZi0do88WhtPrq0eaykaufhw4eRpaWsrqvjwYUd9OcALjA8Br6q+M/j+FuPB0A6Gi0F4qzXkQ/dzlXn/JUvHH88hhAYJM+cO9JogubmZjwej7Kfu2Z6kNZkSinljUKIdcBbgA/oEEIUAB3Al6SUT0ziPU4KqgVDVb2eFozRCYZp1lBXtxrLCiKEi6KiaykqWnvEWrdUSkrWISX89Kc3kpt7ASvXfh5PRx1By8JjGCy9oJDQwx0QSUyudB7bohHq7cSsMWP5+zWmyeq6+DmGm2/j4Pf7OeaYY3C5UrusaDSaoxWtzROLaZp4PJ6srdc7mrR5rKRq5yunnUZLSwudS5YQtCwWlj3H3ocaOHbXZVSWXRCLzHkrvcw6dZY9KFyCkz9D/wyMsl0sLXyEz713CEvaGTUXJURYhxpN4NTP+f1+ioqKlGQraaYPadfMSSk3SinnYqdsrAEKpJTzjkaxgHjNnAo6OzuZM2eO0no9laMJVKdyjEYwAoFqLCsIRJAySFPTY0O2Lh6J/PxP8sUvSgYGLqDS62VbeTn3LV7MS8ftYPYxn+WYr/vBJYmH6Jw/Tft3JPRuflL+fnUgkBTdS0znGAq/38+xxx47qnvWaDRTH63NE4ejzSrQ2pwZYy5VO3/j9xOJRCiXkst4ntt5mJPLNjNv+QZ23/Iu++7ZS+3qHZg1Jv5N/qh/Ne5oFfPdrFixne2h5QQtCwu7/P3XbW2xurkjjSbQ2qyZCNKKzCUSbXW8YxLuJaN0d3cr6x5kmqay1sdTwft3xhlnKLl2a2srhmGM6rX7fFUYhgfL6scZ7m1ZA7z33q3Mnn06+fkraGt7kb6+XcycuZy8vOUEAtXk5pawYMGdsQje4cOHAWJzdCq9Xhb2PMuufbfSAfChl1nwXz+m85dzMJ+ZDdbgCJo1YOfveyu9VPl8uIQgEs3dnGf3VR6W5uZmnZOv0UxjppM2q/pwq9KY6+joALI3Mud2uzNSK1nl8+ExjFhkrjQYBODM2bP5WF41Vm/UhVpbgQwClkD2R9j/eB10JBraAoGEhplJ5+23rOgnhbij9e5KL9u22RG5qqrkrpbNzc0sWLBg0l+3ZnozamNuuqA6zVK19y9bBWPu3LmjSjX0eispL9+G378Jv/8ppAwBFl1db9DV9QbRrsIA9PbWEx3VQ1cXtLU9T0XFdrzeykHGHMQbozgEAtXkdt0GVkvKXUS9gIbkv0/qZ2U0z19GDbkI8C+7d3PqrFnDplr6/X7KysrSft0ajUajAtVpltnoaJVSKtfm+fPnZyRbycmMqQ4EqPL5CNXVAbY2z525gLbeP9sLK2rBFQbLAGnQ9kyQ+R8Z4v5afAQC1VQurGRbeTmb/H6e9PuJSJlUN+eMJqipgc/9hwkVAdae5sPv9ytzcGumD9qYU0C2GnN9fX309fUpF4zR4vVW4vVWUlS0lvff/wodHa+QzugmKcP4/ZuGNeYKC6+ko+Nl+8nOUrrv+Axd/a3RvU4aR/Q6QiKv+ikvz53Dl+r+gX869ljCCdcKSkl1IDCkMSelpLm5WadyaDSaKY/W5sxrc3d3N+Fw+KjT5rFS6fXGtPKXCdp8wgl30tb2PBCGsnq4+CXk83+PkAaEDLqbGgCno2XUsOubzX/3n8RK04ydd21REdWBAPPc7lgJRKXXS00NnLNpD9ZVByAIj//JIDLvPK3NmnGTtXPmVAuGKu+fk8qhIi/fufbRKhhebyWLFn0FITyjPnYoY66kZB3Llz9GQcGFeP/3a8j+xD/HlGYoEtj8cS7Z2UDQsvAHg0k9yD1CxDyAqQQCAYLBoE6z1Gg0Ux7V2pyNxlx7eztw9GrzeEjUZq+3kgULbovtkxe9BDlhQCKloP9PM6J74jVz4dw+ZjfdxoYd98W6Y1Z6vcxzu7lp927uSZg5d9erjVifOGB/8nZBBAvKv0pvb3nmXrBmWpKVxpyUUuksG9M0lQqG2+1m5syZGb/2dBAMr7eSiorfUVx8I8XFN7J8+WPMmbOKlPFOUXIoKloLQEuLnTqZOkenpGQdi3p/Tuezybn4yQjAgJCb4Et/j0sIXmhvT5pmcFVh4RFTLEHPsdFoNFObcDhMX19fVmpzR0cHeXl5eDyjdxaOl+mgzWPl8OHDCCFizV+6u2vjO8vq4eIXkUIiEFixhBzb2SoBV0cBix7+GP/y3F9p/L9bMGtMakyTm3fvJiwlFjAQrZ3be3y0hEIQ99fWFuD3fyBDr1YzXcnKNMu+vj4sy8pa75/P51PSSXMqCMaZZ5457vM4aZcOJSXrMM0aAoFq3O55dHXZPQgSRxgcPnwYr9c7ZMvrQHUAGUlN20x8t4/PnfvArvlcW1TEDxKL9YBnDh9mlc/HupKSQed3jDmdyqHRaKYyPT09AFmZNeNoswqmgjarMuZaWlqYN28eOTn2x+Gk8gfgjYs6WPlyGEI54I4gi95HNCxJmDXnguc+igTmCUnd43XUPX0skblxTRfA/v5+zjtuNs9EOuJVGj87Hupnce4/RzL0ajXTlaw05rq7uwGUzHmDqWHMqcARDBUpnlJKWltbJ631cqqBl8rhw4cHReUcfFU+DI+B1W8NUYqXvGHGPheVOX/jBwz+/fmX3bsBBhl0zc3NgDbmNBrN1EalNksp6ezsVBYVzFZttiyL9vZ2ZWMRUrW5pGQdYDco65z9Ed4vvpifPdzEKTtgdsUbfKLsXuRFL0BwJiIhi0YgQRpYAxYVdZC72mDAspy8Gh5varJXOz7aCPD6fOCP7N59CjU1yV0uNZrRkJXGnErvXyQSobe3V2kaiep6PRXev+7ubkKhkDLBaGlpGdaY81Z6Kd9Wzs5P7CR4MHjkEwVzcb+2A+OEs5LSLAEGpGT9rl0AnNpQwqY37Y5ZuV1dgE6z1Gg0UxuV2hwMBgmFQsocrdmqzYFAAMuyppQ2l5Ssixl15wI1RUVUXxpglTtE/0OXIUK5CRXtMvo4mkVjCUr6c+zOlm8HeOtgP28WN8X1WkT/uYALm6H+HB591MX3vw/btmmDTjM2srJmzhEMFd4/x/OYzcacCu9fW3RmwFQSjFSC/qEMOeedP/64+McLyRFiyCo9gEd2NVF1k8kPltfyg9A+Hl20DMp+xLvvqvH6ajQaTTqo1OauqNMrG8ciaG0+sjZXer3cvXAhc368H9fDX8CQ9kfnuCFnP7Pjc5IDDx3AehZ+fNFC3vhdDlaEeHPqQcJtEIkIgkF7Dp1GMxaUGHNCiMeEEEtStvmEEOuEEGuiX5cc4fi01w7FVBCMbDXmDMNQ8tpVC8ZINQGB6kBSRmXuslwGjSdwnu0Jcol8Dhi67crfrG6CH9sPHmn/hecAF3yYVasMNm4c/2vRaDTTk6mizXl5eSOsnHiyXZtVNUab6tqcSHDr0ugjJxYXVeC5rbE1AoGMSP77t+/R95k98KkD8U/aiUYdwO5ZQBiXCzwee6C4RjMWMmrMRd/g7wRWAqlhggeAn0spt0opN0afD8do1g5CG3PqBMPr9WIYmfchODUBKgRDSjmi989X5UPkxE2zYEMQY7ZBcmQu+sgb4Gx+H3PyDfpuGhKWdg+6hmXB5z5nDy3VaDQaB63NWpsLCgqUNkZToc2WZdHW1jZiZM7Bt/J4HCdr0ncqvztmnzmNUdpFF1x9wN7oLG73JPc1+4gfSju54QadYqkZHxn9VB19g98AtA+xe6WUMpDwvF0IcfowpxrN2kFo759awVCB4/1TURPQ1dVFKBQ6ovfPW+ml6LNFsTd9GZG457shQSJi/5fwOufhAspFPd/zPs9VeftwY6fhGwDFA/HDIsDLdr2cZcGmTRP7+jQazdHNVNNmbcxllmzV5o6ODiKRSNqRuRxfTlSjE5ysLknu3zWBEYmmXdrbr/4FlO6MHhiV8U8XHYthibhBd3I3PPoX6pc0Ul2tHa2asTMlauaEEGsYLCIBYM141g5HtgpGJBKhq6tL6Rwd1YKhwvs33Iy5VIrWFmHMMOxhom5B+NZjwIiPJoCohOys4I7QbXyruJ0HuZ2l5re4rvdzlFLPDcXFnO78biWW2g1uk6nRaDRHJNPa3NvbC2SfNgeDQfr7+7U2Z5jWVjs9Mu3IXJUvptEiR0S7UhoE//NsWi9qQQoZM+iEhIo64OVj4E8FiIeXc5P7RFa2RhuRJTRC2b5iF/f8xGT1am3QacbGlDDmsNM6Ainb2oATx7l2SLLVmHOunY3eP5VzdBzBGMn756304vr1Un50reDWByUXrTiE8U/OMfG5c9KC0L3vsuqHXfCXpbiwyCHEKezghBkzqEpsby0AKaHCjG1asWJCX55Go5m+aG3OAJ2dnYBabVY5FkEIoeT6jqM13cic03m6+IZipCVjPlIZlsx/pZifXm0QMQQWEHFBbQVwXiv8eBHy+RI2bIDrFhRBSCQ3RHGBtcavm6BoxsxUMeaG+oSdKgpjWQtAtBD7TSHEmy0tLVNCMFR0zDJN+wO9yqGoKr1/+fn5uN3ujF873cgcwPblIZ6+RvKXMhiwLH5UNQAzLFIja/INQftDJyBu/ybhnacQxs0OKgiEw/hyUiaOuIA1fri0ESFgx44JemEajWa6k3XarMKYy3ZtLigoUFJLP9rIHNgGHYAzayCmzGE7rTLiAqK2mt2AzIIK+8+gsRFONbwYt1dAU27SeYXQTVA0Y2eqGHND5ekP56YZzVoApJQbpZQrpZQrCwsLtWBkYWSura1NabcsSM/7V+Xz4TEMDGyt+PEJXWz9mP0rbzvyZCxrUlgCK5TLW7XXcTsPUU8ZDx44wDy3O56X77CoD27fhfxIIz/8oU7l0Gg0aaFEm7Otnl1rs7qxBJB+ZC4ROcTjinfAHbJ7kLkiUFEb3WHaTuTrrrMjbxJgfjB2sAD+oSxfN0HRjJmpYswFGPymPw/YM861Q9LT04MQghkzZozqJieCbBUMKaXyNEvVgpGO96/S62VbeTlrCgpiBp13d2E0G8P+L94SJYJwh9hd0U09ZRBdf9/rfqxX58XbICPi9XOrWgiFdBMUjUaTFhnXZrfbrSSDIlu12bIspZG5qaDNozXmWq/IJ+iGSILP1JZYiUASMQAJn/wp3PUAGLe8x6e/btLWBvPmgeuDAXDJeMMzAS8tew9KzSGvp9GMxJQw5qSUWxmcouEDto5n7XD09PQwa9YsJW14u7q6MAxDiedRpWD09fURDAaVev8msl6uxjS5v6GBGnPkN9/W1lY8Hk/aqbWVXi9fWbSIXMPABexdFp1dE5UNEfu/gSDENWX3cj2PcQ3PcD2P8c9z13Pp2U/Z6ZUOsbk2agbiajSaow9V2qyCrq4uPB4PHo8n49dWqc1dXV1YljVttHk0tLa2MmvWrFHP19u+PMQd34Inr4P6D4CdM+N0spR0+oK4JMzugQu3wpc2WPzU8z73/MTk1lvh6pN8tudVxg26Acti09sB7r9fZ85oRs+UMOai7E0ZMLpESvkWgBBiiRDiqnTWpkNvb68SYwqgu7tbmSHpFFmr6JgVCNg546rSSNrb2ydMMGpMk9V1ddy7bx+r6+pGNOicoaSj+Zk7Ebr7Fi/mUzNsr2FsQGksRgdiIA8eu55P8SzX8gTXyJ9xhniT210PcynPJY+pk8CVh3CdarJ27WhftUajyVKyRptV1LKD1maVxtxYUiyrfD72nGowqxvK/pqScJkbJN+0Q3NOtO68arAqOrC+WUffEpOf3euFP84jcYYswJO3+LjnHli1CjZuHPPL0mQhmR4afnrCYNK7hRDrEnbfAKyJDi9dB6xP2Lcm5fmR1o5IX1+fMsHo6elRJhhOGokKwXA8jyo7Zk2UYFQHAgQtiwgQtCyqA0es8R+zYFR6vXy+0Ye1ya65k4Oy9KNC8POrEY9dZwfihF1IjYQr2RzvmAXxYuwVR75fjUaTXWht1tqsSps7OjqOOmPOcbb+/WshIO5olUCkqAlXJPmjtScsKf0rtv6WB4icZMK8YNIaX3sewU++j3VJI+Ew3HyzjtBp0idn5CUTR9RD9xawYYh9AWBIX4SUcmPiviOtTYe+vr5Rh9UnCicypwLH+6eiJsDx/qkQDCnlhNYEOE1KgpaFxzCSRwEMwXgKvPdv2G/XvkWJp3LE0y6xXPCza7AAsf6JmO22SDRwqXyOF7jMORiASJubTZt0obVGo7GZKtqsOjKntTmzRCIRTNM8KpuvVHq9bFnTAE+dCFFdlkhcDYuAuIHnbL9wRzNXf+A7LPi4nwOfLeJZ8clYrbsA2gt64YxeOKMDgMiLJVRXa53WpMdUSrPMGCoFQ7X3TwihRLBU1wREIpEJ8/4lpkBuKy+ncoTXNB7BCDYGEwqsRUKq5eBt4vnLotvi0blVYjuxjWDX0d26ix8cbNRpHBqNZkqh0tGqWpvdbje5ubkjL55gVGqzY0iqisyNt5Nm4VcXEvnAuwmdpuP6LBP+A7i0oY5zjVdZ5H2Pc12v8qjrZrsUArt0DkhqVJabq8cUaNInK4051ZE5lXn5s2fPVjLPRaX3zxkYPpHev0qvl7sXLhzRkANbMMaSygFQfF1xbFy4HGJ/YlMU0T0bdpbG1wrYzipnYbx+zgXcsovP/Yep0zg0Gs2UQXVkTqU25+fnK6mln27aPBrGo80AZ5dcgOff3cTTZxw9jv8cnceud09GRMsghLCbWd4qvkUpO+MnjIr8wv2FPPKIjspp0icrjTnVkTmVqRwqcvJBrfevo8NOW1AhGJZljcv7V7KuhOWPLUcU2H+qiZ6+eJ6+balJgNqK2ESCkHSxT0Z7ESRahFGDzlrjZ8OgpCqNRqNRg+rInNbmzKJSm8PhMIFAYNxjEbx/8iAwYuUPqdkzsdmwxYeQMh6FEwIMKfkyX7UNuuhh4h0vB39Qwq236po5TfpkpTGXrZG5rq4uZYIxFbx/KlI5TNPEsqxxCUbJuhIWf3Gh7dEblGYZz8kXgKyoxYDovwh3yftjqRykOn0Lgjz3nBYMjUYzNcjWyNxU0GaVxpwKbXY+F4zXmCu8YCkQz5JJbFSW2BhFvHkmfP0u+Mk1yK/dhfzMJsTG6ymWfh4VN8cidHJOiMhJJv39eh6sJn2y0pjL5sicigJrsI2anJwcJUa0Su9fW1sbMPqhpKn4qnyIGWAPp7FxYnQxQw4rlkkpJbgEHC8OcTsPc5f82uCTdniwLKiuHtetaTQazYSQzZE5ldo8Y8YMJfV6KtMsJ0qbSy44G9cHAkmDg2LRuNS0y60XIp64DrZeCIeOR/zsGsTX78L1zDVs+MsT9pqFvfCtWuTJJk89pZ2tmvTISmNOR+YyTyAQwOfzKakJUCkYra32WIFxp3JUeil6+h041p8kGvGv0dzJn15tb42mVTrf7gvZyqXyuXi6JcDufKSEcd6aRqPRTAg6Mpd5HG1WgUpH60RpM8CJ3z6WxMr25Io5ESuFsDFiewDbsHvievJu+wa/rv+ivSxHQkWAUEg7WzXpkZXGXG9vr/b+ZRjTNJUNJZ0KkbnxCoZZY0JdBRzbkrTdEYpYasdr58Jzl9r7hB2hcwy6K+XmpPF0fKgdw4DoLWo0Go1SVDlapZRamxUwHbQZ7OgcV1ixRMt4tzHbwIs7Xkn6mtipmpCH/JfOsbNoBJAXxrK0s1WTHllpzKkaTBoOh+nv79fevwzT0dGB2+1WItQTkcph1pjUra6j6WsR2FmesCfZC+gIhvU/H7H3Pncp4s4HYsbdQtHA9TwWP/ysVsQpphYLjUYzJVAVmRsYGCASiWhtzjDt7e3k5eWNOcXTNGtoaLgf0xx9LuJEpVkC1Jgmt/3LLiIL308w6OKPEruPJUbp4lk1cR0/U7xhP/jEQSgz2bFj3LenyaZVIsUAACAASURBVAIyOjR8qtDf36/E+9fb2wugzPvX1dWl1PunSqw6OjooKChQkuLpCMZwBd5mjUmgOoCvyoe3crB3tKYGdn0lwMIByy6XMyDu8Uv+Guty+deT4Iv3w5tn2id58wzErz8Ktz7KNWU/o0mW8IK4DARETglw0032ddetm8AXrtFoNKNASkkkElGizT09PYA6bVYdmVPpaB1rVM40a6irW41lBTEMD+Xl2/B6R+7lb5o1BALVDAwcBCam+Up1IMA//fdBXA0XJKiy5E8XmBw7720W/MweESRSZtE5xDJrLnyZ/5Ufigb2JJQHePxxLytWaH3WHJmsi8zJaF/YbDPmpJRKjbnOzk5lqRyBQEDZHJv29nYMwxjytTsRt3337qNudZ2dSplATQ2sXg0PbvXRbxlIgd3ixJuD48dzWp+IhP/AQLx5ZpK/T+5ZhvjCI7Cz1E63jACWANNNOAyf+xx6iLhGo1FGtmqzZVn09PRobR71sdVYVhCIYFlBAoHqEY9xDMB9++7lpJM2Ul6eM+qfuVlj0nB/Q5JeV/l8FG9fHn0mYqq86EA/x9cWJmwd3pCLfOFhXvYt4Rt82bYGXcAJPUQicPPNuhGK5shknTFnWXY3wBkzZmT82o73T0UaSTAYJBwOKx2KqlIwJsLzOJaUjvb2dgoKCjAMY9DxgeoAVtCCCFhBi0B1IOnY6moIBsGy4K/MtufTWJKwGU4aGed0tEycP+c8clI6BALCOXbdnZkDUoAh4eb3oNTEsrRgaDQadWSrNvf19SGlVKrNR2OKp89XhWF4ABeG4cHnq0rjenEDUIgIH/7wjFFl7AzngK30ein6+PHRVY7mwvzd8xHzW4cw4UhYC5EP1HPBR27nG01ftTNwnAMuPAzX7yES0Y1QNEdGG3MZxPH+qRCM7u5ugKwVjPFG5hI9enV1q9M26Nrb25k7dy6NjRuprT2PffvuiR3vXnkQcvrBCENOv/08gaoqOM1l8jC1lNMZjbnZDrtIdE3cVIsPEI/PuZHJ24WE8lo2911tp3C4gBwLKmwjUguGRqNRhdZmrc2jweutpLx8G4sX35d2imWiARiJGBw8OLp6uSM5YFfduQYjP2UOrLcD8clnYw7XZKLPF+5l1/e/gztHcPncQluXIW7QfeqArm3XjEjWGXNOKocWjMwhpVQuGOONzI0lpQNsY66iws3u3TchZQiwsKwBAoFqQsu3w0NfhGufgoe+aD9PoLISHr02gCeaTJlYIWfEumQNHlIaN+6SO132Xr2Fh8ou5oX5F0BEQBjbC3h2K1zaqDtnaTQaZWhtzrw2RyIRuru7j1pt9norWbjw7rQMOWe9YwD+53+WY5rHD7t2qHRKX5UP4RIgQLgEvqrke++f745NmANg5gDsXTxsZE562+FH1/M/fISSXA93XjWLRYnNYKIHRj67h1tv1ZkzmuHJugYo2vuXecHo6+sjEokctYIBcY+eU2ydTkoH2MbcWWeFkTI+7FsIV+x449T7sMreHfacJ65wswuSfHp2FobdDcUx1GRSYXVqtyyJPPsP7FxXwwvim7YL54UiKAjCuW1wcpf9D2hrK0nvG6LRaDQTSLZqc1eX/d6rQpudzwVHszaPFq+3Eq+3krfffpaFC4dvTFa3ug4raGF4DMq3lccblKXOF4iysbGRfWc2cuG++bEyhzlnzqHryeujz+JZMjGt9nVygON4gctgYICz/ryDhX9cAJUHkr235Z30fWYP1dUnUpme3arJMrIuMpetgqHSmDNN27OlQjCklBMiGGNJ6QDbmDPNRRhGLmAgRA7Lln0nJigjnXPPjhARkmd92xVxhi0HOUGYZX9/41G4RJWJbvvUs2xnVVwcunNgftA5oc2nG6iqGs13RaPRaCYGrc3Zpc2WZSntpDl3bhOrVh0csmRiuHTKQHUAGZYgQQYl/k3+2DF/bNrKeev/EesDO5EiQmTGAF3/NRsCyb0C4kYd4DV5gLsTd9Jw3GF4aDkup3bO0ecLmrU+a4Yl6yJzOpUj84LR2dkJqBGM/v5+gsHghAiGY4CNhsOFhfxxyWVcufQOFobexOerSjrHSOesxccyDMCKeV6SPHxhD4Q9SbG4RGzBaOflshLb+2fbgXDNAdid0sWraIAN9Y3cSYn2/mk0moyitTm7tLm7uxvLspQYc6ZZw5e+dBi3u4W6utWUl28D7HIKn68KX1UpeAQyKBGeeDqlr8qHyBHIiG3Q+Z/0U7S2CG+ll0ty38X94D/i+muZ3YyyP7X4bTCRxZ3Usyp544IBWNaF6+AsIif0xDbPHHDzzjtobdYMSdZG5rKt/bGTyqGi/bFKwQgEbI+aCsF4taOD7q98hT+WlXHBe7k0+j4/amNw5Vovd7rK+TMFsSZXTmKlSMj3iHewHIxc9RoPiXucpXFtKQjaOZsJwbwtbS2cf77OzddoNJllKkTmVGizY8yp1GYVnaZVanNb21ZycsAwJJYVxO/flNTg7C8L3+C2B+HJz8JtD0J9qX2ct9JL0WeLYnopIzIWtbtwwUcRf1g1qClZHJnwyH5cetNqLnQawDg6LICPNhEs7onrM9B3bC/rHzX1CCHNkGSdMae9f9nl/evo6ADUCMZLfj+43UghCFoW1YHAsGuHKrYG2wt38/e8vGYUYsCgJMpERGwUgYP92Ljot/y+ogKfy5V8wLwQvJufuBQ63AwMwKZN6b5KjUajGT/Zqs0qa+ayVZuFWEEoBFIKhBCEQv6kBmfvtbzC26WSpz8Nb5fKJO0uWluEMcMAA4QhcM9zA3aWjVH6XkISZeLwIIgrd3QcwbLdlFxwNi+Vl9sGnSTeplpg5821uROeS7jQz+bNk/RN0RzVZJ0xl62zbLLVmFPp/Ts1EoFQCENKPIZB1TD3MNLw8HXr4I51ISDRkEvIu08g0RvoRPCOOf9UKr1eqhJbQDsewLIu2JngEY7OtdFoNJpMorVZa3Om6Otbwne+A2AgpUVb2/8gRA7OzLqlhRfgMQxcMEi7vZVelj6yFGHY6Zbv3fpeTLM9gVOjqwY3I4s/B4oO0f/wI7GtL5WX8/oHV1AUSvn9mxsadO9H8AlrspisNeZyE9u/ZgjH+6cixdMRDBVpJI5gqEgjcQRDRRrJwp4euP12PhMKsa28nMph7mGk4eEAp6314Zo58p9r6iwbaYQpLX0agOVvLUhK24hpzNLu5OefPMCcymSDUqPRaCYT1doshFByba3Nmdfm9vZ27MtKwELKCEVFn401Izu75AK2lZdz3+LFQ2p3144uu27OAqvfijVCCb6Vxty6JbvgJ/+IZZ2btLnS6+Xyxd7kbpkCO1oXAaJ23RvdJl/60phfumaaknXGnMpUjr6+PtxuNzk5me87MxUEQ4X3z+nWpcL7197eDvX13JifP6whB3ZRteExwAWGxxg0uwbi3sBURFIaR2Jkzt5mXbUPsGvgHr7OCw8vt4VBJhyWK+OHRCeTP/SOX9fNaTSajKFam2fOnIkQwzermCy6u7sxDEPJ685mba6tBSHcONG4oqK1STPrKr1e7l64cJB2mzUm/qf8cf2U0PR4E3se/QNErISViQXq0a7SRgT5hW/T1AT5+Z8cdF8rWovs+a+JWZoAr82zH1/WBA/X8tQb2tmqSSbrjDmV3j9HMFTQ09PDjBkzcKXWTWUAlc1XHMFQWeBdkJjeOATeSi/l28pZfN/i5Hk2KTQ/0zzMGYb6AGIbeblz7Z93dTVYFvBCCdyyAgZE8qEp+ZqRiK6b02g0mSNbtbm3t5dZs2YpMSRV1uup1ub6ejjmmP8c9bih2HiCRCJw4LbBKZGOVSYB5vuR374Fyur5yU8WM2/evKSVNTWw+d+98D/F9gbHFsyB/FP67Bo6A/BIWlZoZ6smmawz5hzvn8fjyfi1p4JgqKC7u5ucnBwlIq1SMJwC75GMObANuoV3LxzWkGvc2Ii5/UjeuNTquWjF3GnPAFBVBbm5YBiQs8vLskj+4OGnEew0TAvwBXmixtSCodFoMkK2anNPT49SbZ45c6aSbCGVM+4cbS4qWp0UjUtlqMZksUyaVNvbcqyv5Lp16QrDJ3+C+MU1UFrP+6FFvPBCPfv2FcXW1dTA6tWwdSvwUlE8eyaKq3Ag+Vq+kHa2apLIWmNOhWHR39+flYLR1dVFfn6+Es+jaZrk5OQo+b6PtluXadbwt799jr/97XODBpm2bG5JWT24a+UgFjZA2Q7A7oq5bRt89auwfTv8+JwT43/8EggLeDZaU2cA57YRfqCWDS/odA6NRjP5qNZmFWmOYGuzisYrYGuziqgc2No8Y8YMJca7o81HcvKaNSa1q3ew75691K7ewWuvNHJ/QwN/6e5h7kVzSRbQxEJ0p/WY/VWc/1vE+ieI/nqzOfApIJfnn58bu9amTdDfb2fPGH/1snDL8nh9u4RAOBK/FMCZbfjnaW3WxJlSxpwQokMIIaNfY/+GWXu6EGJJ9PESIcQD6VxDdSqHSsFQbcypoLOzkzlz5igxJAOBADNnzkzrd800a6itraKp6Qc0Nf2A2trzYwZdjWnyztkHSRSNZPMtPkScxL2FzcyeXR5bVVlpR+iqq4F6L993r+BDTcWU7y/GuL0CenPsd4RYeodky76Anmuj0WQ5mdRmHZnLHKq1OVMZM42NG6mru4jGRlvMAoEAc+bMiZWd1Nd/hldfnUd9/Wdi63c+83XkQAQsgRwI887Pn+T157fRddkuWra0IpPsq+SInL0lWtEeKHA2ECCfF3wXAsSioTU18OSTxIw9txsuiZQgXkhJt4yfGNyS9gv2T9S3RzMNyHxsfRiEED7g41LKrSnbVg5zyBpgvRBiLrAVuCGd6zjePxVpBaoFI1u9f5kQDNOsYe/eu+jr28Oxx36aE098gI6OjrRSLAECgWqkjOfcSxnEv+1N3q6by8PHvs7nVq1Hzt8ErcemJHEk5krGq6YlEpqO4/bf38zXB2xDzknlCAbB5QIhvITDXjweOO22RmpLWu1UERFVlbCAWh+ffxZOPdU+h0ajyS4yqc05OTkYRuZ9zNlaAqHSmJtsbW5s3EhLy2bc7kIOH7bLDTo6Xo5+jWtzff1nYvsPH36Gvr7ddHW9ASeXgvt8CEmkO8zyOf/Lsh+dhzGwODbTNe4+lQnNx0TCNhC+uM8jwFz7U/dd9bz12zLuvx/274dwOH7fl1wCa9fCkzcVEby0Ke5gtU9qY8B22cbGxkbWlZRM6PdNc3QyZYw5YG6iWET5hJRyuLjAXinliaO9iJSS3NxcJZEa1cacyrz8o0UwTLMGv99ORi8qWovXW4lp1hAIVOPzVQHg928iFPLjdhdRVLQWgNraVUhpvyMfOLCBgYFDlJe/zgkn9GGaNXi9ldTXf4b29heZO/eS2LgAB5+vCiHcSBm0N+wsw39HKVawiZvcCzBuuhDRmtr2ONGsc8QkLjEt5+6kuvxiznrnT6zyz6H0YBHBoJdIJNoMBdsb2L+6kdrVu+KnrfNCQx68XAT1XixhR/O0MafRZCUZ1WYVaG3OPKZpTlq9XGPjRnbtWj/kvpaWzXR05MbKH9rbX0za3939lv2grB4euh1qKxBzTMR3b0YO2EO8E403x2hLHhIuYgafeOt0W5ElbBZX2ue+sIU3lr7BG225cLAQrBK4tBFWtfDfrxVyJyVUf9fL53csoPbkA3EjrtsF+fGQ4A93t2hjTgNMIWNOSrk38bkQ4nRsr96EYlmWkjQOUF8zd8wxxyi59tHi/bNTHc9HSrvYuKnpCebP/3taW5/Hrkg2cObSOPj9T1JUdG3MkHM4fPgZTjnFflxbW4XPVxXzCjpewESDzuutpKKimr1778I0t0PtacggCAuMkIHYvgqJEROQ5BEEzjMLaUQQ89qJrN7Kr9dHdy/rYTs9bPc2YfzbfIyfLcD4qxcpo6kdVS22Vjg6FDLgkZOg1IRrGjD+4qOqKvMNZDQajXqyRZvTzaKYaHp6egZ1NswUXV1dFBYWKrl2OtrsRNcKC6+kpGRd2vtbWjYPe87CwisJBJ6O/bznzr0kpskAs2efbkfmAMrq8Z41H/P7iyDkRuCKGXLOV5FgwEFyvgyAbLdr4/5XrOQFeVlcZ5f02v/O6ICrG+A4+3OHdUYHV7QdYm6+gXy/GF5cDpc0wbJumJVcO/fnbxVS49GOVs0UMuaGYOURPH9ATFTmAkuAN6WUb410UtXeP1WCoTqVo6ioaOSFk0BnZycLFixIa62d6hhM2BKmtXVLwvPIoGOkDBEM+rENPStpnxP8lTKEaf4haV+qNxBsg84wojWVFbXgDkEYDDfIpbsRb55BsmjEkzwEwKl1dqF1WT1Suqjl0UEdt6yzWjE+3Ia4owLrbS9CwNydhbSc3hH3/vUZtpfwn3eDWxIJCd6xKqhEG3QajWZ6anOJogiH6pq5xYsXK7l2Z2cnxcXFw+5PjK45jlDHYGts3MjBg4/Q2/vukPsLC6+MbRuKjo4Oli1bBsSdqolZM6lGYl3VbXRsCsGAROAiscmJiBa1xfU4GYngFdbwDfnl+MZE+08SM+Sc5/5ZPfgt4JIuqF8Or82Hk7rAhT2HrmkGPHsCkRdK2FSsjTnNFDXmokKwd4RlbyV6DIUQrwghPi6lDAxxvnXAOrCHZqsYUgnZm8qhOjJ3ihMiGwE71dETi8ylhyvBMDPIyZnL3LkX0dLySyzLPo8QLnJy5hEMHowdNXfuJUOeLSZC0RQPse8eDsyZw/Ffv5LBPj+ACOK4Jjh3O3L9E/YWafCIuIV6ypI7pUQPtYRElgWQtbZx1vJUCRwGPtIEy7rgnDY4q80WDgF4JPf/2c+6s9Mz5r75zW+mtU6j0RxdTLY2z5+fmkqeGXTNXOYZKc0yNbrW0rKZkpJ1w6ZQHjz4yKAoXUvLZgYGDtLbW590no6OjqTPgT7fKkKhFny+VYBtFCZG+vqWPAcPvQQ/+id484OACzGEHifXzsVttf1yUWKjy8QDBht2ImX/eS0YmxZhhaIOYwFsL7RnxgL19aTNAw+k1YtIcxQypbpZJnD3EDn6SaSmfmALzCeGWbtRSrlSSrkyNzdXWSpHtnazVJ2Xn26apZ3q+DuKi28kL690mFUG4MLrXUVx8Y0UF18fTbG0AMGCBbdRWvo0FRW/46WXPBw6tAQhRJIhBwbHHXfTkGdvmHU1e+Z9HZH/d7guXsclHz2Otw50I0Nu4n+u8a6WkU/+Avn0WuT6J4gAf+AcbhHf5gX593Hh6HTF59ZExxDIHT6SykZfKIHds+ODSVNmy7+/j7S6WoZCIe68886RF2o0mqORSdNmj8ejtTnDTGVtLiy8csjnw6VQ9va+S0fHy+zatZ7Gxo2UlKyjvPwljj/+lkHnCQQCsSwpxzhMPHbwvVxhO1j/z48hN5TU/AQSs2QSu5XEJbhWVMSfJE4ygCEdronbc14vZE2JFzYfZ5/eAK45YGfPAH/4A2nNg+3v7+euu+4aeaHmqGRKRuawu2GNlj3AiEXXUsqsrJnr7e3Num6WUsrYaIJ08XorY01Pduw4D3A6TLpYsOB2cnJ8+HxVsSGjpllDc/OPsawghuGJNUnJzz+TDRtCPP74QqTcl3pnBALVgwaV1pgmq+vqCFqVeIyzuc3TyN3Wl6nsPhmsqxMKrW0X3sCyw9y+/jQu5DIAXuYiOxoHEAnjtgS+ncW03FZq179d6Lf3vVyEeNfLGWdAXZ3dSUvK1CRRHPvU7mr5chE/fB3WDS5bSKKtrW3kb7JGozla0do8wajSZikl3d3dSrTZsiy6urqOqM2J0bXEaFtqCqXjeE2NvjnrU89TWPhZenrWxyJzw0UAEznxxAcYGDjEYZ5BPnQ74q6vQ/ccEs24gWUe5vQKgoeCpLLimPM5PhTCB/x8715EvpeC9+dxyexCWk5uodDtpiUU4srCQk6dNYsN+/ezqz3I8veKufPOEiorwftYN50Qj+CtaoEXSpAS7roLfv/7I3zDgdbW1iMv0BzVTDljLprG0T7CmjXAl6SUFyRsPhH480jnVykYAwMDSmoCpJT09fUpEYxQKEQwGFQiGP39/YTD4TF1zPJ6K1mx4veDOlsOta68fFus26WzpqurCykl4fApCPF6UuqmEHGjr8Y0qQ4EqPL5qA4EONF6hzW8xEKrgfK2d+C5j8DPPpWSuGGTd04pu2mLG3CJbNvGfyxaxPovrKbmw3DXXV7+8Kg3PsvGA488Yj+urrbnz71jFXFjrx/pkrYB9+1l4A1BrQ/qvZRcPvL3TRtzGs30RGvzxBMOhwmFQkq0ub+/H8uylGhzd3c3wIjanJru6GyDZCMvNfUyNaqXeB7HqHGMuVTjMPVYh1mzyrAAo6we+Y1/Rdz8KDKaLSOusLh489mYNSY7ztoRO8ZpkLLhVR8l60p4//33+fkVV/D4E09w3fV/59zdoGv96tRT7Qfnxbd987JC1v8tobZ9e7xxzav/v727jW3ruu84/j16iG3FDuWn1FXsuJZhd1a3xFGcBkoxw8Pk9YUbzE7jFFiHANsQOSgwdFuHeBnQAcUwpAnWon2xhzjdBhTbsM4OmiEIslTO6rhLg3S2G7ddurW1t7aY4sYWH2qJ1gPFsxf3XpmiSJGiqHuoe34fwLBJUffyAAl/POf8zzn/XvEtz6FsTraW68wRLJquVFvfC/Rba08B54Dy4t991trKe9GWsNbS2dnZlDe6WBMTE05KOSYmJgCcjDyOj48DOCkjuX79OkDDZSTRLF0jr8tmg/+EOzv3snfv17ly5ctMTV3hlluC4wzepo9nvvtdXhwdpQh0GMNnNr/Ln/P73BLOBhqAs/vDK5YW3Ad/3/3YnbzWdydfvnKFt/N5vjc2xqS1HOjo4KXPfpb1X/kKECyOfu21oBTjy0HflEcfvbloevZvUvD6Xh7/6yw20zmnIwfB+Te1KDBEEkvZ3GQ3btwA3GRz1KFymc2NHk1Q3smrNotXSZTNUWeu1u++PjLMj64O07v2jtliFV75Naxpw9g2aLfs2BdsppIaqFw2evX5q/QM9ZDJBGfObdiwYdFtjo4g+OTzV5l45eaaOQiOGjp+HBZaEqdsTrZW7MxB5QXWg8BR4JS1NmuMSYeLpyEY+Ttaz4VdBoar0b98Pg+47cy5GP37+c9/DjQeGEuRy+UASKVS8zp7b+RyHHjrLabCabJDvMh+e5bJd1fTyfTcJdX7z8LsLpY33bY/RWogxQAwULbu4Bvf+AYvMT8wBgZq73o19KEUL78ML3z8InQWwRr4wi54qYeXX65dZqlSDpFEW9ZsdjEzVywWKRQKTrPZxcycy2xe6kBrJZVm8SopzeZav/v6yDDXf/AgW188yPTZTbTvPwSAeekQ1gY7WLa1t9F94OZmKvd88545s3MAmz8azKJFnblGdzUf6ulhdKyHP35p/s++8IWFO3PK5mRruc5cuLh63gLrcCvkEyWPLwA1tzuucB0nnblCoUCxWHQSGNHon4vAaIXRPxcLvCsFRuRMNssu+z0O8gq/wH+yu+z7UdRtMwAj7+XmFldhN6/TsPOz1ZegpNNBJVSjgbHlw1mYKgaboFgLn/wh/M+tvPBCijfeWLhDqNE/kWRKajZPTgYl8C6z2beZuVYZaK3lR1eH2friQdo//wdBLp+7D2OKYMMzX41ly29vmTMjlxpIcc837+Gnz/yUyZFJ3vs776VnKJhFW2o2Q7AkoqMjWOteamr+Ur05lM3J1nKdueXmavQvKnX0LTBcllm6CoyRkRNMTv4Vhw4x7xiMkZETDIx8ng/yA9pKZttKiyhnZ+ZePAT/9Btznu3q6+L9X3p/1XIOWPro36N3dfPctw0z1oZ9SAt7s/B2ik98Ar797eq/q8AQkUa46sxF2eyizFIzc/EPtGazWfr6YNWq58nlbplTNXP80iXe+tm/8dCa/+aXV11he/YF7Nk/CYdTw5S20Y6VFtoMWx6df4ZuaiBF6qvzM3opZZaRgQG49VYI+6R1UzYnm5edOZejfy4Dw+Xony+BES3Ebm+HT30K2tv/Fdg352cwb+f/yp6PFmLfLLycTk8v2JGDpQfGQCrFX+7exePf/yHWWii0BWvngO98Z+HfHR0dZfXq1bNfkERE6uE6m30baG2FmTkXnbmJifN87nMwMfEXXLz4Je6443f5/uibvHVjFdvtTxjkR7RPFfgZ4Vjm/rPYCksdwLDxwY0187jUUgdaI+vXz+/M1RoPuHbtGuvWrZv9XiTJ0qrnzC0bnwPD5eifL4ERbXMcneFWKLw6+7N33vmbOa+1JX9gTiFlIL2+/JngvLgaMpkMxpglzUgO9fTw61/fC3+3Az519+wmKMV55xfMNTo6ysaNGxu+r4j4yVXVjMts9nU9+1I3QFmaiwRfAYsUi5P85KfPcGv+NT5kv8Ye/osOCnO/GD/4EmbfmyVP3MzkO5+4c1F3zmQydHZ2Lvn70JNPzn8u/JpXlbI52bzrzBWLRaelHL6N/rXCbpZxBka0rXF0BMB73hOs/R8ZOcHExP/Ovq7aOaGRVat20dbWPe/5Lb81v6SjXDqdpru7m7a2pf3v/cShFPzj9tmOXD2uXbvGpk2blnRfEfGP62x2uZulbwOtLsssr1x5D9PTUFofY8r+tpTl8sV7yl4B7RvaFzUrB0E2r1+/HmMqpX79Km1EZssnDsuMjo4qmxPMu86cjzNzKrOMLzB6eobYvftZrl17H1/8Ygd33vmJ2fLK6el3Z183bxauxO23f5yBgR+w5n1zQ7Zjcwc7n6559i6ZTGZJNfmRgQEoXyNeKws0+icijfAxm1uhzDKpO02PjJzg4sUPMzIS7M2Ty73Bj3/8FGNjY3z6013s2PGnbNv2h8D8Aso5/uyPYHr+jPHOp2pncblMJrPkEstGXbt2TdmcYFozFxOXa+Z8Hf2LAiPue/f0DDE8fI4333wRuFl6WUt7ezc9UmNIgQAAELtJREFUPUPs3BnsL3zbwG2MXxyf/Xm0vXEtzQyMu++Gs2dvPu7rW/j1o6Oj3HXXXU25t4j4w8dsboUNUFzNzHV0dCxbB7p0fXom8zWuXn2eTOY0YHnggTbOnNnI9u1BreLk5P/xs3f/AagwIwfwrfvDf9z8SeeWztkdKhejWQOtAB/8IHzrW3MfL2R0dJRdu3Y15d7SetSZi4mvZZaujyZYu3btkssNG5HL5Wa3Pt68+aNkMl+b/dm2bU9QKETr+e5henqU7u4D8w4e3/LoFq787RXstMV0Vt41q5KolKMZXn994cflNDMnIo1QNsfLdTavW7duyeWG1ZQPoJbmb1vbDHv3lmwqNn11Tgeuq2sP+fwPgQJg6PqVMfL/MnfJw47P7GjofaXTabZsqS/Ha3nzTbj/frhwAfr7g8cLUTYnm3edOcBJYEyFh4C4CIworFwEhusSTzcLrINZwagzFx1GevXq82ze/NG6DjaFYHvjvWf2kj2TpftAd931+dlslu3btzf2xsvMzCz8uFSxWCSdTiswRKQhLrPZ5ZFFrrK5o6PDSbvHxsaWdflD+QBquXfeub3qa7du/T1uvfWXyGbPBIOsLwzw9m++zbWvXqP9tnZ2fGZHQ7NyEGTznj17GvrdSmp14CKFQoFcLqdsTjDvOnPWWjo64m92KwSGqzKSNWvWOJkdGxsbc7IeAILOXGlHsqdnqO5OXKnUQGrRi6yz2ey88+0atWbN3F2yFvrOcf36dYrFYtPKSETEH8rmeOXzeSflnXCzaqYZRkZOzBsoLR1A7ezczLthGSXAmTNbyOW2zj6uNthaWinT9/c11hfUqZnZvNj7wtLOt5PW5mVnrr29rlO+mioKDN9263IZGK47c80qp1isZgbGq6/CAw/MfVxNOp0GFBgisnius1mdufg0K5vL18YBczp00b+7u/fPdtYef/zz7N07t2Kn0cHWxbDWOuvMKZuTz8vdLH0d/XO1k+ZKD4xGlM/MxWViYoLJycmmBsaqVcG5ebX+81FgiEijXGXzdLBPvbNsNsY4GeRNQjaXr42rttlYT88Qd9/9Cj09Q86yeWxsjGKxqM6cLAvvOnOAl525jo4OJ+1OQmA0wlVg5HI5gKYFxpkzUCgEZ9gUCsHjahQYIrIUPmbz6tWrl20jkIUkIZujc12rPa4kKdm8GMrm5POyzNLXwHAhn8872S0LgsDo7e2N/b7WWmeBEdXGNyswDhyAW26Bqang7wMHqr9WgSEijVI2x8t1NjejM7fYzcVmZmYYHx9PRDYvhrI5+dSZi4nrUg6XgbHSR/8WK5/PUywWExEYAwPBOrkzZ4KO3MBA9dcqMERkKdSZi09Ssnkx692uX78OLO9h5dWoMyfLybvOHODlImuXgeHqeABXnbnosPKkBMbAwMKduEgUGM06405E/OLj5mQus9nVJl3K5nhlMhln95Z4aM1cTHzuzLkY/bPWOguMqDbet8BIp9N0dXU52WhHRFY+ZXN8XGVzsVhkfHxc2RyjdDpNKpVyMlgi8VBnLiYKjHhNTU1RKBQ0+hejdDqtMg4RaZiPSyBcDX7duHHDSTbn83kAZXOMlM3Jp85cTNSZi9fY2BjgNjBSqcUd9t0MCgwRWamUzfHxOZtdduZcfC9QNiefl525trb4m+26Lt/V6F8+n2fNmjWx3zcKDBe7dUWBsW7dutjvnc1m6ezsdPIFIZ1Oa72ciDTMVTYbY5yUoCmb4+U6m7u6upx8B1Q2J5+XnTkXH9qFQoG2tjZnYeWylMNFYIyPjwNuAiMKKxeBkcvlSKVSTs4tymQyCgwRaZirbHbxBRuUzXFrhWx2QdmcfF525lx0qKanp52UkABMTk46CQxrLZOTk05miaK6fBeBEW1/7GqBt6vAyGazCgwRaZiyOR7T09PMzMwom2OkbJbl5GVnzsfRP1frAQDvRv+iwHAx+ufqsHLQ6J+ILI2yOR7KZn+y2VqrbPaAl505F6N/hULBu9G/GzduADgZ/YsCw9UC7/b2diftdjX6NzU1RT6f1zk2ItIwzczFw+dsXrVqlZPOu6tsvnHjBlNTU8rmhFNnLiYuA8NVXb7L0T/XpRxr1651sm7NVWBEO3Vp9E9EGuVqoNW3NXNRZ87XbHYhl8s53UVT2ZxsLdWZM8b0G2N6w3/3GmOeXuC13caYIWPMYPh3b7338a2UY3Jy0kkph8vAcF3K4aKMA9yVcmQyGUCBIZJESc5m1zNzKrOMj+tsdjHQGmWzZuaSzc0nWHWDwDFjzAbgNPDYAq99Gjhurc0CGGNOAkfruYlvZZauZ+Z8LOVwFRiamRORZZDobPZ1Zk7ZHB9X2ayBVj+0WmfusrV2Z52v3ReFRShtjOm31l6o9Yu+lVn6ODPnYymHtVajfyKyHJTNy0DZHC9X2TwzM8PY2JiqZmTZtFSZZb2MMYNAuuzpLMHoYU2+jf65WmTt68ycq1KOfD7PzMyM6vJFxImVms2+bYDiOpvb2tqctNtVNke7aLqsmtFAa7K12swcxph+YAPQC5yrMprXTRAQpUaBukYOfarLt9Y62/7Y9Zq51atXO/lyMDY2xqZNm2K/by6XA9wEhkb/RJItydnsYqB1ZmaGYrHoZTZ3dXU52SBsbGyMbdu2xX7fKJs1MyfLpdU6cxestZejB8aYYWPM0bKSDQgCpVz5ayrq7u5m69atS3mPDbnvvvvo6emJ/b7WWo4cOcIHPvCB2O+9ceNGDh8+zO233x77vffs2cORI0divy/A/v37nQSGMYYjR46we/fu2O+9detWHnzwQY3+iSRTLNl8xx13LOU9NuT++++nt7fuPVqaZmZmhoceeoi+vr7Y771p0yYOHz7M5s2bY793X18fhw8fjv2+AAcOHGDnznqrhZunvb2dI0eOsGvXrtjvvW3bNj7ykY84O7Bc4mGsta7fQ1XGmGeB89baE2XPPwx8zFp7tOS5J4Cd1tpjFa4zBAyFD38R+N7yveuWtAm45vpNxMi39kLrtXm7tTb+bwoisuyUzU3Tap/by8239kLrtVnZnECtNjNX7hKVyzOyBOUcpTaGr58nDJwTAMaYc9bafc18k63Otzb71l7ws80i4oyyuQl8a7Nv7QU/2yzxa5kNUMIzaYbLnt5JhRCw1p5mfjlHN8GWySIiItIEymYRkdbWMp054BzB+TSl9kVlHOFBpQ+X/Oxy2WGkvfVsfSwiIiJ1UzaLiLSwlimztNZmjTHpsIYegpG/0oNGB8PHp8LHjwGPGGMuE+yuNa8ev4oTtV+SOL612bf2gp9tFpFlpmxeVr612bf2gp9tlpi19AYoIiIiIiIiUlkrlVmKiIiIiIhInVqmzHK5GWO6gUeAqPTjdOm5OUkQbhf9dNl5QIltd0nbAA4CT0VrM5LY7nAdymD48F7gZLjhQCLbKyLJ58Nnl7JZ2UyC2iutx5vOHMEC7uPRIafGmJPMrftfsYwxg0A/sI/520Intt3AIyWL8P8ZOG+MORh+UCax3Q9ba5+JHhhjMsaYHWEbk9heEUm+xH52KZuVzSSzvdJifCqz3Bf9zxRKG2P6nb2bJrLWng4/SNIVfpzIdodtOBc9Dtt4Goh2VUtiu58OR/kiaYKRPkhme0Uk+RL72aVsVjaTzPZKi/GiMxeOjpV/mGa5OS2eSAlv9wbguQrPb0xwu9eXhcIGgm3Ak9peEUkwXz+7Et5uZbOyWWLmRWeOoLwhW/bcKMEWy0mW2HaH9ejlpQr7gGES2u7SsAi3CX8qfC6R7RWRxPP1syux7VY2K5slfr505jZUeK78f7AkSnS7yxaTDwKXwyBJbLvDA3qHgJ0lNfqJba+IJJqvn12JbreyWdks8fJlA5RK9erli5GTyIt2h7Xqx6y10WhgYtsdhuQJY0y3MeY88KskuL0ikmi+fnZ50W5lc3LbK63Fl5m5aLq71EbgkoP3Eidf2v0k8FjJ48S3OyzhOEfQ9sS3V0QSydfPLl/arWxOeHulNXjRmasyvd9NsMNSYvnQ7rL6dIwxvUlstzFmyBgzXPZ0Fkhke0Uk+Xz97PKh3cpmZbPEx4vOXOhyeLBjpDc6xDLhEtvusBb/dNkuUtGWv0lr9zmC82pKDQLPhv9OWntFxA++fnYltt3KZmWzxMtYa12/h1iEtduPAJcJzv84XbpIdyULzywZJJjWPw0MlxzYmch2h20+z9zFxN3AQWvt6SS2O2zzvvDhTuA/rLWnwp8lrr0iknxJ/uxSNs9SNieovdJ6vOnMiYiIiIiIJIlPZZYiIiIiIiKJoc6ciIiIiIjICqTOnIiIiIiIyAqkzpxIiXCb4f7arxQREZE4KJtFqlNnTiRkjHkYOOr6fYiIiEhA2SyyMHXmJFbGmCeMMc/WfmX8wq2EK24ZbIw5r1FBERFJImWzyMqlzpzMY4x51hiTMcbY8INyqEnX7QeOWWuPLeEal8JRurgdBU46uK+IiIiyuTJls3hPnTmZwxgzTHCw5b3AeuCp8N/N8HT4Z8UJD/m8YIxZke9fRERWLmVzZcpmEehw/QakdRhjuoFBYL21Nhs+fSr805RrW2sPLvVaDd5/COiu8KML1trTdV7mKYIRwONNe2MiIiILUDbXpGwWr6kzJ5XsA+r9EK3XI8twzbpZa0804RoXjDG9xpjecDRQREQkLsrmytdQNovXVGYps8IRv2eAYWPM001eVHwvcKH8SWNMf1j7b40xJ40xw+GagEojdeW/+3D4e/1LvVZ0PYKw/JgxprfKyy4AWmwtIiKxUDYrm0UWos6czGGtPU6woLgfOB8uaq76ARme/TJYx6V7gdEKz58kKJFYT1BqMWytLS0lqXbfwfB3D1proyBq6FoRa+0pa+291trjC4zupcO2iIiIxELZrGwWqUadOZkn/OA8aK01BOUXr1YaQQufO0blevdyG4BKH9y94f2ywDBwXx3XOhi+9lhZTX0j11qsLLBxGa4rIiJSlbJ5Qcpm8ZY6c7Kgkq2KK43wPQJ8haWNhl0u2c44CoJahgjOnCk/RLSRa4mIiKwoymYRiagzJ/WaM3IXlnecI/jg3lnH76epPEp4GThmjLlEsHtVPYuhTxDU+e8rO9emkWstVjeVS1JERETipmwOKJvFW9rNUmaFte7PEmzve4Hgw/FJIF1hi+BBa+0zxhgIyjRquUzlEoheglG87CJ2oRq21maNMY8BzxljToflG41ca7E2ELRFRERk2Smb66JsFm9pZk5mhaFwLPxzHng1/NGcg0nDEbdsyQ5T9ZRynKf6TlPngUvhTleZOhdtY609RTAC+dxSr7UI/SgwREQkJsrmuiibxVvGWuv6PcgKY4x5OPywjh5fstYuWM4RLsjOhAu3o+eeINjx6mDJa4YIFk/XUx5Sev2mXWuBe/QDJ5t1PRERkWZRNiubxU+amZO6hWfFDFMy+hWOrvXWGmULSy1OG2OGSp7OAhuic2NKtimua7viMs28VjVPAqdqvkpERCQmymZls/hNM3MSm0qjZ+Go3TFu1vafBh6r9/yZsus37VoVrt1LsB5AI38iIpIYymaRlU2dOYlV+KG+s2Rb5RXBGHMeOF5hsbmIiMiKpmwWWbnUmRMREREREVmBtGZORERERERkBVJnTkREREREZAVSZ05ERERERGQFUmdORERERERkBVJnTkREREREZAVSZ05ERERERGQFUmdORERERERkBVJnTkREREREZAX6f5TzeXU4gLmgAAAAAElFTkSuQmCC\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": 0.063956,
     "end_time": "2020-04-01T01:27:26.242138",
     "exception": false,
     "start_time": "2020-04-01T01:27:26.178182",
     "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": 0.049111,
     "end_time": "2020-04-01T01:27:26.339188",
     "exception": false,
     "start_time": "2020-04-01T01:27:26.290077",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Display All Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "papermill": {
     "duration": 0.077906,
     "end_time": "2020-04-01T01:27:26.465391",
     "exception": false,
     "start_time": "2020-04-01T01:27:26.387485",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_f1ffb82a_73b7_11ea_97c9_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_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row0\" class=\"row_heading level0 row0\" rowspan=9>Chl</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row0\" class=\"row_heading level1 row0\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row0\" class=\"row_heading level2 row0\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow0_col0\" class=\"data row0 col0\" >-0.927753</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow0_col1\" class=\"data row0 col1\" >163</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow0_col2\" class=\"data row0 col2\" >6.75039</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow0_col3\" class=\"data row0 col3\" >0.201394</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row1\" class=\"row_heading level1 row1\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row1\" class=\"row_heading level2 row1\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow1_col0\" class=\"data row1 col0\" >-0.721268</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow1_col1\" class=\"data row1 col1\" >78</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow1_col2\" class=\"data row1 col2\" >2.6988</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow1_col3\" class=\"data row1 col3\" >0.27128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row2\" class=\"row_heading level1 row2\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row2\" class=\"row_heading level2 row2\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow2_col0\" class=\"data row2 col0\" >-0.581081</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow2_col1\" class=\"data row2 col1\" >4</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow2_col2\" class=\"data row2 col2\" >1.31522</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow2_col3\" class=\"data row2 col3\" >0.44247</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row3\" class=\"row_heading level1 row3\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row3\" class=\"row_heading level2 row3\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow3_col0\" class=\"data row3 col0\" >nan</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow3_col2\" class=\"data row3 col2\" >nan</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row4\" class=\"row_heading level1 row4\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row4\" class=\"row_heading level2 row4\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow4_col0\" class=\"data row4 col0\" >-0.856355</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow4_col1\" class=\"data row4 col1\" >245</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow4_col2\" class=\"data row4 col2\" >5.71521</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow4_col3\" class=\"data row4 col3\" >0.221764</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row5\" class=\"row_heading level1 row5\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row5\" class=\"row_heading level2 row5\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow5_col0\" class=\"data row5 col0\" >0.253039</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow5_col1\" class=\"data row5 col1\" >43</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow5_col2\" class=\"data row5 col2\" >0.305866</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow5_col3\" class=\"data row5 col3\" >0.465344</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row6\" class=\"row_heading level1 row6\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row6\" class=\"row_heading level2 row6\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow6_col0\" class=\"data row6 col0\" >-7.88312</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow6_col1\" class=\"data row6 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow6_col2\" class=\"data row6 col2\" >12.9787</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow6_col3\" class=\"data row6 col3\" >0.443416</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row7\" class=\"row_heading level1 row7\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row7\" class=\"row_heading level2 row7\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow7_col0\" class=\"data row7 col0\" >2.48662</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow7_col1\" class=\"data row7 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow7_col2\" class=\"data row7 col2\" >3.12552</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow7_col3\" class=\"data row7 col3\" >0.337751</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row8\" class=\"row_heading level1 row8\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row8\" class=\"row_heading level2 row8\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow8_col0\" class=\"data row8 col0\" >1.34389</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow8_col1\" class=\"data row8 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow8_col2\" class=\"data row8 col2\" >2.71508</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow8_col3\" class=\"data row8 col3\" >0.339394</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row9\" class=\"row_heading level0 row9\" rowspan=9>Chl log10</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row9\" class=\"row_heading level1 row9\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row9\" class=\"row_heading level2 row9\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow9_col0\" class=\"data row9 col0\" >0.0190216</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow9_col1\" class=\"data row9 col1\" >163</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow9_col2\" class=\"data row9 col2\" >0.508256</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow9_col3\" class=\"data row9 col3\" >0.503613</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row10\" class=\"row_heading level1 row10\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row10\" class=\"row_heading level2 row10\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow10_col0\" class=\"data row10 col0\" >-0.0674069</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow10_col1\" class=\"data row10 col1\" >78</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow10_col2\" class=\"data row10 col2\" >0.403252</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow10_col3\" class=\"data row10 col3\" >0.537247</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row11\" class=\"row_heading level1 row11\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row11\" class=\"row_heading level2 row11\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow11_col0\" class=\"data row11 col0\" >-0.0793349</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow11_col1\" class=\"data row11 col1\" >4</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow11_col2\" class=\"data row11 col2\" >0.428216</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow11_col3\" class=\"data row11 col3\" >0.548664</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row12\" class=\"row_heading level1 row12\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row12\" class=\"row_heading level2 row12\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow12_col0\" class=\"data row12 col0\" >nan</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow12_col1\" class=\"data row12 col1\" >0</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow12_col2\" class=\"data row12 col2\" >nan</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row13\" class=\"row_heading level1 row13\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row13\" class=\"row_heading level2 row13\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow13_col0\" class=\"data row13 col0\" >-0.0101002</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow13_col1\" class=\"data row13 col1\" >245</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow13_col2\" class=\"data row13 col2\" >0.476055</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow13_col3\" class=\"data row13 col3\" >0.601746</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row14\" class=\"row_heading level1 row14\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row14\" class=\"row_heading level2 row14\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow14_col0\" class=\"data row14 col0\" >0.162508</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow14_col1\" class=\"data row14 col1\" >43</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow14_col2\" class=\"data row14 col2\" >0.203553</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow14_col3\" class=\"data row14 col3\" >0.491324</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row15\" class=\"row_heading level1 row15\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row15\" class=\"row_heading level2 row15\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow15_col0\" class=\"data row15 col0\" >-0.630544</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow15_col1\" class=\"data row15 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow15_col2\" class=\"data row15 col2\" >0.743283</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow15_col3\" class=\"data row15 col3\" >0.538795</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row16\" class=\"row_heading level1 row16\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row16\" class=\"row_heading level2 row16\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow16_col0\" class=\"data row16 col0\" >0.329157</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow16_col1\" class=\"data row16 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow16_col2\" class=\"data row16 col2\" >0.467924</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow16_col3\" class=\"data row16 col3\" >0.392764</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row17\" class=\"row_heading level1 row17\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row17\" class=\"row_heading level2 row17\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow17_col0\" class=\"data row17 col0\" >0.204204</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow17_col1\" class=\"data row17 col1\" >40</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow17_col2\" class=\"data row17 col2\" >0.486523</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow17_col3\" class=\"data row17 col3\" >0.319374</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row18\" class=\"row_heading level0 row18\" rowspan=9>Density</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row18\" class=\"row_heading level1 row18\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row18\" class=\"row_heading level2 row18\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow18_col0\" class=\"data row18 col0\" >0.0421168</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow18_col1\" class=\"data row18 col1\" >486</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow18_col2\" class=\"data row18 col2\" >1.22957</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow18_col3\" class=\"data row18 col3\" >0.971754</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row19\" class=\"row_heading level1 row19\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row19\" class=\"row_heading level2 row19\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow19_col0\" class=\"data row19 col0\" >-0.113355</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow19_col1\" class=\"data row19 col1\" >132</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow19_col2\" class=\"data row19 col2\" >0.330932</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow19_col3\" class=\"data row19 col3\" >0.968864</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row20\" class=\"row_heading level1 row20\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row20\" class=\"row_heading level2 row20\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow20_col0\" class=\"data row20 col0\" >0.0405175</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow20_col1\" class=\"data row20 col1\" >951</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow20_col2\" class=\"data row20 col2\" >0.221619</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow20_col3\" class=\"data row20 col3\" >0.992146</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row21\" class=\"row_heading level1 row21\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row21\" class=\"row_heading level2 row21\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow21_col0\" class=\"data row21 col0\" >0.0694343</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow21_col1\" class=\"data row21 col1\" >704</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow21_col2\" class=\"data row21 col2\" >0.199939</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow21_col3\" class=\"data row21 col3\" >0.991909</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row22\" class=\"row_heading level1 row22\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row22\" class=\"row_heading level2 row22\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow22_col0\" class=\"data row22 col0\" >0.0280676</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow22_col1\" class=\"data row22 col1\" >1569</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow22_col2\" class=\"data row22 col2\" >0.712233</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow22_col3\" class=\"data row22 col3\" >0.984761</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row23\" class=\"row_heading level1 row23\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row23\" class=\"row_heading level2 row23\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow23_col0\" class=\"data row23 col0\" >-0.474655</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow23_col1\" class=\"data row23 col1\" >63</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow23_col2\" class=\"data row23 col2\" >0.820005</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow23_col3\" class=\"data row23 col3\" >0.682457</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row24\" class=\"row_heading level1 row24\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row24\" class=\"row_heading level2 row24\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow24_col0\" class=\"data row24 col0\" >0.0574493</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow24_col1\" class=\"data row24 col1\" >147</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow24_col2\" class=\"data row24 col2\" >0.746333</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow24_col3\" class=\"data row24 col3\" >0.937629</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row25\" class=\"row_heading level1 row25\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row25\" class=\"row_heading level2 row25\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow25_col0\" class=\"data row25 col0\" >0.00292015</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow25_col1\" class=\"data row25 col1\" >183</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow25_col2\" class=\"data row25 col2\" >1.62767</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow25_col3\" class=\"data row25 col3\" >0.968032</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row26\" class=\"row_heading level1 row26\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row26\" class=\"row_heading level2 row26\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow26_col0\" class=\"data row26 col0\" >0.445082</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow26_col1\" class=\"data row26 col1\" >93</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow26_col2\" class=\"data row26 col2\" >1.1625</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow26_col3\" class=\"data row26 col3\" >0.876525</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row27\" class=\"row_heading level0 row27\" rowspan=9>NO3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row27\" class=\"row_heading level1 row27\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row27\" class=\"row_heading level2 row27\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow27_col0\" class=\"data row27 col0\" >0.535936</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow27_col1\" class=\"data row27 col1\" >426</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow27_col2\" class=\"data row27 col2\" >5.352</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow27_col3\" class=\"data row27 col3\" >0.914895</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row28\" class=\"row_heading level1 row28\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row28\" class=\"row_heading level2 row28\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow28_col0\" class=\"data row28 col0\" >-0.460622</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow28_col1\" class=\"data row28 col1\" >125</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow28_col2\" class=\"data row28 col2\" >3.12856</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow28_col3\" class=\"data row28 col3\" >0.874802</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row29\" class=\"row_heading level1 row29\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row29\" class=\"row_heading level2 row29\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow29_col0\" class=\"data row29 col0\" >-0.687475</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow29_col1\" class=\"data row29 col1\" >859</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow29_col2\" class=\"data row29 col2\" >2.25283</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow29_col3\" class=\"data row29 col3\" >0.88904</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row30\" class=\"row_heading level1 row30\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row30\" class=\"row_heading level2 row30\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow30_col0\" class=\"data row30 col0\" >-0.901235</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow30_col1\" class=\"data row30 col1\" >618</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow30_col2\" class=\"data row30 col2\" >1.91249</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow30_col3\" class=\"data row30 col3\" >0.869616</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row31\" class=\"row_heading level1 row31\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row31\" class=\"row_heading level2 row31\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow31_col0\" class=\"data row31 col0\" >-0.297738</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow31_col1\" class=\"data row31 col1\" >1410</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow31_col2\" class=\"data row31 col2\" >3.55159</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow31_col3\" class=\"data row31 col3\" >0.944294</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row32\" class=\"row_heading level1 row32\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row32\" class=\"row_heading level2 row32\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow32_col0\" class=\"data row32 col0\" >-2.76104</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow32_col1\" class=\"data row32 col1\" >63</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow32_col2\" class=\"data row32 col2\" >2.86511</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow32_col3\" class=\"data row32 col3\" >0.359494</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row33\" class=\"row_heading level1 row33\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row33\" class=\"row_heading level2 row33\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow33_col0\" class=\"data row33 col0\" >4.77509</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow33_col1\" class=\"data row33 col1\" >129</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow33_col2\" class=\"data row33 col2\" >7.56635</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow33_col3\" class=\"data row33 col3\" >0.548432</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row34\" class=\"row_heading level1 row34\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row34\" class=\"row_heading level2 row34\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow34_col0\" class=\"data row34 col0\" >-1.28892</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow34_col1\" class=\"data row34 col1\" >158</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow34_col2\" class=\"data row34 col2\" >4.55891</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow34_col3\" class=\"data row34 col3\" >0.889912</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row35\" class=\"row_heading level1 row35\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row35\" class=\"row_heading level2 row35\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow35_col0\" class=\"data row35 col0\" >-0.13268</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow35_col1\" class=\"data row35 col1\" >76</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow35_col2\" class=\"data row35 col2\" >3.65653</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow35_col3\" class=\"data row35 col3\" >0.940833</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row36\" class=\"row_heading level0 row36\" rowspan=9>Salinity</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row36\" class=\"row_heading level1 row36\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row36\" class=\"row_heading level2 row36\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow36_col0\" class=\"data row36 col0\" >0.0361651</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow36_col1\" class=\"data row36 col1\" >486</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow36_col2\" class=\"data row36 col2\" >1.52148</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow36_col3\" class=\"data row36 col3\" >0.966684</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row37\" class=\"row_heading level1 row37\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row37\" class=\"row_heading level2 row37\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow37_col0\" class=\"data row37 col0\" >-0.141818</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow37_col1\" class=\"data row37 col1\" >132</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow37_col2\" class=\"data row37 col2\" >0.404004</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow37_col3\" class=\"data row37 col3\" >0.964661</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row38\" class=\"row_heading level1 row38\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row38\" class=\"row_heading level2 row38\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow38_col0\" class=\"data row38 col0\" >0.0660219</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow38_col1\" class=\"data row38 col1\" >951</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow38_col2\" class=\"data row38 col2\" >0.287849</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow38_col3\" class=\"data row38 col3\" >0.987795</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row39\" class=\"row_heading level1 row39\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row39\" class=\"row_heading level2 row39\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow39_col0\" class=\"data row39 col0\" >0.109735</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow39_col1\" class=\"data row39 col1\" >704</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow39_col2\" class=\"data row39 col2\" >0.270829</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow39_col3\" class=\"data row39 col3\" >0.987973</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row40\" class=\"row_heading level1 row40\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row40\" class=\"row_heading level2 row40\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow40_col0\" class=\"data row40 col0\" >0.0392882</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow40_col1\" class=\"data row40 col1\" >1569</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow40_col2\" class=\"data row40 col2\" >0.883741</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow40_col3\" class=\"data row40 col3\" >0.97968</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row41\" class=\"row_heading level1 row41\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row41\" class=\"row_heading level2 row41\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow41_col0\" class=\"data row41 col0\" >-0.626527</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow41_col1\" class=\"data row41 col1\" >63</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow41_col2\" class=\"data row41 col2\" >1.07923</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow41_col3\" class=\"data row41 col3\" >0.671415</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row42\" class=\"row_heading level1 row42\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row42\" class=\"row_heading level2 row42\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow42_col0\" class=\"data row42 col0\" >0.0411847</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow42_col1\" class=\"data row42 col1\" >147</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow42_col2\" class=\"data row42 col2\" >0.938114</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow42_col3\" class=\"data row42 col3\" >0.940402</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row43\" class=\"row_heading level1 row43\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row43\" class=\"row_heading level2 row43\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow43_col0\" class=\"data row43 col0\" >-0.0379645</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow43_col1\" class=\"data row43 col1\" >183</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow43_col2\" class=\"data row43 col2\" >1.99195</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow43_col3\" class=\"data row43 col3\" >0.965526</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row44\" class=\"row_heading level1 row44\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row44\" class=\"row_heading level2 row44\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow44_col0\" class=\"data row44 col0\" >0.623019</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow44_col1\" class=\"data row44 col1\" >93</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow44_col2\" class=\"data row44 col2\" >1.4524</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow44_col3\" class=\"data row44 col3\" >0.853064</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row45\" class=\"row_heading level0 row45\" rowspan=9>Temperature</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row45\" class=\"row_heading level1 row45\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row45\" class=\"row_heading level2 row45\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow45_col0\" class=\"data row45 col0\" >-0.0909293</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow45_col1\" class=\"data row45 col1\" >486</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow45_col2\" class=\"data row45 col2\" >0.875478</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow45_col3\" class=\"data row45 col3\" >0.98563</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row46\" class=\"row_heading level1 row46\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row46\" class=\"row_heading level2 row46\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow46_col0\" class=\"data row46 col0\" >0.00826907</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow46_col1\" class=\"data row46 col1\" >132</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow46_col2\" class=\"data row46 col2\" >0.346813</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow46_col3\" class=\"data row46 col3\" >0.986597</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row47\" class=\"row_heading level1 row47\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row47\" class=\"row_heading level2 row47\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow47_col0\" class=\"data row47 col0\" >0.0676534</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow47_col1\" class=\"data row47 col1\" >951</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow47_col2\" class=\"data row47 col2\" >0.325813</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow47_col3\" class=\"data row47 col3\" >0.964389</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row48\" class=\"row_heading level1 row48\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row48\" class=\"row_heading level2 row48\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow48_col0\" class=\"data row48 col0\" >0.102266</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow48_col1\" class=\"data row48 col1\" >704</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow48_col2\" class=\"data row48 col2\" >0.33369</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow48_col3\" class=\"data row48 col3\" >0.938057</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row49\" class=\"row_heading level1 row49\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row49\" class=\"row_heading level2 row49\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow49_col0\" class=\"data row49 col0\" >0.0135362</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow49_col1\" class=\"data row49 col1\" >1569</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow49_col2\" class=\"data row49 col2\" >0.558456</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow49_col3\" class=\"data row49 col3\" >0.987054</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row50\" class=\"row_heading level1 row50\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row50\" class=\"row_heading level2 row50\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow50_col0\" class=\"data row50 col0\" >-0.130181</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow50_col1\" class=\"data row50 col1\" >63</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow50_col2\" class=\"data row50 col2\" >0.234378</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow50_col3\" class=\"data row50 col3\" >0.560801</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row51\" class=\"row_heading level1 row51\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row51\" class=\"row_heading level2 row51\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow51_col0\" class=\"data row51 col0\" >-0.18793</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow51_col1\" class=\"data row51 col1\" >147</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow51_col2\" class=\"data row51 col2\" >0.347476</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow51_col3\" class=\"data row51 col3\" >0.760658</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row52\" class=\"row_heading level1 row52\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row52\" class=\"row_heading level2 row52\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow52_col0\" class=\"data row52 col0\" >-0.141291</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow52_col1\" class=\"data row52 col1\" >183</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow52_col2\" class=\"data row52 col2\" >1.27589</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow52_col3\" class=\"data row52 col3\" >0.958012</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row53\" class=\"row_heading level1 row53\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row53\" class=\"row_heading level2 row53\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow53_col0\" class=\"data row53 col0\" >0.188083</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow53_col1\" class=\"data row53 col1\" >93</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow53_col2\" class=\"data row53 col2\" >0.757642</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow53_col3\" class=\"data row53 col3\" >0.94782</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel0_row54\" class=\"row_heading level0 row54\" rowspan=9>dSi</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row54\" class=\"row_heading level1 row54\" >0</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row54\" class=\"row_heading level2 row54\" >z < 15 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow54_col0\" class=\"data row54 col0\" >-1.41089</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow54_col1\" class=\"data row54 col1\" >426</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow54_col2\" class=\"data row54 col2\" >13.1997</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow54_col3\" class=\"data row54 col3\" >0.727032</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row55\" class=\"row_heading level1 row55\" >1</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row55\" class=\"row_heading level2 row55\" >15 m < z < 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow55_col0\" class=\"data row55 col0\" >-3.17799</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow55_col1\" class=\"data row55 col1\" >125</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow55_col2\" class=\"data row55 col2\" >7.84828</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow55_col3\" class=\"data row55 col3\" >0.750185</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row56\" class=\"row_heading level1 row56\" >2</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row56\" class=\"row_heading level2 row56\" >z >= 22 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow56_col0\" class=\"data row56 col0\" >-3.61356</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow56_col1\" class=\"data row56 col1\" >859</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow56_col2\" class=\"data row56 col2\" >7.04611</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow56_col3\" class=\"data row56 col3\" >0.775775</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row57\" class=\"row_heading level1 row57\" >3</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row57\" class=\"row_heading level2 row57\" >z > 50 m</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow57_col0\" class=\"data row57 col0\" >-2.92471</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow57_col1\" class=\"data row57 col1\" >618</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow57_col2\" class=\"data row57 col2\" >5.33885</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow57_col3\" class=\"data row57 col3\" >0.859091</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row58\" class=\"row_heading level1 row58\" >4</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row58\" class=\"row_heading level2 row58\" >all</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow58_col0\" class=\"data row58 col0\" >-2.90946</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow58_col1\" class=\"data row58 col1\" >1410</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow58_col2\" class=\"data row58 col2\" >9.39933</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow58_col3\" class=\"data row58 col3\" >0.791728</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row59\" class=\"row_heading level1 row59\" >5</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row59\" class=\"row_heading level2 row59\" >z < 15 m, JFM</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow59_col0\" class=\"data row59 col0\" >-7.46578</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow59_col1\" class=\"data row59 col1\" >63</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow59_col2\" class=\"data row59 col2\" >7.57703</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow59_col3\" class=\"data row59 col3\" >0.178327</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row60\" class=\"row_heading level1 row60\" >6</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row60\" class=\"row_heading level2 row60\" >z < 15 m, Apr</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow60_col0\" class=\"data row60 col0\" >10.6977</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow60_col1\" class=\"data row60 col1\" >129</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow60_col2\" class=\"data row60 col2\" >17.1857</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow60_col3\" class=\"data row60 col3\" >0.516523</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row61\" class=\"row_heading level1 row61\" >7</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row61\" class=\"row_heading level2 row61\" >z < 15 m, MJJA</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow61_col0\" class=\"data row61 col0\" >-11.3121</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow61_col1\" class=\"data row61 col1\" >158</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow61_col2\" class=\"data row61 col2\" >13.0638</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow61_col3\" class=\"data row61 col3\" >0.746527</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel1_row62\" class=\"row_heading level1 row62\" >8</th>\n",
       "                        <th id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93celevel2_row62\" class=\"row_heading level2 row62\" >z < 15 m, SOND</th>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow62_col0\" class=\"data row62 col0\" >3.63965</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow62_col1\" class=\"data row62 col1\" >76</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow62_col2\" class=\"data row62 col2\" >8.53909</td>\n",
       "                        <td id=\"T_f1ffb82a_73b7_11ea_97c9_10c37b4d93cerow62_col3\" class=\"data row62 col3\" >0.687808</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb2f8812610>"
      ]
     },
     "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": 280.654112,
   "end_time": "2020-04-01T01:27:26.519145",
   "environment_variables": {},
   "exception": null,
   "input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
   "output_path": "vET-HC1905-DFO-NutChlPhys-2012.ipynb",
   "parameters": {
    "year": 2012
   },
   "start_time": "2020-04-01T01:22:45.865033",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}